US20130096023A1 - Hepcidins as Biomarkers for Impending Lupus Nephritis Flare - Google Patents
Hepcidins as Biomarkers for Impending Lupus Nephritis Flare Download PDFInfo
- Publication number
- US20130096023A1 US20130096023A1 US13/680,637 US201213680637A US2013096023A1 US 20130096023 A1 US20130096023 A1 US 20130096023A1 US 201213680637 A US201213680637 A US 201213680637A US 2013096023 A1 US2013096023 A1 US 2013096023A1
- Authority
- US
- United States
- Prior art keywords
- hepcidin
- subject
- flare
- concentration
- biomarkers
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Abandoned
Links
- 239000000090 biomarker Substances 0.000 title claims abstract description 82
- 102000018511 hepcidin Human genes 0.000 title claims description 99
- 108060003558 hepcidin Proteins 0.000 title claims description 99
- 208000005777 Lupus Nephritis Diseases 0.000 title description 25
- 201000000596 systemic lupus erythematosus Diseases 0.000 claims abstract description 62
- 210000003734 kidney Anatomy 0.000 claims abstract description 48
- XJOTXKZIRSHZQV-RXHOOSIZSA-N (3S)-3-amino-4-[[(2S,3R)-1-[[(2S)-1-[[(2S)-1-[(2S)-2-[[(2S,3S)-1-[[(1R,6R,12R,17R,20S,23S,26R,31R,34R,39R,42S,45S,48S,51S,59S)-51-(4-aminobutyl)-31-[[(2S)-6-amino-1-[[(1S,2R)-1-carboxy-2-hydroxypropyl]amino]-1-oxohexan-2-yl]carbamoyl]-20-benzyl-23-[(2S)-butan-2-yl]-45-(3-carbamimidamidopropyl)-48-(hydroxymethyl)-42-(1H-imidazol-4-ylmethyl)-59-(2-methylsulfanylethyl)-7,10,19,22,25,33,40,43,46,49,52,54,57,60,63,64-hexadecaoxo-3,4,14,15,28,29,36,37-octathia-8,11,18,21,24,32,41,44,47,50,53,55,58,61,62,65-hexadecazatetracyclo[32.19.8.26,17.212,39]pentahexacontan-26-yl]amino]-3-methyl-1-oxopentan-2-yl]carbamoyl]pyrrolidin-1-yl]-1-oxo-3-phenylpropan-2-yl]amino]-3-(1H-imidazol-4-yl)-1-oxopropan-2-yl]amino]-3-hydroxy-1-oxobutan-2-yl]amino]-4-oxobutanoic acid Chemical compound CC[C@H](C)[C@H](NC(=O)[C@@H]1CCCN1C(=O)[C@H](Cc1ccccc1)NC(=O)[C@H](Cc1cnc[nH]1)NC(=O)[C@@H](NC(=O)[C@@H](N)CC(O)=O)[C@@H](C)O)C(=O)N[C@H]1CSSC[C@H](NC(=O)[C@@H]2CSSC[C@@H]3NC(=O)[C@@H]4CSSC[C@H](NC(=O)[C@H](Cc5ccccc5)NC(=O)[C@@H](NC1=O)[C@@H](C)CC)C(=O)N[C@@H](CSSC[C@H](NC(=O)[C@H](CCCCN)NC(=O)[C@H](CO)NC(=O)[C@H](CCCNC(N)=N)NC(=O)[C@H](Cc1cnc[nH]1)NC3=O)C(=O)NCC(=O)N[C@@H](CCSC)C(=O)N2)C(=O)NCC(=O)N4)C(=O)N[C@@H](CCCCN)C(=O)N[C@@H]([C@@H](C)O)C(O)=O XJOTXKZIRSHZQV-RXHOOSIZSA-N 0.000 claims description 156
- 229940066919 hepcidin Drugs 0.000 claims description 97
- 238000000034 method Methods 0.000 claims description 84
- 210000002700 urine Anatomy 0.000 claims description 78
- 101800003310 Hepcidin-25 Proteins 0.000 claims description 68
- 102400001151 Hepcidin-25 Human genes 0.000 claims description 68
- 101800003308 Hepcidin-20 Proteins 0.000 claims description 60
- 102400001150 Hepcidin-20 Human genes 0.000 claims description 60
- 208000037265 diseases, disorders, signs and symptoms Diseases 0.000 claims description 25
- 201000010099 disease Diseases 0.000 claims description 22
- 239000012634 fragment Substances 0.000 claims description 20
- 239000003153 chemical reaction reagent Substances 0.000 claims description 14
- 238000002560 therapeutic procedure Methods 0.000 claims description 14
- 238000011282 treatment Methods 0.000 claims description 14
- 230000007423 decrease Effects 0.000 claims description 13
- 238000003556 assay Methods 0.000 claims description 12
- 238000000756 surface-enhanced laser desorption--ionisation time-of-flight mass spectrometry Methods 0.000 claims description 12
- 238000001514 detection method Methods 0.000 claims description 11
- 238000004949 mass spectrometry Methods 0.000 claims description 11
- 230000004044 response Effects 0.000 claims description 11
- 238000012360 testing method Methods 0.000 claims description 11
- 150000001413 amino acids Chemical class 0.000 claims description 10
- 238000004393 prognosis Methods 0.000 claims description 9
- 208000024891 symptom Diseases 0.000 claims description 6
- 125000003178 carboxy group Chemical group [H]OC(*)=O 0.000 claims description 3
- 238000002650 immunosuppressive therapy Methods 0.000 claims description 3
- 238000003018 immunoassay Methods 0.000 claims description 2
- 108090000623 proteins and genes Proteins 0.000 description 94
- 102000004169 proteins and genes Human genes 0.000 description 91
- 239000000523 sample Substances 0.000 description 82
- 230000014509 gene expression Effects 0.000 description 60
- 150000002500 ions Chemical class 0.000 description 32
- 150000007523 nucleic acids Chemical class 0.000 description 23
- 239000003814 drug Substances 0.000 description 22
- 238000003745 diagnosis Methods 0.000 description 21
- 239000003550 marker Substances 0.000 description 21
- 102000039446 nucleic acids Human genes 0.000 description 21
- 108020004707 nucleic acids Proteins 0.000 description 21
- 108090000765 processed proteins & peptides Proteins 0.000 description 19
- 229940079593 drug Drugs 0.000 description 15
- 230000001965 increasing effect Effects 0.000 description 15
- 201000008383 nephritis Diseases 0.000 description 15
- 238000001228 spectrum Methods 0.000 description 15
- 238000000672 surface-enhanced laser desorption--ionisation Methods 0.000 description 15
- XEEYBQQBJWHFJM-UHFFFAOYSA-N Iron Chemical compound [Fe] XEEYBQQBJWHFJM-UHFFFAOYSA-N 0.000 description 14
- 238000009396 hybridization Methods 0.000 description 13
- 108010088751 Albumins Proteins 0.000 description 12
- 102000009027 Albumins Human genes 0.000 description 12
- 210000001124 body fluid Anatomy 0.000 description 12
- 210000004027 cell Anatomy 0.000 description 12
- 238000005259 measurement Methods 0.000 description 12
- 108010026552 Proteome Proteins 0.000 description 11
- 230000000694 effects Effects 0.000 description 11
- 239000002773 nucleotide Substances 0.000 description 11
- 125000003729 nucleotide group Chemical group 0.000 description 11
- 102000004127 Cytokines Human genes 0.000 description 9
- 108090000695 Cytokines Proteins 0.000 description 9
- DDRJAANPRJIHGJ-UHFFFAOYSA-N creatinine Chemical compound CN1CC(=O)NC1=N DDRJAANPRJIHGJ-UHFFFAOYSA-N 0.000 description 8
- NOESYZHRGYRDHS-UHFFFAOYSA-N insulin Chemical compound N1C(=O)C(NC(=O)C(CCC(N)=O)NC(=O)C(CCC(O)=O)NC(=O)C(C(C)C)NC(=O)C(NC(=O)CN)C(C)CC)CSSCC(C(NC(CO)C(=O)NC(CC(C)C)C(=O)NC(CC=2C=CC(O)=CC=2)C(=O)NC(CCC(N)=O)C(=O)NC(CC(C)C)C(=O)NC(CCC(O)=O)C(=O)NC(CC(N)=O)C(=O)NC(CC=2C=CC(O)=CC=2)C(=O)NC(CSSCC(NC(=O)C(C(C)C)NC(=O)C(CC(C)C)NC(=O)C(CC=2C=CC(O)=CC=2)NC(=O)C(CC(C)C)NC(=O)C(C)NC(=O)C(CCC(O)=O)NC(=O)C(C(C)C)NC(=O)C(CC(C)C)NC(=O)C(CC=2NC=NC=2)NC(=O)C(CO)NC(=O)CNC2=O)C(=O)NCC(=O)NC(CCC(O)=O)C(=O)NC(CCCNC(N)=N)C(=O)NCC(=O)NC(CC=3C=CC=CC=3)C(=O)NC(CC=3C=CC=CC=3)C(=O)NC(CC=3C=CC(O)=CC=3)C(=O)NC(C(C)O)C(=O)N3C(CCC3)C(=O)NC(CCCCN)C(=O)NC(C)C(O)=O)C(=O)NC(CC(N)=O)C(O)=O)=O)NC(=O)C(C(C)CC)NC(=O)C(CO)NC(=O)C(C(C)O)NC(=O)C1CSSCC2NC(=O)C(CC(C)C)NC(=O)C(NC(=O)C(CCC(N)=O)NC(=O)C(CC(N)=O)NC(=O)C(NC(=O)C(N)CC=1C=CC=CC=1)C(C)C)CC1=CN=CN1 NOESYZHRGYRDHS-UHFFFAOYSA-N 0.000 description 8
- 230000035945 sensitivity Effects 0.000 description 8
- 239000007787 solid Substances 0.000 description 8
- 238000000018 DNA microarray Methods 0.000 description 7
- 238000004458 analytical method Methods 0.000 description 7
- 229910052742 iron Inorganic materials 0.000 description 7
- 206010025135 lupus erythematosus Diseases 0.000 description 7
- 229940124597 therapeutic agent Drugs 0.000 description 7
- WEVYAHXRMPXWCK-UHFFFAOYSA-N Acetonitrile Chemical compound CC#N WEVYAHXRMPXWCK-UHFFFAOYSA-N 0.000 description 6
- 108010029485 Protein Isoforms Proteins 0.000 description 6
- 102000001708 Protein Isoforms Human genes 0.000 description 6
- 230000008859 change Effects 0.000 description 6
- 238000001294 liquid chromatography-tandem mass spectrometry Methods 0.000 description 6
- 238000002493 microarray Methods 0.000 description 6
- 239000000203 mixture Substances 0.000 description 6
- 238000012986 modification Methods 0.000 description 6
- 230000004048 modification Effects 0.000 description 6
- 210000003819 peripheral blood mononuclear cell Anatomy 0.000 description 6
- 210000002381 plasma Anatomy 0.000 description 6
- 108091033319 polynucleotide Proteins 0.000 description 6
- 102000040430 polynucleotide Human genes 0.000 description 6
- 239000002157 polynucleotide Substances 0.000 description 6
- 102000004196 processed proteins & peptides Human genes 0.000 description 6
- 210000002966 serum Anatomy 0.000 description 6
- 206010061218 Inflammation Diseases 0.000 description 5
- 238000003491 array Methods 0.000 description 5
- 239000000091 biomarker candidate Substances 0.000 description 5
- 239000003795 chemical substances by application Substances 0.000 description 5
- 150000001875 compounds Chemical class 0.000 description 5
- 230000003247 decreasing effect Effects 0.000 description 5
- 230000004054 inflammatory process Effects 0.000 description 5
- 239000000463 material Substances 0.000 description 5
- 108020004999 messenger RNA Proteins 0.000 description 5
- 239000000758 substrate Substances 0.000 description 5
- 210000001519 tissue Anatomy 0.000 description 5
- 108020004705 Codon Proteins 0.000 description 4
- ZHNUHDYFZUAESO-UHFFFAOYSA-N Formamide Chemical compound NC=O ZHNUHDYFZUAESO-UHFFFAOYSA-N 0.000 description 4
- 102000004877 Insulin Human genes 0.000 description 4
- 108090001061 Insulin Proteins 0.000 description 4
- 102000004889 Interleukin-6 Human genes 0.000 description 4
- 108090001005 Interleukin-6 Proteins 0.000 description 4
- 108091005461 Nucleic proteins Proteins 0.000 description 4
- DTQVDTLACAAQTR-UHFFFAOYSA-N Trifluoroacetic acid Chemical compound OC(=O)C(F)(F)F DTQVDTLACAAQTR-UHFFFAOYSA-N 0.000 description 4
- 108060008682 Tumor Necrosis Factor Proteins 0.000 description 4
- 239000012472 biological sample Substances 0.000 description 4
- 210000004369 blood Anatomy 0.000 description 4
- 239000008280 blood Substances 0.000 description 4
- 238000001360 collision-induced dissociation Methods 0.000 description 4
- 230000000295 complement effect Effects 0.000 description 4
- 230000000875 corresponding effect Effects 0.000 description 4
- 229940109239 creatinine Drugs 0.000 description 4
- 229940125396 insulin Drugs 0.000 description 4
- 229940100601 interleukin-6 Drugs 0.000 description 4
- 208000017169 kidney disease Diseases 0.000 description 4
- 210000002540 macrophage Anatomy 0.000 description 4
- XOFYZVNMUHMLCC-ZPOLXVRWSA-N prednisone Chemical compound O=C1C=C[C@]2(C)[C@H]3C(=O)C[C@](C)([C@@](CC4)(O)C(=O)CO)[C@@H]4[C@@H]3CCC2=C1 XOFYZVNMUHMLCC-ZPOLXVRWSA-N 0.000 description 4
- 229960004618 prednisone Drugs 0.000 description 4
- 238000012216 screening Methods 0.000 description 4
- 239000000243 solution Substances 0.000 description 4
- 101001011741 Bos taurus Insulin Proteins 0.000 description 3
- 108020004711 Nucleic Acid Probes Proteins 0.000 description 3
- 108091034117 Oligonucleotide Proteins 0.000 description 3
- 108091093037 Peptide nucleic acid Proteins 0.000 description 3
- 239000003463 adsorbent Substances 0.000 description 3
- 230000008901 benefit Effects 0.000 description 3
- 238000001574 biopsy Methods 0.000 description 3
- IXIBAKNTJSCKJM-BUBXBXGNSA-N bovine insulin Chemical compound C([C@@H](C(=O)N[C@@H](CC(C)C)C(=O)N[C@H]1CSSC[C@H]2C(=O)N[C@@H](C)C(=O)N[C@@H](CO)C(=O)N[C@H](C(=O)N[C@H](C(N[C@@H](CO)C(=O)N[C@@H](CC(C)C)C(=O)N[C@@H](CC=3C=CC(O)=CC=3)C(=O)N[C@@H](CCC(N)=O)C(=O)N[C@@H](CC(C)C)C(=O)N[C@@H](CCC(O)=O)C(=O)N[C@@H](CC(N)=O)C(=O)N[C@@H](CC=3C=CC(O)=CC=3)C(=O)N[C@@H](CSSC[C@H](NC(=O)[C@H](C(C)C)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CC=3C=CC(O)=CC=3)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](C)NC(=O)[C@H](CCC(O)=O)NC(=O)[C@H](C(C)C)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CC=3NC=NC=3)NC(=O)[C@H](CO)NC(=O)CNC1=O)C(=O)NCC(=O)N[C@@H](CCC(O)=O)C(=O)N[C@@H](CCCNC(N)=N)C(=O)NCC(=O)N[C@@H](CC=1C=CC=CC=1)C(=O)N[C@@H](CC=1C=CC=CC=1)C(=O)N[C@@H](CC=1C=CC(O)=CC=1)C(=O)N[C@@H]([C@@H](C)O)C(=O)N1[C@@H](CCC1)C(=O)N[C@@H](CCCCN)C(=O)N[C@@H](C)C(O)=O)C(=O)N[C@@H](CC(N)=O)C(O)=O)=O)CSSC[C@@H](C(N2)=O)NC(=O)[C@H](CCC(N)=O)NC(=O)[C@H](CCC(O)=O)NC(=O)[C@H](C(C)C)NC(=O)[C@@H](NC(=O)CN)[C@@H](C)CC)C(C)C)NC(=O)[C@H](CCC(N)=O)NC(=O)[C@H](CC(N)=O)NC(=O)[C@@H](NC(=O)[C@@H](N)CC=1C=CC=CC=1)C(C)C)C1=CN=CN1 IXIBAKNTJSCKJM-BUBXBXGNSA-N 0.000 description 3
- KRKNYBCHXYNGOX-UHFFFAOYSA-N citric acid Chemical compound OC(=O)CC(O)(C(O)=O)CC(O)=O KRKNYBCHXYNGOX-UHFFFAOYSA-N 0.000 description 3
- 238000010276 construction Methods 0.000 description 3
- 230000002596 correlated effect Effects 0.000 description 3
- 238000007405 data analysis Methods 0.000 description 3
- 238000003795 desorption Methods 0.000 description 3
- 238000002474 experimental method Methods 0.000 description 3
- 238000013467 fragmentation Methods 0.000 description 3
- 238000006062 fragmentation reaction Methods 0.000 description 3
- 230000001506 immunosuppresive effect Effects 0.000 description 3
- 238000011862 kidney biopsy Methods 0.000 description 3
- 210000000265 leukocyte Anatomy 0.000 description 3
- 230000000670 limiting effect Effects 0.000 description 3
- 210000004185 liver Anatomy 0.000 description 3
- 238000002483 medication Methods 0.000 description 3
- 239000002853 nucleic acid probe Substances 0.000 description 3
- 230000000770 proinflammatory effect Effects 0.000 description 3
- 238000006467 substitution reaction Methods 0.000 description 3
- 238000004885 tandem mass spectrometry Methods 0.000 description 3
- 238000005406 washing Methods 0.000 description 3
- MZOFCQQQCNRIBI-VMXHOPILSA-N (3s)-4-[[(2s)-1-[[(2s)-1-[[(1s)-1-carboxy-2-hydroxyethyl]amino]-4-methyl-1-oxopentan-2-yl]amino]-5-(diaminomethylideneamino)-1-oxopentan-2-yl]amino]-3-[[2-[[(2s)-2,6-diaminohexanoyl]amino]acetyl]amino]-4-oxobutanoic acid Chemical compound OC[C@@H](C(O)=O)NC(=O)[C@H](CC(C)C)NC(=O)[C@H](CCCN=C(N)N)NC(=O)[C@H](CC(O)=O)NC(=O)CNC(=O)[C@@H](N)CCCCN MZOFCQQQCNRIBI-VMXHOPILSA-N 0.000 description 2
- IJGRMHOSHXDMSA-UHFFFAOYSA-N Atomic nitrogen Chemical compound N#N IJGRMHOSHXDMSA-UHFFFAOYSA-N 0.000 description 2
- 102100021943 C-C motif chemokine 2 Human genes 0.000 description 2
- 101710155857 C-C motif chemokine 2 Proteins 0.000 description 2
- 206010061818 Disease progression Diseases 0.000 description 2
- 206010018364 Glomerulonephritis Diseases 0.000 description 2
- MHAJPDPJQMAIIY-UHFFFAOYSA-N Hydrogen peroxide Chemical compound OO MHAJPDPJQMAIIY-UHFFFAOYSA-N 0.000 description 2
- 102000006992 Interferon-alpha Human genes 0.000 description 2
- 108010047761 Interferon-alpha Proteins 0.000 description 2
- 206010061481 Renal injury Diseases 0.000 description 2
- FAPWRFPIFSIZLT-UHFFFAOYSA-M Sodium chloride Chemical compound [Na+].[Cl-] FAPWRFPIFSIZLT-UHFFFAOYSA-M 0.000 description 2
- 102000000852 Tumor Necrosis Factor-alpha Human genes 0.000 description 2
- 102100040247 Tumor necrosis factor Human genes 0.000 description 2
- 230000000845 anti-microbial effect Effects 0.000 description 2
- 238000013459 approach Methods 0.000 description 2
- 239000011324 bead Substances 0.000 description 2
- 239000000872 buffer Substances 0.000 description 2
- 150000001768 cations Chemical class 0.000 description 2
- 210000001175 cerebrospinal fluid Anatomy 0.000 description 2
- 238000012512 characterization method Methods 0.000 description 2
- 238000006243 chemical reaction Methods 0.000 description 2
- 230000035572 chemosensitivity Effects 0.000 description 2
- 239000002299 complementary DNA Substances 0.000 description 2
- 230000006378 damage Effects 0.000 description 2
- 238000002405 diagnostic procedure Methods 0.000 description 2
- 230000005750 disease progression Effects 0.000 description 2
- 208000035475 disorder Diseases 0.000 description 2
- -1 e.g. Proteins 0.000 description 2
- 230000001747 exhibiting effect Effects 0.000 description 2
- 239000000835 fiber Substances 0.000 description 2
- 239000012530 fluid Substances 0.000 description 2
- 238000005194 fractionation Methods 0.000 description 2
- 230000006870 function Effects 0.000 description 2
- 239000000499 gel Substances 0.000 description 2
- 230000002068 genetic effect Effects 0.000 description 2
- 230000036541 health Effects 0.000 description 2
- 230000002440 hepatic effect Effects 0.000 description 2
- 238000011534 incubation Methods 0.000 description 2
- 239000004615 ingredient Substances 0.000 description 2
- 201000006370 kidney failure Diseases 0.000 description 2
- 210000004379 membrane Anatomy 0.000 description 2
- 239000012528 membrane Substances 0.000 description 2
- 230000008506 pathogenesis Effects 0.000 description 2
- 230000001717 pathogenic effect Effects 0.000 description 2
- 239000000813 peptide hormone Substances 0.000 description 2
- 229920000642 polymer Polymers 0.000 description 2
- 229920001184 polypeptide Polymers 0.000 description 2
- 239000002243 precursor Substances 0.000 description 2
- 201000001474 proteinuria Diseases 0.000 description 2
- 125000006853 reporter group Chemical group 0.000 description 2
- 238000011160 research Methods 0.000 description 2
- 150000003839 salts Chemical class 0.000 description 2
- 238000012163 sequencing technique Methods 0.000 description 2
- 229910001415 sodium ion Inorganic materials 0.000 description 2
- 230000003595 spectral effect Effects 0.000 description 2
- 238000010186 staining Methods 0.000 description 2
- 238000003786 synthesis reaction Methods 0.000 description 2
- 108091032973 (ribonucleotides)n+m Proteins 0.000 description 1
- HNSDLXPSAYFUHK-UHFFFAOYSA-N 1,4-bis(2-ethylhexyl) sulfosuccinate Chemical compound CCCCC(CC)COC(=O)CC(S(O)(=O)=O)C(=O)OCC(CC)CCCC HNSDLXPSAYFUHK-UHFFFAOYSA-N 0.000 description 1
- VGONTNSXDCQUGY-RRKCRQDMSA-N 2'-deoxyinosine Chemical group C1[C@H](O)[C@@H](CO)O[C@H]1N1C(N=CNC2=O)=C2N=C1 VGONTNSXDCQUGY-RRKCRQDMSA-N 0.000 description 1
- UMCMPZBLKLEWAF-BCTGSCMUSA-N 3-[(3-cholamidopropyl)dimethylammonio]propane-1-sulfonate Chemical compound C([C@H]1C[C@H]2O)[C@H](O)CC[C@]1(C)[C@@H]1[C@@H]2[C@@H]2CC[C@H]([C@@H](CCC(=O)NCCC[N+](C)(C)CCCS([O-])(=O)=O)C)[C@@]2(C)[C@@H](O)C1 UMCMPZBLKLEWAF-BCTGSCMUSA-N 0.000 description 1
- FWMNVWWHGCHHJJ-SKKKGAJSSA-N 4-amino-1-[(2r)-6-amino-2-[[(2r)-2-[[(2r)-2-[[(2r)-2-amino-3-phenylpropanoyl]amino]-3-phenylpropanoyl]amino]-4-methylpentanoyl]amino]hexanoyl]piperidine-4-carboxylic acid Chemical compound C([C@H](C(=O)N[C@H](CC(C)C)C(=O)N[C@H](CCCCN)C(=O)N1CCC(N)(CC1)C(O)=O)NC(=O)[C@H](N)CC=1C=CC=CC=1)C1=CC=CC=C1 FWMNVWWHGCHHJJ-SKKKGAJSSA-N 0.000 description 1
