|
Sign In to gain access to subscriptions and/or personal tools.
|
Toxicogenomics in Drug Development
Nelson Guerreiro
Novartis Pharma AG, Pharmacogenomics, Preclinical Safety, Basel, Switzerland, nelson.guerreiro{at}pharma.novartis.com
Frank Staedtler
Novartis Pharma AG, Pharmacogenomics, Preclinical Safety, Basel, Switzerland
Olivier Grenet
Novartis Pharma AG, Pharmacogenomics, Preclinical Safety, Basel, Switzerland
Jeanne Kehren
Novartis Pharma AG, Pharmacogenomics, Preclinical Safety, Basel, Switzerland
Salah-Dine Chibout
Novartis Pharma AG, Pharmacogenomics, Preclinical Safety, Basel, Switzerland
Toxicogenomics represents the merging of toxicology with technologies that have been developed, together with bioinformatics, to identify and quantify global gene expression changes. It represents a new paradigm in drug development and risk assessment, which promises to generate a wealth of information towards an increased understanding of the molecular mechanisms that lead to drug toxicity and efficacy, and of DNA polymorphisms responsible for individual susceptibility to toxicity. Gene expression profiling, through the use of DNA microarray and proteomic technologies will aid in establishing links between expression profiles, mode of action and traditional toxic endpoints. Such patterns of gene expression, or `molecular fingerprints' could be used as diagnostic or predictive markers of exposure, that is characteristic of a specific mechanism of induction of that toxic or efficacious effect. It is anticipated that toxicogenomics will be increasingly integrated into all phases of the drug development process particularly in mechanistic and predictive toxicology, and biomarker discovery. This review provides an overview of the expression profiling technologies applied in toxicogenomics, and discusses the promises as well as the future challenges of applying this discipline to the drug development process.
Key Words: DNA microarrays PCR bioinformatics gene expression profiling genomics proteomics biomarkers toxicology.
References
- Adkins JN, Varnum SM, Auberry KJ, Moore RJ, Angell NH, Smith RD, Springer DL, Pounds JG (2002). Toward a human blood serum proteome: Analysis by multidimensional separation coupled with mass spectrometry. Mol Cell Proteomics 1: 947—955.[Abstract/Free Full Text]
- Aebersold R., Mann M. ( 2003). Mass spectrometry-based proteomics. Nature 422: 198—207.[CrossRef][Medline]
[Order article via Infotrieve]
- Aicher L., Meier G., Norcross AJ, Jakubowski J., Varela MC, Cordier A., Steiner S. (1997). Decrease in kidney calbindin-D 28kDa as a possible mechanism mediating cyclospori. Biochem Pharmacol 53: 723—731.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Aicher L., Wahl D., Arce A., Grenet O., Steiner S. (1998). New insights into cyclosporine A nephrotoxicity by proteome analysis. Electrophoresis 19: 1998—2003.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Anderson L., Seilhamer J. (1997). A comparison of selected mRNA and protein abundances in human liver. Electrophoresis 18: 533—537.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Anderson NL, Anderson NG (2002). The human plasma proteome: History, character, and diagnostic prospects. Mol Cell Proteomics 1: 845—867.[Abstract/Free Full Text]
- Bandara LR, Kennedy S. (2002). Toxicoproteomics—a new preclinical tool. Drug Discov Today 7: 411—418.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Bartosiewicz MJ, Jenkins D., Penn S., Emery J., Buckpitt A. (2001). Unique gene expression patterns in liver and kidney associated with exposure to chemical toxicants. J Pharmacol Exp Ther 297: 895—905.[Abstract/Free Full Text]
- Boorman GA, Anderson SP, Casey WM, Brown RH, Crosby LM, Gottschalk K., Easton M., Ni H., Morgan KT (2002). Toxicogenomics, drug discovery, and the pathologist. Toxicol Pathol 30: 15—27.[Abstract/Free Full Text]
- Brazma A., Vilo J. ( 2000). Gene expression data analysis. FEBS Lett 480: 17—24.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Brookes AJ (1999). The essence of SNPs. Gene 234: 177—186.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Bulera SJ, Eddy SM, Ferguson E., Jatkoe TA, Reindel JF, Bleavins MR, De La Iglesia FA (2001). RNA expression in the early characterization of hepatotoxicants in Wistar rats by high-density DNA microarrays. Hepatology 33: 1239—1258.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Castle AL, Carver MP, Mendrick DL (2002). Toxicogenomics: A new revolution in drug safety. Drug Discov Today 7: 728—736.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Chen G., Gharib TG, Huang CC, Taylor JM, Misek DE, Kardia SL, Giordano TJ, Iannettoni MD, Orringer MB, Hanash SM, Beer DG ( 2002). Discordant protein and mRNA expression in lung adenocarcinomas. Mol Cell Proteomics 1: 304—313.[Abstract/Free Full Text]
