WO2003065993A2 - Primary rat hepatocyte toxicity modeling - Google Patents
Primary rat hepatocyte toxicity modeling Download PDFInfo
- Publication number
- WO2003065993A2 WO2003065993A2 PCT/US2003/003482 US0303482W WO03065993A2 WO 2003065993 A2 WO2003065993 A2 WO 2003065993A2 US 0303482 W US0303482 W US 0303482W WO 03065993 A2 WO03065993 A2 WO 03065993A2
- Authority
- WO
- WIPO (PCT)
- Prior art keywords
- genes
- expression
- tables
- gene
- probes
- 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.)
- Ceased
Links
Classifications
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q1/00—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
- C12Q1/68—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
- C12Q1/6876—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes
- C12Q1/6883—Nucleic acid products used in the analysis of nucleic acids, e.g. primers or probes for diseases caused by alterations of genetic material
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q1/00—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions
- C12Q1/68—Measuring or testing processes involving enzymes, nucleic acids or microorganisms; Compositions therefor; Processes of preparing such compositions involving nucleic acids
- C12Q1/6813—Hybridisation assays
- C12Q1/6834—Enzymatic or biochemical coupling of nucleic acids to a solid phase
- C12Q1/6837—Enzymatic or biochemical coupling of nucleic acids to a solid phase using probe arrays or probe chips
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q2600/00—Oligonucleotides characterized by their use
- C12Q2600/142—Toxicological screening, e.g. expression profiles which identify toxicity
-
- C—CHEMISTRY; METALLURGY
- C12—BIOCHEMISTRY; BEER; SPIRITS; WINE; VINEGAR; MICROBIOLOGY; ENZYMOLOGY; MUTATION OR GENETIC ENGINEERING
- C12Q—MEASURING OR TESTING PROCESSES INVOLVING ENZYMES, NUCLEIC ACIDS OR MICROORGANISMS; COMPOSITIONS OR TEST PAPERS THEREFOR; PROCESSES OF PREPARING SUCH COMPOSITIONS; CONDITION-RESPONSIVE CONTROL IN MICROBIOLOGICAL OR ENZYMOLOGICAL PROCESSES
- C12Q2600/00—Oligonucleotides characterized by their use
- C12Q2600/158—Expression markers
Definitions
- the present invention is based on the elucidation of the global changes in gene expression in primary hepatocytes exposed to known toxins, in particular hepatotoxins, as compared to unexposed cells as well as the identification of individual genes that are differentially expressed upon toxin exposure.
- the invention includes methods of predicting at least one toxic effect of a compound, predicting the progression of a toxic effect of a compound, and predicting the hepatoxicity of a compound.
- the invention also includes methods of identifying agents that modulate the onset or progression of a toxic response. Also provided are methods of predicting the general pathology classes and cellular pathways that a compound modulates in a cell.
- the invention includes methods of identifying agents that modulate protein activities.
- the invention provides probes comprising sequences that specifically hybridize to genes in Tables 1-5XX. Also provided are solid supports comprising at least two of the previously mentioned probes.
- the invention also includes a computer system that has a database containing information identifying the expression level in a tissue or cell sample exposed to a hepatotoxin of a set of genes comprising at least two genes in Tables 1-5XX. DETAILED DESCRIPTION
- Changes in gene expression are also associated with the effects of various chemicals, drags, toxins, pharmaceutical agents and pollutants on an organism or cells.
- the lack of sufficient expression of functional tumor suppressor genes and/or the over expression of oncogene/protooncogenes after exposure to an agent could lead to tumorgenesis or hype ⁇ lastic growth of cells (Marshall, Cell, 64: 313-326 (1991); Weinberg, Science, 254:1138-1146 (1991)).
- changes in the expression levels of particular genes e.g. oncogenes or tumor suppressors
- Monitoring changes in gene expression may also provide certain advantages during drag screening and development. Often drugs are screened for the ability to interact with a major target without regard to other effects the drugs have on cells. These cellular effects may cause toxicity in the whole animal, which prevents the development and clinical use of the potential drug.
- the present inventors have examined primary rat hepatocytes exposed to the known hepatotoxins which induce detrimental liver effects, to identify global and individual changes in gene expression induced by these compounds. These global changes in gene expression, which can be detected by the production of expression profiles, as well as the individual genes, provide useful toxicity markers that can be used to monitor toxicity and/or toxicity progression by a test compound. Expression profiles, as well as the individual markers, may also be used to monitor or detect various disease or physiological states, disease progression, drug efficacy and drug metabolism.
- Amiodarone (Cordarone®) is an anti-anhythmic agent whose chemical stracture contains a benzofuran ring (ring A) coupled to a p-OH-benzene structure substituted with 2 iodines and a diethyl-ethanolamine side chain (ring B).
- This drug is known to cause damage to the liver and has been shown to adversely effect the mitochondria by uncoupling oxidative phosphorylation and inhibiting beta-oxidation and respiration. Inhibition of respiration decreases ATP and increases production of reactive oxygen species, which in turn cause lipid peroxidation.
- Aromatic and aliphatic isothiocyanates are commonly used soil fumigants and pesticides (Shaaya et al, Pesticide Science 44(3):249-253 (1995); Cairns et al, J Assoc Official Analytical Chemists 71(3):547-550 (1988)).
- ANIT ⁇ -naphthylisothiocyanate
- ANIT fails to produce extensive necrosis, but was found to produce inflammation and edema in the portal tract of the liver (Maziasa et al, Toxicol Appl Pharmacol 110:365-373 (1991)).
- ANIT-induced hepatotoxicity may also characterized by cholangiolitic hepatitis and bile duct damage.
- Acute hepatotoxicity caused by ANIT in rats is manifested as neutrophil-dependent necrosis of bile duct epithelial cells (BDECs) and hepatic parenchymal cells. These changes minor the cholangiolitic hepatitis found in humans (Hill, Toxicol Sci 47:118-125 (1999)).
- Histological changes include an infiltration of polymo ⁇ honuclear neutrophils and elevated number of apoptotic hepatocytes (Calvo et al, J Cell Biochem 80(4):461-470 (2001)).
- Other known hepatotoxic effects of exposure to ANIT include a damaged antioxidant defense system, decreased activities of superoxide dismutase and catalase (Ohta et al, Toxicology 139(3):265-275 (1999)), and the release of proteases from the infiltrated neutrophils, alanine aminotransferase, cathepsin G, elastase, which mediate hepatocyte killing (Hill et ai, Toxicol Appl Pharmacol 148(1):169-175 (1998)).
- Acetominophen is a widely used analgesic and antipyretic agent that is an effective substitute for aspirin. Although acetaminophen does not have anti-inflammatory properties, it is preferably given to patients with ulcers or patients in whom prolonged clotting times would not be desirable. It also preferably taken by people who do not tolerate aspirin well.
- Acetominophen is metabolized to N-acetyl- -benzoquinoneimine (NAPQI) by N- hydroxylation in a cytochrome P450-mediated process.
- NAPQI N-acetyl- -benzoquinoneimine
- This highly reactive intermediate which reacts with sulfhydryl groups in glutathione, and in other liver proteins following the depletion of glutathione, can cause centrilobular hepatic necrosis (particularly in zone 3), renal tubular necrosis, and hepatic and renal failure (Goodman and Gilman' s The Pharmacological Basis of Therapeutics. Ninth Ed.. Hardman et al, eds., pp.
- AY-25329 is a phenothiazine that has been shown to be toxic in liver and in kidney tissue, where it can cause nephrosis.
- Phenothiazines are a class of psychoactive drugs that are used to treat schizophrenia, paranoia, mania, hyperactivity in children, some forms of senility, and anxiety (http://www.encyclopedia.com/articlesnew/ 36591.html). Side effects associated with prolonged use of these drugs are reduced blood pressure, Parkinsonism, reduction of motor activity, and visual impairment.
- the present inventors have noted indications of liver and renal effects of AY-25329 by changes in serum chemistry. As early as 6 hours after the first dose, statistically significant increases in serum levels of creatinine, BUN, ALT, triglycerides and cholesterol were observed. Most of these markers of renal and liver dysfunction remained altered throughout the 14 day study period. Light microscopic analysis revealed effects in the liver as early as 6 and 24 hours, as evidenced by an increased number of hepatocytic mitotic figures and decreased glycogen content. Following 14 days of repeated dosing, nephrosis and alterations in the peripheral lobes of the liver and in the cytoplasm of hepatocytes were evident in rats dosed with 250 mg/kg/day of AY-25329.
- Carbamazepine (Tegretol®) is an anti-epieleptic agent. In rats, it has been shown to induce a number of cytochrome P450 enzymes, in particular CYP2B, and the drug may also cause steatohepatitis in humans (Tateishi et al., Chem Biol Interact 117:257-268 (1999); Grieco et al, Eur J Gastioenterol 13(8):973-975 (2001)).
- CCl 4 -induced hepatotoxicity is dependent on CC1 4 bioactivation to trichloromethyl free radicals by cytochrome P450 enzymes (CYP2E1), localized primarily in centrizonal hepatocytes. Formation of the free radicals leads to membrane lipid peroxidation and protein denaturation resulting in hepatocellular damage or death.
- CYP2E1 cytochrome P450 enzymes
- the onset of hepatic injury is rapid following acute administration of CC1 4 to male rats.
- Mo ⁇ hologic studies have shown cytoplasmic accumulation of lipids in hepatocytes within 1 to 3 hours of dosing, and by 5 to 6 hours, focal necrosis and hydropic swelling of hepatocytes are evident.
- TNF- ⁇ tumor necrosis factor- ⁇
- CC1 4 - mediated increases in c-jun and c-fos gene expression Pre-treatment with anti-TNF- ⁇ antibodies has been shown to prevent CC1 4 - mediated increases in c-jun and c-fos gene expression, whereas administration of TNF- ⁇ induced rapid expression of these genes (Braccoleri et al, Hepatol 25:133-141 (1997)).
- TGF- ⁇ transforming growth factor- ⁇
- TBRI-III transforming growth factor receptors
- Chlo ⁇ romazine is a central nervous system depressant that is used as a sedative and also as an anti-nausea or anti-itching medication. The mechanism of action is not known.
- the drug induces canalicular cholestasis, a condition characterized by a decrease in the volume of bile formed and impaired secretion of solutes into bile, resulting in elevated serum levels of bile salts and bilirubin.
- Chlo ⁇ romazine has also been shown to inhibit bile acid uptake and canalicular contractility.
- Bile plugs can form in the bile ducts and canaliculi.
- Drag-induced cholestasis is also associated with cell swelling, inflammation and cell death (Casarett and Doull's Toxicology: The Basic Science of Poisons, 6th Ed.. Klaassen et al. eds., pp. 476-486, McGraw-Hill Medical Pub.
- CI-1000 (4H-pynolo:3,2-d:pyrimidin-4-one, 2-amino-3,5-dihydro-7-(3- thienylmethyl)-monohydrochloride monohydrate) is a compound with anti-inflammatory properties. After treatment with CI-1000, increased serum ALT levels, a standard marker of liver toxicity, were observed in dogs.
- Clofibrate a halogenated phenoxypropanoic acid derivative (ethyl ester of clofibric acid), is an antilipemic agent.
- LDL low-density lipoprotein
- HDL high-density lipoprotein
- the drug has several antilipidemic actions, including activating lipoprotein lipase, which enhances the clearance of triglycerides and very-low-density lipoprotein (VLDL) cholesterol, inhibition of cholesterol and triglyceride biosynthesis, mobilization of cholesterol from tissues, increasing fecal excretion of neutral steroids, decreasing hepatic lipoprotein synthesis and secretion, and decreasing free fatty acid release.
- activating lipoprotein lipase which enhances the clearance of triglycerides and very-low-density lipoprotein (VLDL) cholesterol
- VLDL very-low-density lipoprotein
- Clofibrate has a number of effects on the rat liver, including hepatocellular hypertrophy, cellular proliferation, hepatomegaly, induction of CYP450 isozymes, and induction of palmitoyl Co A oxidation. Long term administration of clofibrate causes increased incidence of hepatocellular carcinoma, benign testicular Leydig cell tumors, and pancreatic acinar adenomas in rats.