- USFZMSVCRYTOJT-UHFFFAOYSA-N Ammonium acetate Chemical compound N.CC(O)=O USFZMSVCRYTOJT-UHFFFAOYSA-N 0.000 description 1
- 239000005695 Ammonium acetate Substances 0.000 description 1
- 206010003445 Ascites Diseases 0.000 description 1
- 102000004506 Blood Proteins Human genes 0.000 description 1
- 108010017384 Blood Proteins Proteins 0.000 description 1
- 101800001415 Bri23 peptide Proteins 0.000 description 1
- 101800000655 C-terminal peptide Proteins 0.000 description 1
- 102400000107 C-terminal peptide Human genes 0.000 description 1
- 102000019034 Chemokines Human genes 0.000 description 1
- 108010012236 Chemokines Proteins 0.000 description 1
- 238000001353 Chip-sequencing Methods 0.000 description 1
- NZNMSOFKMUBTKW-UHFFFAOYSA-N Cyclohexanecarboxylic acid Natural products OC(=O)C1CCCCC1 NZNMSOFKMUBTKW-UHFFFAOYSA-N 0.000 description 1
- CMSMOCZEIVJLDB-UHFFFAOYSA-N Cyclophosphamide Chemical compound ClCCN(CCCl)P1(=O)NCCCO1 CMSMOCZEIVJLDB-UHFFFAOYSA-N 0.000 description 1
- 108020004414 DNA Proteins 0.000 description 1
- 108060006698 EGF receptor Proteins 0.000 description 1
- 208000010201 Exanthema Diseases 0.000 description 1
- 208000022461 Glomerular disease Diseases 0.000 description 1
- 206010019233 Headaches Diseases 0.000 description 1
- HTTJABKRGRZYRN-UHFFFAOYSA-N Heparin Chemical compound OC1C(NC(=O)C)C(O)OC(COS(O)(=O)=O)C1OC1C(OS(O)(=O)=O)C(O)C(OC2C(C(OS(O)(=O)=O)C(OC3C(C(O)C(O)C(O3)C(O)=O)OS(O)(=O)=O)C(CO)O2)NS(O)(=O)=O)C(C(O)=O)O1 HTTJABKRGRZYRN-UHFFFAOYSA-N 0.000 description 1
- 241000282412 Homo Species 0.000 description 1
- 206010021143 Hypoxia Diseases 0.000 description 1
- 206010062717 Increased upper airway secretion Diseases 0.000 description 1
- 102000018434 Iron-Regulatory Proteins Human genes 0.000 description 1
- 108010066420 Iron-Regulatory Proteins Proteins 0.000 description 1
- 108010048043 Macrophage Migration-Inhibitory Factors Proteins 0.000 description 1
- 102100037791 Macrophage migration inhibitory factor Human genes 0.000 description 1
- 238000000636 Northern blotting Methods 0.000 description 1
- 108091028043 Nucleic acid sequence Proteins 0.000 description 1
- 108010038807 Oligopeptides Proteins 0.000 description 1
- 102000015636 Oligopeptides Human genes 0.000 description 1
- 241000283973 Oryctolagus cuniculus Species 0.000 description 1
- 208000002193 Pain Diseases 0.000 description 1
- 208000002151 Pleural effusion Diseases 0.000 description 1
- 206010036790 Productive cough Diseases 0.000 description 1
- 108010076504 Protein Sorting Signals Proteins 0.000 description 1
- 206010037660 Pyrexia Diseases 0.000 description 1
- 208000001647 Renal Insufficiency Diseases 0.000 description 1
- 108091028664 Ribonucleotide Proteins 0.000 description 1
- 108091006976 SLC40A1 Proteins 0.000 description 1
- 238000002105 Southern blotting Methods 0.000 description 1
- 102000004142 Trypsin Human genes 0.000 description 1
- 108090000631 Trypsin Proteins 0.000 description 1
- XSQUKJJJFZCRTK-UHFFFAOYSA-N Urea Chemical compound NC(N)=O XSQUKJJJFZCRTK-UHFFFAOYSA-N 0.000 description 1
- JLCPHMBAVCMARE-UHFFFAOYSA-N [3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[3-[[5-(2-amino-6-oxo-1H-purin-9-yl)-3-[[3-[[3-[[3-[[3-[[3-[[5-(2-amino-6-oxo-1H-purin-9-yl)-3-[[5-(2-amino-6-oxo-1H-purin-9-yl)-3-hydroxyoxolan-2-yl]methoxy-hydroxyphosphoryl]oxyoxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxyoxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(5-methyl-2,4-dioxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(6-aminopurin-9-yl)oxolan-2-yl]methoxy-hydroxyphosphoryl]oxy-5-(4-amino-2-oxopyrimidin-1-yl)oxolan-2-yl]methyl [5-(6-aminopurin-9-yl)-2-(hydroxymethyl)oxolan-3-yl] hydrogen phosphate Polymers Cc1cn(C2CC(OP(O)(=O)OCC3OC(CC3OP(O)(=O)OCC3OC(CC3O)n3cnc4c3nc(N)[nH]c4=O)n3cnc4c3nc(N)[nH]c4=O)C(COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3COP(O)(=O)OC3CC(OC3CO)n3cnc4c(N)ncnc34)n3ccc(N)nc3=O)n3cnc4c(N)ncnc34)n3ccc(N)nc3=O)n3ccc(N)nc3=O)n3ccc(N)nc3=O)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)n3cc(C)c(=O)[nH]c3=O)n3cc(C)c(=O)[nH]c3=O)n3ccc(N)nc3=O)n3cc(C)c(=O)[nH]c3=O)n3cnc4c3nc(N)[nH]c4=O)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)n3cnc4c(N)ncnc34)O2)c(=O)[nH]c1=O JLCPHMBAVCMARE-UHFFFAOYSA-N 0.000 description 1
- 206010000059 abdominal discomfort Diseases 0.000 description 1
- 238000010521 absorption reaction Methods 0.000 description 1
- 230000004913 activation Effects 0.000 description 1
- 230000001154 acute effect Effects 0.000 description 1
- 230000002411 adverse Effects 0.000 description 1
- AFVLVVWMAFSXCK-VMPITWQZSA-N alpha-cyano-4-hydroxycinnamic acid Chemical compound OC(=O)C(\C#N)=C\C1=CC=C(O)C=C1 AFVLVVWMAFSXCK-VMPITWQZSA-N 0.000 description 1
- 230000004075 alteration Effects 0.000 description 1
- 229940043376 ammonium acetate Drugs 0.000 description 1
- 235000019257 ammonium acetate Nutrition 0.000 description 1
- 238000000540 analysis of variance Methods 0.000 description 1
- 239000012491 analyte Substances 0.000 description 1
- 208000007502 anemia Diseases 0.000 description 1
- 208000022400 anemia due to chronic disease Diseases 0.000 description 1
- 230000003466 anti-cipated effect Effects 0.000 description 1
- 239000000427 antigen Substances 0.000 description 1
- 108091007433 antigens Proteins 0.000 description 1
- 102000036639 antigens Human genes 0.000 description 1
- LMEKQMALGUDUQG-UHFFFAOYSA-N azathioprine Chemical compound CN1C=NC([N+]([O-])=O)=C1SC1=NC=NC2=C1NC=N2 LMEKQMALGUDUQG-UHFFFAOYSA-N 0.000 description 1
- 229960002170 azathioprine Drugs 0.000 description 1
- 230000015572 biosynthetic process Effects 0.000 description 1
- 239000004202 carbamide Substances 0.000 description 1
- 150000001720 carbohydrates Chemical class 0.000 description 1
- 238000005341 cation exchange Methods 0.000 description 1
- 230000001413 cellular effect Effects 0.000 description 1
- 210000000349 chromosome Anatomy 0.000 description 1
- 230000001684 chronic effect Effects 0.000 description 1
- 208000020832 chronic kidney disease Diseases 0.000 description 1
- 238000007635 classification algorithm Methods 0.000 description 1
- 230000000052 comparative effect Effects 0.000 description 1
- 239000002131 composite material Substances 0.000 description 1
- 239000003246 corticosteroid Substances 0.000 description 1
- 229960001334 corticosteroids Drugs 0.000 description 1
- 210000004748 cultured cell Anatomy 0.000 description 1
- 229960004397 cyclophosphamide Drugs 0.000 description 1
- 210000002726 cyst fluid Anatomy 0.000 description 1
- 230000016396 cytokine production Effects 0.000 description 1
- 230000034994 death Effects 0.000 description 1
- 238000012217 deletion Methods 0.000 description 1
- 230000037430 deletion Effects 0.000 description 1
- 239000013578 denaturing buffer Substances 0.000 description 1
- 239000005547 deoxyribonucleotide Substances 0.000 description 1
- 125000002637 deoxyribonucleotide group Chemical group 0.000 description 1
- 230000001419 dependent effect Effects 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 230000000368 destabilizing effect Effects 0.000 description 1
- 239000000104 diagnostic biomarker Substances 0.000 description 1
- 238000010790 dilution Methods 0.000 description 1
- 239000012895 dilution Substances 0.000 description 1
- 208000002173 dizziness Diseases 0.000 description 1
- 231100000673 dose–response relationship Toxicity 0.000 description 1
- 238000002651 drug therapy Methods 0.000 description 1
- 238000005516 engineering process Methods 0.000 description 1
- 210000001842 enterocyte Anatomy 0.000 description 1
- 230000007613 environmental effect Effects 0.000 description 1
- 238000011156 evaluation Methods 0.000 description 1
- 201000005884 exanthem Diseases 0.000 description 1
- 239000000284 extract Substances 0.000 description 1
- XUFQPHANEAPEMJ-UHFFFAOYSA-N famotidine Chemical compound NC(N)=NC1=NC(CSCCC(N)=NS(N)(=O)=O)=CS1 XUFQPHANEAPEMJ-UHFFFAOYSA-N 0.000 description 1
- 206010016256 fatigue Diseases 0.000 description 1
- 239000007850 fluorescent dye Substances 0.000 description 1
- 239000007789 gas Substances 0.000 description 1
- 210000004051 gastric juice Anatomy 0.000 description 1
- 210000001035 gastrointestinal tract Anatomy 0.000 description 1
- 239000011521 glass Substances 0.000 description 1
- 231100000852 glomerular disease Toxicity 0.000 description 1
- 231100000869 headache Toxicity 0.000 description 1
- 229960002897 heparin Drugs 0.000 description 1
- 229920000669 heparin Polymers 0.000 description 1
- 210000003494 hepatocyte Anatomy 0.000 description 1
- 230000003284 homeostatic effect Effects 0.000 description 1
- 230000013632 homeostatic process Effects 0.000 description 1
- 229940088597 hormone Drugs 0.000 description 1
- 239000005556 hormone Substances 0.000 description 1
- 102000022413 human hepcidin (6-25) Human genes 0.000 description 1
- 108091004639 human hepcidin (6-25) Proteins 0.000 description 1
- 108700022871 human hepcidin 25 Proteins 0.000 description 1
- 230000007954 hypoxia Effects 0.000 description 1
- 238000011532 immunohistochemical staining Methods 0.000 description 1
- 238000003364 immunohistochemistry Methods 0.000 description 1
- 230000006872 improvement Effects 0.000 description 1
- 238000011065 in-situ storage Methods 0.000 description 1
- 230000002757 inflammatory effect Effects 0.000 description 1
- 230000002401 inhibitory effect Effects 0.000 description 1
- 238000003780 insertion Methods 0.000 description 1
- 230000037431 insertion Effects 0.000 description 1
- 210000002570 interstitial cell Anatomy 0.000 description 1
- 230000000968 intestinal effect Effects 0.000 description 1
- 238000011835 investigation Methods 0.000 description 1
- 238000001616 ion spectroscopy Methods 0.000 description 1
- 230000010438 iron metabolism Effects 0.000 description 1
- 230000003907 kidney function Effects 0.000 description 1
- 208000037806 kidney injury Diseases 0.000 description 1
- 238000011005 laboratory method Methods 0.000 description 1
- 238000012417 linear regression Methods 0.000 description 1
- 150000002632 lipids Chemical class 0.000 description 1
- 238000011068 loading method Methods 0.000 description 1
- 230000007774 longterm Effects 0.000 description 1
- 238000010801 machine learning Methods 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 239000011159 matrix material Substances 0.000 description 1
- 238000002844 melting Methods 0.000 description 1
- 230000008018 melting Effects 0.000 description 1
- 239000011859 microparticle Substances 0.000 description 1
- 238000005065 mining Methods 0.000 description 1
- 238000012544 monitoring process Methods 0.000 description 1
- 210000001616 monocyte Anatomy 0.000 description 1
- RTGDFNSFWBGLEC-SYZQJQIISA-N mycophenolate mofetil Chemical compound COC1=C(C)C=2COC(=O)C=2C(O)=C1C\C=C(/C)CCC(=O)OCCN1CCOCC1 RTGDFNSFWBGLEC-SYZQJQIISA-N 0.000 description 1
- 229960004866 mycophenolate mofetil Drugs 0.000 description 1
- 210000004897 n-terminal region Anatomy 0.000 description 1
- 239000002547 new drug Substances 0.000 description 1
- 229910052757 nitrogen Inorganic materials 0.000 description 1
- 238000007899 nucleic acid hybridization Methods 0.000 description 1
- 229920002113 octoxynol Polymers 0.000 description 1
- 238000011369 optimal treatment Methods 0.000 description 1
- 238000005457 optimization Methods 0.000 description 1
- 210000000056 organ Anatomy 0.000 description 1
- 210000003463 organelle Anatomy 0.000 description 1
- 238000012856 packing Methods 0.000 description 1
- 238000007427 paired t-test Methods 0.000 description 1
- 239000012188 paraffin wax Substances 0.000 description 1
- 210000004738 parenchymal cell Anatomy 0.000 description 1
- 230000007170 pathology Effects 0.000 description 1
- 239000013610 patient sample Substances 0.000 description 1
- 102000013415 peroxidase activity proteins Human genes 0.000 description 1
- 108040007629 peroxidase activity proteins Proteins 0.000 description 1
- 230000002974 pharmacogenomic effect Effects 0.000 description 1
- 208000026435 phlegm Diseases 0.000 description 1
- 238000000206 photolithography Methods 0.000 description 1
- 229920003023 plastic Polymers 0.000 description 1
- 239000011148 porous material Substances 0.000 description 1
- 238000002360 preparation method Methods 0.000 description 1
- 230000008569 process Effects 0.000 description 1
- 238000002731 protein assay Methods 0.000 description 1
- 230000002797 proteolythic effect Effects 0.000 description 1
- 238000000575 proteomic method Methods 0.000 description 1
- 238000000746 purification Methods 0.000 description 1
- 238000003908 quality control method Methods 0.000 description 1
- 206010037844 rash Diseases 0.000 description 1
- 238000004064 recycling Methods 0.000 description 1
- 230000002829 reductive effect Effects 0.000 description 1
- 230000001105 regulatory effect Effects 0.000 description 1
- 239000011347 resin Substances 0.000 description 1
- 229920005989 resin Polymers 0.000 description 1
- 238000003757 reverse transcription PCR Methods 0.000 description 1
- 239000002336 ribonucleotide Substances 0.000 description 1
- 125000002652 ribonucleotide group Chemical group 0.000 description 1
- 229920002477 rna polymer Polymers 0.000 description 1
- 210000003296 saliva Anatomy 0.000 description 1
- 238000000926 separation method Methods 0.000 description 1
- 239000011780 sodium chloride Substances 0.000 description 1
- 241000894007 species Species 0.000 description 1
- 210000003802 sputum Anatomy 0.000 description 1
- 208000024794 sputum Diseases 0.000 description 1
- 238000012289 standard assay Methods 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
- 238000000528 statistical test Methods 0.000 description 1
- 238000012706 support-vector machine Methods 0.000 description 1
- 238000011191 terminal modification Methods 0.000 description 1
- 230000001225 therapeutic effect Effects 0.000 description 1
- 230000036962 time dependent Effects 0.000 description 1
- 231100000331 toxic Toxicity 0.000 description 1
- 230000002588 toxic effect Effects 0.000 description 1
- 230000009466 transformation Effects 0.000 description 1
- 230000001052 transient effect Effects 0.000 description 1
- 238000011269 treatment regimen Methods 0.000 description 1
- 239000012588 trypsin Substances 0.000 description 1
- 239000002753 trypsin inhibitor Substances 0.000 description 1
- 230000002485 urinary effect Effects 0.000 description 1
- 238000010200 validation analysis Methods 0.000 description 1
- 235000012431 wafers Nutrition 0.000 description 1
- 238000010792 warming Methods 0.000 description 1
- 238000001262 western blot Methods 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
- G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
- G01N33/53—Immunoassay; Biospecific binding assay; Materials therefor
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
- G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
- G01N33/53—Immunoassay; Biospecific binding assay; Materials therefor
- G01N33/564—Immunoassay; Biospecific binding assay; Materials therefor for pre-existing immune complex or autoimmune disease, i.e. systemic lupus erythematosus, rheumatoid arthritis, multiple sclerosis, rheumatoid factors or complement components C1-C9
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N33/00—Investigating or analysing materials by specific methods not covered by groups G01N1/00 - G01N31/00
- G01N33/48—Biological material, e.g. blood, urine; Haemocytometers
- G01N33/50—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing
- G01N33/74—Chemical analysis of biological material, e.g. blood, urine; Testing involving biospecific ligand binding methods; Immunological testing involving hormones or other non-cytokine intercellular protein regulatory factors such as growth factors, including receptors to hormones and growth factors
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2800/00—Detection or diagnosis of diseases
- G01N2800/10—Musculoskeletal or connective tissue disorders
- G01N2800/101—Diffuse connective tissue disease, e.g. Sjögren, Wegener's granulomatosis
- G01N2800/104—Lupus erythematosus [SLE]
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2800/00—Detection or diagnosis of diseases
- G01N2800/34—Genitourinary disorders
- G01N2800/347—Renal failures; Glomerular diseases; Tubulointerstitial diseases, e.g. nephritic syndrome, glomerulonephritis; Renovascular diseases, e.g. renal artery occlusion, nephropathy
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2800/00—Detection or diagnosis of diseases
- G01N2800/50—Determining the risk of developing a disease
-
- G—PHYSICS
- G01—MEASURING; TESTING
- G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
- G01N2800/00—Detection or diagnosis of diseases
- G01N2800/56—Staging of a disease; Further complications associated with the disease
Definitions
- the invention was made with government support from the National Institutes of Health research grants NIH-NIDDK Grant Number DK55546. The government may have certain rights in the invention.
- SLE Systemic lupus erythematosus
- flares periods of illness
- the warning signs of a flare in a patient can include one or more of increased fatigue, pain, rash, fever, abdominal discomfort, headache and dizziness, by the time the patient is experiencing these symptoms, there is already further damage being inflicted on the patient's body, and in particular, the kidney.
- Systemic lupus erythematosus tends to be chronic and relapsing, often with symptom-free periods that can last for years. Since the course and episodes (i.e., flare-ups) of acute systemic lupus erythematosus is unpredictable, the prognosis varies widely. It has been found, however, that if the initial inflammation is controlled, the long-term prognosis is good. Therefore, early detection and treatment of kidney damage caused by systemic lupus erythematosus can reduce the incidence of severe kidney disease.
- certain therapies such as, for example, the drug therapy of cyclophosphamide combined with prednisone, can be initiated to help delay or prevent kidney failure, a serious complication of lupus.
- a system for predicting an impending flare of lupus kidney disease includes a non-invasive and easily accessible method for monitoring kidney activity to forecast a flare-up of systemic lupus erythematosus in a patient suffering from such disease.
- a method of providing efficacy information for selected drugs for treatment of a patient comprises:
- a machine-readable medium includes program instructions for performing the following steps:
- a method of selecting a therapy for a patient comprises:
- the method can further comprise administering the therapy selected in step (c) above to the patient.
- the method can also include where the most similar reference profile is selected by weighting a comparison value for each value of the plurality using a weight value.
- An array comprises a substrate having a plurality of addresses where each address has disposed thereon a capture probe that can specifically bind to one or more of the hepcidin compositions described herein.
- the capture probe can bind to one or more of the hepcidin under stringent conditions.
- Each hepcidin bound by the capture probe of each address is unique among the plurality of addresses.
- a computer-readable medium comprises a plurality of digitally-encoded expression profiles where each profile of the plurality has a plurality of values, and each value represents the expression of a different hepcidin as described herein.
- a kit for evaluating a drug comprises:
- an array having a substrate including a plurality of addresses where each address has disposed thereon a capture probe that can specifically bind at least one hepcidin described herein;
- a computer-readable medium having a plurality of digitally-encoded expression profiles where each profile of the plurality has a plurality of values and each value represents the expression of at least one hepcidin detected by the array.
- a method for diagnosing, aiding in diagnosis of sensitivity or resistance a therapeutic agent for systemic lupus erythematosus, and for evaluating the efficacy of a therapeutic agent for systemic lupus erythematosus in a subject comprises comparing the expression of one or more biomarkers in a sample from a subject to a predetermined standard for each the one or more biomarkers; wherein the one or more biomarkers are selected from the group including hepcidin-25 and hepcidin-20; and wherein a significant difference in the expression of the one or more biomarkers in the sample as compared to a predetermined standard of each the one or more biomarkers diagnoses or aids in the diagnosis of a flare-up of a systemic lupus erythematosus kidney activity disorder.
- the method can include where the predetermined standard corresponds to: (a) the expression levels of the biomarker in healthy subjects, or (b) the expression levels of the biomarker in non systemic lupus erythematosus sensitive samples from different subjects in a same phenotypic group.
- the method can comprise comparing the expression of two or more biomarkers, wherein the diagnosis is based on a score-based classification method.
- the method can comprise comparing the expression of different biomarkers; wherein each biomarker is assigned a score of 0 or 1, wherein a biomarker is assigned a score of 0 if the expression of the biomarker is not significantly different from the expression of the biomarker in a predetermined standard and wherein a biomarker is assigned a score of 1 if the expression of the biomarker is significantly different from the expression of the biomarker in a predetermined standard; wherein the subject is assigned an overall score which corresponds to the sum of the assigned scores from different markers; and wherein a given threshold (t) is used to diagnose or aid in the diagnosis.
- the method can comprise comparing the expression of two or more biomarkers, where the diagnosis is made by comparing the expression profile of the two or more biomarkers to a predetermined standard profile for the biomarkers, and wherein a difference in the profiles diagnoses or aids in the diagnosis.
- the predetermined standard profile can be determined by comparing the expression of the two or more biomarkers in subjects to the expression of the two or more biomarkers in healthy subjects using a machine learning technique.
- the predetermined standard profile can be determined by comparing the expression of the two or more biomarkers in subjects and in healthy subjects using support vector machines, K-nearest neighbor classifier, or classification tree analysis.
- the method can comprise comparing the expression of one or more biomarkers in a sample from a subject to the expression of the one or more biomarkers in a sample obtained from the subject at a subsequent point in time; wherein the one or more biomarkers are selected from the group consisting of hepcidin-20 and hepcidin-25, where a difference in the expression of the one or more biomarker diagnoses or aids in the diagnosis of the progression of one or more such diseases in the subject.
- the method can include comparing the expression of two or more biomarkers.
- a method to screen for a candidate compound useful to treat a systemic lupus erythematosus implicated disease comprising: (a) identifying a candidate compound which regulates the expression of one or more biomarkers that include hepcidin-20 and hepcidin-25; and (b) determining whether such candidate compound is effective to treat systemic lupus erythematosus.
- FIG. 1 depicts an analysis scheme for urine protein phenotyping of SLE nephritis flare cycle.
- FIGS. 2A and 2B depict urine SELDI spectra of class IV SLE nephritis flare cycles:
- FIG. 2 A The spectra of a whole flare cycle are presented between the 2000 and 10 000 Dalton region.
- the LMW urine proteome shows an overall increase in peaks between 2000 and 4000 Dalton as flare approaches, which then decrease during flare treatment. Peak intensity (relative protein abundance) is given on the y-axis.
- FIG. 2 B The spectra from 4 months pre-flare and flare of a Class IV GN patient showing that some protein ions decrease at the flare.
- FIGS. 3A-3D depicts the expression of candidate urine biomarkers over time.
- the mean relative intensities of 4 differentially expressed protein ions are plotted at several points of the renal flare cycle. Error bars indicate standard errors ( 3 A- 3 D).
- FIGS. 4A-4E depict urine hepcidin expression in SLE Nephritis:
- FIG. 4 A—Typical urine SELDI spectrum in a class IV LN urine showing three hepcidin isoforms of 20, 22 and 25 at m/z of 2197, 2432 and 2798, respectively.
- FIG. 4 B Time course of hepcidin 20 and 25 expression (mean relative intensities) during the SLE nephritis flare cycle. Error bars indicate standard errors.
- FIG. 4 C On-chip CID fragmentation of peak 34, used to identify the ion as hepcidin 25.
- FIG. 4 E-LC/MS/MS detection of the internal peptide of hepcidin 25 (y-ions are labeled) in the urine of an SLE nephritis patient.
- FIGS. 5A-5C depict urine expression of A1AT and an albumin fragment during SLE renal flare:
- FIG. 5 A—SELDI relative intensity of M17 (A1AT) and M26 (Albumin) between baseline and flare, and baseline and 4 month pre-flare.
- FIG. 5 B SELDI spectrum of M17 at flare.
- FIG. 5 C SELDI spectrum of M26 pre-flare.
- FIGS. 6A-6D depict intrarenal expression of hepcidin. Immunohistochemical staining for hepcidin is shown for renal biopsy material from a normal kidney (FIG. 6 A—Cont), and three patients with class IV SLE nephritis (FIGS. 6 B- 6 D—SLE). The positive cells are infiltrating interstitial leukocytes.
- FIGS. 7A and 7B depict cytokine modulation of hepcidin expression in PBMC:
- FIG. 7 A Hepcidin mRNA (fold increase) as a function of INF-alpha dose (ng/ml).
- FIG. 7 B Hepcidin mRNA (fold change) in response to various inflammatory cytokines.
- FIG. 8 depicts Table 1—SELDI protein ions showing differential expression between SLE renal flare states.
- FIG. 9 Table 2—Frequency of combined protein ions in SLE flare states.
- Nucleic acid when used herein, refers to deoxyribonucleotides or ribonucleotides, nucleotides, oligonucleotides, polynucleotide polymers and fragments thereof in either single- or double-stranded form.
- a nucleic acid may be of natural or synthetic origin, double-stranded or single-stranded, and separate from or combined with carbohydrate, lipids, protein, other nucleic acids, or other materials, and may perform a particular activity such as transformation or form a useful composition such as a peptide nucleic acid (PNA).
- PNA peptide nucleic acid
- nucleic acids containing known analogues of natural nucleotides that have similar binding properties as the reference nucleic acid and may be metabolized in a manner similar to naturally-occurring nucleotides.
- a particular nucleic acid sequence also implicitly encompasses conservatively modified variants thereof (e.g. degenerate codon substitutions) and complementary sequences and as well as the sequence explicitly indicated.
- degenerate codon substitutions may be achieved by generating sequences in which the third position of one or more selected (or all) codons is substituted with mixed-base and/or deoxyinosine residues (Batzer et al. (1991) Nucleic Acid Res.
- nucleic acid is used interchangeably with gene, cDNA, and mRNA encoded by a gene.
- oligo is a nucleic acid and is substantially equivalent to the terms amplimer, primer, oligomer, element, target, and probe, and may be either double or single stranded.
- “Plurality” refers to a group of at least two or more members.
- Polynucleotide refers to nucleic acid having a length from 25 to 3,500 nucleotides.
- Probe or “Polynucleotide Probe” refers to a nucleic acid capable of hybridizing under stringent conditions with a target region of a target sequence to form a polynucleotide probe/target complex. Probes comprise polynucleotides that are 15 consecutive nucleotides in length.
- Probes may be 15, 16, 17, 18 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 5, 6, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, or 100 polynucleotides in length.
- probes are 70 nucleotides in length. Probes may be less than 100% complimentary to a target region, and may comprise sequence alterations in the form of one or more deletions, insertions, or substitutions, as compared to probes that are 100% complementary to a target region.
- nucleic acid or protein when used herein in the context of nucleic acids or proteins, denotes that a nucleic acid or protein gives rise to essentially one band in an electrophoretic gel. Particularly, it means that the nucleic acid or protein is at least 50, 55, 60, 65, 70, 75, 80, 85, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99 or 100% pure with respect to the presence of any other nucleic acid or protein species.
- Test sample refers to a sample of bodily fluid obtained for the purpose of diagnosis, prognosis, or evaluation of a subject of interest, such as a patient. In certain embodiments, such a sample may be obtained for the purpose of determining the outcome of an ongoing condition or the effect of a treatment regimen on a condition.
- a sample may comprise a bodily fluid; a cell; an extract from a cell, chromosome, organelle, or membrane isolated from a cell; genomic DNA, RNA, or cDNA in solution or bound to a substrate; or a biological tissue or biopsy thereof.
- a sample may be obtained from any bodily fluid (blood, serum, plasma, urine, cerebrospinal fluid saliva, phlegm, gastric juices, sputum, pleural effusions, etc.), cultured cells, biopsies, or other tissue preparations.
- bodily fluid blood, serum, plasma, urine, cerebrospinal fluid saliva, phlegm, gastric juices, sputum, pleural effusions, etc.
- cultured cells for example, separation of whole blood into serum or plasma components.
- “Plurality” refers to at least two. In certain embodiments, a plurality refers to at least 3, more preferably at least 5, even more preferably at least 10, even more preferably at least 15, and most preferably at least 20. In particularly preferred embodiments, a plurality is a large number, i.e., at least 100.
- Subject refers to a human or non-human organism.
- the methods and compositions described herein are applicable to both human and veterinary disease.
- a subject is preferably a living organism, the invention described herein may be used in post-mortem analysis as well.
- Preferred subjects are “patients,” i.e., living humans that are receiving medical care. This includes persons with no defined illness who are being investigated for signs of pathology.
- Diagnosis refers to methods by which the skilled artisan can estimate and/or determine whether or not a patient is suffering from a given disease or condition. The skilled artisan often makes a diagnosis on the basis of one or more diagnostic indicators, i.e., a marker, the presence, absence, or amount of which is indicative of the presence, severity, or absence of the condition. Also, a prognosis is often determined by examining one or more “prognostic indicators.” These are markers, the presence or amount of which in a patient (or a sample obtained from the patient) signal a probability that a given course or outcome will occur.
- diagnostic indicators i.e., a marker, the presence, absence, or amount of which is indicative of the presence, severity, or absence of the condition.
- prognosis is often determined by examining one or more “prognostic indicators.” These are markers, the presence or amount of which in a patient (or a sample obtained from the patient) signal a probability that a given course or outcome will occur.
- the level may signal that the patient is at an increased probability for experiencing a future flare-up of systemic lupus erythematosus in comparison to a similar patient exhibiting a lower marker level.
- a level or a change in level of a prognostic indicator, which in turn is associated with an increased probability of morbidity or death, is referred to as being “associated with an increased predisposition to an adverse outcome” in a patient.
- Preferred prognostic markers can predict the onset of a flare-up in a patient, or the chance of future flare-up.
- Correlating is used in reference to the use of diagnostic and markers, refers to comparing the presence or amount of the marker(s) in a patient to its presence or amount in persons known to suffer from, or known to be at risk of, a given condition; or in persons known to be free of a given condition.
- a marker level in a patient sample can be compared to a level known to be associated with a specific diagnosis.
- the sample's marker level is said to have been correlated with a diagnosis; that is, the skilled artisan can use the marker level to determine whether the patient suffers from a specific type diagnosis, and respond accordingly.
- the sample's marker level can be compared to a marker level known to be associated with a good outcome (e.g., the absence of disease, etc.).
- a profile of marker levels are correlated to a global probability or a particular outcome using ROC curves.
- Determining the diagnosis refers to methods by which the skilled artisan can determine the presence or absence of a particular disease in a patient.
- the term “diagnosis” does not refer to the ability to determine the presence or absence of a particular disease with 100% accuracy, or even that a given course or outcome is more likely to occur than not. Instead, the skilled artisan will understand that the term “diagnosis” refers to an increased probability that a certain disease is present in the subject.
- a diagnosis indicates about a 5% increased chance that a disease is present, about a 10% chance, about a 15% chance, about a 20% chance, about a 25% chance, about a 30% chance, about a 40% chance, about a 50% chance, about a 60% chance, about a 75% chance, about a 90% chance, and about a 95% chance.
- the term “about” in this context refers to +/ ⁇ 2%.
- Stringent hybridization conditions and “stringent hybridization wash conditions” in the context of nucleic acid hybridization experiments such as Southern and Northern hybridizations are sequence dependent, and are different under different environmental parameters.
- nucleic acids having longer sequences hybridize specifically at higher temperatures.
- An extensive guide to the hybridization of nucleic acids is found in Tijssen (1993) Laboratory Techniques in Biochemistry and Molecular Biology—Hybridization with Nucleic Acid Probes part I chapter 2 “Overview of principles of hybridization and the strategy of nucleic acid probe assays,” Elsevier, N.Y.
- highly stringent hybridization and wash conditions are selected to be 5° C. lower than the thermal melting point (T m ) for the specific sequence at a defined ionic strength and pH.
- T m thermal melting point
- a probe will hybridize to its target subsequence, but to no other sequences.
- the T m is the temperature (under defined ionic strength and pH) at which 50% of the target sequence hybridizes to a perfectly matched probe.
- Very stringent conditions are selected to be equal to the T m for a particular probe.
- An example of stringent hybridization conditions for hybridization of complementary nucleic acids that have more than 100 complementary residues on a filter in a Southern or northern blot is 50% formamide with 1 mg of heparin at 42° C., with the hybridization being carried out overnight.
- An example of highly stringent wash conditions is 0.15 M NaCl at 72° C. for 15 minutes.
- An example of stringent wash conditions is a 0.2 ⁇ SSC wash at 65° C. for 15 minutes (see, Sambrook, infra, for a description of SSC buffer).
- a high stringency wash is preceded by a low stringency wash to remove background probe signal.
- An example medium stringency wash for a duplex of, e.g., more than 100 nucleotides, is 1 ⁇ SSC at 45° C. for 15 minutes.
- An example low stringency wash for a duplex of, e.g., more than 100 nucleotides, is 4-6 ⁇ SSC at 40° C. for 15 minutes.
- stringent conditions typically involve salt concentrations of less than 1.0 M Na ion, typically 0.01 to 1.0 M Na ion concentration (or other salts) at pH 7.0 to 8.3, and the temperature is typically at least 30° C.
- Stringent conditions can also be achieved with the addition of destabilizing agents such as formamide.
- destabilizing agents such as formamide.
- a signal to noise ratio of 2.times. (or higher) than that observed for an unrelated probe in the particular hybridization assay indicates detection of a specific hybridization.
- Nucleic acids that do not hybridize to each other under stringent conditions are still substantially similar if the polypeptides that they encode are substantially similar. This occurs, e.g., when a copy of a nucleic acid is created using the maximum codon degeneracy permitted by the genetic code.
- “Substrate” refers to a support, such as a rigid or semi-rigid support, to which nucleic acid molecules or proteins are applied or bound, and includes membranes, filters, chips, slides, wafers, fibers, magnetic or nonmagnetic beads, gels, capillaries or other tubing, plates, polymers, and microparticles, and other types of supports, which may have a variety of surface forms including wells, trenches, pins, channels and pores.
- the nucleic acid sequences can be used in the construction of arrays, for example, microarrays.
- Methods for construction of microarrays, and the use of such microarrays, are known in the art, examples of which can be found in U.S. Pat. Nos. 5,445,934, 5,744,305, 5,700,637, and 5,945,334, the entire disclosure of each of which is hereby incorporated by reference.
- Microarrays can be arrays of nucleic acid probes, arrays of peptide or oligopeptide probes, or arrays of chimeric probes—peptide nucleic acid (PNA) probes.
- PNA peptide nucleic acid
- the in situ synthesized oligonucleotide Affymetrix GeneChip system is widely used in many research applications with rigorous quality control standards. (Rouse R. and Hardiman G., “Microarray technology—an intellectual property retrospective,” Pharmacogenomics 5:623-632 (2003).).
- the Affymetrix GeneChip uses eleven 25-oligomer probe pair sets containing both a perfect match and a single nucleotide mismatch for each gene sequence to be identified on the array.
- highly dense glass oligo probe array sets >1,000,000 25-oligomer probes
- the ribonucleic acid to be hybridized is isolated, amplified, fragmented, labeled with a fluorescent reporter group, and stained with fluorescent dye after incubation. Light is emitted from the fluorescent reporter group only when it is bound to the probe. The intensity of the light emitted from the perfect match oligoprobe, as compared to the single base pair mismatched oligoprobe, is detected in a scanner, which in turn is analyzed by bioinformatics software (http://www.affymetrix.com-).
- the GeneChip system provides a standard platform for array fabrication and data analysis, which permits data comparisons among different experiments and laboratories.
- Microarrays according to the invention can be used for a variety of purposes, as further described herein, including but not limited to, screening for the resistance or susceptibility of a patient to a drug based on the genetic expression profile of the patient.
- the disclosure provides methods of identifying flare-up episode of kidney nephritis in a patient suffering from Systemic Lupus Erythematosus (SLE).
- SLE Systemic Lupus Erythematosus
- the method includes identifying heuristic changes in a hepatic peptide hormone, hepcidin which is a key regulator of iron metabolism.
- Hepcidin is a peptide that is made primarily in the liver, distributed in plasma and excreted in urine. Hepcidin may also be detected in ascites fluid and cyst fluid, tissues and organs such as liver, and in specific cells, such as macrophages. It may also be made in the kidney.
- Hepcidin is the homeostatic regulator of intestinal iron absorption, iron recycling by macrophages, and iron mobilization from hepatic stores. Hepcidin acts by inhibiting the efflux of iron through ferroportin, the iron exporter of enterocytes, macrophages and hepatocytes. As an iron-regulatory hormone, the synthesis of hepcidin is increased by iron loading and decreased by anemia and hypoxia.
- Hepcidin was identified as a 25 amino acid peptide (hepcidin-25) in human plasma and urine, exhibiting antimicrobial activity.
- the full-length hepcidin precursor is an 84 amino acid protein (SwissProt Accession No. P81172) comprising a signal sequence and a pro-region (see Kulaksiz, H. et al. (2004) Gut 53:735-743).
- the hepcidin-25 and hepcidin-20 markers are derived from the C-terminus of the full-length hepcidin protein.
- Hepcidin is recognized by antibodies available from, e.g., U.S. Biological (catalog H2008-51) (www.usbio.net, Swampscott, Mass.).
- two variants of hepcidin are especially useful as biomarkers, hepcidin-25 and hepcidin-20.
- amino acid sequences of hepcidin-25 and hepcidin-20 are:
- Hepcidin markers are further characterized by their binding properties on chromatographic surfaces. Hepcidin binds to cation exchange adsorbents (e.g., the Ciphergen 0 CM10 ProteinChip® array).
- cation exchange adsorbents e.g., the Ciphergen 0 CM10 ProteinChip® array.
- a method which comprises collecting a plurality of samples from a subject over time, and thereafter determining any change in levels of expression of one or more of hepcidin-20 and hepcidin-25, which are markers for systemic lupus erythematosus kidney activity.
- the method further comprises comparing the hepcidin expression profiles of a baseline level with one or more subsequent levels to determine whether there is an altered expression of any of the hepcidin levels.
- a method of analyzing a subject sample for one or more subject-derived markers selected to identify at least a beginning of a kidney flare episode in a patient suffering from systemic lupus erythematosus comprising: assaying the sample for the presence or amount of one or more subject-derived markers related to a kidney flare episode, and characterizing the subject's risk of having or the kidney flare episode disorders based upon the presence or amount of the marker, wherein the amount of at least one of the one or more subject-derived markers is not compared to a predetermined threshold amount.
- the characterization step can be performed without comparing the amount of any of the marker(s) related to inflammation to a predetermined threshold amount.
- the subject-derived marker(s) are selected from the group consisting of hepcidin-25 and hepcidin-20.
- the subject sample can be selected from the group consisting of a blood sample, a serum sample, a plasma sample, and a urine sample.
- proteins frequently exist in a sample in a plurality of different forms.
- the ability to differentiate between different forms of a protein depends upon the nature of the difference and the detection method that is used.
- a sandwich immunoassay having two antibodies directed against different epitopes on a protein, is useful to detect all forms of the protein that contain both epitopes and will not detect those forms that contain only one of the epitopes.
- one or more forms of the hepcidin protein are better marker than certain other forms.
- Mass spectrometry is an especially useful method to distinguish between different forms of the hepcidin protein since the different forms typically have different masses that can be resolved by mass spectrometry. It has been discovered that one or more forms of the hepcidin protein are especially good markers for detecting an impending kidney nephritis flare-up episode in systemic lupus erythematosus and that mass spectrometry is able to specifically detect and measure the useful forms. Various forms of mass spectrometry are useful for detecting the protein forms, including laser desorption approaches, such as SELDI.
- hepcidin-25 and hepcidin-20 are the measuring and differentiating between various forms of the hepcidin protein.
- the particular form (or forms) is specified.
- “measuring hepcidin-25” means measuring hepcidin-25 in a way that distinguishes it from other forms of hepcidin, e.g., hepcidin-20.
- a sample is analyzed by means of a biochip.
- a biochip generally comprises a solid substrate having a substantially planar surface, to which a capture reagent (also called an adsorbent or affinity reagent) is attached.