- Clofibrate induces proliferation of peroxisomes in rodents and this effect, rather than genotoxic damage, is believed to be the causative event in rodent carcinogenesis (AHFS Drug Information Handbook 2001, McEvoy, ed., pp.1735- 1738; Electronic Physicians' Desk Reference- Atromid-S (clofibrate) at www.pdr.net; Brown and Goldstein, "Drugs used in the treatment of hyperliproteinemias," in Goodman and Gilman's The Pharmacological Basis of Therapeutics. Eighth ed during Goodman et al, eds., pp. 874-896, Pergamon Press, New York, 1990).
- Clofibrate also increases hepatic lipid content and alters its normal composition by significantly increasing levels of phosphatidylcholine and phosphatidyl-ethanolamine (Adinehzadeh et al, Chem Res Toxicol 11(5):428-440 (1998)).
- a rat study of liver hype ⁇ lasia and liver tumors induced by peroxisome proliferators revealed that administration of clofibrate increased levels of copper and altered copper-related gene expression in the neoplastic liver tissues.
- Cyproterone acetate is a potent androgen antagonist and has been used to treat acne, male pattern baldness, precocious puberty, and prostatic hype ⁇ lasia and carcinoma (Goodman & Gilman's The Pharmacological Basis of Therapeutics 9 ed., p. 1453, J.G. Hardman et al, Eds., McGraw Hill, New York, 1996). Additionally, CPA has been used clinically in hormone replacement therapy to protect the endometrium and decrease menopausal symptoms and the risk of osteoporotic fracture (Schneider, "The role of antiandrogens in hormone replacement therapy," Climacteric 3 (Suppl. 2): 21-27 (2000)).
- CPA CPA was shown to induce unscheduled DNA synthesis in vitro. After a single oral dose, continuous DNA repair activity was observed after 16 hours. CPA also increased the occurrence of S phase cells, which conoborated the mitogenic potential of CPA in rat liver (Kasper et al, Carcinogenesis 17(10): 2271-2274 (1996)). CPA has also been shown to produce cinhosis in humans (Garty et al, Eur JPediatr 158(5): 367- 370 (1999)).
- Diclofenac a non-steroidal anti-inflammatory drug
- diclofenac is rapidly absorbed and then metabolized in the liver by cytochrome P450 isozyme of the CYC2C subfamily (Goodman & Gilman's The Pharmacological Basis of Therapeutics 9 th ed., p. 637, J.G. Hardman et al, eds., McGraw Hill, New York, 1996).
- diclofenac has been applied topically to treat pain due to corneal damage (Jayamanne et al, Eye ll(Pt. 1): 79-83 (1997); Domic et al, Am J Ophthalmol 125(5): 719-721 (1998)).
- diclofenac has numerous clinical applications, adverse side-effects have been associated with the drug, such as corneal complications, including corneal melts, ulceration, and severe keratopathy (Guidera et al, Ophthalmology 108(5): 936-944 (2001)).
- An additional report showed that a patient developed severe hepatitis five weeks after beginning diclofenac treatment for osteoarthritis (Bhogaraju et al, South MedJ92(7): 711-713 (1999)).
- diclofenac-treated Wistar rats In one study on diclofenac-treated Wistar rats (Ebong et al, Afr JMed Sci 27(3-4): 243-246 (1998)), diclofenac treatment induced an increase in serum chemistry levels of alanine aminotransferase, aspartate aminotransferase, methaemoglobin, and total and conjugated bilirubin. Additionally, diclofenac enhanced the activity of alkaline phosphatase and 5'nucleotidase. A study on humans revealed elevated levels of hepatic transammases and serum creatine when compared to the control group (McKenna et al, Scand J Rheumatol 30(1): 11-18 (2001)).
- NSAID non-steroidal anti-inflammatory drug
- NSAID is a difluorophenyl derivative of salicylic acid (Goodman & Gilman's The Pharmacological Basis of Therapeutics 9 th ed., p. 631, J.G. Hardman et al, Eds., McGraw Hill, New York, 1996). It is most frequently used in the treatment of osteoarthritis and musculoskeletal strains.
- NSAIDs have analgesic, antipyretic and anti-inflammatory actions, however, hepatotoxicity is known to be an adverse side effect of NSAID treatment (Masubucbi et al, J Pharmacol Exp Ther 287:208-213 (1998)).
- Diflunisal has been shown to be less toxic than other NSAIDs, but it can eventually have deleterious effects on platelet or kidney function (Bergamo et al, Am J Nephrol 9:460-463 (1989)). Other side effects that have been associated with diflunisal treatment are dianhea, dizziness, drowsiness, gas or heartburn, headache, nausea, vomiting, and insomnia (h1 ⁇ ://arthritisinsight.com/medical/ meds/dolobid.html). [0041] In a comparative hepatotoxicity study of 18 acidic NSAIDs, diflunisal was shown to increase LDH leakage in rat hepatocytes, a marker for cell injury, when compared to control samples.
- DMN causes oxidative stress in liver cells, which may be the link between chronic liver damage and liver fibrosis.
- Rats treated with DMN showed diffuse fibronectin deposition, elevated hydroxyproline levels (an indicator of fibrosis), increased levels of collagens, fibrous septa, and impaired oxidative balance.
- Serum levels of ALT and malondialdehyde (MDA) were increased, while serum levels of SOD were decreased (Vendemiale et al, Toxicol Appl Pharmacol 175(2):130-139 (2001); Liu et al, Zhonghua Gan Zang Bing Za Zhi 9 Suppl: 18-20 (2001)).
- 17 ⁇ -ethinylesfradiol a synthetic estrogen
- 17 ⁇ -ethinylestradiol has been shown to cause a reversible intiahepatic cholestasis in male rats, mainly by reducing the bile-salt-independent fraction of bile flow (BSIF) (Koopen et al, Hepatology 27:537-545 (1998)). Plasma levels of bilirabin, bile salts, aspartate aminotransferase (AST) and alanine aminotransferase (ALT) in this study were not changed.
- BSIF bile-salt-independent fraction of bile flow
- the lipid-lowering drag gemfibrozil (Lopid®) is a know peroxisome proliferator in liver tissue, causing both hype ⁇ lasia and enlargement of liver cells.
- gemfibrozil Upon exposure to gemfibrozil, hepatocarcinogenesis has been observed in rats and mice, and a decrease in alpha-tocopherol and an increase in DT-diaphorase activity have been observed in rats and hamsters (impaired antioxidant capability).
- Peroxisome prohferators increase the activities of enzymes involved in peroxisomal beta-oxidation and omega-hydroxylation of fatty acids, which results in oxidative stress (O'Brien et al, Toxicol Sci 60(2):271-278 (2001); Carfhew et al, JAppl Toxicol 17(1):47-51 (1997)).
- hydrazine sulphate used to treat cachexia in cancer patients, isoniazid, an anti-tuberculosis drug, and hydralazine, an anti-hypertensive.
- These drags are metabolized in vivo to produce hydrazine, among other by-products. Consequently, exposure to hydrazine is by direct contact, e.g., among military and airline personnel, or the result of its production in the body, e.g., in patients with cancer or high blood pressure.
- hepatotoxic changes characterized by GSH and ATP depletion and induction of fatty liver (increases in liver weight and triglycerides, with the appearance of fatty droplets, swelling of mitochondria and appearance of microbodies) were also found to be dose-dependent (Jenner et al., Arch Toxicol 68(6):349-357 (1994); Scales et al, J Toxicol Environ Health 10(6):941- 953 (1982)).
- cytochrome P4502E1 cytochrome P4502E1
- CYP2E1 cytochrome P4502E1
- exposure to hydrazine and several hydrazine derivatives increased enzyme levels in kidney tissue, increased enzyme levels were not detected in liver tissue (Runge-Morris et al, Drug Metab Dispos 24(7):734-737 (1996)).
- the mutagenic and hepatocarcinogenic effects of hydrazine were examined in hamster livers.
- liver DNA showed the presence of methylated guanine, DNA adducts and the impairment of maintenance methylation (impaired methylation of deoxycytosine).
- Hepatic adenomas and carcinomas also developed in a dose-dependent manner and could be conelated with decreased maintenance methylation (FitzGerald et al, Carcinogenesis 17(12):2703-2709 (1996)).
- Imipramine a dibenzazepine derivative
- Imipramine is a tricyclic anti-depressant agent commonly used for the treatment of major depression.
- rats Experiments in rats have shown that the drug induces cytochrome P450-mediated formation of reactive metabolites, which cause acute cell injury. Decreased levels of glutathione and protein thiols, as well as lactate dehydrogenase leakage, all standard measures of liver toxicity, were also noted (Masubuchi et al., Arch Toxicol 73(3): 147-151 (1999).
- Indomethacin is a non-steroidal antiinflammatory, antipyretic and analgesic drug commonly used to treat rheumatoid arthritis, osteoarthritis, ankylosing spondylitis, gout and a type of severe, chronic cluster headache characterized by many daily occu ⁇ ences and jabbing pain.
- This drug acts as a potent inhibitor of prostaglandin synthesis; it inhibits the cyclooxygenase enzyme necessary for the conversion of arachidonic acid to prostaglandins fPDR 47 th Ed.. Medical Economics Co., Inc., Montvale, NJ, 1993; Goodman & Gilman's The Pharmalogjcal Basis of Therapeutics 9 th Ed.. J.G. Hardman et al.
- Renal papillary necrosis has been observed in rats, and interstitial nephritis with hematuria, proteinuria and nephrotic syndrome have been reported in humans. Patients suffering from renal dysfunction risk developing a reduction in renal blood flow, because renal prostaglandins play an important role in renal perfusion.
- rats although indomethacin produces more adverse effects in the gastrointestinal tract than in the liver, it has been shown to induce changes in hepatocytic cytochrome P450. In one study, no widespread changes in the liver were observed, but a mild, focal, centrilobular response was noted. Serum levels of albumin and total protein were significantly reduced, while the serum level of urea was increased.
- LPS lipopolysaccharide
- LPS lipopolysaccharide
- the membrane components of LPS are lipid- A, KDO (2-keto-3-deoxy-octulosonic acid), core polysaccharides and O-antigen polysaccharides, the polysaccharide units differing from one bacterium to another (Zjnsser Microbiology 20th Ed.. Joklik et al., eds., pp.
- nitric oxide synthetase NOS
- cellular hypertrophy vacuohzation
- chromosomal emargination cytoplasmic DNA fragmentation and necrosis
- LBP lipopolysaccharide-binding protein
- the LPS-LBP complex interacts with the CD 14 receptor, inducing LPS sensitive genes.
- LBP can be induced in hepatocytes isolated from rats that have not been primed with LPS, indicating that this key regulatory pathway is intact in primary rat hepatocytes (Wan et al, Infect Immun 63(7):2435-2442 (1995)).
- Lovastatin (Mevacor®) is a cholesterol-lowering agent belonging to a class of compounds, the statins, that are potent inhibitors of HMG-CoA reductase.
- HMG-CoA reductase inhibitors block the production of cholesterol in the liver leading to a reduction of LDL particles in the plasma.
- Lovastatin has additional effects on lipid metabolism, including depletion of intracellular pools of sterols and increased synthesis of LDL receptors, leading to enhanced removal of LDL and LDL precursors from plasma.
- plasma levels of VLDL, IDL and triglycerides Upon treatment with lovastatin, plasma levels of VLDL, IDL and triglycerides also decrease.
- Oral doses of lovastatin are extensively absorbed by the liver, and the drug is excreted primarily via the liver; less than 13% of its metabolites are excreted in the urine (Goodman and Gilman's The Pharmacological Basis of Therapeutics. Ninth Ed.. Hardman et al, eds., pp. 884-888, McGraw-Hill, New York, 1996).
- liver damage characterized by elevated levels of hepatic transammases (e.g., AST and ALT), creatinine phosphokinase and alkaline phosphatase, and myopathy, characterized by muscle pain and destruction of skeletal muscle cells.
- hepatic transammases e.g., AST and ALT
- creatinine phosphokinase and alkaline phosphatase e.g., AST and ALT
- myopathy characterized by muscle pain and destruction of skeletal muscle cells.
- Methotrexate is a widely used antineoplastic drag that is also frequently prescribed for the treatment of psoriasis (a disease characterized by abnormal proliferation of epidermal cells), juvenile lymphoblastic leukemia, rheumatoid arthritis, and a number of other cancerous diseases, such as leukemic meningitis and choriocarcinoma. Although generally not metabolized, at high dosages, metabolites such as 7-hydroxy-methotrexate, a nephrotoxin, do accumulate. Methotrexate polyglutamates are retained in the kidneys for weeks and in the liver for months ((Goodman and Gilman's The Pharmacological Basis of Therapeutics.
- Methotrexate acts to prevent DNA synthesis and cell replication by inhibiting the rate-limiting enzyme in purine and thymidine synthesis, dihydrofolate reductase (DHFR) (Goodman and Gilman's, supra; Schwartz et al, Proc Nat Acad Sci USA 89(2):594-598 (1992)). It also acts as an suppressant of cell-mediated immune responses.
- DHFR dihydrofolate reductase
- biochemical toxicology of methotrexate has been well characterized in man, where long-term administration produces hepatic fibrosis or cinhosis, especially in heavy drinkers, which is linked to persistent, mild-to-moderate, increases in serum transammases, alkaline phosphatases and bilirubin (Reynolds et al, South Med J ' 1 '9(5):536-539 (1986); Tolman et al, JRheumatol 12 (Suppl 12):29-34 (1985)).
- Methotrexate is a rather long-acting, rapidly reversible DHFR inhibitor, despite its high affinity for the target enzymes in many cell types, which may be due to the formation of methotrexate polyglutamates that reduce the ability of DHFR to pass through cell membranes.
- the toxic effects of methotrexate may be due to the depletion of tetrahydrofolate cofactors that are required for purine and thymidylate synthesis (methylation reactions in hepatic 1 -carbon metabolism) and to the inliibition of folate- dependent enzymes involved in the metabolism of purines and thymidylate, the inhibition caused by the accumulation of methotrexate polyglutamates and dihydrofolate polyglutamates.
- methotrexate-induced hepatotoxicity is not yet fully elucidated, partly because the pathological changes in humans are rather difficult to reproduce in animal models, although experiments in rats have shown that, in a dose-dependent fashion, methotrexate produces liver damage ranging from focal to confluent necrosis of zone 3 hepatocytes, with early stage fibrosis (Hall et al, Hepatology 14(5):906-10 (1991)). Other studies in rats have demonstrated that treatment with methotrexate produces intrahepatocytic fat deposits, along with fatty accumulations in hepatocytes that range from fine droplets to large vacuoles.
- necrosis The areas of necrosis showed signs of the hypoxia associated with congestive failure, as well as anemic infarcts, fibrotic foci of the collapse type, atrophy of the hepatic cords, and hemosiderosis (Custer et al, JNatl Cancer Inst 58(4):1011-1015 (1977)). Hepatotoxicity probably involves interference with triglyceride and other lipid biosynthetic pathways in the liver. For example, studies on rats have shown that methotrexate inhibits the biosynthesis of lipotropic substances such as methionine and choline tlirough its interference with hepatic 1 -carbon metabolism.
- the drug also inhibits the activity of vitamin B12, another lipotropic factor (Tuma et al, Biochem Pharmacol 24:1327-1331 (1975) and impairs RNA and protein synthesis, triglyceride secretion and total triglyceride esterification (Deboyser et al, Toxic in Vitro 6(2):129-132 (1992).
- Methotrexate does not appear to be cytotoxic to cultured primary hepatocytes following short-term exposures (up to 3.5 hr), but significant effects on HepG2 growth curves have been observed at low concentrations during the course of 7-day exposures (Wu et al, Proc Natl Acad Sci USA 80(10):3078-3080 (1983)).
- methotrexate increases hepatic glycogenolysis, oxygen consumption and calcium efflux and decreases glutathione levels (Yamamoto et al, Biochem Pharmacol 44(4):761-767, (1992); de Oliveira et al, Res Commun Chem Pathol Pharmacol 53(2):173-181 (1986); Lindenthal et al, Eur J Pharmacol 228(5-6):289-298 (1993)).
- NAT2 hepatic N- acetyltransferase 2
- Phenobarbital a barbiturate
- Phenobarbital is used as an anti-epileptic, sedative or hypnotic drug and can also be used to treat neuroses with related tension states, such as hypertension, coronary artery disease, gastrointestinal disturbances and preoperative apprehension. Phenobarbital is also found in medications to treat insomnia and headaches (Remington: The Science and Practice of Pharmacy. 19th Ed.. A. R. Gennaro ed., pp. 1164-1165, Mack Publishing Co., Easton, Pennsylvania, 1995).
- Phenobarbital induces a variety of drag metabolizing enzymes such as cytochrome P450 oxidoreductase, aldehyde dehydrogenases, UDP-glucuronyltransferase, GSTs, epoxide hydrolase, and an assortment of cytochrome P450 monooxygenases (Waxman et al, Biochem J 1281(Pt 3):577-592 (1992); Kaplowitz et al, Biochem J 146(2):351-356 (1975); Tank et al, Biochem Pharmacol 35(24):4563-4569 (1986).
- cytochrome P450 oxidoreductase aldehyde dehydrogenases
- UDP-glucuronyltransferase GSTs
- epoxide hydrolase epoxide hydrolase
- liver enzymes The induction of liver enzymes is usually accompanied by liver enlargement, proliferation of smooth endoplasmic reticulum, and tumor promotion (Waxman et al, supra; Rice et al, Carcinogenesis 15(2):395-402 (1994); Nims et al, Carcinogenesis 8(1):67-71, (1987). Incidences of cholestasis and hepatocellular injury have also been found (Selim et al, Hepatology 29(5):1347-1351 (1999); Gut et al, Environ Health Perspect 104(Suppl 6):1211-1218 (1999)).
- Phenobarbital has been classified as nongenotoxic hepatocarcinogen as it induces liver tumors in rodents but lacks detectable signs of genotoxicity using short term in vivo or in vitro assays (Whysner et al, Pharmacol Ther 71(1-2): 153-191 (1996)).
- phenobarbital The effects of phenobarbital on phospholipid metabolism in rat liver have been studied. In one study, phenobarbital, administered intraperitonially (i.p.), was found to cause an increase in the microsomal phosphatidylcholine content. Additionally, levels of glycerophosphate acyltransferase (GAT), phosphatidate cytidylyltransferase (PCT), phosphatidate phosphohydrolase (PPH) and choline phosphotransferase (CPT) were significantly increased (Hoshi et al, Chem Pharm Bull 38:3446-3448 (1990)).
- GAT glycerophosphate acyltransferase
- PCT phosphatidate cytidylyltransferase
- PPH phosphatidate phosphohydrolase
- CPT choline phosphotransferase
- Tacrine l,2,3,4-tetiahydro-9-aminoacridine-hydrochloride
- AChE acetylcholinesterase
- Hepatotoxicty caused by tacrine is typically reversible, although cases of severe hepatotoxicity have been seen (Blackard et al, J Clin Gastroenterol 26:57-59 (1998)).
- the toxicity is characterized by decreased levels of protein synthesis and the release of lactate dehydrogenase, as well as by increased transaminase levels and decreased levels of ATP, glycogen and glutathione. The decrease in protein synthesis may represent a signal leading to cell death (Lagadic-Gossmann et al, Cell Biol Toxicol 14(5):361-373 (1998)).
- tacrine does not reveal classic signs of hepatotoxicity in rats, gene expression changes due to tacrine administration can be used to predict that the drug will be a liver toxin in humans. This suggests that toxicogenomics might be able to detect drugs that prove to be toxic in the clinic even when classical but more crude measures in preclinical screening fail to detect toxicity.
- Tamoxifen is a nonsteroidal anti-estrogen used for breast cancer in males and females. Tamoxifen has been associated with changes in liver enzyme levels, disruption of mitochondrial metabolism and, occasionally, with a spectrum of more severe liver abnormalities including fatty liver, cholestasis, hepatic necrosis and NASH (nonalcoholic steatohepatitis) (Duthie et al, Xenobiotica 25(10):1151-1164 (1995); Cardoso et al, Toxicol Appl Pharmacol 176(3):145-152 (2001); Pinol et ai, Gastroenterol Hepatol 23(2):57 '-61 (2000); and Farrell, Semin Liver Dis 22(2):185-194 (2002)).
- Tetracycline is a broad spectrum antibiotic whose main mechanism of action is the inhibition of bacterial protein synthesis. Hepatic toxicity, principally steatosis, has been observed in patients receiving high doses of tetracycline.
- Valproate n-dipropylacetic acid, Depakene®
- Depakene® n-dipropylacetic acid
- valproate does not affect neuronal responses to GABA, it does increase the activity of the GABA synthetic enzyme, glutamic acid decarboxylase, and it inhibits enzymes that degrade GABA, GABA transaminase and succinic semialdehyde dehydrogenase (Goodman and Gilman's The Pharmacological Basis of Therapeutics. 9th Ed.. Hardman et al, eds., pp. 462, 476 and 477, McGraw-Hill, New York, 1996).
- hepatitis Fulminant hepatitis, microvesicular steatosis (fatty degeneration), hepatocyte necrosis and hepatic failure can also result. It is believed that hepatoxicity is caused by an accumulation of unsaturated metabolites of valproate, in particular 4-en- valproate, which is structurally similar to two known hepatotoxins, 4-en-pentanoate and methylenecyclopropylacetic acid (Eadie et al, Med Toxicol Adverse Drug Exp 3(2):85-106 (1988)).
- valproate to rats has also been shown to cause enhanced excretion of dicarboxylic acids, a sign of impaired mitochondrial beta-oxidation.
- Other metabolic effects include hypoglycemia, hyperammoneniia, decreased levels of beta-hydroxybutyrate and carnitine and decreased activities of acyl-CoA dehydrogenases, enzymes involved in fatty acid oxidation.
- mRNA levels of genes involved in fatty acid oxidation were found to have increased (Kibayasbi et al, Pediatrlnt 41(l):52-60 (1999)).
- Wy-14643 a tumor-inducing compound that acts in the liver, has been used to study the genetic profile of cells during the various stages of carcinogenic development, with a view toward developing strategies for detecting, diagnosing and treating cancers (Rockett et al, Toxicology 144(l-3):13-29 (2000)). In contrast to other carcinogens, Wy-14643 does not mutate DNA directly, instead, it acts on the peroxisome proliferator activated receptor-alpha (PPARalpha), as well as on other signaling pathways that regulate growth (Johnson et al, J Steroid Biochem Mol Biol 77(1): 59-71 (2001)).
- PPARalpha peroxisome proliferator activated receptor-alpha
- the genes and gene expression information, as well as the portfolios and subsets of the genes provided in Tables 1-5XX may be used to predict or identify at least one toxic effect, including the hepatotoxicity of a test or unknown compound.
- at least one toxic effect includes, but is not limited to, a detrimental change in the physiological status of a cell or organism.
- the response may be, but is not required to be, associated with a particular pathology, such as tissue necrosis. Accordingly, the toxic effect includes effects at the molecular and cellular level.
- Hepatotoxicity is an effect as used herein and includes, but is not limited to, genotoxic and non-genotoxic carcinogenesis, cholestasis, hepatitis, liver enlargement, inflammation, necrosis, necrosis with steatosis, peroxisome proliferation, steatosis, and steatosis with hepatitis.
- hepatoxicity includes the effect of direct- acting agents (such as metformin, rosiglitazone and dexamethasone), which are pharmaceuticals that act in the liver, but are not considered toxic to the liver. Exposure to these agents results in altered gene expression profiles.
- a gene expression profile comprises any quantitative representation of the expression of at least one mRNA species in a cell sample or population and includes profiles made by various methods such as differential display, PCR, hybridization analysis, etc.
- assays to predict the toxicity or hepatotoxicity of a test agent comprise the steps of exposing a cell population to the test compound, assaying or measuring the level of relative or absolute gene expression of one or more of the genes in Tables 5A-5XX and comparing the identified expression level(s) to the expression levels disclosed in the Tables and database(s) disclosed herein.
- Assays may include the measurement of the expression levels of about 2, 3, 4, 5, 6, 7, 8, 9, 10, 15, 20, 25, 30, 50, 75, 100, 200, 300, 400, 500, 1000 or more genes from Tables 5A-5XX to create multi-gene expression profiles.
- all or substantially all of the genes of Tables 5A-5XX may be used to predict toxicity, etc.
- the genes or subsets of the genes for each individual toxin model for instance, the genes of Table 5 A, may be used.
- An "adequate amount" of the data of Tables 5A-5XX refers to an amount of information that allows toxicity identification or prediction (typically 2 or more genes).