- a capture reagent also called an adsorbent or affinity reagent
- the surface of a biochip comprises a plurality of addressable locations, each of which has the capture reagent bound there.
- Protein biochips are biochips adapted for the capture of polypeptides. Many protein biochips are described in the art. These include, for example, protein biochips produced by Ciphergen Biosystems, Inc. (Fremont, Calif.), and others.
- One useful mass spectrometric technique for use in the invention is “Surface Enhanced Laser Desorption and Ionization” or “SELDI,” as described, for example, in U.S. Pat. No. 5,719,060 and No. 6,225,047, both to Hutchens and Yip, which describes a method of desorption/ionization gas phase ion spectrometry (e.g., mass spectrometry) in which an analyte (here, one or more of the biomarkers) is captured on the surface of a SELDI mass spectrometry probe.
- an analyte here, one or more of the biomarkers
- hepcidin-25 and hepcidin-20 markers are useful diagnostic biomarkers, it has been found that a combination of these two biomarkers can provide greater predictive value of a particular status than single biomarkers alone. Specifically, the detection of both markers in a sample can increase the sensitivity and/or specificity of the test. A combination of at least two markers is sometimes referred to as a “biomarker profile” or “biomarker fingerprint.” Accordingly, hepcidin-25 and hepcidin-20 can be combined with other markers for improve the sensitivity and/or specificity of the diagnostic test.
- disease course refers to changes in disease status over time, including disease progression (worsening) and disease regression (improvement). Over time, the amounts or relative amounts (e.g., the pattern) of the biomarkers changes. Therefore, the trend of these markers, either increased or decreased over time toward diseased or non-diseased indicates the course of the disease.
- the method includes the measurement of one or more hepcidin markers in a subject for at least two different time points, e.g., a first time and a second time, and comparing the change in amounts, if any. The course of disease is determined based on these comparisons.
- a method of analyzing a subject sample for one or more subject-derived markers selected to identify subjects suffering from a kidney nephritis flare-up episode comprising: assaying the sample for the presence or amount of one or more subject-derived marker(s) related to systemic lupus erythematosus selected from the group consisting of hepcidin-25, hepcidin-22 and hepcidin-20, and characterizing the subject's risk of suffering a kidney nephritis flare episode based upon the presence or amount of the markers, wherein the amount of each of the markers is not compared to a predetermined threshold amount.
- the method for assigning a therapy regimen and/or assigning a prognosis to a subject diagnosed with or suspected of suffering from systemic lupus erythematosus comprising: performing an assay method on a sample obtained from the subject, wherein the assay method provides one or more detectable signals related to the presence or amount of one or more subject-derived markers independently selected from the group consisting of markers related to kidney flare episodes, or markers related to the subject-derived markers; and correlating the signal(s) obtained from the assay method to ruling in or out a therapy regimen for the subject and/or assigning a prognosis to the subject.
- the one or more subject-derived markers comprise at least one marker selected from the group consisting of hepcidin-25, hepcidin-22 and hepcidin-20, or one or more markers related to the subject-derived markers.
- the plurality of markers comprises at least one marker related to inflammation, and at least one marker related to nephritis or one or more markers related thereto.
- the sample is from a human. Also, in certain embodiments, the sample is selected from the group consisting of blood, serum, urine, cerebrospinal fluid, and plasma.
- the method is useful to rule in or out one or more treatments for inclusion in a therapy regimen comprising administration of immunosuppressive therapy.
- a diagnostic method comprising determining a concentration of hepcidin in a bodily fluid sample from a subject suffering from systemic lupus erythematosus, where an increase in hepcidin concentration in the bodily fluid sample relative to a threshold hepcidin concentration indicates a kidney flare episode in the subject, and where lack of an increase in hepcidin concentration in the bodily fluid sample relative to a threshold hepcidin concentration indicates a kidney flare episode is not present in the subject.
- the method further comprises determining a concentration of hepcidin-20 in a bodily fluid sample from the subject.
- An increase in hepcidin-20 concentration in the bodily fluid sample relative to a threshold hepcidin-20 concentration indicates a kidney flare episode in the subject, and a lack of an increase in hepcidin-20 concentration in the bodily fluid sample relative to a threshold hepcidin-20 concentration indicates a kidney flare episode is not present in the subject.
- the increase in hepcidin-20 is present at about four months prior to the presentation of symptoms of the kidney flare episode.
- the method further comprises determining a concentration of hepcidin-25 in a bodily fluid sample from the subject.
- a decrease in hepcidin-25 concentration in the bodily fluid sample relative to a threshold hepcidin-25 concentration indicates a kidney flare episode in the subject, and a lack of an increase in hepcidin-25 concentration in the bodily fluid sample relative to a threshold hepcidin-25 concentration indicates a kidney flare episode is not present in the subject.
- the decrease in hepcidin-25 is present at about two months prior to the presentation of symptoms of the kidney flare episode.
- a method for diagnosing a kidney flare-up disease condition characterized by non-physiological levels of hepcidin includes obtaining a tissue or fluid sample from a subject; contacting the sample with an antibody or fragment thereof that specifically binds to one or more mid-portion or carboxy terminal epitopes of hepcidin, and quantifying hepcidin level in the sample; where the non-physiological level of hepcidin is indicative of the disease condition.
- the antibody specifically binds a mid-portion epitope contained within at least amino acids 20 to 25 of hepcidin.
- test device that includes a test surface comprising a plurality of discrete addressable locations corresponding to the hepcidin subject-derived markers, where each the location comprising an antibody immobilized at the location selected to bind for detection one of the subject-derived markers.
- kits for qualifying impending flare-ups of systemic lupus erythematosus status are useful to detect the hepcidin-25 and/or hepcidin-20 markers.
- the kit can include a solid support, such as a chip, a microtiter plate or a bead or resin having a capture reagent attached thereon, where the capture reagent binds the hepcidin-25 or hepcidin-20 marker.
- the kit can comprise mass spectrometry probes for SELDI, such as ProteinChip® arrays.
- the kit can also include a solid support with a reactive surface, and a container comprising the biospecific capture reagent.
- the kit can also include a washing solution or instructions for making a washing solution, such that the combination of the capture reagent and the washing solution allows capture of the biomarker or biomarkers on the solid support for subsequent detection by, e.g., mass spectrometry.
- the kit may include more than type of adsorbent, each present on a different solid support.
- the kit can also include instructions that may inform a consumer about how to collect the sample, how to wash the probe or the particular markers to be detected.
- the kit can include one or more containers with the marker samples, to be used as standard(s) for calibration.
- the kit is especially useful for detecting an impending kidney nephritis flare-up episode characterized by non-physiological levels of hepcidin-25 and/or hepcidin-20.
- the kit includes anti-hepcidin-25 and/or anti-hepcidin-20 antibodies or fragments thereof that specifically bind to one or more mid-portion or carboxy terminal epitopes of hepcidin-25 and/or hepcidin-20, and a reagent that binds directly or indirectly to the antibody or fragment thereof.
- One particular method for qualifying an impending kidney nephritis flare-up episode in a subject comprising:
- the method can include measuring a plurality of biomarkers in the biological sample, where the plurality of biomarkers comprises hepcidin-20 and hepcidin-25.
- the one or more biomarkers can be measured by mass spectrometry, such as SELDI-TOF.
- the correlating can be performed by executing a software classification algorithm.
- a method for reporting the status to the subject, and/or recording the status on a tangible medium in another particular aspect, there is provided a method for reporting the status to the subject, and/or recording the status on a tangible medium.
- the method can further comprise measuring the at least one biomarker after subject management and correlating the measurement with systemic lupus erythematosus disease progression.
- the method includes (a) measuring, at a first time, one or more biomarkers in a biological sample from the subject, where at least one biomarker is hepcidin; (b) measuring, at a second time, at least one biomarker in a biological sample from the subject; and (c) comparing the first measurement and the second measurement; wherein the comparative measurements determine the course of the systemic lupus erythematosus.
- kits for testing for systemic lupus erythematosus flare-up episodes that includes: (a) a solid support comprising at least one capture reagent attached thereto, wherein the capture reagent binds hepcidin; and (b) instructions for using the solid support to detect hepcidin.
- the solid support can comprise a capture reagent that is a SELDI probe and can also include a standard reference of hepcidin.
- a software product can comprise a code that accesses data attributed to a sample, the data comprising measurement of at least one biomarker in the sample, wherein at least one biomarker is hepcidin; and code that executes a classification algorithm that classifies the systemic lupus erythematosus status of the sample as a function of the measurement.
- a method can include communicating to a subject a diagnosis relating to systemic lupus erythematosus status determined from the correlation of at least one biomarker in a sample from the subject, wherein at least one biomarker is hepcidin.
- a method of predicting the response of a patient suffering from systemic lupus erythematosus to treatment with a therapeutic agent comprises contacting a sample obtained from the patient to measure the levels of expression of one or more of hepcidin-20 and hepcidin-25.
- the expression levels are then used to provide an expression profile for the patient that is then compared to the drug-gene correlations, wherein a positive correlation between a drug and expressed levels of hepcidin-20 and/or hepcidin-25 in the patient indicates that the patient would be sensitive to the drug, and wherein a negative correlation between a drug and the expressed levels of hepcidin-20 and/or hepcidin-25 in the patient indicates that the patient would not be responsive to the drug.
- the effectiveness of the agent's ability to alter chemosensitivity can be tested using standard assays.
- the agent is tested by conducting assays in that sample are co treated with the newly identified agent along with a previously known therapeutic agent.
- the choice of previously known therapeutic agent is determined based upon the gene-drug correlation between the gene or genes whose expression is affected by the new agent.
- SELDI-TOF-MS identified 176 protein peaks (m/z protein ions) between 2000 and 20 000 m/z, using a weak cation exchanger protein chip. Ninety-six protein ions were present in over 30% of the flare cycles, and 43 peaks were present in over 60% of the flare cycles.
- a typical SELDI-TOF-MS spectrum from a whole flare cycle is shown in FIG. 2A , illustrating how SELDI-TOF-MS spectra can capture dynamic changes in urine protein expression during the evolution of a lupus nephritis flare.
- candidate biomarkers were arbitrarily chosen from those protein ions that showed a change in expression of >1.5-fold.
- 25 met this criterion were present in 32-92% of the flares, and were between 2000 and 10 000 m/z (FIG. 8 —Table 1).
- 16 fell between the baseline and pre-flare phases 5 peaks between the pre-flare and flare phases, 7 peaks between the flare and post-flare phases, and 6 peaks were differentially-expressed over multiple intervals.
- no single peak appears in all of the SLE renal flares, several combinations of two peaks were observed in 100% of the flare cycles between remission and pre-flare, and between flare and post-flare (FIG. 9 —Table 2).
- Protein ions M1, M11 and M17 increased over the flare cycle while M87 decreased.
- M8 and M34 correspond to the 20 and 25 amino acid (aa) isoforms of hepcidin ( FIG. 4A ).
- a 22 aa hepcidin isoform was also found in the urine of SLE patients ( FIG. 4A ), but was not differently expressed between any 2 phases of the flare cycle, and thus not considered a candidate biomarker.
- the time course of hepcidin expression is shown in FIG. 4B .
- Hepcidin 20 (m/z 2198) increased 4 months pre-flare and then slowly returned to baseline by 4 months post-flare.
- FIG. 4C shows the on-chip CID fragmentation of urine hepcidin 25.
- FIG. 4D and FIG. 4E demonstrate LC/MS/MS detection of an internal peptide of hepcidin 25 (y-ions labeled) in the urine of an SLE patient.
- M17 (m/z 2395) and M26 (m/z 2648) correspond to a fragment of the 46 kDa precursor of a1-antitrypsin (A1AT), and a fragment of the N-terminal region of albumin, respectively. Both are abundant serum proteins.
- the A1AT fragment increased at flare, while the albumin fragment increased 4 month pre-flare compared to baseline ( FIG. 5A ).
- Corresponding SELDI spectra for A1AT and albumin are shown in FIG. 5B and FIG. 5C .
- Biopsies from patients with SLE nephritis were stained for hepcidin, and infiltrating interstitial leukocytes were shown to express hepcidin ( FIG. 6 ).
- This example demonstrates the usefulness of SELDI-TOF-MS as a screening technique to examine serial changes in the urine proteome of SLE patients during lupus nephritis flares.
- SELDI-TOF-MS has been used to examine the urine proteome in a variety of conditions, including lupus nephritis, peptide expression patterns have mainly been described that differentiate between static disease states (23-25).
- few studies have used a longitudinal proteomic approach to identify specific proteins that can be verified and then validated in an independent sample set.
- the inventors examined the dynamic changes in the urine proteome over the SLE renal flare cycle and showed that hepcidin, A1AT, and an albumin fragment are differentially expressed during different phases of a nephritis flare. Interestingly, immunosuppressive medications had little effect on the expression of urine peptides detected by SELDI.
- Hepcidin is a low molecular weight (LMW) peptide hormone that has antimicrobial activity, regulates iron homeostasis, and has been implicated in the pathogenesis of the anemia of chronic inflammation, including that of chronic kidney disease (28-32). Hepcidin is mainly produced in the liver as pro-hepcidin, and undergoes N-terminal modification to yield the active C-terminal peptides of 20-25 aa, however other investigators have also found hepcidin in urine, and hepcidin 20 and 25 were dominant (28). Hepcidin may be made by renal tubular cells (33).
- LMW low molecular weight
- the inventors herein did demonstrate intrarenal expression of hepcidin by infiltrating leukocytes in patients with SLE nephritis, raising the possibility that during renal flare hepcidin is produced within the kidney, rather than simply being filtered.
- Urine hepcidin has been shown to increase during inflammation, and decline as inflammation resolved (34-36). Hepcidin expression is induced by interleukin-6 (IL-6) and is suppressed by TNF-a (31, 37), cytokines that are implicated in the pathogenesis of SLE (38-40). Therefore, the inventors herein determined that measurement of urine hepcidin isoforms during lupus flare may reflect the complex balance and changing expression of proinflammatory cytokines in lupus kidneys. Also, because expression of hepcidin 20 is altered pre-flare, is now believed by the inventors herein to be useful as a biomarker of impending renal flare.
- IL-6 interleukin-6
- TNF-a 31, 37
- cytokines that are implicated in the pathogenesis of SLE
- hepcidin 20 and 25 are regulated independently; that is, hepcidin 25 decreases at flare and increases during treatment.
- hepcidin 25 is useful as a marker for following response to therapy.
- urine hepcidin is now believed by the inventors herein to be useful as a lupus nephritis biomarker, and can be shown to be a better indicator of SLE activity than urine cytokines such as IL-6 or TNF-a (41, 42).
- A1AT and albumin fragments were also found to be differentially expressed in the urine during SLE renal flare. Although the parent proteins are not from the LMW proteome, these findings still may be important in SLE nephritis.
- A1AT is made in the kidney, and can be induced by cytokines such as IL-6 (43, 44). Thus, A1AT can serve as a marker of proinflammatory cytokine production.
- specific albumin and A1AT fragments have been found in the serum and urine of patients with glomerulonephritis (45). It is now believed that the fragmentation pattern of these proteins reflects pathogenic proteolytic activity during kidney disease, and the appearance of specific fragments in the urine can thus serve as a biomarker of this process.
- charge variants of A1AT and albumin were found to be part of a group of urine proteins that could be used to distinguish between SLE and other proteinuric glomerular diseases (46). Characterization of the fragments of A1AT and albumin present throughout the SLE renal flare cycle can be performed to confirm whether fragments or charge variants of intact proteins, provide the most diagnostic information in SLE nephritis.
- the examples herein show the usefulness of using SELDI-TOF-MS to screen for differential protein expression during the evolution of SLE renal flares.
- the method described herein yields a testable number of biomarker candidates that can then be specifically identified.
- the method described herein also eliminates the need for protein patterns as biomarkers, and allows validation and testing of candidate proteins in independent patient cohorts.
- hepcidin is now believed to have a significant relationship to proinflammatory cytokines thought to mediate lupus nephritis.
- OSS Ohio SLE Study
- the OSS is a prospective, longitudinal study of patients with 4 or more American College of Rheumatology criteria for SLE, and has been described previously (47). The OSS was approved by the local IRB, and all patients gave informed consent to participate. Urine samples were from 19 patients with SLE nephritis who experienced 25 moderate to severe renal flares. The criteria used to adjudicate and classify the severity of renal flares in the OSS have been published (47). Urine was collected prospectively at 2 month intervals over several years from the OSS cohort. Fresh urine from each patient visit was centrifuged to remove cellular debris and rapidly frozen at ⁇ 80° C. in small aliquots until use.
- Urine creatinine and protein concentrations were measured using the Roche Creatinine Reagent (Roche Diagnostic Corporation, Indianapolis, Ind.) and the Bio-Rad RC-DC Protein Assay (BioRad Laboratories, Hercules, Calif.), respectively.
- Urine proteomes were examined from 4 phases of the SLE renal flare cycle: pre-flare, flare, treatment, and baseline.
- Pre-flare specimens were from 4 and 2 months before flare diagnosis, flare specimens were obtained at flare diagnosis, and treatment specimens were from 2 and 4 months after flare diagnosis.
- Baseline urines were chosen from specimens obtained more than 6 months away from any renal flare, and when patients had a stable serum creatinine and no proteinuria, or proteinuria values that had returned to pre-flare levels. Baseline samples could have preceded or followed the flare cycle under investigation, and in cases where both were available their data were combined to give a composite baseline.
- urine protein size fractionation was done using VIVASPIN 500 spin columns (Vivascience, Carlsbad Calif.) having a molecular weight cut off of 30,000 Da to remove abundant, high-molecular weight proteins such as albumin.
- VIVASPIN 500 spin columns Vivascience, Carlsbad Calif.
- the urine was first denatured by adding 200 ⁇ l of urine to 300 ⁇ l of denaturing buffer (9M urea/2% CHAPS) for 30 min at 4° C. The denatured urine was then added to the spin columns and the flow-through was used for SELDI-TOF-MS analyses.
- CM10 chip weak cation exchanger
- Urine protein spectra were acquired with a Protein Chip PBS II Reader (Ciphergen) set to an optimum mass range of 500-20 000 Da, a laser intensity of 195 with 2 warming shots (not collected), a sensitivity of 9, and collection of 50 transient shots across the spot surface. To minimize the protein chip spot variance, each urine sample was done on duplicate spots. External calibration of the Protein Chip Reader was performed using the Ciphergen Biosystem All-in-1 peptide standard C100-0005, and the calibration equation was applied to each spectrum before analysis to ensure the peak accuracy.
- Protein peaks were detected by second-pass peak selection and restricted to a signal-to-noise ratio of >2, minimum valley depth of 2 and sensitivity of 100%.
- the mass range from 2000-20 000 Da was selected for analysis since this range contained the majority of the resolved. protein/peptides.
- the detected peaks from different patients were aligned manually according to the peak accuracy variance, which was less than 0.5% for the internal insulin calibration standard (data not shown). Only peaks present in more than 30% of the flares were analyzed further, in an effort to screen for biomarkers of general applicability to SLE nephritis.
- the spectra were normalized to the total ion current within duplicates to minimize the protein chip spot variance. The intensity of each peak in the spectra was then further normalized to the internal insulin control, and urine creatinine concentration to account for urine dilution. Protein peaks were compared stepwise between 2 phases of the renal flare cycle, as illustrated in FIG. 1 .
- CM10 chip was reduced by with DTT and selected, differentially-expressed peptide ions less than 5000 Da were sequenced. Sequence data were obtained using a Protein Chip Tandem M S Interface with a front-end SELDI ion source for the Applied Biosystem/MDS Sciex QStar Hybrid LC/MS/MS System (Ciphergen, Fremont, Calif.).
- the protein chip interface used a 337 nm nitrogen laser with a lensed fiber optic, delivering 150 mJ of energy per pulse at 30 pulses/second.
- Peptides underwent collision-induced dissociation (CID) by applied collision energy of 50 eV/kDa.
- the scan sequence of the mass spectrometer was based on the TopTen method. Analysis was programmed for a full scan recorded between 350-2000 Da, and a MS/MS scan to generate product ion spectra to determine amino acid sequence in consecutive instrument scans of the ten most abundant peaks in the spectrum. Sequence information from the MS/MS data was converted to a merged file and then was searched using Mascot Daemon version 2.2.1 by Matrix Science (Boston, Mass.) and the database searched against the full SwissProt database version 54.1 (283454 sequences; 104030551 residues). Protein identifications were checked manually and proteins with a Mascot score of 50 or higher with a minimum of two unique peptides from one protein having a -b or -y ion sequence tag of five residues or better were accepted.
- Renal biopsy material from 3 cases of class IV lupus nephritis, and one normal transplant donor kidney were stained with a rabbit anti-hepcidin polyclonal antibody (ABCAM), and visualized with DAB.
- ABCAM rabbit anti-hepcidin polyclonal antibody
- Paraffin embedded tissue was used, endogenous peroxidase was quenched with hydrogen peroxide, and antigen retrieval was done with citric acid (pH 6.1) for 25 minutes at 94° C. before incubation with the primary antibody (1:500) overnight at 4° C. No staining was observed with a non-immune control antibody.
- PBMC Peripheral Blood Mononuclear Cell
- FIG. 7A demonstrates in two different human Peripheral Blood Mononuclear Cell (PBMC) samples that interferon-alpha increase hepcidin mRNA expression in a dose-dependent fashion. This is important because interferon-alpha is believed to be a key cytokine whose activation is relevant to human SLE nephritis.
- PBMC Peripheral Blood Mononuclear Cell
- FIG. 7B demonstrates in two different human PBMC samples the effects of a variety of other cytokines on hepcidin mRNA expression.
- MCP-1 a monocyte chemokine induces expression of hepcidin
- TNF-alpha suppresses expression. This is important because MCP-1 is a biomarker of active SLE nephritis and is greatly increased in the kidney and urine during SLE kidney flare. Also, TNF-alpha has been postulated to have a role in SLE as well.
- hepcidin-20 increases as early as four (4) months before a flare episode and hepcidin-25 decreases as early as two (2) months before the flare episode.