- “Substantially” or nearly all of the data in the tables refers to at least about 80% of the data for an individual model.
- the gene expression level for a gene or genes induced by the test agent, compound or compositions may be comparable to the levels found in the Tables or databases disclosed herein if the expression level varies within a factor of about 2, about 1.5 or about 1.0 fold. In some cases, the expression levels are comparable if the agent induces a change in the expression of a gene in the same direction (e.g., up or down) as a reference toxin. "Comparing" may comprise determining the relationship of the database information to the sample gene expression profile with or without application of an algorithm to the results, differences or similarities between the two.
- the cell population that is exposed to the test agent, compound or composition may be exposed in vitro or in vivo.
- cultured or freshly isolated hepatocytes in particular rat hepatocytes, may be exposed to the agent under standard laboratory and cell culture conditions.
- in vivo exposure may be accomplished by administration of the agent to a living animal, for instance a laboratory rat.
- Procedures for designing and conducting toxicity tests in in vitro and in vivo systems are well known, and are described in many texts on the subject, such as Loomis et al, Loomis's Esstentials of Toxicology. 4th Ed.. Academic Press, New York, 1996; Echobichon, The Basics of Toxicity Testing. CRC Press, Boca Raton, 1992; Frazier, editor, In Vitro Toxicity Testing. Marcel Dekker, New York, 1992; and the like.
- test organisms In in vitro toxicity testing, two groups of test organisms are usually employed: One group serves as a control and the other group receives the test compound in a single dose (for acute toxicity tests) or a regimen of doses (for prolonged or chronic toxicity tests). Because, in some cases, the extraction of tissue as called for in the methods of the invention requires sacrificing the test animal, both the control group and the group receiving compound must be large enough to permit removal of animals for sampling tissues, if it is desired to observe the dynamics of gene expression through the duration of an experiment. [0085] In setting up a toxicity study, extensive guidance is provided in the literature for selecting the appropriate test organism for the compound being tested, route of administration, dose ranges, and the like.
- Water or physiological saline (0.9% NaCl in water) is the solute of choice for the test compound since these solvents permit administration by a variety of routes.
- vegetable oils such as com oil or organic solvents such as propylene glycol may be used.
- the volume required to administer a given dose is limited by the size of the animal that is used. It is desirable to keep the volume of each dose uniform within and between groups of animals. When rats or mice are used, the volume administered by the oral route generally should not exceed about 0.005 ml per gram of animal.
- the routes of administration to the test animal should be the same as, or as similar as possible to, the route of administration of the compound to man for therapeutic pmposes.
- a compound When a compound is to be administered by inhalation, special techniques for generating test atmospheres are necessary. The methods usually involve aerosolization or nebulization of fluids containing the compound. If the agent to be tested is a fluid that has an appreciable vapor pressure, it may be administered by passing air through the solution under controlled temperature conditions. Under these conditions, dose is estimated from the volume of air inhaled per unit time, the temperature of the solution, and the vapor pressure of the agent involved. Gases are metered from reservoirs. When particles of a solution are to be administered, unless the particle size is less than about 2 ⁇ m the particles will not reach the terminal alveolar sacs in the lungs.
- the prefened method of administering an agent to animals is via the oral route, either by intubation or by inco ⁇ orating the agent in the feed.
- the agent is exposed to cells in vitro or in cell culture
- the cell population to be exposed to the agent may be divided into two or more subpopulations, for instance, by dividing the population into two or more identical aliquots.
- the cells to be exposed to the agent are derived from liver tissue. For instance, cultured or freshly isolated rat hepatocytes may be used.
- the methods of the invention may be used generally to predict at least one toxic response, and, as described in the Examples, may be used to predict the likelihood that a compound or test agent will induce various specific liver pathologies, such as genotoxic and non-genotoxic carcinogenesis, cholestasis, direct action toxicity, hepatitis, liver enlargement, inflammation, necrosis, necrosis with steatosis, peroxisome proliferation, steatosis, steatosis with hepatitis, or other pathologies associated with at least one of the toxins herein described.
- the methods of the invention may also be used to determine the similarity of a toxic response to one or more individual compounds.
- the methods of the invention may be used to predict or elucidate the potential cellular pathways influenced, induced or modulated by the compound or test agent due to the similarity of the expression profile compared to the profile induced by a known toxin (see Tables 5A-5G, 5J, 5K, 5M-5S, 5U-5Y, 5AA-5EE, 5HH-5JJ, 5MM, 5OO, 5PP and 5SS-5XX).
- Tables 5A-5G, 5J, 5K, 5M-5S, 5U-5Y, 5AA-5EE, 5HH-5JJ, 5MM, 5OO, 5PP and 5SS-5XX the link between a specific liver pathology that is the result of exposure to a toxin and a specific gene expression profile allows for distinction of the genes in Tables 5A-5XX as markers of liver toxicity.
- the genes and gene expression information or portfolios of the genes with their expression information as provided in Tables 5A-5XX may be used as diagnostic markers for the prediction or identification of the physiological state of tissue or cell sample that has been exposed to a compound or to identify or predict the toxic effects of a compound or agent.
- a tissue sample such as a sample of peripheral blood cells or some other easily obtainable tissue sample may be assayed by any of the methods described above, and the expression levels from a gene or genes from Tables 5A-5XX may be compared to the expression levels found in tissues or cells exposed to the toxins described herein.
- the levels of a gene(s) of Tables 5A-5XX, its encoded protein(s), or any metabolite produced by the encoded protein may be monitored or detected in a sample, such as a bodily tissue or fluid sample to identify or diagnose a physiological state of an organism.
- samples may include any tissue or fluid sample, including urine, blood and easily obtainable cells such as peripheral lymphocytes.
- the genes and gene expression information provided in Tables 5A-5XX may also be used as markers for the monitoring of toxicity progression, such as that found after initial exposure to a drug, drug candidate, toxin, pollutant, etc.
- a tissue or cell sample may be assayed by any of the methods described above, and the expression levels from a gene or genes from Tables 5A-5XX may be compared to the expression levels found in tissue or cells exposed to the hepatotoxins described herein.
- the comparison of the expression data, as well as available sequence or other information may be done by researcher or diagnostician or may be done with the aid of a computer and databases.
- the genes identified in Tables 5A-5XX may be used as markers or drag targets to evaluate the effects of a candidate drug, chemical compound or other agent on a cell or tissue sample.
- the genes may also be used as drag targets to screen for agents that modulate their expression and/or activity.
- a candidate drug or agent can be screened for the ability to simulate the transcription or expression of a given marker or markers or to down-regulate or counteract the transcription or expression of a marker or markers.
- an agent is said to modulate the expression of a nucleic acid of the invention if it is capable of up- or down-regulating expression of the nucleic acid in a cell.
- Assays to monitor the expression of a marker or markers as defined in Tables 5 A- 5XX may utilize any available means of monitoring for changes in the expression level of the nucleic acids of the invention.
- microanays containing probes to one, two or more genes from Tables 5 A-5XX may be used to directly monitor or detect changes in gene expression in the treated or exposed cell.
- Cell lines, tissues or other samples are first exposed to a test agent and in some instances, a known toxin, and the detected expression levels of one or more, or preferably 2 or more of the genes of Tables 5A-5XX are compared to the expression levels of those same genes exposed to a known toxin alone.
- Compounds that modulate the expression patterns of the known toxin(s) would be expected to modulate potential toxic physiological effects in vivo.
- Tables 5 A-5XX are particularly appropriate marks in these assays as they are differentially expressed in cells upon exposure to a known hepatotoxin.
- cell lines that contain reporter gene fusions between the open reading frame and/or the transcriptional regulatory regions of a gene in Tables 5A-5XX and any assayable fusion partner may be prepared. Numerous assayable fusion partners are known and readily available including the firefly luciferase gene and the gene encoding chloramphenicol acetyltransferase (Alam et al, Anal Biochem 188:245-254 (1990)). Cell lines containing the reporter gene fusions are then exposed to the agent to be tested under appropriate conditions and time. Differential expression of the reporter gene between samples exposed to the agent and control samples identifies agents which modulate the expression of the nucleic acid.
- Additional assay formats may be used to monitor the ability of the agent to modulate the expression of a gene identified in Tables 5 A-5XX.
- mRNA expression may be monitored directly by hybridization of probes to the nucleic acids of the invention.
- Cell lines are exposed to the agent to be tested under appropriate conditions and time and total RNA or mRNA is isolated by standard procedures such those disclosed in Sambrook et al (Molecular Cloning: A Laboratory Manual. 3d Ed.. Cold Spring Harbor Laboratory Press, Cold Spring Harbor, New York, 2001).
- cells or cell lines are first identified which express the gene products of the invention physiologically.
- Cell and/or cell lines so identified would be expected to comprise the necessary cellular machinery such that the fidelity of modulation of the transcriptional apparatus is maintained with regard to exogenous contact of agent with appropriate surface transduction mechanisms and/or the cytosolic cascades.
- such cells or cell lines may be transduced or transfected with an expression vehicle (e.g., a plasmid or viral vector) construct comprising an operable non-translated 5 '-promoter containing end of the stractural gene encoding the gene products of Tables 5A-5XX fused to one or more antigenic fragments or other detectable markers, which are peculiar to the instant gene products, wherein said fragments are under the transcriptional control of said promoter and are expressed as polypeptides whose molecular weight can be distinguished from the naturally occurring polypeptides or may further comprise an immunologically distinct or other detectable tag.
- an expression vehicle e.g., a plasmid or viral vector
- Cells or cell lines transduced or transfected as outlined above are then contacted with agents under appropriate conditions; for example, the agent comprises a pharmaceutically acceptable excipient and is contacted with cells comprised in an aqueous physiological buffer such as phosphate buffered saline (PBS) at physiological pH, Eagles balanced salt solution (BSS) at physiological pH, PBS or BSS comprising serum or conditioned media comprising PBS or BSS and/or serum incubated at 37°C.
- PBS phosphate buffered saline
- BSS Eagles balanced salt solution
- Said conditions may be modulated as deemed necessary by one of skill in the art.
- a polypeptide fraction is pooled and contacted with an antibody to be further processed by immunological assay (e.g., ELISA, immunoprecipitation or Western blot).
- immunological assay e.g., ELISA, immunoprecipitation or Western blot.
- the pool of proteins isolated from the agent-contacted sample is then compared with the control samples (no exposure and exposure to a known toxin) where only the excipient is contacted with the cells and an increase or decrease in the immunologically generated signal from the agent-contacted sample compared to the contiol is used to distinguish the effectiveness and/or toxic effects of the agent.
- Another embodiment of the present invention provides methods for identifying agents that modulate at least one activity of a protein(s) encoded by the genes in Tables 5 A- 5XX. Such methods or assays may utilize any means of monitoring or detecting the desired activity.
- the relative amounts of a protein (Tables 5A-5XX) between a cell population that has been exposed to the agent to be tested compared to an un-exposed control cell population and a cell population exposed to a known toxin may be assayed.
- probes such as specific antibodies are used to monitor the differential expression of the protein in the different cell populations.
- Cell lines or populations are exposed to the agent to be tested under appropriate conditions and time.
- Cellular lysates may be prepared from the exposed cell line or population and a control, unexposed cell line or population. The cellular lysates are then analyzed with the probe, such as a specific antibody.
- Agents that are assayed in the above methods can be randomly selected or rationally selected or designed.
- an agent is said to be randomly selected when the agent is chosen randomly without considering the specific sequences involved in the association of the a protein of the invention alone or with its associated substiates, binding partners, etc.
- An example of randomly selected agents is the use a chemical library or a peptide combinatorial library, or a growth broth of an organism.
- an agent is said to be rationally selected or designed when the agent is chosen on a nonrandom basis which takes into account the sequence of the target site and/or its conformation in connection with the agent's action.
- Agents can be rationally selected or rationally designed by utilizing the peptide sequences that make up these sites.
- a rationally selected peptide agent can be a peptide whose amino acid sequence is identical to or a derivative of any functional consensus site.
- the agents of the present invention can be, as examples, peptides, small molecules, vitamin derivatives, as well as carbohydrates. Dominant negative proteins, DNAs encoding these proteins, antibodies to these proteins, peptide fragments of these proteins or mimics of these proteins may be introduced into cells to affect function. "Mimic” used herein refers to the modification of a region or several regions of a peptide molecule to provide a structure chemically different from the parent peptide but topographically and functionally similar to the parent peptide (see G . Grant in: Molecular Biology and Biotechnology. Meyers, ed., pp. 659-664, VCH Publishers, New York, 1995). A skilled artisan can readily recognize that there is no limit as to the structural nature of the agents of the present invention.
- genes identified as being differentially expressed upon exposure to a known hepatotoxin may be used in a variety of nucleic acid detection assays to detect or quantititate the expression level of a gene or multiple genes in a given sample.
- the genes described in Tables 5 A-5XX may also be used in combination with one or more additional genes whose differential expression is associate with toxicity in a cell or tissue.
- the genes in Tables 5A-5XX may be combined with one or more of the genes described in prior and related applications 60/353,171; 60/363,534; 60/371,135; 60/371,134; 60/370,248; 60/371,150; 60/371,413; 60/373,601; 60/374,139; 60/394,253; 60/378,652; 60/373,602; 60/378,653; 60/378,665; 60/378,370; 60/394,230; 60/407,688;
- Any assay format to detect gene expression may be used. For example, traditional Northern blotting, dot or slot blot, nuclease protection, primer directed amplification, RT- PCR, semi- or quantitative PCR, branched-chain DNA and differential display methods may be used for detecting gene expression levels. Those methods are useful for some embodiments of the invention. In cases where smaller numbers of genes are detected, amplification based assays may be most efficient. Methods and assays of the invention, however, may be most efficiently designed with hybridization-based methods for detecting the expression of a large number of genes.
- Any hybridization assay format may be used, including solution-based and solid support-based assay formats.
- Solid supports containing oligonucleotide probes for differentially expressed genes of the invention can be filters, polyvinyl chloride dishes, particles, beads, microparticles or silicon or glass based chips, etc. Such chips, wafers and hybridization methods are widely available, for example, those disclosed by Beattie (WO 95/11755).
- a prefened solid support is a high density anay or DNA chip. These contain a particular oligonucleotide probe in a predetermined location on the anay. Each predetermined location may contain more than one molecule of the probe, but each molecule within the predetermined location has an identical sequence. Such predetermined locations are termed features. There may be, for example, from 2, 10, 100, 1000 to 10,000, 100,000 or 400,000 or more of such features on a single solid support. The solid support, or the area within which the probes are attached may be on the order of about a square centimeter. Probes conesponding to the genes of Tables 5 A-5XX or from the related applications described above may be attached to single or multiple solid support structures, e.g., the probes may be attached to a single chip or to multiple chips to comprise a chip set.
- Oligonucleotide probe anays for expression monitoring can be made and used according to any techniques known in the art (see for example, Lockhart et al., Nat Biotechnol 14:1675-1680 (1996); McGall et al, Proc Nat Acad Sci USA 93:13555-13460 (1996)).
- Such probe arrays may contain at least two or more oligonucleotides that are complementary to or hybridize to two or more of the genes described in Tables 5A-5XX.
- such anays may contain oligonucleotides that are complementary or hybridize to at least 2, 3, 4, 5, 6, 7, 8, 9, 10, 20, 30, 50, 70, 100 or more the genes described herein.
- Prefened anays contain all or nearly all of the genes listed in Tables 5A-5XX, 'or individually, the gene sets of Tables 5A-5XX.
- anays are constructed that contain oligonucleotides to detect all or nearly all of the genes in any one of or all of Tables 5A-5XX on a single solid support substrate, such as a chip.
- the sequences of the expression marker genes of Tables 5A-5XX are in the public databases. Table 1 provides the GenBank Accession Number, SEQ ID NO: and GLGC ID No.
- Table 2 provides identification information for the human homologues of the genes of Tables 1 and 5A-5XX.
- Table 3 identifies the metabolic pathways in which the genes of Tables 1 and 5A-5XX are believed to function.
- Table 4 defines the model codes used in Tables 1, 2, 3 and 5A-5XX.
- sequences of the genes in GenBank are expressly herein inco ⁇ orated by reference in their entirety as of the filing date of this application, as are related sequences, for instance, sequences from the same gene of different lengths, variant sequences, polymo ⁇ hic sequences, genomic sequences of the genes and related sequences from different species, including the human counte ⁇ arts, where appropriate. These sequences may be used in the methods of the invention or may be used to produce the probes and anays of the invention. In some embodiments, the genes in Tables 5 A-5XX that conespond to the genes or fragments previously associated with a toxic response may be excluded from the Tables. [00111] As described above, in addition to the sequences of the GenBank Accession Nos.
- sequences such as naturally occurring variant or polymo ⁇ hic sequences may be used in the methods and compositions of the invention.
- expression levels of various allelic or homologous forms of a gene disclosed in the Tables 5A-5XX may be assayed.
- Any and all nucleotide variations that do not alter the functional activity of a gene listed in the Tables 5 A-5XX including all naturally occurring allelic variants of the genes herein disclosed, may be used in the methods and to make the compositions (e.g., anays) of the invention.
- Probes based on the sequences of the genes described above may be prepared by any commonly available method. Oligonucleotide probes for screening or assaying a tissue or cell sample are preferably of sufficient length to specifically hybridize only to appropriate, complementary genes or transcripts. Typically the oligonucleotide probes will be at least about 10, 12, 14, 16, 18, 20 or 25 nucleotides in length. In some cases, longer probes of at least 30, 40, or 50 nucleotides will be desirable.
- oligonucleotide sequences that are complementary to one or more of the genes described in Tables 5A-5XX refer to oligonucleotides that are capable of hybridizing under stringent conditions to at least part of the nucleotide sequences of said genes. Such hybridizable oligonucleotides will typically exhibit at least about 75% sequence identity at the nucleotide level to said genes, preferably about 80% or 85% sequence identity or more preferably about 90% or 95% or more sequence identity to said genes.
- Bind(s) substantially refers to complementary hybridization between a probe nucleic acid and a target nucleic acid and embraces minor mismatches that can be accommodated by reducing the stringency of the hybridization media to achieve the desired detection of the target polynucleotide sequence.
- background or “background signal intensity” refer to hybridization signals resulting from non-specific binding, or other interactions, between the labeled target nucleic acids and components of the oligonucleotide anay (e.g., the oligonucleotide probes, control probes, the anay substrate, etc.). Background signals may also be produced by intrinsic fluorescence of the anay components themselves. A single background signal can be calculated for the entire anay, or a different background signal may be calculated for each target nucleic acid.
- background is calculated as the average hybridization signal intensity for the lowest 5% to 10%) of the probes in the anay, or, where a different background signal is calculated for each target gene, for the lowest 5% to 10% of the probes for each gene.
- background may be calculated as the average hybridization signal intensity produced by hybridization to probes that are not complementary to any sequence found in the sample (e.g. probes directed to nucleic acids of the opposite sense or to genes not found in the sample such as bacterial genes where the sample is mammalian nucleic acids). Background can also be calculated as the average signal intensity produced by regions of the anay that lack any probes at all.
- hybridizing specifically to refers to the binding, duplexing, or hybridizing of a molecule substantially to or only to a particular nucleotide sequence or sequences under stringent conditions when that sequence is present in a complex mixture (e.g., total cellular) DNA or RNA.
- Assays and methods of the invention may utilize available formats to simultaneously screen at least about 100, preferably about 1000, more preferably about 10,000 and most preferably about 1,000,000 different nucleic acid hybridizations.
- a "probe” is defined as a nucleic acid, capable of binding to a target nucleic acid of complementary sequence through one or more types of chemical bonds, usually through complementary base pairing, usually through hydrogen bond formation.
- a probe may include natural (t.e., A, G, U, C, or T) or modified bases (7- deazaguanosine, inosine, etc.).
- probes may be joined by a linkage other than a phosphodiester bond, so long as it does not interfere with hybridization.
- probes may be peptide nucleic acids in which the constituent bases are joined by peptide bonds rather than phosphodiester linkages.
- the term "perfect match probe” refers to a probe that has a sequence that is perfectly complementary to a particular target sequence.
- the test probe is typically perfectly complementary to a portion (subsequence) of the target sequence.
- the perfect match (PM) probe can be a "test probe”, a "normalization, control” probe, an expression level control probe and the like.
- a perfect match control or perfect match probe is, however, distinguished from a “mismatch control” or “mismatch probe.”
- mismatch control or “mismatch probe” refer to a probe whose sequence is deliberately selected not to be perfectly complementary to a particular target sequence.
- MM mismatch
- PM conesponding perfect match
- the mismatch may comprise one or more bases.
- mismatch(s) may be located anywhere in the mismatch probe, terminal mismatches are less desirable as a terminal mismatch is less likely to prevent hybridization of the target sequence.
- the mismatch is located at or near the center of the probe such that the mismatch is most likely to destabilize the duplex with the target sequence under the test hybridization conditions.
- stringent conditions refers to conditions under which a probe will hybridize to its target subsequence, but with only insubstantial hybridization to other sequences or to other sequences such that the difference may be identified. Stringent conditions are sequence-dependent and will be different in different circumstances. Longer sequences hybridize specifically at higher temperatures. Generally, stringent conditions are selected to be about 5°C lower than the thermal melting point (Tm) for the specific sequence at a defined ionic strength and pH.
- stringent conditions will be those in which the salt concentration is at least about 0.01 to 1.0 M Na + ion concentration (or other salts) at pH 7.0 to 8.3 and the temperature is at least about 30°C for short probes (e.g., 10 to 50 nucleotides). Stringent conditions may also be achieved with the addition of destabilizing agents such as formamide.
- the "percentage of sequence identity” or “sequence identity” is determined by comparing two optimally aligned sequences or subsequences over a comparison window or span, wherein the portion of the polynucleotide sequence in the comparison window may optionally comprise additions or deletions (i.e., gaps) as compared to the reference sequence (which does not comprise additions or deletions) for optimal alignment of the two sequences.
- the percentage is calculated by determining the number of positions at which the identical submit (e.g. nucleic acid base or amino acid residue) occurs in both sequences to yield the number of matched positions, dividing the number of matched positions by the total number of positions in the window of comparison and multiplying the result by 100 to yield the percentage of sequence identity.
- Percentage sequence identity when calculated using the programs GAP or BESTFIT (see below) is calculated using default gap weights.
- the high density anay will typically include a number of test probes that specifically hybridize to the sequences of interest. Probes may be produced from any region of the genes identified in the Tables and the attached representative sequence listing. In instances where the gene reference in the Tables is an EST, probes may be designed from that sequence or from other regions of the conesponding full-length transcript that may be available in any of the sequence databases, such as those herein described. See WO 99/32660 for methods of producing probes for a given gene or genes.
- any available software may be used to produce specific probe sequences, including, for instance, software available from Molecular Biology Insights, Olympus Optical Co. and Biosoft International.
- the anay will also include one or more control probes.
- Test probes may be oligonucleotides that range from about 5 to about 500, or about 7 to about 50 nucleotides, more preferably from about 10 to about 40 nucleotides and most preferably from about 15 to about 35 nucleotides in length. In other particularly prefened embodiments, the probes are 20 or 25 nucleotides in length. In another prefened embodiment, test probes are double or single strand DNA sequences. DNA sequences are isolated or cloned from natural sources or amplified from natural sources using native nucleic acid as templates. These probes have sequences complementary to particular subsequences of the genes whose expression they are designed to detect. Thus, the test probes are capable of specifically hybridizing to the target nucleic acid they are to detect.
- control probes In addition to test probes that bind the target nucleic acid(s) of interest, the high density anay can contain a number of control probes.
- the control probes may fall into three categories refened to herein as 1) normalization controls; 2) expression level controls; and 3) mismatch controls.
- Nonnalization controls are oligonucleotide or other nucleic acid probes that are complementary to labeled reference oligonucleotides or other nucleic acid sequences that are added to the nucleic acid sample to be screened.
- the signals obtained from the normalization controls after hybridization provide a contiol for variations in hybridization conditions, label intensity, "reading" efficiency and other factors that may cause the signal of a perfect hybridization to vary between anays.
- signals e.g., fluorescence intensity
- read from all other probes in the anay are divided by the signal (e.g., fluorescence intensity) from the control probes thereby normalizing the measurements.
- any probe may serve as a normalization control.
- Prefened normalization probes are selected to reflect the average length of the other probes present in the anay, however, they can be selected to cover a range of lengths.