Landscapes
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Engineering & Computer Science (AREA)
- Immunology (AREA)
- Hematology (AREA)
- Molecular Biology (AREA)
- Urology & Nephrology (AREA)
- Chemical & Material Sciences (AREA)
- Biomedical Technology (AREA)
- General Health & Medical Sciences (AREA)
- Physics & Mathematics (AREA)
- Pathology (AREA)
- General Physics & Mathematics (AREA)
- Cell Biology (AREA)
- Food Science & Technology (AREA)
- Medicinal Chemistry (AREA)
- Microbiology (AREA)
- Analytical Chemistry (AREA)
- Biochemistry (AREA)
- Biotechnology (AREA)
- Rehabilitation Therapy (AREA)
- Rheumatology (AREA)
- Endocrinology (AREA)
- Investigating Or Analysing Biological Materials (AREA)
- Measuring Or Testing Involving Enzymes Or Micro-Organisms (AREA)
Abstract
Description
- This application is a divisional application of U.S. Pat. No. 8,313,950 issued Nov. 20, 2012, which claims the benefit of the PCT/US2008/006407 filed May 19, 2008, US Ser. No. 12,600,890 filing date Nov. 19, 2009, which claims priority to
Provisional Patent Application 60/931,053 filed May 21, 2007, the disclosure of which is expressly incorporated herein by reference, in its entirety. - The invention was made with government support from the National Institutes of Health research grants NIH-NIDDK Grant Number DK55546. The government may have certain rights in the invention.
- Systemic lupus erythematosus (SLE) is characterized by periods of illness, called flares, and periods of wellness, or remission. While the warning signs of a flare in a patient can include one or more of increased fatigue, pain, rash, fever, abdominal discomfort, headache and dizziness, by the time the patient is experiencing these symptoms, there is already further damage being inflicted on the patient's body, and in particular, the kidney.
- Systemic lupus erythematosus tends to be chronic and relapsing, often with symptom-free periods that can last for years. Since the course and episodes (i.e., flare-ups) of acute systemic lupus erythematosus is unpredictable, the prognosis varies widely. It has been found, however, that if the initial inflammation is controlled, the long-term prognosis is good. Therefore, early detection and treatment of kidney damage caused by systemic lupus erythematosus can reduce the incidence of severe kidney disease.
- Therefore, there is a need for the early treatment of flares to help such patients with lupus maintain better health.
- If there is an early detection of a flare, certain therapies, such as, for example, the drug therapy of cyclophosphamide combined with prednisone, can be initiated to help delay or prevent kidney failure, a serious complication of lupus.
- Presently there are no clinically useful biomarkers that can be readily used to predict an impending flare-up of such serious lupus kidney disorders is systemic lupus erythematosus.
- The expectation is that the earlier any kidney involvement is detected and treated, and the faster remission is induced, the better the prognosis for kidney function. Also, earlier detection and treatment, before the systemic lupus erythematosus disease becomes full-blown, is anticipated to decrease the duration and intensity of any treatment that would be needed. This would decrease the morbidity and mortality of the highly toxic immunosuppressive therapies that are standardly used to treat systemic lupus erythematosus nephritis
- What are lacking are tools for predicting the likelihood that a particular patient will suffer from a flare-up of systemic lupus erythematosus nephritis. In particular, there are no known identifying predictors to determine when a patient will suffer from such flare-up.
- Also lacking are tools for profiling factors influencing sensitivity and resistance of patients to systemic lupus erythematosus therapeutic agents. Such tools would be predictive of treatment response of a patient to a particular drug, and would allow for increased predictability regarding chemosensitivity or chemoresistance of such patients to enable the design of optimal treatment regimens for individual patients. Such tools would likewise enable the identification of new drugs.
- Additional advantages, objects, and features of the invention will be set forth in part in the description which follows and in part will become apparent to those having ordinary skill in the art upon examination of the following or may be learned from practice of the invention. The objects and advantages of the invention may be realized and attained as particularly pointed out in the appended claims.
- In one aspect, there is provided herein a system for predicting an impending flare of lupus kidney disease. The system includes a non-invasive and easily accessible method for monitoring kidney activity to forecast a flare-up of systemic lupus erythematosus in a patient suffering from such disease.
- A method of providing efficacy information for selected drugs for treatment of a patient comprises:
- (a) comparing a level of hepcidin from a patient urine with a database including records comprising baseline levels of hepcidin from the same patient herein; and
- (b) providing a suitable drug when the levels of hepcidin are different from the baseline levels of hepcidin.
- A machine-readable medium includes program instructions for performing the following steps:
- (a) comparing a level of hepcidin from a patient urine with a database including records comprising baseline levels of hepcidin from the same patient herein; and
- (b) providing a suitable drug when the levels of hepcidin are different from the baseline levels of hepcidin.
- A method of selecting a therapy for a patient comprises:
- (a) providing a subject baseline hepcidin profile of a sample from the patient;
- (b) providing a plurality of reference profiles, each associated with a point in time; and
- (c) selecting at least one therapy when a predetermined difference between the baseline hepcidin level and the heuristic measured levels is at, or within a predetermined range, to thereby select a therapy for the patient.
- The method can further comprise administering the therapy selected in step (c) above to the patient. The method can also include where the most similar reference profile is selected by weighting a comparison value for each value of the plurality using a weight value.
- An array comprises a substrate having a plurality of addresses where each address has disposed thereon a capture probe that can specifically bind to one or more of the hepcidin compositions described herein. The capture probe can bind to one or more of the hepcidin under stringent conditions. Each hepcidin bound by the capture probe of each address is unique among the plurality of addresses.
- A computer-readable medium comprises a plurality of digitally-encoded expression profiles where each profile of the plurality has a plurality of values, and each value represents the expression of a different hepcidin as described herein.
- A kit for evaluating a drug comprises:
- an array having a substrate including a plurality of addresses where each address has disposed thereon a capture probe that can specifically bind at least one hepcidin described herein;
- a computer-readable medium having a plurality of digitally-encoded expression profiles where each profile of the plurality has a plurality of values and each value represents the expression of at least one hepcidin detected by the array.
- A method for diagnosing, aiding in diagnosis of sensitivity or resistance a therapeutic agent for systemic lupus erythematosus, and for evaluating the efficacy of a therapeutic agent for systemic lupus erythematosus in a subject comprises comparing the expression of one or more biomarkers in a sample from a subject to a predetermined standard for each the one or more biomarkers; wherein the one or more biomarkers are selected from the group including hepcidin-25 and hepcidin-20; and wherein a significant difference in the expression of the one or more biomarkers in the sample as compared to a predetermined standard of each the one or more biomarkers diagnoses or aids in the diagnosis of a flare-up of a systemic lupus erythematosus kidney activity disorder.
- The method can include where the predetermined standard corresponds to: (a) the expression levels of the biomarker in healthy subjects, or (b) the expression levels of the biomarker in non systemic lupus erythematosus sensitive samples from different subjects in a same phenotypic group.
- The method can comprise comparing the expression of two or more biomarkers, wherein the diagnosis is based on a score-based classification method. For example, the method can comprise comparing the expression of different biomarkers; wherein each biomarker is assigned a score of 0 or 1, wherein a biomarker is assigned a score of 0 if the expression of the biomarker is not significantly different from the expression of the biomarker in a predetermined standard and wherein a biomarker is assigned a score of 1 if the expression of the biomarker is significantly different from the expression of the biomarker in a predetermined standard; wherein the subject is assigned an overall score which corresponds to the sum of the assigned scores from different markers; and wherein a given threshold (t) is used to diagnose or aid in the diagnosis.
- The method can comprise comparing the expression of two or more biomarkers, where the diagnosis is made by comparing the expression profile of the two or more biomarkers to a predetermined standard profile for the biomarkers, and wherein a difference in the profiles diagnoses or aids in the diagnosis.
- The predetermined standard profile can be determined by comparing the expression of the two or more biomarkers in subjects to the expression of the two or more biomarkers in healthy subjects using a machine learning technique.
- The predetermined standard profile can be determined by comparing the expression of the two or more biomarkers in subjects and in healthy subjects using support vector machines, K-nearest neighbor classifier, or classification tree analysis.
- The method can comprise comparing the expression of one or more biomarkers in a sample from a subject to the expression of the one or more biomarkers in a sample obtained from the subject at a subsequent point in time; wherein the one or more biomarkers are selected from the group consisting of hepcidin-20 and hepcidin-25, where a difference in the expression of the one or more biomarker diagnoses or aids in the diagnosis of the progression of one or more such diseases in the subject. The method can include comparing the expression of two or more biomarkers.
- A method to screen for a candidate compound useful to treat a systemic lupus erythematosus implicated disease comprising: (a) identifying a candidate compound which regulates the expression of one or more biomarkers that include hepcidin-20 and hepcidin-25; and (b) determining whether such candidate compound is effective to treat systemic lupus erythematosus.
- The patent or application file contains at least one drawing executed in color. Copies of this patent or patent application publication with color drawing(s) will be provided by the Office upon request and payment of the necessary fee.
- The invention can be more fully understood from the following detailed description, the drawings and the Sequence Descriptions that form a part of this application. The sequence descriptions and Sequence Listing attached hereto comply with the rules governing nucleotide and/or amino acid sequence disclosures in patent applications as set forth in 37 CFR §§1.821-1.825. The Sequence Descriptions contain the three letter codes for amino acids as defined in 37 CFR §§1.821-1.825, which are incorporated herein by reference.
-
FIG. 1 depicts an analysis scheme for urine protein phenotyping of SLE nephritis flare cycle. -
FIGS. 2A and 2B depict urine SELDI spectra of class IV SLE nephritis flare cycles: - FIG. 2A—The spectra of a whole flare cycle are presented between the 2000 and 10 000 Dalton region. The LMW urine proteome shows an overall increase in peaks between 2000 and 4000 Dalton as flare approaches, which then decrease during flare treatment. Peak intensity (relative protein abundance) is given on the y-axis.
- FIG. 2B—The spectra from 4 months pre-flare and flare of a Class IV GN patient showing that some protein ions decrease at the flare.
-
FIGS. 3A-3D depicts the expression of candidate urine biomarkers over time. The mean relative intensities of 4 differentially expressed protein ions (log-transformed data for M87) are plotted at several points of the renal flare cycle. Error bars indicate standard errors (3A-3D). -
FIGS. 4A-4E depict urine hepcidin expression in SLE Nephritis: -
FIG. 4 A—Typical urine SELDI spectrum in a class IV LN urine showing three hepcidin isoforms of 20, 22 and 25 at m/z of 2197, 2432 and 2798, respectively. - FIG. 4B—Time course of
20 and 25 expression (mean relative intensities) during the SLE nephritis flare cycle. Error bars indicate standard errors.hepcidin - FIG. 4C—On-chip CID fragmentation of peak 34, used to identify the ion as
hepcidin 25. -
FIG. 4D-MS fragments of trypsin-digestedhepcidin 25 standard. - FIG. 4E-LC/MS/MS detection of the internal peptide of hepcidin 25 (y-ions are labeled) in the urine of an SLE nephritis patient.
-
FIGS. 5A-5C depict urine expression of A1AT and an albumin fragment during SLE renal flare: - FIG. 5A—SELDI relative intensity of M17 (A1AT) and M26 (Albumin) between baseline and flare, and baseline and 4 month pre-flare.
- FIG. 5B—SELDI spectrum of M17 at flare.
- FIG. 5C—SELDI spectrum of M26 pre-flare.
-
FIGS. 6A-6D depict intrarenal expression of hepcidin. Immunohistochemical staining for hepcidin is shown for renal biopsy material from a normal kidney (FIG. 6A—Cont), and three patients with class IV SLE nephritis (FIGS. 6B-6D—SLE). The positive cells are infiltrating interstitial leukocytes. -
FIGS. 7A and 7B depict cytokine modulation of hepcidin expression in PBMC: - FIG. 7A—Hepcidin mRNA (fold increase) as a function of INF-alpha dose (ng/ml).
- FIG. 7B—Hepcidin mRNA (fold change) in response to various inflammatory cytokines.
-
FIG. 8 depicts Table 1—SELDI protein ions showing differential expression between SLE renal flare states. - FIG. 9—Table 2—Frequency of combined protein ions in SLE flare states.
- The present invention will now be described with occasional reference to the specific embodiments of the invention. This invention may, however, be embodied in different forms and should not be construed as limited to the embodiments set forth herein. Rather, these embodiments are provided so that this disclosure will be thorough and complete, and will fully convey the scope of the invention to those skilled in the art.
- All publications, patent applications, patents, and other references mentioned herein are incorporated by reference in their entirety. The disclosure of all patents, patent applications (and any patents that issue thereon, as well as any corresponding published foreign patent applications), GenBank and other accession numbers and associated data, and publications mentioned throughout this description are hereby incorporated by reference herein. It is expressly not admitted, however, that any of the documents incorporated by reference herein teach or disclose the present invention.
- The present invention may be understood more readily by reference to the following detailed description of the embodiments of the invention and the Examples included herein. However, before the present methods, compounds and compositions are disclosed and described, it is to be understood that this invention is not limited to specific methods, specific cell types, specific host cells or specific conditions, etc., as such may, of course, vary, and the numerous modifications and variations therein will be apparent to those skilled in the art. It is also to be understood that the terminology used herein is for the purpose of describing specific embodiments only and is not intended to be limiting.
- Unless otherwise defined, all technical and scientific terms used herein have the same meaning as commonly understood by one of ordinary skill in the art to that this invention belongs. The terminology used in the description of the invention herein is for describing particular embodiments only and is not intended to be limiting of the invention. As used in the description of the invention and the appended claims, the singular forms “a,” “an,” and “the” are intended to include the plural forms as well, unless the context clearly indicates otherwise. All publications, patent applications, patents, and other references mentioned herein are incorporated by reference in their entirety.
- Unless otherwise indicated, all numbers expressing quantities of ingredients, properties such as molecular weight, reaction conditions, and so forth as used in the specification and claims are to be understood as being modified in all instances by the term “about.” Accordingly, unless otherwise indicated, the numerical properties set forth in the following specification and claims are approximations that may vary depending on the desired properties sought to be obtained in embodiments of the present invention. Notwithstanding that the numerical ranges and parameters setting forth the broad scope of the invention are approximations, the numerical values set forth in the specific examples are reported as precisely as possible. Any numerical values, however, inherently contain certain errors necessarily resulting from error found in their respective measurements.
- The disclosure of all patents, patent applications (and any patents that issue thereon, as well as any corresponding published foreign patent applications), GenBank and other accession numbers and associated data, and publications mentioned throughout this description are hereby incorporated by reference herein. It is expressly not admitted, however, that any of the documents incorporated by reference herein teach or disclose the present invention.
- The present invention may be understood more readily by reference to the following detailed description of the embodiments of the invention and the Examples included herein. However, before the present methods, compounds and compositions are disclosed and described, it is to be understood that this invention is not limited to specific methods, specific cell types, specific host cells or specific conditions, etc., as such may, of course, vary, and the numerous modifications and variations therein will be apparent to those skilled in the art. It is also to be understood that the terminology used herein is for the purpose of describing specific embodiments only and is not intended to be limiting.
- It is to be noted herein that the specification lists the accession numbers for the known genes, whereby the full sequences of the genes may be referenced, and which are expressly incorporated herein by reference thereto as of the filing of this application for patent.
- As used herein and in the appended claims, the singular forms “a,” “and,” and “the” include plural referents unless the context clearly dictates otherwise.
- Unless otherwise indicated, all numbers expressing quantities of ingredients, properties such as molecular weight, reaction conditions, and so forth as used in the specification and claims are to be understood as being modified in all instances by the term “about.” Accordingly, unless otherwise indicated, the numerical properties set forth in the following specification and claims are approximations that may vary depending on the desired properties sought to be obtained in embodiments of the present invention. Notwithstanding that the numerical ranges and parameters setting forth the broad scope of the invention are approximations, the numerical values set forth in the specific examples are reported as precisely as possible. Any numerical values, however, inherently contain certain errors necessarily resulting from error found in their respective measurements.
- “Nucleic acid,” when used herein, refers to deoxyribonucleotides or ribonucleotides, nucleotides, oligonucleotides, polynucleotide polymers and fragments thereof in either single- or double-stranded form. A nucleic acid may be of natural or synthetic origin, double-stranded or single-stranded, and separate from or combined with carbohydrate, lipids, protein, other nucleic acids, or other materials, and may perform a particular activity such as transformation or form a useful composition such as a peptide nucleic acid (PNA). Unless specifically limited, the term encompasses nucleic acids containing known analogues of natural nucleotides that have similar binding properties as the reference nucleic acid and may be metabolized in a manner similar to naturally-occurring nucleotides. Unless otherwise indicated, a particular nucleic acid sequence also implicitly encompasses conservatively modified variants thereof (e.g. degenerate codon substitutions) and complementary sequences and as well as the sequence explicitly indicated. Specifically, degenerate codon substitutions may be achieved by generating sequences in which the third position of one or more selected (or all) codons is substituted with mixed-base and/or deoxyinosine residues (Batzer et al. (1991) Nucleic Acid Res. 19: 5081; Ohtsuka et al. (1985) J. Biol. Chem. 260: 2605-2608; Cassol et al. (1992); Rossolini et al. (1994) Mol. Cell. Probes 8: 91-98). The term nucleic acid is used interchangeably with gene, cDNA, and mRNA encoded by a gene.
- An “Oligonucleotide” or “oligo” is a nucleic acid and is substantially equivalent to the terms amplimer, primer, oligomer, element, target, and probe, and may be either double or single stranded.
- “Plurality” refers to a group of at least two or more members.
- “Polynucleotide” refers to nucleic acid having a length from 25 to 3,500 nucleotides.
- “Probe” or “Polynucleotide Probe” refers to a nucleic acid capable of hybridizing under stringent conditions with a target region of a target sequence to form a polynucleotide probe/target complex. Probes comprise polynucleotides that are 15 consecutive nucleotides in length. Probes may be 15, 16, 17, 18 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 5, 6, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, or 100 polynucleotides in length. In some embodiments, probes are 70 nucleotides in length. Probes may be less than 100% complimentary to a target region, and may comprise sequence alterations in the form of one or more deletions, insertions, or substitutions, as compared to probes that are 100% complementary to a target region.
- “Purified,” when used herein in the context of nucleic acids or proteins, denotes that a nucleic acid or protein gives rise to essentially one band in an electrophoretic gel. Particularly, it means that the nucleic acid or protein is at least 50, 55, 60, 65, 70, 75, 80, 85, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99 or 100% pure with respect to the presence of any other nucleic acid or protein species.
- “Test sample” refers to a sample of bodily fluid obtained for the purpose of diagnosis, prognosis, or evaluation of a subject of interest, such as a patient. In certain embodiments, such a sample may be obtained for the purpose of determining the outcome of an ongoing condition or the effect of a treatment regimen on a condition. A sample may comprise a bodily fluid; a cell; an extract from a cell, chromosome, organelle, or membrane isolated from a cell; genomic DNA, RNA, or cDNA in solution or bound to a substrate; or a biological tissue or biopsy thereof. A sample may be obtained from any bodily fluid (blood, serum, plasma, urine, cerebrospinal fluid saliva, phlegm, gastric juices, sputum, pleural effusions, etc.), cultured cells, biopsies, or other tissue preparations. In addition, one of skill in the art would realize that some test samples would be more readily analyzed following a fractionation or purification procedure, for example, separation of whole blood into serum or plasma components.
- “Plurality” refers to at least two. In certain embodiments, a plurality refers to at least 3, more preferably at least 5, even more preferably at least 10, even more preferably at least 15, and most preferably at least 20. In particularly preferred embodiments, a plurality is a large number, i.e., at least 100.
- “Subject” refers to a human or non-human organism. Thus, the methods and compositions described herein are applicable to both human and veterinary disease. Further, while a subject is preferably a living organism, the invention described herein may be used in post-mortem analysis as well. Preferred subjects are “patients,” i.e., living humans that are receiving medical care. This includes persons with no defined illness who are being investigated for signs of pathology.
- “Diagnosis” refers to methods by which the skilled artisan can estimate and/or determine whether or not a patient is suffering from a given disease or condition. The skilled artisan often makes a diagnosis on the basis of one or more diagnostic indicators, i.e., a marker, the presence, absence, or amount of which is indicative of the presence, severity, or absence of the condition. Also, a prognosis is often determined by examining one or more “prognostic indicators.” These are markers, the presence or amount of which in a patient (or a sample obtained from the patient) signal a probability that a given course or outcome will occur. For example, when one or more prognostic indicators reach a sufficiently high level in samples obtained from such patients, the level may signal that the patient is at an increased probability for experiencing a future flare-up of systemic lupus erythematosus in comparison to a similar patient exhibiting a lower marker level. A level or a change in level of a prognostic indicator, which in turn is associated with an increased probability of morbidity or death, is referred to as being “associated with an increased predisposition to an adverse outcome” in a patient. Preferred prognostic markers can predict the onset of a flare-up in a patient, or the chance of future flare-up.
- “Correlating,” is used in reference to the use of diagnostic and markers, refers to comparing the presence or amount of the marker(s) in a patient to its presence or amount in persons known to suffer from, or known to be at risk of, a given condition; or in persons known to be free of a given condition. A marker level in a patient sample can be compared to a level known to be associated with a specific diagnosis. The sample's marker level is said to have been correlated with a diagnosis; that is, the skilled artisan can use the marker level to determine whether the patient suffers from a specific type diagnosis, and respond accordingly. Alternatively, the sample's marker level can be compared to a marker level known to be associated with a good outcome (e.g., the absence of disease, etc.). In certain embodiments, a profile of marker levels are correlated to a global probability or a particular outcome using ROC curves.
- “Determining the diagnosis” refers to methods by which the skilled artisan can determine the presence or absence of a particular disease in a patient. The term “diagnosis” does not refer to the ability to determine the presence or absence of a particular disease with 100% accuracy, or even that a given course or outcome is more likely to occur than not. Instead, the skilled artisan will understand that the term “diagnosis” refers to an increased probability that a certain disease is present in the subject. In certain embodiments, a diagnosis indicates about a 5% increased chance that a disease is present, about a 10% chance, about a 15% chance, about a 20% chance, about a 25% chance, about a 30% chance, about a 40% chance, about a 50% chance, about a 60% chance, about a 75% chance, about a 90% chance, and about a 95% chance. The term “about” in this context refers to +/−2%.