- the normalization control(s) can also be selected to reflect the (average) base composition of the other probes in the anay, however in a prefened embodiment, only one or a few probes are used and they are selected such that they hybridize well (i.e., no secondary structure) and do not match any target-specific probes.
- Expression level controls are probes that hybridize specifically with constitutively expressed genes in the biological sample. Virtually any constitutively expressed gene provides a suitable target for expression level controls. Typically expression level control probes have sequences complementary to subsequences of constitutively expressed "housekeeping genes" including, but not limited to the ⁇ -actin gene, the glyceraldehyde-3- phosphate dehydrogenase (GADPH) gene, the transferrin receptor gene and the like. [00131] Mismatch controls may also be provided for the probes to the target genes, for expression level controls or for normalization controls.
- Mismatch controls are oligonucleotide probes or other nucleic acid probes identical to their conesponding test or control probes except for the presence of one or more mismatched bases.
- a mismatched base is a base selected so that it is not complementary to the conesponding base in the target sequence to which the probe would otherwise specifically hybridize.
- One or more mismatches are selected such that under appropriate hybridization conditions (e.g., stringent conditions) the test or control probe would be expected to hybridize with its target sequence, but the mismatch probe would not hybridize (or would hybridize to a significantly lesser extent) Prefened mismatch probes contain a central mismatch.
- a conesponding mismatch probe will have the identical sequence except for a single base mismatch (e.g., substituting a G, a C or a T for an A) at any of positions 6 through 14 (the central mismatch).
- Mismatch probes thus provide a control for non-specific binding or cross hybridization to a nucleic acid in the sample other than the target to which the probe is directed. For example, if the target is present the perfect match probes should be consistently brighter than the mismatch probes. In addition, if all central mismatches are present, the mismatch probes can be used to detect a mutation, for instance, a mutation of a gene in the accompanying Tables 5A-5XX. The difference in intensity between the perfect match and the mismatch probe provides a good measure of the concentration of the hybridized material.
- Cell or tissue samples may be exposed to the test agent in vitro or in vivo.
- appropriate mammalian liver extracts may also be added with the test agent to evaluate agents that may require biotransformation to exhibit toxicity.
- primary isolates of animal or human hepatocytes which already express the appropriate complement of drag-metabolizing enzymes may be exposed to the test agent without the addition of mammalian liver extracts.
- the genes which are assayed according to the present invention are typically in the form of mRNA or reverse transcribed mRNA.
- the genes may be cloned or not.
- the genes may be amplified or not. The cloning and/or amplification do not appear to bias the representation of genes within a population. In some assays, it may be preferable, however, to use polyA+ RNA as a source, as it can be used with less processing steps.
- nucleic acid samples used in the methods and assays of the invention may be prepared by any available method or process. Methods of isolating total mRNA are well known to those of skill in the art.
- RNA samples include RNA samples, but also include cDNA synthesized from a mRNA sample isolated from a cell or tissue of interest. Such samples also include DNA amplified from the cDNA, and RNA transcribed from the amplified DNA.
- Biological samples may be of any biological tissue or fluid or cells from any organism as well as cells raised in vitro, such as cell lines and tissue culture cells. Frequently the sample will be a tissue or cell sample that has been exposed to a compound, agent, drag, pharmaceutical composition, potential environmental pollutant or other composition. In some formats, the sample will be a "clinical sample” which is a sample derived from a patient. Typical clinical samples include, but are not limited to, sputum, blood, blood-cells (e.g., white cells), tissue or fine needle biopsy samples, urine, peritoneal fluid, and pleural fluid, or cells therefrom.
- Bio samples may also include sections of tissues, such as frozen sections or formalin fixed sections taken for histological pmposes.
- oligonucleotide analogue anay can be synthesized on a single or on multiple solid substiates by a variety of methods, including, but not limited to, light-directed chemical coupling, and mechanically directed coupling (see Pirrung, U.S. Patent No. 5,143,854).
- a glass surface is derivatized with a silane reagent containing a functional group, e.g., a hydroxyl or amine group blocked by a photolabile protecting group.
- a functional group e.g., a hydroxyl or amine group blocked by a photolabile protecting group.
- Photolysis through a photolithogaphic mask is used selectively to expose functional groups which are then ready to react with incoming 5' photoprotected nucleoside phosphoramidites.
- the phosphoramidites react only with those sites which are illuminated (and thus exposed by removal of the photolabile blocking group).
- the phosphoramidites only add to those areas selectively exposed from the preceding step. These steps are repeated until the desired anay of sequences have been synthesized on the solid surface. Combinatorial synthesis of different oligonucleotide analogues at different locations on the anay is determined by the pattern of illumination during synthesis and the order of addition of coupling reagents.
- High density nucleic acid anays can also be fabricated by depositing pre-made or natural nucleic acids in predetermined positions. Synthesized or natural nucleic acids are deposited on specific locations of a substrate by light directed targeting and oligonucleotide directed targeting. Another embodiment uses a dispenser that moves from region to region to deposit nucleic acids in specific spots.
- Nucleic acid hybridization simply involves contacting a probe and target nucleic acid under conditions where the probe and its complementary target can form stable hybrid duplexes through complementary base pairing. See WO 99/32660. The nucleic acids that do not form hybrid duplexes are then washed away leaving the hybridized nucleic acids to be detected, typically through detection of an attached detectable label. It is generally recognized that nucleic acids are denatured by increasing the temperature or decreasing the salt concentration of the buffer containing the nucleic acids. Under low stringency conditions (e.g., low temperature and/or high salt) hybrid duplexes (e.g., DNA:DNA, RNA:RNA, or RNA:DNA) will form even where the annealed sequences are not perfectly complementary.
- low stringency conditions e.g., low temperature and/or high salt
- hybridization conditions may be selected to provide any degree of stringency.
- hybridization is performed at low stringency, in this case in 6X SSPET at 37°C (0.005% Triton X-100), to ensure hybridization and then subsequent washes are performed at higher stringency (e.g., I X SSPET at 37°C) to eliminate mismatched hybrid duplexes. Successive washes may be performed at increasingly higher stringency (e.g., down to as low as 0.25 X SSPET at 37°C to 50°C) until a desired level of hybridization specificity is obtained. Stringency can also be increased by addition of agents such as formamide.
- Hybridization specificity may be evaluated by comparison of hybridization to the test probes with hybridization to the various controls that can be present (e.g., expression level control, normalization control, mismatch controls, etc.).
- hybridization specificity stringency
- signal intensity there is a tradeoff between hybridization specificity (stringency) and signal intensity.
- the wash is performed at the highest stringency that produces consistent results and that provides a signal intensity greater than approximately 10% of the background intensity.
- the hybridized array may be washed at successively higher stringency solutions and read between each wash. Analysis of the data sets thus produced will reveal a wash stringency above which the hybridization pattern is not appreciably altered and which provides adequate signal for the particular oligonucleotide probes of interest.
- the hybridized nucleic acids are typically detected by detecting one or more labels attached to the sample nucleic acids.
- the labels may be inco ⁇ orated by any of a number of means well known to those of skill in the art. See WO 99/32660.
- the present invention includes relational databases containing sequence information, for instance, for the genes of Tables 5A-5XX, as well as gene expression information from tissue or cells exposed to various standard toxins, such as those herein described (see Tables 5A-5XX).
- Databases may also contain information associated with a given sequence or tissue sample such as descriptive information about the gene associated with the sequence information (see Tables 1, 2 and 3), or descriptive information concerning the clinical status of the tissue sample, or the animal from which the sample was derived.
- the database may be designed to include different parts, for instance a sequence database and a gene expression database. Methods for the configuration and construction of such databases and computer-readable media to which such databases are saved are widely available, for instance, see U.S. Patent No. 5,953,727, which is herein inco ⁇ orated by reference in its entirety.
- GenBank www.ncbi.nlm.nih.gov/entrez.index.html
- KEGG www.genome.ad.jp/kegg
- SPAD www.grt.kyushu-u.ac.jp/spad/index.html
- HUGO www.gene.uclac.uk/hugo
- Swiss- Prot www.expasy.ch.sprot
- Prosite www.expasy.ch/tools/scnpsitl.html
- OMDM www.ncbi.nlm.nih.gov/omim
- LocusLink www.ncbi.nlm.nih.gov/LocusLink/
- RefSeq www.ncbi.nlm.nih.gov/LocusLink/refseq.html
- GDB www.gdb.org
- the external database is GenBank and the associated databases maintained by the National Center for Biotechnology Information (NCBI) (wivw. ncbi. nlm. nih.gov) .
- NCBI National Center for Biotechnology Information
- Any appropriate computer platform, user interface, etc. may be used to perform the necessary comparisons between sequence information, gene expression information and any other information in the database or information provided as an input.
- a large number of computer workstations are available from a variety of manufacturers, such has those available from Silicon Graphics.
- Client/server environments, database servers and networks are also widely available and appropriate platforms for the databases of the invention.
- the databases of the invention may be used to produce, among other things, electronic Northerns that allow the user to determine the cell type or tissue in which a given gene is expressed and to allow determination of the abundance or expression level of a given gene in a particular tissue or cell.
- the databases of the invention may also be used to present information identifying the expression level in a tissue or cell of a set of genes comprising one or more of the genes in Tables 5A-5XX, comprising the step of comparing the expression level of at least one gene in Tables 5A-5XX in a cell or tissue exposed to a test agent to the level of expression of the gene in the database.
- Such methods may be used to predict the toxic potential of a given compound by comparing the level of expression of a gene or genes in Tables 5A-5XX from a tissue or cell sample exposed to the test agent to the expression levels found in a control tissue or cell samples exposed to a standard toxin or hepatotoxin such as those herein described.
- Such methods may also be used in the drug or agent screening assays as described herein.
- the invention further includes kits combining, in different combinations, high- density oligonucleotide arrays, reagents for use with the anays, protein reagents encoded by the genes of the Tables, signal detection and anay-processing instruments, gene expression databases and analysis and database management software described above.
- the kits may be used, for example, to predict or model the toxic response of a test compound, to monitor the progression of hepatic disease states, to identify genes that show promise as new drug targets and to screen known and newly designed drags as discussed above.
- the databases packaged with the kits are a compilation of expression patterns from human or laboratory animal genes and gene fragments (conesponding to the genes of Tables 5A-5XX).
- the database software and packaged information that may contain the databases saved to a computer-readable medium include the expression results of Tables 5A-5XX that can be used to predict toxicity of a test agent by comparing the expression levels of the genes of Tables 5A-5XX induced by the test agent to the expression levels presented in Tables 5A-5XX.
- database and software information may be provided in a remote electronic format, such as a website, the address of which may be packaged in the kit.
- kits may be used in the pharmaceutical industry, where the need for early drug testing is strong due to the high costs associated with drug development, but where bioinformatics, in particular gene expression informatics, is still lacking. These kits will reduce the costs, time and risks associated with traditional new drag screening using cell cultures and laboratory animals. The results of large-scale drug screening of pre-grouped patient populations, pharmacogenomics testing, can also be applied to select drugs with greater efficacy and fewer side-effects. The kits may also be used by smaller biotechnology companies and research institutes who do not have the facilities for performing such large- scale testing themselves.
- the hepatotoxins alpha-naphthylisothiocyante (ANIT), acetaminophen (APAP), AY-25329, carbon tetrachloride, clofibrate, diclofenac, 17 ⁇ - ethinylestradiol, hydrazine, indomethacin, lipopolysaccharide, lovastatin, methotrexate, tacrine, valproate and control compositions were administered to cultures of primary rat hepatocytes from male Sprague-Dawley rats at various time points using administration diluents, protocols and dosing regimes as previously described in the art and in the prior applications discussed above, as well as in Table 6.
- administration diluents, protocols and dosing regimes as previously described in the art and in the prior applications discussed above, as well as in Table 6.
- the source of the primary rat hepatocytes was Sprague Dawley Outbred CD® Rats (CRL:CD®[SD] IGS BR, Charles River Laboratories). Hepatocyte cultures were obtained in 24-well matrigel coated plates for the AlamarBlue® assay (175,000 cells/cm 2 ) or in T-75cm 2 matrigel coated flasks for RNA isolation for microanay analysis (187,000 cells/cm 2 ) . Primary rat hepatocytes were received the day after the cells were removed from the animals. After arrival, the cells, the cells were incubated overnight ( ⁇ 15hrs) before the toxin was added to the cultures.