- “Stringent hybridization conditions” and “stringent hybridization wash conditions” in the context of nucleic acid hybridization experiments such as Southern and Northern hybridizations are sequence dependent, and are different under different environmental parameters.
- Nucleic acids having longer sequences hybridize specifically at higher temperatures. An extensive guide to the hybridization of nucleic acids is found in Tijssen (1993) Laboratory Techniques in Biochemistry and Molecular Biology—Hybridization with Nucleic Acid Probes
part I chapter 2 “Overview of principles of hybridization and the strategy of nucleic acid probe assays,” Elsevier, N.Y. Generally, highly stringent hybridization and wash conditions are selected to be 5° C. lower than the thermal melting point (Tm) for the specific sequence at a defined ionic strength and pH. Typically, under “stringent conditions” a probe will hybridize to its target subsequence, but to no other sequences. The Tm is the temperature (under defined ionic strength and pH) at which 50% of the target sequence hybridizes to a perfectly matched probe. Very stringent conditions are selected to be equal to the Tm for a particular probe. An example of stringent hybridization conditions for hybridization of complementary nucleic acids that have more than 100 complementary residues on a filter in a Southern or northern blot is 50% formamide with 1 mg of heparin at 42° C., with the hybridization being carried out overnight. An example of highly stringent wash conditions is 0.15 M NaCl at 72° C. for 15 minutes. An example of stringent wash conditions is a 0.2×SSC wash at 65° C. for 15 minutes (see, Sambrook, infra, for a description of SSC buffer). Often, a high stringency wash is preceded by a low stringency wash to remove background probe signal. An example medium stringency wash for a duplex of, e.g., more than 100 nucleotides, is 1×SSC at 45° C. for 15 minutes. An example low stringency wash for a duplex of, e.g., more than 100 nucleotides, is 4-6×SSC at 40° C. for 15 minutes. For short probes (e.g., 10 to 50 nucleotides), stringent conditions typically involve salt concentrations of less than 1.0 M Na ion, typically 0.01 to 1.0 M Na ion concentration (or other salts) at pH 7.0 to 8.3, and the temperature is typically at least 30° C. Stringent conditions can also be achieved with the addition of destabilizing agents such as formamide. In general, a signal to noise ratio of 2.times. (or higher) than that observed for an unrelated probe in the particular hybridization assay indicates detection of a specific hybridization. Nucleic acids that do not hybridize to each other under stringent conditions are still substantially similar if the polypeptides that they encode are substantially similar. This occurs, e.g., when a copy of a nucleic acid is created using the maximum codon degeneracy permitted by the genetic code. - “Substrate” refers to a support, such as a rigid or semi-rigid support, to which nucleic acid molecules or proteins are applied or bound, and includes membranes, filters, chips, slides, wafers, fibers, magnetic or nonmagnetic beads, gels, capillaries or other tubing, plates, polymers, and microparticles, and other types of supports, which may have a variety of surface forms including wells, trenches, pins, channels and pores.
- Array Construction
- The nucleic acid sequences can be used in the construction of arrays, for example, microarrays. Methods for construction of microarrays, and the use of such microarrays, are known in the art, examples of which can be found in U.S. Pat. Nos. 5,445,934, 5,744,305, 5,700,637, and 5,945,334, the entire disclosure of each of which is hereby incorporated by reference. Microarrays can be arrays of nucleic acid probes, arrays of peptide or oligopeptide probes, or arrays of chimeric probes—peptide nucleic acid (PNA) probes. Those of skill in the art will recognize the uses of the collected information.
- One particular example, the in situ synthesized oligonucleotide Affymetrix GeneChip system, is widely used in many research applications with rigorous quality control standards. (Rouse R. and Hardiman G., “Microarray technology—an intellectual property retrospective,” Pharmacogenomics 5:623-632 (2003).). Currently the Affymetrix GeneChip uses eleven 25-oligomer probe pair sets containing both a perfect match and a single nucleotide mismatch for each gene sequence to be identified on the array. Using a light-directed chemical synthesis process (photolithography technology), highly dense glass oligo probe array sets (>1,000,000 25-oligomer probes) can be constructed in a about 3×3-cm plastic cartridge that serves as the hybridization chamber. The ribonucleic acid to be hybridized is isolated, amplified, fragmented, labeled with a fluorescent reporter group, and stained with fluorescent dye after incubation. Light is emitted from the fluorescent reporter group only when it is bound to the probe. The intensity of the light emitted from the perfect match oligoprobe, as compared to the single base pair mismatched oligoprobe, is detected in a scanner, which in turn is analyzed by bioinformatics software (http://www.affymetrix.com-). The GeneChip system provides a standard platform for array fabrication and data analysis, which permits data comparisons among different experiments and laboratories.
- Microarrays according to the invention can be used for a variety of purposes, as further described herein, including but not limited to, screening for the resistance or susceptibility of a patient to a drug based on the genetic expression profile of the patient.
- Also, it is to be understood that methods using Western blot and/or RT-PCR are especially useful and are also known in the art.
- From the discussion and the Examples herein, one skilled in the art can ascertain the essential characteristics of this invention, and without departing from the spirit and scope thereof, can make various changes and modifications of the invention to adapt it to various usages and conditions. Thus, various modifications of the invention in addition to those shown and described herein, will be apparent to those skilled in the art from the foregoing description. Such modifications are also intended to fall within the scope of the appended claims. All publications, including patents and non-patent literature, referred to in this specification are expressly incorporated by reference herein.
- Accordingly, the disclosure provides methods of identifying flare-up episode of kidney nephritis in a patient suffering from Systemic Lupus Erythematosus (SLE).
- Methods for identifying a flare-up of systemic lupus erythematosus kidney activity in a patient are described herein. In a particular aspect, the method includes identifying heuristic changes in a hepatic peptide hormone, hepcidin which is a key regulator of iron metabolism. Hepcidin is a peptide that is made primarily in the liver, distributed in plasma and excreted in urine. Hepcidin may also be detected in ascites fluid and cyst fluid, tissues and organs such as liver, and in specific cells, such as macrophages. It may also be made in the kidney.
- Hepcidin is the homeostatic regulator of intestinal iron absorption, iron recycling by macrophages, and iron mobilization from hepatic stores. Hepcidin acts by inhibiting the efflux of iron through ferroportin, the iron exporter of enterocytes, macrophages and hepatocytes. As an iron-regulatory hormone, the synthesis of hepcidin is increased by iron loading and decreased by anemia and hypoxia.
- Hepcidin was identified as a 25 amino acid peptide (hepcidin-25) in human plasma and urine, exhibiting antimicrobial activity. The full-length hepcidin precursor is an 84 amino acid protein (SwissProt Accession No. P81172) comprising a signal sequence and a pro-region (see Kulaksiz, H. et al. (2004) Gut 53:735-743). The hepcidin-25 and hepcidin-20 markers are derived from the C-terminus of the full-length hepcidin protein. Hepcidin is recognized by antibodies available from, e.g., U.S. Biological (catalog H2008-51) (www.usbio.net, Swampscott, Mass.). In one aspect, two variants of hepcidin are especially useful as biomarkers, hepcidin-25 and hepcidin-20.
- The amino acid sequences of hepcidin-25 and hepcidin-20 are:
-
[SEQ ID NO: 1] Hepcidin-25 - DTHFPICIFCCGCCHRSKCGMCCKT, and [SEQ ID NO: 2] Hepcidin-20 - ICIFCCGCCHRSKCGMCCKT. - The hepcidin markers are further characterized by their binding properties on chromatographic surfaces. Hepcidin binds to cation exchange adsorbents (e.g., the
Ciphergen 0 CM10 ProteinChip® array). - In another aspect, there is provided a method which comprises collecting a plurality of samples from a subject over time, and thereafter determining any change in levels of expression of one or more of hepcidin-20 and hepcidin-25, which are markers for systemic lupus erythematosus kidney activity.
- The method further comprises comparing the hepcidin expression profiles of a baseline level with one or more subsequent levels to determine whether there is an altered expression of any of the hepcidin levels.
- In one aspect, there is provided a method of analyzing a subject sample for one or more subject-derived markers selected to identify at least a beginning of a kidney flare episode in a patient suffering from systemic lupus erythematosus, comprising: assaying the sample for the presence or amount of one or more subject-derived markers related to a kidney flare episode, and characterizing the subject's risk of having or the kidney flare episode disorders based upon the presence or amount of the marker, wherein the amount of at least one of the one or more subject-derived markers is not compared to a predetermined threshold amount. The characterization step can be performed without comparing the amount of any of the marker(s) related to inflammation to a predetermined threshold amount.
- In a particular aspect, the subject-derived marker(s) are selected from the group consisting of hepcidin-25 and hepcidin-20. The subject sample can be selected from the group consisting of a blood sample, a serum sample, a plasma sample, and a urine sample.
- It is understood that proteins frequently exist in a sample in a plurality of different forms. When detecting or measuring a protein in a sample, the ability to differentiate between different forms of a protein depends upon the nature of the difference and the detection method that is used. In particular, a sandwich immunoassay, having two antibodies directed against different epitopes on a protein, is useful to detect all forms of the protein that contain both epitopes and will not detect those forms that contain only one of the epitopes. As disclosed herein, one or more forms of the hepcidin protein are better marker than certain other forms. In a particular embodiment, it is useful to employ an assay method that distinguishes between forms of a protein and that specifically detects and measures a desired form or forms of the protein.
- Mass spectrometry is an especially useful method to distinguish between different forms of the hepcidin protein since the different forms typically have different masses that can be resolved by mass spectrometry. It has been discovered that one or more forms of the hepcidin protein are especially good markers for detecting an impending kidney nephritis flare-up episode in systemic lupus erythematosus and that mass spectrometry is able to specifically detect and measure the useful forms. Various forms of mass spectrometry are useful for detecting the protein forms, including laser desorption approaches, such as SELDI.
- Thus, in certain embodiments, when reference is made herein to detecting a particular protein or to measuring the amount of a particular protein, it means detecting and measuring the protein and resolving various forms of protein. The measuring of hepcidin-25 and hepcidin-20 is the measuring and differentiating between various forms of the hepcidin protein. In particular, when it is desired to measure a particular form or forms of a protein, e.g., a particular form of hepcidin, the particular form (or forms) is specified. For example, “measuring hepcidin-25” means measuring hepcidin-25 in a way that distinguishes it from other forms of hepcidin, e.g., hepcidin-20.
- In one embodiment, a sample is analyzed by means of a biochip. A biochip generally comprises a solid substrate having a substantially planar surface, to which a capture reagent (also called an adsorbent or affinity reagent) is attached. Frequently, the surface of a biochip comprises a plurality of addressable locations, each of which has the capture reagent bound there. Protein biochips are biochips adapted for the capture of polypeptides. Many protein biochips are described in the art. These include, for example, protein biochips produced by Ciphergen Biosystems, Inc. (Fremont, Calif.), and others.
- One useful mass spectrometric technique for use in the invention is “Surface Enhanced Laser Desorption and Ionization” or “SELDI,” as described, for example, in U.S. Pat. No. 5,719,060 and No. 6,225,047, both to Hutchens and Yip, which describes a method of desorption/ionization gas phase ion spectrometry (e.g., mass spectrometry) in which an analyte (here, one or more of the biomarkers) is captured on the surface of a SELDI mass spectrometry probe.
- While the individual hepcidin-25 and hepcidin-20 markers are useful diagnostic biomarkers, it has been found that a combination of these two biomarkers can provide greater predictive value of a particular status than single biomarkers alone. Specifically, the detection of both markers in a sample can increase the sensitivity and/or specificity of the test. A combination of at least two markers is sometimes referred to as a “biomarker profile” or “biomarker fingerprint.” Accordingly, hepcidin-25 and hepcidin-20 can be combined with other markers for improve the sensitivity and/or specificity of the diagnostic test.
- In another aspect, there is provided herein methods for determining the impending remission of systemic lupus erythematosus and/or an impending kidney nephritis flare-up episode in a subject. Disease course refers to changes in disease status over time, including disease progression (worsening) and disease regression (improvement). Over time, the amounts or relative amounts (e.g., the pattern) of the biomarkers changes. Therefore, the trend of these markers, either increased or decreased over time toward diseased or non-diseased indicates the course of the disease. The method includes the measurement of one or more hepcidin markers in a subject for at least two different time points, e.g., a first time and a second time, and comparing the change in amounts, if any. The course of disease is determined based on these comparisons.
- In another aspect, there is provided a method of analyzing a subject sample for one or more subject-derived markers selected to identify subjects suffering from a kidney nephritis flare-up episode, comprising: assaying the sample for the presence or amount of one or more subject-derived marker(s) related to systemic lupus erythematosus selected from the group consisting of hepcidin-25, hepcidin-22 and hepcidin-20, and characterizing the subject's risk of suffering a kidney nephritis flare episode based upon the presence or amount of the markers, wherein the amount of each of the markers is not compared to a predetermined threshold amount.
- In a particular aspect, the method for assigning a therapy regimen and/or assigning a prognosis to a subject diagnosed with or suspected of suffering from systemic lupus erythematosus, comprising: performing an assay method on a sample obtained from the subject, wherein the assay method provides one or more detectable signals related to the presence or amount of one or more subject-derived markers independently selected from the group consisting of markers related to kidney flare episodes, or markers related to the subject-derived markers; and correlating the signal(s) obtained from the assay method to ruling in or out a therapy regimen for the subject and/or assigning a prognosis to the subject.
- In another particular aspect, there is provided a method which can be useful as a tool to rule in or out an assignment of the subject to an early goal-directed therapy.
- In one particular method, the one or more subject-derived markers comprise at least one marker selected from the group consisting of hepcidin-25, hepcidin-22 and hepcidin-20, or one or more markers related to the subject-derived markers.
- In another particular aspect, there is provided a method where the plurality of markers comprises at least one marker related to inflammation, and at least one marker related to nephritis or one or more markers related thereto.
- In certain embodiments, the sample is from a human. Also, in certain embodiments, the sample is selected from the group consisting of blood, serum, urine, cerebrospinal fluid, and plasma.
- In one embodiment, the method is useful to rule in or out one or more treatments for inclusion in a therapy regimen comprising administration of immunosuppressive therapy. In particular, a diagnostic method, comprising determining a concentration of hepcidin in a bodily fluid sample from a subject suffering from systemic lupus erythematosus, where an increase in hepcidin concentration in the bodily fluid sample relative to a threshold hepcidin concentration indicates a kidney flare episode in the subject, and where lack of an increase in hepcidin concentration in the bodily fluid sample relative to a threshold hepcidin concentration indicates a kidney flare episode is not present in the subject.
- In a particular embodiment, the method further comprises determining a concentration of hepcidin-20 in a bodily fluid sample from the subject. An increase in hepcidin-20 concentration in the bodily fluid sample relative to a threshold hepcidin-20 concentration indicates a kidney flare episode in the subject, and a lack of an increase in hepcidin-20 concentration in the bodily fluid sample relative to a threshold hepcidin-20 concentration indicates a kidney flare episode is not present in the subject. In certain embodiments, the increase in hepcidin-20 is present at about four months prior to the presentation of symptoms of the kidney flare episode.
- Also, in a particular embodiment, the method further comprises determining a concentration of hepcidin-25 in a bodily fluid sample from the subject. A decrease in hepcidin-25 concentration in the bodily fluid sample relative to a threshold hepcidin-25 concentration indicates a kidney flare episode in the subject, and a lack of an increase in hepcidin-25 concentration in the bodily fluid sample relative to a threshold hepcidin-25 concentration indicates a kidney flare episode is not present in the subject. In certain embodiments, the decrease in hepcidin-25 is present at about two months prior to the presentation of symptoms of the kidney flare episode.
- In another aspect, there is provided a method for diagnosing a kidney flare-up disease condition characterized by non-physiological levels of hepcidin. The method includes obtaining a tissue or fluid sample from a subject; contacting the sample with an antibody or fragment thereof that specifically binds to one or more mid-portion or carboxy terminal epitopes of hepcidin, and quantifying hepcidin level in the sample; where the non-physiological level of hepcidin is indicative of the disease condition. In a particular aspect, the antibody specifically binds a mid-portion epitope contained within at least
amino acids 20 to 25 of hepcidin. - In another aspect, there is provided a test device that includes a test surface comprising a plurality of discrete addressable locations corresponding to the hepcidin subject-derived markers, where each the location comprising an antibody immobilized at the location selected to bind for detection one of the subject-derived markers.
- In another aspect, there is provided a kit for qualifying impending flare-ups of systemic lupus erythematosus status. The kits are useful to detect the hepcidin-25 and/or hepcidin-20 markers. The kit can include a solid support, such as a chip, a microtiter plate or a bead or resin having a capture reagent attached thereon, where the capture reagent binds the hepcidin-25 or hepcidin-20 marker. The kit can comprise mass spectrometry probes for SELDI, such as ProteinChip® arrays. The kit can also include a solid support with a reactive surface, and a container comprising the biospecific capture reagent. The kit can also include a washing solution or instructions for making a washing solution, such that the combination of the capture reagent and the washing solution allows capture of the biomarker or biomarkers on the solid support for subsequent detection by, e.g., mass spectrometry. The kit may include more than type of adsorbent, each present on a different solid support. The kit can also include instructions that may inform a consumer about how to collect the sample, how to wash the probe or the particular markers to be detected. In yet another embodiment, the kit can include one or more containers with the marker samples, to be used as standard(s) for calibration.
- Thus, in a particular embodiment, the kit is especially useful for detecting an impending kidney nephritis flare-up episode characterized by non-physiological levels of hepcidin-25 and/or hepcidin-20. The kit includes anti-hepcidin-25 and/or anti-hepcidin-20 antibodies or fragments thereof that specifically bind to one or more mid-portion or carboxy terminal epitopes of hepcidin-25 and/or hepcidin-20, and a reagent that binds directly or indirectly to the antibody or fragment thereof.
- One particular method for qualifying an impending kidney nephritis flare-up episode in a subject comprising:
-
- (a) measuring one or more biomarkers in a biological sample from the subject, wherein at least one biomarker is hepcidin; and
- (b) correlating the measurement or measurements with an impending kidney nephritis flare-up episode. In certain embodiments, the flare-up episode indicates class III or IV systemic lupus erythematosus nephritis.
- The method can include measuring a plurality of biomarkers in the biological sample, where the plurality of biomarkers comprises hepcidin-20 and hepcidin-25.
- In certain embodiments, the one or more biomarkers can be measured by mass spectrometry, such as SELDI-TOF. Also, the correlating can be performed by executing a software classification algorithm.
- In another particular aspect, there is provided a method for reporting the status to the subject, and/or recording the status on a tangible medium.
- In another particular aspect, there is provided a method for managing subject treatment based on such classification. Also, the method can further comprise measuring the at least one biomarker after subject management and correlating the measurement with systemic lupus erythematosus disease progression.
- In a particular embodiment, the method includes (a) measuring, at a first time, one or more biomarkers in a biological sample from the subject, where at least one biomarker is hepcidin; (b) measuring, at a second time, at least one biomarker in a biological sample from the subject; and (c) comparing the first measurement and the second measurement; wherein the comparative measurements determine the course of the systemic lupus erythematosus.
- Also provided herein is a kit for testing for systemic lupus erythematosus flare-up episodes that includes: (a) a solid support comprising at least one capture reagent attached thereto, wherein the capture reagent binds hepcidin; and (b) instructions for using the solid support to detect hepcidin. The solid support can comprise a capture reagent that is a SELDI probe and can also include a standard reference of hepcidin.
- In another aspect, a software product can comprise a code that accesses data attributed to a sample, the data comprising measurement of at least one biomarker in the sample, wherein at least one biomarker is hepcidin; and code that executes a classification algorithm that classifies the systemic lupus erythematosus status of the sample as a function of the measurement. A method can include communicating to a subject a diagnosis relating to systemic lupus erythematosus status determined from the correlation of at least one biomarker in a sample from the subject, wherein at least one biomarker is hepcidin.
- Methods of Predicting Response to Therapeutic Agents
- In another aspect, there is provided herein a method of predicting the response of a patient suffering from systemic lupus erythematosus to treatment with a therapeutic agent. The method comprises contacting a sample obtained from the patient to measure the levels of expression of one or more of hepcidin-20 and hepcidin-25. The expression levels are then used to provide an expression profile for the patient that is then compared to the drug-gene correlations, wherein a positive correlation between a drug and expressed levels of hepcidin-20 and/or hepcidin-25 in the patient indicates that the patient would be sensitive to the drug, and wherein a negative correlation between a drug and the expressed levels of hepcidin-20 and/or hepcidin-25 in the patient indicates that the patient would not be responsive to the drug.
- In some embodiments, the effectiveness of the agent's ability to alter chemosensitivity can be tested using standard assays. The agent is tested by conducting assays in that sample are co treated with the newly identified agent along with a previously known therapeutic agent. The choice of previously known therapeutic agent is determined based upon the gene-drug correlation between the gene or genes whose expression is affected by the new agent.
- The invention may be better understood by reference to the following examples, which serve to illustrate but not to limit the present invention.
- Results:
- The LMW urine proteome from 25 moderate-severe SLE nephritis flare cycles in 19 patients was studied. These patients were all female, 53% were Caucasian, 42% African American, and 5% Asian. The patients' initial kidney biopsies showed class III (n=5), class IV (n=11), and class V (n=3) nephritis, and 27% of the flares were adjudicated as severe, while 73% were considered moderate.
- SELDI-TOF-MS identified 176 protein peaks (m/z protein ions) between 2000 and 20 000 m/z, using a weak cation exchanger protein chip. Ninety-six protein ions were present in over 30% of the flare cycles, and 43 peaks were present in over 60% of the flare cycles. A typical SELDI-TOF-MS spectrum from a whole flare cycle is shown in
FIG. 2A , illustrating how SELDI-TOF-MS spectra can capture dynamic changes in urine protein expression during the evolution of a lupus nephritis flare. - As illustrated, more protein ions progressively appear between 2000 and 4000 m/z as the flare develops, from an average of 18 peaks at baseline to 23 peaks at flare (p<0.0001). These proteins peaks disappear when the flare is effectively treated and renal SLE activity returns to baseline. Importantly, changes in the urine proteome can occur in either direction during the evolution of a flare, as shown by the decrease in some protein ions between pre-flare and flare (
FIG. 2B ). - Differentially Expressed Protein Ions
- Twenty-seven protein ions showed significant differential expression between specific flare intervals, as shown in FIG. 8—Table 1.
- To minimize false-positive results, candidate biomarkers were arbitrarily chosen from those protein ions that showed a change in expression of >1.5-fold. Of the 27 differentially-expressed protein ions, 25 met this criterion, were present in 32-92% of the flares, and were between 2000 and 10 000 m/z (FIG. 8—Table 1). Of the 27 protein ions in FIG. 8—Table 1, 16 fell between the baseline and pre-flare phases, 5 peaks between the pre-flare and flare phases, 7 peaks between the flare and post-flare phases, and 6 peaks were differentially-expressed over multiple intervals. Although no single peak appears in all of the SLE renal flares, several combinations of two peaks were observed in 100% of the flare cycles between remission and pre-flare, and between flare and post-flare (FIG. 9—Table 2).
- The qualitative expression pattern of each candidate biomarker was examined throughout the flare cycle. Nineteen protein ions varied in parallel with the cycle, increasing or decreasing in intensity as flare approached, and then returning to baseline expression. Protein ions that fluctuated randomly over the flare cycle were not considered further as candidate biomarkers. The time-dependent expression of 4 representative candidate proteins is shown in
FIG. 3 . - Protein ions M1, M11 and M17 increased over the flare cycle while M87 decreased.
- Effect of Immunosuppressive Medications
- To determine if immunosuppressive medications affected urine SELDI-TOF-MS profiles, the correlations of prednisone, mycophenolate mofetil, and azathioprine dose to
protein peak intensity 2 months pre-flare, at flare, and 2 months post-flare were calculated for 6 high frequency protein peaks (M8, M16, M17, M26, M28, M70). - Of the 54 possible linear regressions for this data set, 50 showed no significant correlation between medication dose and urine peptide level. Minor correlations between peak M16 at flare (r2=0.24, p=0.034) and post-flare (r2=0.28, p=0.025), and peak M70 post-flare (r2=0.24, p=0.022) were observed with prednisone dose. Peak M26 displayed a strong positive correlation with prednisone dose at flare (r2=0.54, p=0.0004), suggesting its urinary expression may have been enhanced by corticosteroids.
- Peptide Identification
- To demonstrate that candidate LMW urine biomarkers found by SELDI-TOF-MS screening can be positively identified, direct on-chip peptide sequencing was done for selected protein ions with a m/z less than 5000, that were expressed at high frequency, changed equal to or more than 1.5 fold between at least two phases of the flare cycle, and varied in parallel with the flare cycle. Using this technique, protein ions M8, M34, M17 and M26 were positively identified.
- M8 and M34 correspond to the 20 and 25 amino acid (aa) isoforms of hepcidin (
FIG. 4A ). A 22 aa hepcidin isoform was also found in the urine of SLE patients (FIG. 4A ), but was not differently expressed between any 2 phases of the flare cycle, and thus not considered a candidate biomarker. The time course of hepcidin expression is shown inFIG. 4B . - Hepcidin 20 (m/z 2198) increased 4 months pre-flare and then slowly returned to baseline by 4 months post-flare. Hepcidin 25 (m/z 2432) decreased at flare and returned to baseline by 4 months post-flare. There was no correlation between the 20 and 25 aa isoforms. There was no correlation between
20 or 25 and eGFR (r2=0.18, p=0.08; r2=0.07, p=0.35, respectively).hepcidin - The presence of hepcidin in urine was further confirmed by LC/MS/MS from patients in whom hepcidin was identified by on-chip sequencing.
FIG. 4C shows the on-chip CID fragmentation ofurine hepcidin 25.FIG. 4D andFIG. 4E demonstrate LC/MS/MS detection of an internal peptide of hepcidin 25 (y-ions labeled) in the urine of an SLE patient. - M17 (m/z 2395) and M26 (m/z 2648) correspond to a fragment of the 46 kDa precursor of a1-antitrypsin (A1AT), and a fragment of the N-terminal region of albumin, respectively. Both are abundant serum proteins. The A1AT fragment increased at flare, while the albumin fragment increased 4 month pre-flare compared to baseline (
FIG. 5A ). Corresponding SELDI spectra for A1AT and albumin are shown inFIG. 5B andFIG. 5C . - Renal Expression of Hepcidin
- Biopsies from patients with SLE nephritis were stained for hepcidin, and infiltrating interstitial leukocytes were shown to express hepcidin (
FIG. 6 ). - There was virtually no staining of renal parenchymal cells. Similarly, in a normal kidney the only cell stained was an interstitial cell, likely a resident macrophage. Hepcidin expression was minimal in the control kidney compared to SLE nephritis.
- Discussion
- This example demonstrates the usefulness of SELDI-TOF-MS as a screening technique to examine serial changes in the urine proteome of SLE patients during lupus nephritis flares. By understanding how specific urine proteins change as a renal flare develops, becomes clinically apparent, and is treated and resolves, it is believed by the inventors herein that clinically relevant biomarkers identified herein provide diagnostic, pathogenic, and therapeutic information on each phase of the flare cycle. Although SELDI-TOF-MS has been used to examine the urine proteome in a variety of conditions, including lupus nephritis, peptide expression patterns have mainly been described that differentiate between static disease states (23-25). Until now, few studies have used a longitudinal proteomic approach to identify specific proteins that can be verified and then validated in an independent sample set.
- As described herein, the inventors examined the dynamic changes in the urine proteome over the SLE renal flare cycle and showed that hepcidin, A1AT, and an albumin fragment are differentially expressed during different phases of a nephritis flare. Interestingly, immunosuppressive medications had little effect on the expression of urine peptides detected by SELDI.
- Hepcidin as Biomarker
- Hepcidin is a low molecular weight (LMW) peptide hormone that has antimicrobial activity, regulates iron homeostasis, and has been implicated in the pathogenesis of the anemia of chronic inflammation, including that of chronic kidney disease (28-32). Hepcidin is mainly produced in the liver as pro-hepcidin, and undergoes N-terminal modification to yield the active C-terminal peptides of 20-25 aa, however other investigators have also found hepcidin in urine, and
20 and 25 were dominant (28). Hepcidin may be made by renal tubular cells (33). Interestingly, the inventors herein did demonstrate intrarenal expression of hepcidin by infiltrating leukocytes in patients with SLE nephritis, raising the possibility that during renal flare hepcidin is produced within the kidney, rather than simply being filtered.hepcidin - Urine hepcidin has been shown to increase during inflammation, and decline as inflammation resolved (34-36). Hepcidin expression is induced by interleukin-6 (IL-6) and is suppressed by TNF-a (31, 37), cytokines that are implicated in the pathogenesis of SLE (38-40). Therefore, the inventors herein determined that measurement of urine hepcidin isoforms during lupus flare may reflect the complex balance and changing expression of proinflammatory cytokines in lupus kidneys. Also, because expression of
hepcidin 20 is altered pre-flare, is now believed by the inventors herein to be useful as a biomarker of impending renal flare. - In addition, the inventors herein now believe that that
20 and 25 are regulated independently; that is,hepcidin hepcidin 25 decreases at flare and increases during treatment. As such, the inventors herein now believe thathepcidin 25 is useful as a marker for following response to therapy. In this regard, urine hepcidin is now believed by the inventors herein to be useful as a lupus nephritis biomarker, and can be shown to be a better indicator of SLE activity than urine cytokines such as IL-6 or TNF-a (41, 42). - A1AT and albumin fragments were also found to be differentially expressed in the urine during SLE renal flare. Although the parent proteins are not from the LMW proteome, these findings still may be important in SLE nephritis. For example, A1AT is made in the kidney, and can be induced by cytokines such as IL-6 (43, 44). Thus, A1AT can serve as a marker of proinflammatory cytokine production. Furthermore, specific albumin and A1AT fragments have been found in the serum and urine of patients with glomerulonephritis (45). It is now believed that the fragmentation pattern of these proteins reflects pathogenic proteolytic activity during kidney disease, and the appearance of specific fragments in the urine can thus serve as a biomarker of this process. Conversely, charge variants of A1AT and albumin were found to be part of a group of urine proteins that could be used to distinguish between SLE and other proteinuric glomerular diseases (46). Characterization of the fragments of A1AT and albumin present throughout the SLE renal flare cycle can be performed to confirm whether fragments or charge variants of intact proteins, provide the most diagnostic information in SLE nephritis.
- Despite the large number of protein peaks detected in raw urine, only 19 differentially expressed protein ions survived our moderately stringent criteria arbitrarily established for biomarker relevance to lupus nephritis. Furthermore, certain combinations of two candidate protein ions were found in all flare cycles, suggesting that validated biomarkers will be useful in most lupus patients, and that 2 or more biomarkers may be necessary to fully characterize phases of the flare cycle. These findings are consistent with other SELDI studies that showed only a few protein ions (3-13) were needed to separate disease from control groups, or predict kidney injury with high sensitivity and specificity (15, 16, 22, 23, 25). When SELDI-TOF-MS was used to distinguish between active and inactive SLE nephritis, it was reported that of 32 protein ions which varied significantly between active and quiescent SLE, a combination of two protein ions provided the most power for diagnosing active nephritis (24). Most of these studies used only one or two types of protein chips. While interrogating the entire proteome may require using a wide variety of protein chip binding surfaces, this technique is now believed to be capable of delivering a manageable number of candidate protein peaks. This can be if importance, considering the need to identify and validate each potential biomarker.
- The examples herein show the usefulness of using SELDI-TOF-MS to screen for differential protein expression during the evolution of SLE renal flares. The method described herein yields a testable number of biomarker candidates that can then be specifically identified. The method described herein also eliminates the need for protein patterns as biomarkers, and allows validation and testing of candidate proteins in independent patient cohorts. Of three potential biomarkers identified herein, hepcidin is now believed to have a significant relationship to proinflammatory cytokines thought to mediate lupus nephritis.
- Methods
- Urine Samples
- A total of 145 urine samples were obtained from the Ohio SLE Study (OSS) specimen bank. The OSS is a prospective, longitudinal study of patients with 4 or more American College of Rheumatology criteria for SLE, and has been described previously (47). The OSS was approved by the local IRB, and all patients gave informed consent to participate. Urine samples were from 19 patients with SLE nephritis who experienced 25 moderate to severe renal flares. The criteria used to adjudicate and classify the severity of renal flares in the OSS have been published (47). Urine was collected prospectively at 2 month intervals over several years from the OSS cohort. Fresh urine from each patient visit was centrifuged to remove cellular debris and rapidly frozen at −80° C. in small aliquots until use. Urine creatinine and protein concentrations were measured using the Roche Creatinine Reagent (Roche Diagnostic Corporation, Indianapolis, Ind.) and the Bio-Rad RC-DC Protein Assay (BioRad Laboratories, Hercules, Calif.), respectively.
- Urine proteomes were examined from 4 phases of the SLE renal flare cycle: pre-flare, flare, treatment, and baseline. Pre-flare specimens were from 4 and 2 months before flare diagnosis, flare specimens were obtained at flare diagnosis, and treatment specimens were from 2 and 4 months after flare diagnosis. Baseline urines were chosen from specimens obtained more than 6 months away from any renal flare, and when patients had a stable serum creatinine and no proteinuria, or proteinuria values that had returned to pre-flare levels. Baseline samples could have preceded or followed the flare cycle under investigation, and in cases where both were available their data were combined to give a composite baseline.
- To isolate the LMW urine proteome, urine protein size fractionation was done using VIVASPIN 500 spin columns (Vivascience, Carlsbad Calif.) having a molecular weight cut off of 30,000 Da to remove abundant, high-molecular weight proteins such as albumin. To avoid loss of LMW proteins bound to albumin, the urine was first denatured by adding 200 μl of urine to 300 μl of denaturing buffer (9M urea/2% CHAPS) for 30 min at 4° C. The denatured urine was then added to the spin columns and the flow-through was used for SELDI-TOF-MS analyses.
- SELDI-TOF-MS Screening of the LMW Urine Proteome
- Pilot experiments included protein chip selection and optimization of protein chip binding conditions. Among all the protein chips tested the best spectral data were obtained using a weak cation exchanger (CM10 chip, Ciphergen, Fremont, Calif.), which was subsequently used for this proof-of-concept study. All of the CM10 chips used in this example were from the same lot, samples were placed on the chips in random order, and as much as possible samples from the same patient were placed on a single chip. All data were acquired within 3 days, except for 2 chips that were read within 2 weeks. Fifty μl of urine sample mix (5 μl fractionated, denatured urine and 45 μl of 40 mM ammonium acetate pH 4.0, 0.1% Triton-
X 100 buffer containing 10 fmol bovine insulin (Sigma, St. Louis, Mo.)) was added to each spot. The bovine insulin served as an internal standard for protein mass accuracy and was used to control for intra- and inter-chip variance of peak intensity. The linear binding range for insulin on CM10 ProteinChip is 1-50 fmol, and correlated to peak height with an r2 of 0.99 at pH 4.0, a pH well below the insulin pI of 5.65 (data not shown). Using endogenous urine protein ions normalized to bovine insulin, the intra-chip coefficient of variation (CV) for peak height was 11% and inter-chip CV was 19.7%, values compatible to or better than those previously reported (18, 24). After binding, chips were washed, dried and 1.0 μl of an energy absorbing molecule (30% CHCA in 50% Acetonitrile (ACN) and 0.5% Trifluoroacetic Acid (TFA)), was added. - Urine protein spectra were acquired with a Protein Chip PBS II Reader (Ciphergen) set to an optimum mass range of 500-20 000 Da, a laser intensity of 195 with 2 warming shots (not collected), a sensitivity of 9, and collection of 50 transient shots across the spot surface. To minimize the protein chip spot variance, each urine sample was done on duplicate spots. External calibration of the Protein Chip Reader was performed using the Ciphergen Biosystem All-in-1 peptide standard C100-0005, and the calibration equation was applied to each spectrum before analysis to ensure the peak accuracy.
- Data Analysis
- Protein peaks were detected by second-pass peak selection and restricted to a signal-to-noise ratio of >2, minimum valley depth of 2 and sensitivity of 100%. The mass range from 2000-20 000 Da was selected for analysis since this range contained the majority of the resolved. protein/peptides. The detected peaks from different patients were aligned manually according to the peak accuracy variance, which was less than 0.5% for the internal insulin calibration standard (data not shown). Only peaks present in more than 30% of the flares were analyzed further, in an effort to screen for biomarkers of general applicability to SLE nephritis. The spectra were normalized to the total ion current within duplicates to minimize the protein chip spot variance. The intensity of each peak in the spectra was then further normalized to the internal insulin control, and urine creatinine concentration to account for urine dilution. Protein peaks were compared stepwise between 2 phases of the renal flare cycle, as illustrated in
FIG. 1 . - Data were analyzed by the paired t-test or the Wilcoxon matched pairs test, based on whether they were or were not normally distributed. These statistical tests rather than repeated measures ANOVA were used because the standard deviation of the data was not stable over time. A two-tailed alpha level of <0.05 was considered significant.
- Peptide Identification
- For direct on-chip peptide sequencing and identification (48) the CM10 chip was reduced by with DTT and selected, differentially-expressed peptide ions less than 5000 Da were sequenced. Sequence data were obtained using a Protein Chip Tandem M S Interface with a front-end SELDI ion source for the Applied Biosystem/MDS Sciex QStar Hybrid LC/MS/MS System (Ciphergen, Fremont, Calif.). The protein chip interface used a 337 nm nitrogen laser with a lensed fiber optic, delivering 150 mJ of energy per pulse at 30 pulses/second. Peptides underwent collision-induced dissociation (CID) by applied collision energy of 50 eV/kDa. Sample spot scanning was controlled via Protein Chip Interface Control Software (Bio-Rad Laboratories), while data analysis and acquisition were carried out using the QStar System's Analyst software (Applied Biosystems, Inc. Foster City, Calif.). This system is capable of high amole-low fmole MS and MS/MS sensitivity. The sequences resulting from spectral data were submitted to the database mining tool Mascot (49) for identification.
- Results of on-chip identification were further confirmed using Nano-LC/MS/MS at the Ohio State Mass Spectrometry and Proteomics Facility. Briefly, urine samples and
20 and 25 peptide standards (Alpha Diagnostics International Inc, San Antonio, Tex.) were digested in trypsin and Nano-LC/MS/MS was performed on a Thermo Finnigan LTQ mass spectrometer (Waltham, Mass.) equipped with a nanospray source operated in positive ion mode. The LC system was an UltiMate™ Plus system from LC-Packings A Dionex Co (Sunnyvale, Calif.) with a Famos autosampler and Switchos column switcher. The scan sequence of the mass spectrometer was based on the TopTen method. Analysis was programmed for a full scan recorded between 350-2000 Da, and a MS/MS scan to generate product ion spectra to determine amino acid sequence in consecutive instrument scans of the ten most abundant peaks in the spectrum. Sequence information from the MS/MS data was converted to a merged file and then was searched using Mascot Daemon version 2.2.1 by Matrix Science (Boston, Mass.) and the database searched against the full SwissProt database version 54.1 (283454 sequences; 104030551 residues). Protein identifications were checked manually and proteins with a Mascot score of 50 or higher with a minimum of two unique peptides from one protein having a -b or -y ion sequence tag of five residues or better were accepted.human hepcidin - Immunohistochemistry
- Renal biopsy material from 3 cases of class IV lupus nephritis, and one normal transplant donor kidney were stained with a rabbit anti-hepcidin polyclonal antibody (ABCAM), and visualized with DAB. Paraffin embedded tissue was used, endogenous peroxidase was quenched with hydrogen peroxide, and antigen retrieval was done with citric acid (pH 6.1) for 25 minutes at 94° C. before incubation with the primary antibody (1:500) overnight at 4° C. No staining was observed with a non-immune control antibody.
- Peripheral Blood Mononuclear Cell (PBMC)
-
FIG. 7A demonstrates in two different human Peripheral Blood Mononuclear Cell (PBMC) samples that interferon-alpha increase hepcidin mRNA expression in a dose-dependent fashion. This is important because interferon-alpha is believed to be a key cytokine whose activation is relevant to human SLE nephritis. -
FIG. 7B demonstrates in two different human PBMC samples the effects of a variety of other cytokines on hepcidin mRNA expression. As can be seen, MCP-1 a monocyte chemokine induces expression of hepcidin, and TNF-alpha suppresses expression. This is important because MCP-1 is a biomarker of active SLE nephritis and is greatly increased in the kidney and urine during SLE kidney flare. Also, TNF-alpha has been postulated to have a role in SLE as well. - Longitudinal profiling of the hepcidin isoforms revealed that hepcidin-20 increases as early as four (4) months before a flare episode and hepcidin-25 decreases as early as two (2) months before the flare episode.
- While the invention has been described with reference to various and preferred embodiments, it should be understood by those skilled in the art that various changes may be made and equivalents may be substituted for elements thereof without departing from the essential scope of the invention. In addition, many modifications may be made to adapt a particular situation or material to the teachings of the invention without departing from the essential scope thereof. Therefore, it is intended that the invention not be limited to the particular embodiment disclosed herein contemplated for carrying out this invention, but that the invention will include all embodiments falling within the scope of the claims.
- The citation of any reference herein is not an admission that such reference is available as prior art to the instant invention. Any publications mentioned in this specification are herein incorporated by reference. Any discussion of documents, acts, materials, devices, articles or the like which has been included in the present specification is solely for the purpose of providing a context for the present invention. It is not to be taken as an admission that any or all of these matters form part of the prior art base or were common general knowledge in the field relevant to the present invention as it existed before the priority date of each claim of this application.
-
- 1. Brown F G, Nikolic-Paterson D J, Hill P A, et al. Urine macrophage migration inhibitory factor reflects the severity of renal injury in human glomerulonephritis. J Am Soc Nephrol. 2002; 13:S7-S13.
- 2. Fiehn C, Hajjar Y, Mueller K, et al. Improved clinical outcome of lupus nephritis during the past decade: importance of early diagnosis and treatment. Ann Rheum Dis. 2003; 62:435-9.
- 3. Houssiau F A, Vasconcelos C, D'Cruz D, et al. Early response to immunosuppressive therapy predicts good renal outcome in lupus nephritis. Arthritis Rheum. 2004; 50:3934-40.
- 4. Illei G G, Tackey E, Lapteva L, Lipsky P E. Biomarkers in systemic lupus erythematosus: General overview of biomarkers and their applicability. Arthritis Rheum. 2004; 50:1709-20.
- 5. Illei G G, Tackey E, Lapteva L, Lipsky P E. Biomarkers in systemic lupus erythematosus: Markers of disease activity. Arthritis Rheum. 2004; 50:2048-65.
- 6. Schiffenbauer J, Hahn B, Weisman M H, Simon L S. Biomarkers, surrogate markers, and design of clinical trials of new therapies for systemic lupus erythematosus. Arthritis Rheum. 2004; 50:2415-22.-
- 7. Harry J L, Wilikins M R, Herbert B R, et al. Proteomics: Capacity versus utility. Electrophoresis. 2000; 21:1071-81.-
- 8. James P. Protein identification in the post-genome era: the rapid rise of proteomics. Q Rev Biophys. 1997; 30(4):279-331.
- 9. Piubelli C, Galvani M, Hamdan M, et al. Proteome analysis of rat polymorphonuclear leukocytes: A two-dimensional electrophoresis/mass spectrometry approach. Electrophoresis. 2002; 23:298-310.
- 10. Rai A J, Zhang Z, Rosenzweig J, et al. Proteomic approaches to tumor marker discovery: Identification of biomarkers for ovarian cancer. Arch Pathol Lab Med. 2002; 126:1518-26.