- the vehicle used in the toxicity experiments was HIM culture medium (Hepatocyte Incubation Medium, In Vitro Technologies Cat. No. Z90009) containing 0.2% DMSO (Sigma Cat. No. D-5879). Toxin or vehicle was administered to hepatocyte cultures as follows. For each treatment, i.e., vehicle alone, vehicle + toxin at low dose, or vehicle + toxin at high dose, cells were harvested after 3, 6 and 24-hour incubations with the toxin solution or with the vehicle.
- HIM culture medium Hepatocyte Incubation Medium, In Vitro Technologies Cat. No. Z90009
- DMSO Sigma Cat. No. D-5879
- AlamarBlue® assay was performed as follows, using only the 24-hour time point samples.
- HIM culture medium
- the cells in all wells were incubated for 24 hours at 37°C, 5% CO 2 .
- HDM medium was removed, and a solution containing 500 ⁇ l of fresh HIM medium + 50 ⁇ l AlamarBlue® (BioSource International, Inc., Cat. No. DAL1100) was added to each well.
- the cells were incubated at 37°C, 5% CO 2 for 2 hours.
- the data were evaluated to determine whether or not the toxin reduced cell viability. If so, the dose of the toxin that reduced cell viability by ⁇ 10-20%) was determined.
- the medium from the flasks was discarded, and the cells were washed once with 20 ml of warm (37°C) RPMI-1640 + lOmM HEPES medium (Life Technologies, Cat. No. 22400-089).
- 12 ml of Trizol (Life Technologies, Cat. No. 15596-018) was placed immediately into each T-75 flask. Each flask contained -10-20 million cells.
- the contents of each flask were mixed vigorously for one minute with a vortex mixer and then aspirated up and down 5 times with a pipette.
- the contents of each flask ( ⁇ 12 ml each) was collected into a 50 ml conical polypropylene tissue culture tube (Falcon), snap frozen in liquid nitrogen and stored at ⁇ -86° C.
- Falcon conical polypropylene tissue culture tube
- RNA sample preparation was conducted with minor modifications, following the protocols set forth in the Affymetrix GeneChip® Expression Analysis Manual. Frozen cells were ground to a powder using a Spex Certiprep 6800 Freezer Mill. Total RNA was extracted with Trizol (GibcoBRL) utilizing the manufacturer's protocol. The total RNA yield for each sample was 200-500 ⁇ g per 300 mg cells. mRNA was isolated using the Oligotex mRNA Midi kit (Qiagen) followed by ethanol precipitation. Double stranded cDNA was generated from mRNA using the Superscript Choice system (GibcoBRL). First strand cDNA synthesis was primed with a T7-(dT24) oligonucleotide.
- cDNA was phenol- chloroform extracted and ethanol precipitated to a final concentration of 1 ⁇ g/ml.
- cRNA was synthesized using Ambion' s T7 MegaScript in vitro Transcription Kit. [00161] To biotin label the cRNA, nucleotides Bio-11-CTP and Bio-16-UTP (Enzo Diagnostics) were added to the reaction. Following a 37°C incubation for six hours, impurities were removed from the labeled cRNA following the RNeasy Mini kit protocol (Qiagen).
- cRNA was fragmented (fragmentation buffer consisting of 200 mM Tris-acetate, pH 8.1, 500 mM KOAc, 150 mM MgOAc) for thirty-five minutes at 94°C. Following the Affymetrix protocol, 55 ⁇ g of fragmented cRNA was hybridized on the Affymetrix rat anay set for twenty- four hours at 60 ⁇ m in a 45 °C hybridization oven. The chips were washed and stained with Streptavidin Phycoerythrin (SAPE) (Molecular Probes) in Affymetrix fluidics stations.
- SAPE Streptavidin Phycoerythrin
- SAPE solution was added twice with an anti-streptavidin biotinylated antibody (Vector Laboratories) staining step in between.
- Hybridization to the probe arrays was detected by fluorometric scanning (Hewlett Packard Gene Anay Scanner). Data was analyzed using Affymetrix GeneChip® version 3.0 and Expression Data Mining Tool (EDMT) software (version 1.0), S-Plus, and the GeneExpress® software system.
- EDMT Expression Data Mining Tool
- Table 1 discloses those genes that are differentially expressed upon exposure to the named toxins with their conesponding SEQ ID NOS:, GenBank Accession or RefSeq ID Nos., GLGC ID Nos. (internal Gene Logic identification nos.), gene names and Unigene Sequence Cluster titles.
- the metabolic pathways in which the genes of Table 1 function are indicated in Table 3, and the conesponding human homologues are given in Table 2.
- the model codes, identified in Table 4 represent the various toxicity or liver pathology states associated with differential expression of each gene, as well as the individual toxin types associated with differential expression of each gene.
- Tables 5A-5XX disclose the summary statistics for each of the comparisons performed. Each of these tables contains a set of predictive genes and creates a model for predicting the hepatoxicity of an unknown, i.e., untested compound. Each gene is identified by its Gene Logic identification number and can be cross-referenced to a gene name and representative SEQ LD NO. in Table 1.
- the group mean for Tox samples is the mean signal intensity, as normalized for the various chip parameters that are being assayed.
- the Non-tox mean represents the mean signal intensity, as normalized for the various chip parameters that are being assayed, in samples other than those tieated with the high dose of the specific toxin.
- Tox samples were obtained from treated cells processed at the timepoint(s) indicated in the tables, while Non-tox samples were obtained from control cells processed at all time points in the experiments.
- an increase in the Tox group mean compared to the Non-tox group mean indicates up-regulation upon exposure to a toxin.
- a decrease in the Tox group mean compared to the Non-tox group mean indicates down-regulation.
- the mean values are derived from Average Difference (AveDiff) values for a particular gene, averaged across the conesponding samples. Each individual Average Difference value is calculated by integrating the intensity information from multiple probe pairs that are tiled for a particular fragment.
- the normalization multiplies each expression intensity for a given experiment (chip) by a global scaling factor. The intent of this normalization is to make comparisons of individual genes between chips possible.
- the scaling factor is calculated as follows:
- the value of 100 used here is the standard target value used.
- Some AveDiff values may be negative due to the general noise involved in nucleic acid hybridization experiments. Although many conclusions can be made conesponding to a negative value on the GeneChip platform, it is difficult to assess the meaning behind the negative value for individual fragments. Our observations show that, although negative values are observed at times within the predictive gene set, these values reflect a real biological phenomenon that is highly reproducible across all the samples from which the measurement was taken. For this reason, those genes that exhibit a negative value are included in the predictive set. It should be noted that other platforms of gene expression measurement may be able to resolve the negative numbers for the conesponding genes. The predictive ability of each of those genes should extend across platforms, however. Each mean value is accompanied by the standard deviation for the mean.
- the linear discriminant analysis score (discriminant score), as disclosed in the tables, measures the ability of each gene to predict whether or not a sample is toxic.
- the discriminant score is calculated by the following steps:
- the number of conect predictions is then the number of Yi's such that f(Yi)>.5 plus the number of X;'s such that f(Xj) ⁇ .5.
- the discriminant score is then P/(n+t).
- Linear discriminant analysis uses both the individual measurements of each gene and the calculated measurements of all combinations of genes to classify samples. For each gene, a weight is derived from the mean and standard deviation of the Tox and Non-tox sample groups. Every gene is multiplied by a weight and the sum of these values results in a collective discriminate score. This discriminant score is then compared against collective centioids of the Tox and Non-tox groups. These centroids are the average of all tox and nontox samples respectively. Therefore, each gene contributes to the overall prediction. This contribution is dependent on weights that are large positive or negative numbers if the relative distances between the Tox and Non-tox samples for that gene are large and small numbers if the relative distances are small. The discriminant score for each unknown sample and centroid values can be used to calculate a probability between zero and one as to the group in which the unknown sample belongs.
- Samples were selected for grouping into Tox and Non-tox groups by examining each study individually with Principal Components Analysis (PCA) to determine which treatments had an observable response. Only sample groups where confidence of the tox- responding or non-tox-responding status (expression level affected by exposure to a specific toxin or expression level not affected by exposure to a specific toxin, respectively) was established were included in building a general toxicity prediction model.
- Linear discriminant models were generated to describe Tox and Non-tox samples. The top discriminant genes and/or EST's were used to determine toxicity by calculating each gene's contribution with homo and heteroscedastic treatment of variance and inclusion or exclusion of mutual information between genes.
- the above modeling methods provide broad approaches of combining the expression of genes to predict sample toxicity.
- the spread of the group distribution and discriminate score alone provide enough information to enable a skilled person to generate all of the above types of models with accuracy that can exceed the discriminate ability of individual genes.
- Some examples of methods that could be used individually or in combination after transformation of data types include but are not limited to: Discriminant Analysis, Multiple Discriminant Analysis, logistic regression, multiple regression analysis, linear regression analysis, conjoint analysis, canonical conelation, hierarchical cluster analysis, k-means cluster analysis, self-organizing maps, multidimensional scaling, structural equation modeling, support vector machine determined boundaries, factor analysis, neural networks, bayesian classifications, and resampling methods.
- Example 4 Grouping of Individual compound and Pathology Classes [00180] Samples were grouped into individual pathology classes based on known toxicological responses and observed clinical chemical and pathology measurements or into observable toxicity produced by a compound (Tables 5A-5XX). The top 10, 25, 50, 100 genes based on individual discriminate scores were used in a model to ensure that a combination of genes provided a better prediction than individual genes. As described above, all combinations of two or more genes from this list could potentially provide better prediction than individual genes when selected in any order or by ordered, agglomerate, divisive, or random approaches. In addition, combining these genes with other genes could provide better predictive ability, but most of this predictive ability would come from the genes listed herein.
- a sample may be considered a Tox sample if it scores positive in any pathological or individual compound class represented here, or in any modeling method mentioned under general toxicology models, based on a combination of the sample's time point and dosage group in a study using an individual compound (with known or potentially toxic properties) by comparisons obtainable from the data.
- the pathological groupings and early and late phase models are prefened examples of all obtainable combinations of sample time and dose points. Most logical groupings with one or more genes and one or more sample dose and time points should produce better predictions of general toxicity, pathological specific toxicity, or similarity to a known toxin than individual genes.
- Lipopolysaccharide lOug/ml lOOug/ml lOug/ml lOOug/ml lOug/ml lOOug/ml lOug/ml lOOug/ml
- Tacrine 25uM 250uM 25uM 250uM 25uM 250uM 25uM 250uM
- HTM cell culture medium In Vitro Technologies
- DMSO Sigma cat. no. D-5879
- AlamarBlue assay was performed only at the 24-hr time point following exposure to the toxin of interest.
- a corresponding vehicle control (0.2% DMSO) sample was also isolated at 3, 6, and 24-hr time points for each toxin.
Landscapes
- Chemical & Material Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Health & Medical Sciences (AREA)
- Proteomics, Peptides & Aminoacids (AREA)
- Organic Chemistry (AREA)
- Genetics & Genomics (AREA)
- Zoology (AREA)
- Analytical Chemistry (AREA)
- Wood Science & Technology (AREA)
- Engineering & Computer Science (AREA)
- Microbiology (AREA)
- Biochemistry (AREA)
- Biotechnology (AREA)
- Molecular Biology (AREA)
- Biophysics (AREA)
- Physics & Mathematics (AREA)
- Pathology (AREA)
- Immunology (AREA)
- Bioinformatics & Cheminformatics (AREA)
- General Engineering & Computer Science (AREA)
- General Health & Medical Sciences (AREA)
- Measuring Or Testing Involving Enzymes Or Micro-Organisms (AREA)
- Medicines That Contain Protein Lipid Enzymes And Other Medicines (AREA)
- Apparatus Associated With Microorganisms And Enzymes (AREA)
Abstract
La présente invention permet de déterminer les changements globaux survenant dans l'expression génique et d'identifier des marqueurs de toxicité dans des tissus ou des cellules exposées à une toxine connue. Les gènes peuvent être utilisés en tant que marqueurs de toxicité dans le criblage de médicaments et dans des dosages de toxicité. L'invention concerne également une base de données de gènes se caractérisant par une expression différentielle induite par une toxine, cette base de données étant conçue pour être utilisée avec des microréseaux et autres sondes en phase solide.The present invention makes it possible to determine the overall changes occurring in gene expression and to identify markers of toxicity in tissues or cells exposed to a known toxin. The genes can be used as toxicity markers in drug screening and in toxicity assays. The invention also relates to a gene database characterized by toxin-induced differential expression, which database is designed for use with microarrays and other solid phase probes.
Description
Claims
Priority Applications (4)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CA002471631A CA2471631A1 (en) | 2002-02-04 | 2003-02-04 | Primary rat hepatocyte toxicity modeling |
| EP03715981A EP1578393A4 (en) | 2002-02-04 | 2003-02-04 | Primary rat hepatocyte toxicity modeling |
| AU2003219713A AU2003219713A1 (en) | 2002-02-04 | 2003-02-04 | Primary rat hepatocyte toxicity modeling |
| JP2003565419A JP2006502693A (en) | 2002-02-04 | 2003-02-04 | Primary rat hepatotoxicity modeling |
Applications Claiming Priority (36)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US35317102P | 2002-02-04 | 2002-02-04 | |
| US60/353,171 | 2002-02-04 | ||
| US36353402P | 2002-03-13 | 2002-03-13 | |
| US60/363,534 | 2002-03-13 | ||
| US37024802P | 2002-04-08 | 2002-04-08 | |
| US60/370,248 | 2002-04-08 | ||
| US37113502P | 2002-04-10 | 2002-04-10 | |
| US37113402P | 2002-04-10 | 2002-04-10 | |
| US37115002P | 2002-04-10 | 2002-04-10 | |
| US60/371,135 | 2002-04-10 | ||
| US60/371,134 | 2002-04-10 | ||
| US60/371,150 | 2002-04-10 | ||
| US37141302P | 2002-04-11 | 2002-04-11 | |
| US60/371,413 | 2002-04-11 | ||
| US37360102P | 2002-04-19 | 2002-04-19 | |
| US37360202P | 2002-04-19 | 2002-04-19 | |
| US60/373,602 | 2002-04-19 | ||
| US60/373,601 | 2002-04-19 | ||
| US37413902P | 2002-04-22 | 2002-04-22 | |
| US60/374,139 | 2002-04-22 | ||
| US37837002P | 2002-05-08 | 2002-05-08 | |
| US60/378,370 | 2002-05-08 | ||
| US37866502P | 2002-05-09 | 2002-05-09 | |
| US37865202P | 2002-05-09 | 2002-05-09 | |
| US37865302P | 2002-05-09 | 2002-05-09 | |
| US60/378,652 | 2002-05-09 | ||
| US60/378,653 | 2002-05-09 | ||
| US60/378,665 | 2002-05-09 | ||
| US39423002P | 2002-07-09 | 2002-07-09 | |
| US39425302P | 2002-07-09 | 2002-07-09 | |
| US60/394,253 | 2002-07-09 | ||
| US60/394,230 | 2002-07-09 | ||
| US40768802P | 2002-09-04 | 2002-09-04 | |
| US60/407,688 | 2002-09-04 | ||
| US44290003P | 2003-01-28 | 2003-01-28 | |
| US60/442,900 | 2003-01-28 |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| WO2003065993A2 true WO2003065993A2 (en) | 2003-08-14 |
| WO2003065993A8 WO2003065993A8 (en) | 2006-04-27 |
Family
ID=27739584
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| PCT/US2003/003482 Ceased WO2003065993A2 (en) | 2002-02-04 | 2003-02-04 | Primary rat hepatocyte toxicity modeling |
Country Status (5)
| Country | Link |
|---|---|
| EP (1) | EP1578393A4 (en) |
| JP (1) | JP2006502693A (en) |
| AU (1) | AU2003219713A1 (en) |
| CA (1) | CA2471631A1 (en) |
| WO (1) | WO2003065993A2 (en) |
Cited By (8)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| EP1361433A3 (en) * | 2002-04-09 | 2005-02-23 | Kabushiki Kaisha Hayashibara Seibutsu Kagaku Kenkyujo | Method for estimating therapeutic efficacy of tumor necrosis factor (TNF) |
| WO2005039588A3 (en) * | 2003-10-22 | 2005-10-06 | Novartis Ag | Methods for determining the risk of developing liver and lung toxicity |
| WO2006024144A1 (en) * | 2004-08-30 | 2006-03-09 | Centre Hospitalier Universitaire De Quebec | New method for determination of anabolic activity |
| JPWO2005052154A1 (en) * | 2003-11-27 | 2007-06-21 | 武田薬品工業株式会社 | Drug toxicity prediction method |
| EP1849864A4 (en) * | 2005-02-17 | 2008-08-27 | Takeda Pharmaceutical | METHOD FOR DIAGNOSING PHOSPHOLIPIDOSIS |
| US8481507B2 (en) | 2007-07-31 | 2013-07-09 | The Board Of Regents, The University Of Texas System | Micro-RNAs that control myosin expression and myofiber identity |
| US8629119B2 (en) | 2009-02-04 | 2014-01-14 | The Board Of Regents, The University Of Texas System | Dual targeting of MIR-208 and MIR-499 in the treatment of cardiac disorders |
| WO2016201349A1 (en) * | 2015-06-11 | 2016-12-15 | Astute Medical, Inc. | Methods and compositions for diagnosis and prognosis of renal injury and renal failure |
Families Citing this family (2)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US8808979B2 (en) * | 2008-05-28 | 2014-08-19 | Basf Se | Methods related to liver enzyme induction as a predisposition for liver toxicity and diseases or disorders associated therewith |
| JP5804629B2 (en) * | 2011-07-29 | 2015-11-04 | 株式会社メディクローム | Method for evaluating toxicity of chemical substances by gene expression fluctuation analysis |
Family Cites Families (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US6372431B1 (en) * | 1999-11-19 | 2002-04-16 | Incyte Genomics, Inc. | Mammalian toxicological response markers |
| US20020110808A1 (en) * | 2000-01-21 | 2002-08-15 | Reidhaar-Olson John F. | Toxicant-induced differential gene expression |
| CA2412361C (en) * | 2000-06-14 | 2011-08-23 | Vistagen, Inc. | Toxicity typing using liver stem cells |
-
2003
- 2003-02-04 WO PCT/US2003/003482 patent/WO2003065993A2/en not_active Ceased
- 2003-02-04 JP JP2003565419A patent/JP2006502693A/en active Pending
- 2003-02-04 AU AU2003219713A patent/AU2003219713A1/en not_active Abandoned
- 2003-02-04 CA CA002471631A patent/CA2471631A1/en not_active Abandoned
- 2003-02-04 EP EP03715981A patent/EP1578393A4/en not_active Withdrawn
Non-Patent Citations (1)
| Title |
|---|
| See references of EP1578393A4 * |
Cited By (13)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| EP1361433A3 (en) * | 2002-04-09 | 2005-02-23 | Kabushiki Kaisha Hayashibara Seibutsu Kagaku Kenkyujo | Method for estimating therapeutic efficacy of tumor necrosis factor (TNF) |
| WO2005039588A3 (en) * | 2003-10-22 | 2005-10-06 | Novartis Ag | Methods for determining the risk of developing liver and lung toxicity |
| JP4616178B2 (en) * | 2003-11-27 | 2011-01-19 | 武田薬品工業株式会社 | Drug toxicity prediction method |
| JPWO2005052154A1 (en) * | 2003-11-27 | 2007-06-21 | 武田薬品工業株式会社 | Drug toxicity prediction method |
| EP1693452A4 (en) * | 2003-11-27 | 2008-09-10 | Takeda Pharmaceutical | METHOD FOR ESTIMATING DRUG TOXICITY |
| WO2006024144A1 (en) * | 2004-08-30 | 2006-03-09 | Centre Hospitalier Universitaire De Quebec | New method for determination of anabolic activity |
| EP1849864A4 (en) * | 2005-02-17 | 2008-08-27 | Takeda Pharmaceutical | METHOD FOR DIAGNOSING PHOSPHOLIPIDOSIS |
| JP4819791B2 (en) * | 2005-02-17 | 2011-11-24 | 武田薬品工業株式会社 | Method for determining phospholipidosis |
| US8481507B2 (en) | 2007-07-31 | 2013-07-09 | The Board Of Regents, The University Of Texas System | Micro-RNAs that control myosin expression and myofiber identity |
| US8962588B2 (en) | 2007-07-31 | 2015-02-24 | The Board Of Regents, The University Of Texas System | Micro-RNAS that control myosin expression and myofiber identity |
| US8629119B2 (en) | 2009-02-04 | 2014-01-14 | The Board Of Regents, The University Of Texas System | Dual targeting of MIR-208 and MIR-499 in the treatment of cardiac disorders |
| WO2016201349A1 (en) * | 2015-06-11 | 2016-12-15 | Astute Medical, Inc. | Methods and compositions for diagnosis and prognosis of renal injury and renal failure |
| US11506672B2 (en) | 2015-06-11 | 2022-11-22 | Astute Medical, Inc. | Follistatin-related protein 3 for diagnosis and prognosis of renal injury and renal failure |
Also Published As
| Publication number | Publication date |
|---|---|
| AU2003219713A1 (en) | 2003-09-02 |
| CA2471631A1 (en) | 2003-08-14 |
| AU2003219713A8 (en) | 2003-09-02 |
| EP1578393A2 (en) | 2005-09-28 |
| JP2006502693A (en) | 2006-01-26 |
| WO2003065993A8 (en) | 2006-04-27 |
| EP1578393A4 (en) | 2008-03-19 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| US20090197258A1 (en) | Primary rat hepatocyte toxicity modeling | |
| US20080215250A1 (en) | Molecular toxicology modeling | |
| US20070015146A1 (en) | Molecular nephrotoxicology modeling | |
| US20090220970A1 (en) | Molecular toxicology modeling | |
| US20070027634A1 (en) | Molecular hepatotoxicology modeling | |
| WO2002095000A2 (en) | Molecular toxicology modeling | |
| US20040005547A1 (en) | Biomarkers and expression profiles for toxicology | |
| WO2003065993A2 (en) | Primary rat hepatocyte toxicity modeling | |
| US20070055448A1 (en) | Primary rat hepatocyte toxicity modeling | |
| Beekman et al. | Gene expression analysis of the hepatotoxicant methapyrilene in primary rat hepatocytes: an interlaboratory study | |
| WO2003068908A2 (en) | Cardiotoxin molecular toxicology modeling | |
| US20110071767A1 (en) | Hepatotoxicity Molecular Models | |
| WO2007022419A2 (en) | Molecular toxicity models from isolated hepatocytes | |
| US20060240418A1 (en) | Canine gene microarrays | |
| US20070054269A1 (en) | Molecular cardiotoxicology modeling | |
| WO2006037025A2 (en) | Molecular toxicity models from isolated hepatocytes | |
| EP1344834A2 (en) | Methods for the toxicity prediction of a compound | |
| Inducers et al. | Microarrays in Drug Metabolism and Toxicology |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| AK | Designated states |
Kind code of ref document: A2 Designated state(s): AE AG AL AM AT AU AZ BA BB BG BR BY BZ CA CH CN CO CR CU CZ DE DK DM DZ EC EE ES FI GB GD GE GH GM HR HU ID IL IN IS JP KE KG KP KR KZ LC LK LR LS LT LU LV MA MD MG MK MN MW MX MZ NO NZ OM PH PL PT RO RU SC SD SE SG SK SL TJ TM TN TR TT TZ UA UG US UZ VC VN YU ZA ZM ZW |
|
| AL | Designated countries for regional patents |
Kind code of ref document: A2 Designated state(s): GH GM KE LS MW MZ SD SL SZ TZ UG ZM ZW AM AZ BY KG KZ MD RU TJ TM AT BE BG CH CY CZ DE DK EE ES FI FR GB GR HU IE IT LU MC NL PT SE SI SK TR BF BJ CF CG CI CM GA GN GQ GW ML MR NE SN TD TG |
|
| 121 | Ep: the epo has been informed by wipo that ep was designated in this application | ||
| WWE | Wipo information: entry into national phase |
Ref document number: 2471631 Country of ref document: CA |
|
| WWE | Wipo information: entry into national phase |
Ref document number: 2003565419 Country of ref document: JP |
|
| WWE | Wipo information: entry into national phase |
Ref document number: 2003715981 Country of ref document: EP |
|
| WWP | Wipo information: published in national office |
Ref document number: 2003715981 Country of ref document: EP |
|
| D17 | Declaration under article 17(2)a |