- 11. Knepper M A. Proteomics and the kidney. J Am Soc Nephrol. 2002; 13:1398-408.
- 12. Oates J C, Varghese S, Bland A M, et al. Prediction of urinary protein markers in lupus nephritis. Kidney Int. 2005; 68:2588-92.
- 13. Reddy G, Dalmasso E A. SELDI ProteinChip array technology: Protein-based predictive medicine and drug discovery applications. J Biomed Biotech. 2003; 4:237-41.
- 14. Stone J H, Rajapakse V N, Hoffman G S, et al. A serum proteomic approach to gauging the state of remission in Wegener's granulomatosis. Arthritis Rheum. 2005; 52:902-10.
- 15. Voshol H, Brendlen N, Muller D, et al. Evaluation of biomarker discovery approaches to detect protein biomarkers of acute renal allograft rejection. J Prot Res. 2005; 4:1192-9.
- 16. Hampel D J, Sansome C, Sha M, et al. Toward proteomics in uroscopy: Urinary protein profiles after radiocontrast medium administration. J Am Soc Nephrol. 2001; 12:1026-35.
- 17. Schaub S, Wilkins J, Weiler T, et al. Urine protein profiling with surface-enhanced laser-desorption/ionization time-of-flight mass spectrometry. Kidney Int. 2004; 65:323-32.
- 18. Ranganathan S, Williams E, Ganchev P, et al. Proteomic profiling of cerebrospinal fluid identifies biomarkers for amyotrophic lateral sclerosis. J Neurochem. 2005; 95:1461-71.
- 19. Soltys S G, Le Q-T, Shi G, Tibshirani R, et al. The use of plasma surface-enhanced laser desorption/ionization time-of-flight mass spectrometry proteomic patterns for detection of head and neck squamous cell cancers. Clin Can Res. 2004; 10:4806-12.
- 20. Vlahou A, Schellhammer P, Mendrinos S, et al. Development of a novel proteomic approach for the detection of transitional cell carcinoma of the bladder in urine. Am J Pathol. 2001; 158:1491-502.
- 21. Rogers M A, Clarke P, Noble J, et al. Proteomic profiling of urinary proteins in renal cancer by surface enhanced laser desorption ionization and neural-network analysis: identification of key issues affecting potential clinical utility. Can Res. 2003; 63:6971-83.
- 22. Clark W, Silverman B C, Zhang Z, et al. Characterization of renal allograft rejection by urinary proteomic analysis. Ann Surg. 2003; 237:660-4.
- 23. Schaub S, Rush D, Wilkins J, et al. Proteomic-based detection of urine proteins associated with renal allograft rejection. J Am Soc Nephrol. 2004; 15:219-27.
- 24. Mosley K, Tam F W K, Edwards R J, Crozier J, et al. Urinary proteomic profiles distinguish between active and inactive SLE nephritis. Rheumatol. 2006; in press.
- 25. O'Riordan E, Orlova T N, Mei J, et al. Bioinformatic analysis of the urine proteome of acute allograft rejection. J Am Soc Nephrol. 2004; 15:3240-8.
- 26. Schaub S, Wilkins J A, Antonovici M, et al. Proteomic-based identification of cleaved urinary beta2-microglobulin as a potential marker for acute tubular injury in renal allografts. Am J Transplant. 2005; 5:729-238.
- 27. Suzuki M, Ross G F, Wiers K, et al. Identification of a urinary proteomic signature for lupus nephritis in children. Pediatr Nephrol. 2007; 22:2047-57.
- 28. Yang C W, Ahn H J, Han H J, et al. Pharmacological preconditioning with low-dose cyclosporine or FK506 reduces subsequent ischemia/reperfusion injury in rat kidney. Transplantation. 2001; 72:1753-9.-
- 29. Malyszko J, Malyszko J S, Brzosko S, et al. Adiponectin is related to CD146, a novel marker of endothelial cell activation/injury in chronic renal failure and peritoneally dialyzed patients. J Clin Endo Metab. 2004; 89:4620-7.- -
- 30. Deicher R, Horl W H. Hepcidin: a molecular link between inflammation and anaemia. Nephrol Dial Transplant. 2004; 19:521-4.
- 31. Nemeth E, Rivera S, Gabayan V, et al. IL-6 mediates hypoferremia of inflammation by inducing the synthesis of the iron regulatory hormone hepcidin. J Clin Invest. 2004; 113:1271-6.
- 32. Andrews N C. Anemia of inflammation: the cytokine-hepcidin link J Clin Invest. 2004; 113:1251-3.
- 33. Kulaksiz H, Theilig F, Bachmann S, et al. The iron-regulatory peptide hormone hepcidin: expression and cellular localization in the mammalian kidney. J Endo. 2005; 184:361-70.
- 34. Kemna E H J M, Pickkers P, Nemeth E, et al. Time-course analysis of hepcidin, serum iron, and plasma cytokine levels in humans injected with LPS. Blood. 2005; 106:1864-6.
- 35. Kemna E H J M, Tjalsma H, Laarakkers C, et al. Novel urine hepcidin assay by mass spectrometry. Blood. 2005; 106:3268-70.
- 36. Nemeth E, Valore E V, Territo M, et al. Hepcidin, a putative mediator of anemia of inflammation, is a type II acute-phase protein. Blood. 2003; 101:2461-3.
- 37. Lee P, Peng H, Gelbart T, et al. Regulation of hepcidin transcription by interleukin-1 and interleuking-6. Proc Natl Acad Sci USA. 2005; 102:1906-10.
- 38. Tackey E, Lipsky P E, Illei G G. Rationale for interleukin-6 blockade in systemic lupus erythematosus. Lupus. 2004; 13:339-43.
- 39. Mongan A E, Ramdahin S, Warrington R J. Interleukin-10 response abnormalities in systemic lupus erythematosus. Scand J Immunol. 1997; 46(4):406-12.
- 40. Aringer M, Smolen J S. Cytokine expression in lupus kidneys. Lupus. 2005; 14:13-8.
- 41. Li Y, Tucci M, Narain S, et al. Urinary biomarkers in lupus nephritis. Autoimmunity Rev. 2006; 5:383-8.
- 42. Tesar V, Masek Z, Rychlik I, et al. Cytokines and adhesion molecules in renal vasculitits and lupus nephritis. Nephrol Dial Transplant. 1998; 13:1662-7.
- 43. Drew P D, Franzoso G, Carlson L M, et al. Interferon regulatory factor-2 physically interacts with NF-kappaB in vitro and inhibits NF-kappaB induction of major histocompatability class I and beta-2-microglobulin gene expression in transfected human neuroblastoma cells. J Neuroimmunol. 1995; 63:157-62.
- 44. Perlmutter D H, May L T, Sehgal P
B. Interferon beta 2/interleukin 6 modulates synthesis ofalpha 1 antitrypsin in human mononuclear phagocytes and in human hepatoma cells. J Clin Invest. 1989; 84:138-44. - 45. Candiano G, Musante L, Bruschi M, et al. Repetitive fragmentation products of albumin and alphal-antitrypsin in glomerular diseases associated with nephrotic syndrome. J Am Soc Nephrol. 2006; 17:3139-48.
- 46. Varghese S A, Powell T B, Budisavljevic M N, et al. Urine biomarkers predict the cause of glomerular disease. J Am Soc Nephrol. 2007; 18:913-22.
- 47. Rovin B H, Song H, Birmingham D J, et al. Urine chemokines as biomarkers of human systemic lupus erythematosus activity. J Am Soc Nephrol. 2005; 16:467-73.
- 48. Caputo E, Moharram R, Martin B M. Methods for on-chip protein analysis. Anal Biochem. 2003; 321:116-24.-n
- 49. Kemna E H J M, Tjalsma H, Podust V N, Swinkels D W. Mass spectrometry-based hepcidin measurements in serum and urine: Analytical aspects and clinical implications. Clin Chem. 2007; 53:620-8.
Claims (23)
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US13/680,637 US20130096023A1 (en) | 2007-05-21 | 2012-11-19 | Hepcidins as Biomarkers for Impending Lupus Nephritis Flare |
Applications Claiming Priority (4)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US93105307P | 2007-05-21 | 2007-05-21 | |
| PCT/US2008/006407 WO2008144041A1 (en) | 2007-05-21 | 2008-05-19 | Hepcidins as biomarkers for impending lupus nephritis flare |
| US60089009A | 2009-11-19 | 2009-11-19 | |
| US13/680,637 US20130096023A1 (en) | 2007-05-21 | 2012-11-19 | Hepcidins as Biomarkers for Impending Lupus Nephritis Flare |
Related Parent Applications (2)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| PCT/US2008/006407 Division WO2008144041A1 (en) | 2007-05-21 | 2008-05-19 | Hepcidins as biomarkers for impending lupus nephritis flare |
| US60089009A Division | 2007-05-21 | 2009-11-19 |
Publications (1)
| Publication Number | Publication Date |
|---|---|
| US20130096023A1 true US20130096023A1 (en) | 2013-04-18 |
Family
ID=40122075
Family Applications (2)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| US12/600,890 Expired - Fee Related US8313950B2 (en) | 2007-05-21 | 2008-05-19 | Hepcidins as biomarkers for impending lupus nephritis flare |
| US13/680,637 Abandoned US20130096023A1 (en) | 2007-05-21 | 2012-11-19 | Hepcidins as Biomarkers for Impending Lupus Nephritis Flare |
Family Applications Before (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| US12/600,890 Expired - Fee Related US8313950B2 (en) | 2007-05-21 | 2008-05-19 | Hepcidins as biomarkers for impending lupus nephritis flare |
Country Status (2)
| Country | Link |
|---|---|
| US (2) | US8313950B2 (en) |
| WO (1) | WO2008144041A1 (en) |
Cited By (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2015004302A1 (en) * | 2013-07-10 | 2015-01-15 | Consejo Superior De Investigaciones Científicas (Csic) | Urinary neuropilin-1 (nrp-1) as a prognostic marker for nephritis and lupus nephritis |
| US10837970B2 (en) | 2017-09-01 | 2020-11-17 | Venn Biosciences Corporation | Identification and use of glycopeptides as biomarkers for diagnosis and treatment monitoring |
Families Citing this family (22)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2008144041A1 (en) * | 2007-05-21 | 2008-11-27 | The Ohio State University Research Foundation | Hepcidins as biomarkers for impending lupus nephritis flare |
| US20130210667A1 (en) * | 2010-09-10 | 2013-08-15 | The Ohio State University | Biomarkers for Predicting Kidney and Glomerular Pathologies |
| CN102809599B (en) * | 2011-06-03 | 2015-01-07 | 国家纳米科学中心 | Method and kit for detecting hepcidin |
| US20130115640A1 (en) * | 2011-11-03 | 2013-05-09 | James A. Tumlin | ACTH for Treatment of Kidney Disease |
| PT2968443T (en) | 2013-03-15 | 2021-12-28 | Protagonist Therapeutics Inc | Hepcidin analogues and uses therof |
| GB201403605D0 (en) | 2014-02-28 | 2014-04-16 | Mologic Ltd | Monitoring inflammation status |
| SG10201810321PA (en) | 2014-05-16 | 2018-12-28 | Protagonist Therapeutics Inc | α4β7 INTEGRIN THIOETHER PEPTIDE ANTAGONISTS |
| ES2977537T3 (en) | 2014-07-17 | 2024-08-26 | Protagonist Therapeutics Inc | Oral peptide inhibitors of the interleukin-23 receptor and their use in treating inflammatory bowel diseases |
| US10301371B2 (en) | 2014-10-01 | 2019-05-28 | Protagonist Therapeutics, Inc. | Cyclic monomer and dimer peptides having integrin antagonist activity |
| SG11201702553RA (en) | 2014-10-01 | 2017-04-27 | Protagonist Therapeutics Inc | NOVEL α4β7 PEPTIDE MONOMER AND DIMER ANTAGONISTS |
| US10787490B2 (en) | 2015-07-15 | 2020-09-29 | Protaganist Therapeutics, Inc. | Peptide inhibitors of interleukin-23 receptor and their use to treat inflammatory diseases |
| WO2017117411A1 (en) | 2015-12-30 | 2017-07-06 | Protagonist Therapeutics, Inc. | Analogues of hepcidin mimetics with improved in vivo half lives |
| US10407468B2 (en) | 2016-03-23 | 2019-09-10 | Protagonist Therapeutics, Inc. | Methods for synthesizing α4β7 peptide antagonists |
| EP4092038A1 (en) | 2017-09-11 | 2022-11-23 | Protagonist Therapeutics, Inc. | Opioid agonist peptides and uses thereof |
| RU2674920C1 (en) * | 2017-09-28 | 2018-12-13 | Федеральное государственное бюджетное научное учреждение "Научно-исследовательский институт фундаментальной и клинической иммунологии" | Method for forecasting the development of nephritis in induced model of systemic lupus erythematosus |
| EP4501952A3 (en) | 2018-02-08 | 2025-04-16 | Protagonist Therapeutics, Inc. | Conjugated hepcidin mimetics |
| EP3997105A4 (en) | 2019-07-10 | 2023-09-13 | Protagonist Therapeutics, Inc. | PEPTIDE INHIBITORS OF THE INTERLEUKIN-23 RECEPTOR AND THEIR USE IN THE TREATMENT OF INFLAMMATORY DISEASES |
| IL294680A (en) | 2020-01-15 | 2022-09-01 | Janssen Biotech Inc | Peptide inhibitors of interleukin-23 receptor and their use to treat inflammatory diseases |
| CN115279782A (en) | 2020-01-15 | 2022-11-01 | 詹森生物科技公司 | Peptide inhibitors of interleukin-23 receptor and their use for the treatment of inflammatory diseases |
| IL302996B2 (en) | 2020-11-20 | 2025-04-01 | Janssen Pharmaceutica Nv | Compositions of peptide inhibitors of interleukin-23 receptor |
| AU2022311814A1 (en) | 2021-07-14 | 2024-02-29 | Janssen Biotech, Inc. | Lipidated peptide inhibitors of interleukin-23 receptor |
| KR102608933B1 (en) * | 2021-10-20 | 2023-12-01 | 재단법인 아산사회복지재단 | Biomarker Composition for Diagnosing Lupus nephritis in patients with Systemic lupus erythematosus and Method of providing information for diagnosis of Lupus nephritis using the same |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20040127408A1 (en) * | 2001-02-26 | 2004-07-01 | Edna Mozes | Synthetic human peptides and pharmaceutical compositions comprising them for the treatment of systemic lupus erythematosus |
| US20050148025A1 (en) * | 2003-10-22 | 2005-07-07 | Roche Diagnostics Operations, Inc. | Differential diagnosis with hepcidin |
| US20050148029A1 (en) * | 2003-09-29 | 2005-07-07 | Biosite, Inc. | Methods and compositions for determining treatment regimens in systemic inflammatory response syndromes |
| US20090173876A1 (en) * | 2006-07-21 | 2009-07-09 | Amgen Inc. | Method of detecting and/or measuring hepcidin in a sample |
| US8313950B2 (en) * | 2007-05-21 | 2012-11-20 | The Ohio State University Research Foundation | Hepcidins as biomarkers for impending lupus nephritis flare |
Family Cites Families (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US7411048B2 (en) * | 2002-11-19 | 2008-08-12 | Drg International, Inc. | Diagnostic method for diseases by screening for hepcidin in human or animal tissues, blood or body fluids |
| US7723063B2 (en) * | 2004-04-28 | 2010-05-25 | Intrinsic Lifesciences | Methods for measuring levels of bioactive human hepcidin |
-
2008
- 2008-05-19 WO PCT/US2008/006407 patent/WO2008144041A1/en not_active Ceased
- 2008-05-19 US US12/600,890 patent/US8313950B2/en not_active Expired - Fee Related
-
2012
- 2012-11-19 US US13/680,637 patent/US20130096023A1/en not_active Abandoned
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20040127408A1 (en) * | 2001-02-26 | 2004-07-01 | Edna Mozes | Synthetic human peptides and pharmaceutical compositions comprising them for the treatment of systemic lupus erythematosus |
| US20050148029A1 (en) * | 2003-09-29 | 2005-07-07 | Biosite, Inc. | Methods and compositions for determining treatment regimens in systemic inflammatory response syndromes |
| US20050148025A1 (en) * | 2003-10-22 | 2005-07-07 | Roche Diagnostics Operations, Inc. | Differential diagnosis with hepcidin |
| US20090173876A1 (en) * | 2006-07-21 | 2009-07-09 | Amgen Inc. | Method of detecting and/or measuring hepcidin in a sample |
| US8313950B2 (en) * | 2007-05-21 | 2012-11-20 | The Ohio State University Research Foundation | Hepcidins as biomarkers for impending lupus nephritis flare |
Non-Patent Citations (4)
| Title |
|---|
| Nemeth et al. "Hepcidin, a putative mediator of anemia of inflammation, is a type II acute-phase protein" Blood. 2003 Apr 1;101(7):2461-3 * |
| Park et al. "Hepcidin, a Urinary Antimicrobial Peptide Synthesized in the Liver" J. Biol. Chem. 2001, 276:7806-7810 * |
| Rovin et al. "Urine Chemokines as Biomarkers of Human Systemic Lupus Erythematosus Activity" J Am Soc Nephrol 2005, 16: 467-473) and Nemeth et al. ("Hepcidin, a putative mediator of anemia of inflammation, is a type II acute-phase protein" Blood. 2003 Apr 1;101(7):2461-3 * |
| Tomosugi et al. "Detection of serum hepcidin in renal failure and inflammation by using ProteinChip System" Blood. 2006 Aug 15;108(4):1381-7. Epub 2006 Apr 18 * |
Cited By (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2015004302A1 (en) * | 2013-07-10 | 2015-01-15 | Consejo Superior De Investigaciones Científicas (Csic) | Urinary neuropilin-1 (nrp-1) as a prognostic marker for nephritis and lupus nephritis |
| US10837970B2 (en) | 2017-09-01 | 2020-11-17 | Venn Biosciences Corporation | Identification and use of glycopeptides as biomarkers for diagnosis and treatment monitoring |
| US11624750B2 (en) | 2017-09-01 | 2023-04-11 | Venn Biosciences Corporation | Identification and use of glycopeptides as biomarkers for diagnosis and treatment monitoring |
Also Published As
| Publication number | Publication date |
|---|---|
| US8313950B2 (en) | 2012-11-20 |
| US20100151487A1 (en) | 2010-06-17 |
| WO2008144041A1 (en) | 2008-11-27 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| US8313950B2 (en) | Hepcidins as biomarkers for impending lupus nephritis flare | |
| Zhang et al. | Biomarkers of lupus nephritis determined by serial urine proteomics | |
| D’Amico | Natural history of idiopathic IgA nephropathy and factors predictive of disease outcome | |
| US20180106817A1 (en) | Protein biomarkers and therapeutic targets for renal disorders | |
| US9234898B1 (en) | Method for the early detection of renal disease using proteomics | |
| US8697370B2 (en) | Biomarker for diagnosis, prediction and/or prognosis of sepsis and uses thereof | |
| US9880165B2 (en) | Detection of worsening renal disease in subjects with systemic lupus erythematosus | |
| US20150099655A1 (en) | Methods and Compositions for Providing a Preeclampsia Assessment | |
| AU2012217717B2 (en) | Compositions and methods for diagnosing ovarian cancer | |
| KR20160072027A (en) | Biomarker for diagnosis of liver cancer and use thereof | |
| US20130210667A1 (en) | Biomarkers for Predicting Kidney and Glomerular Pathologies | |
| JP2022000650A (en) | Methods and kits for identifying, assessing, preventing and treating lung disease, including gender-based disease identification, assessment, prevention and treatment. | |
| KR101992060B1 (en) | Alzheimer’s disease diagnostic fluid biomarker including the combination of four proteins | |
| Stubendorff et al. | Urine protein profiling identified alpha-1-microglobulin and haptoglobin as biomarkers for early diagnosis of acute allograft rejection following kidney transplantation | |
| WO2005113831A2 (en) | Biomarkers for multiple sclerosis and methods of use thereof | |
| JP5568807B2 (en) | Identification of melanoma markers using proteomic analysis | |
| JP2009500641A (en) | Diagnostic method for multiple sclerosis | |
| WO2010093869A1 (en) | Methods for monitoring allograft rejection | |
| KR102039816B1 (en) | Biomarkers for diagnosis or prognosis of fibrosis in kidney allografts | |
| KR102039815B1 (en) | Biomarkers for diagnosis or prognosis of inflammation in kidney allografts | |
| Fassbender et al. | TRIzol treatment of secretory phase endometrium allows combined proteomic and mRNA microarray analysis of the same sample in women with and without endometriosis | |
| US20140206563A1 (en) | Biomarkers for psoriasis | |
| Zhang et al. | Biomarker discovery for lupus nephritis through longitudinal urine proteomics | |
| KR102232200B1 (en) | Alzheimer’s disease diagnostic biomarker | |
| Ma et al. | Establishing classification tree models in rheumatoid arthritis using combination of matrix-assisted laser Desorption/Ionization time-of-Flight mass spectrometry and magnetic beads |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| AS | Assignment |
Owner name: THE OHIO STATE UNIVERSITY RESEARCH FOUNDATION, OHI Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNORS:ROVIN, BRAD H.;ZHANG, XIAOLAN;REEL/FRAME:029687/0523 Effective date: 20091117 |
|
| AS | Assignment |
Owner name: NATIONAL INSTITUTES OF HEALTH (NIH), U.S. DEPT. OF Free format text: CONFIRMATORY LICENSE;ASSIGNOR:THE OHIO STATE UNIVERSITY;REEL/FRAME:030488/0568 Effective date: 20120522 |
|
| STCB | Information on status: application discontinuation |
Free format text: ABANDONED -- FAILURE TO RESPOND TO AN OFFICE ACTION |
|
| AS | Assignment |
Owner name: NATIONAL INSTITUTES OF HEALTH - DIRECTOR DEITR, MARYLAND Free format text: CONFIRMATORY LICENSE;ASSIGNOR:THE OHIO STATE UNIVERSITY;REEL/FRAME:053514/0262 Effective date: 20200814 |