- Cottrell JS (1994). Protein identification by peptide mass fingerprinting. Pept Res 7: 115—124.[Web of Science][Medline]
[Order article via Infotrieve]
- Davis RE, Staudt LM (2002). Molecular diagnosis of lymphoid malignancies by gene expression profiling. Curr Opin Hematol 9: 333—338.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- de Longueville F., Surry D., Meneses-Lorente G., Bertholet V., Talbot V., Evrard S., Chandelier N., Pike A., Worboys P., Rasson JP, Le Bourdelles B., Remacle J. (2002). Gene expression profiling of drug metabolism and toxicology markers using a low-density DNA microarray. Biochem Pharmacol 64: 137—149.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- DePrimo SE, Wong LM, Khatry DB, Nicholas SL, Manning WC, Smolich BD, O'Farrell AM, Cherrington JM (2003). Expression profiling of blood samples from an SU5416 Phase III metastatic colorectal cancer clinical trial: A novel strategy for biomarker identification. BMC Cancer 3: 1—12.[CrossRef][Medline]
[Order article via Infotrieve]
- DeRisi JL, Iyer VR, Brown PO (1997). Exploring the metabolic and genetic control of gene expression on a genomic scale. Science 278: 680—686.[Abstract/Free Full Text]
- Eickhoff H., Konthur Z., Lueking A., Lehrach H., Walter G., Nordhoff E., Nyarsik L., Bussow K. (2002). Protein array technology: The tool to bridge genomics and proteomics. Adv Biochem Eng Biotechnol 77: 103—112.[Medline]
[Order article via Infotrieve]
- Fey SJ, Larsen PM (2001). 2D or not 2D. Two-dimensional gel electrophoresis. Curr Opin Chem Biol 5: 26—33.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Frantz GD, Pham TQ, Peale FV, Jr, Hillan KJ (2001). Detection of novel gene expression in paraffin-embedded tissues by isotopic in situ hybridization in tissue microarrays. J Pathol 195: 87—96.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Ganguly NK, Bano R., Seth SD ( 2001). Human genome project: Pharmacogenomics and drug development. Indian J Exp Biol 39: 955—961.[Medline]
[Order article via Infotrieve]
- Gevaert K., Vandekerckhove J. (2000). Protein identification methods in proteomics. Electrophoresis 21: 1145—1154.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Godovac-Zimmermann J., Brown LR (2001). Perspectives for mass spectrometry and functional proteomics. Mass Spectrom Rev 20: 1—57.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Gorg A., Obermaier C., Boguth G., Harder A., Scheibe B., Wildgruber R., Weiss W. (2000). The current state of two-dimensional electrophoresis with immobilized pH gradients. Electrophoresis 21: 1037—1053.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Gras R., Muller M., Gasteiger E., Gay S., Binz PA, Bienvenut W., Hoogland C., Sanchez JC, Bairoch A., Hochstrasser DF, Appel RD (1999). Improving protein identification from peptide mass fingerprinting through a parameterized multi-level scoring algorithm and an optimized peak detection. Electrophoresis 20: 3535—3550.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Grenet O., Varela MC, Staedtler F., Steiner S. (1998). The cyclosporine A-induced decrease in rat renal calbindin-D28kDa protein as a consequence of a decrease in its mRNA. Biochem Pharmacol 55: 1131—1133.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Griffin TJ, Gygi SP, Rist B., Aebersold R., Loboda A., Jilkine A., Ens W., Standing KG (2001). Quantitative proteomic analysis using a MALDI quadrupole time-of-flight mass spectrometer. Anal Chem 73: 978—986.[Medline]
[Order article via Infotrieve]
- Gygi SP, Rist B., Gerber SA, Turecek F., Gelb MH, Aebersold R. (1999). Quantitative analysis of complex protein mixtures using isotope-coded affinity tags. Nat Biotechnol 17: 994—999.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Gygi SP, Rist B., Griffin TJ, Eng J., Aebersold R. (2002). Proteome analysis of low-abundance proteins using multidimensional chromatography and isotope-coded affinity tags. J Proteome Res 1: 47—54.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Gygi SP, Rochon Y., Franza BR, Aebersold R. (1999). Correlation between protein and mRNA abundance in yeast. Mol Cell Biol 19: 1720— 1730.
- Hamadeh HK, Bushel P., Paules R., Afshari CA (2001). Discovery in toxicology: Mediation by gene expression array technology. J Biochem Mol Toxicol 15: 231—242.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Hamadeh HK, Bushel PR, Jayadev S., DiSorbo O., Bennett L., Li L., Tennant R., Stoll R., Barrett JC, Paules RS, Blanchard K., Afshari CA (2002). Prediction of compound signature using high density gene expression profiling. Toxicol Sci 67: 232—240.[Abstract/Free Full Text]
- Hamadeh HK, Bushel PR, Jayadev S., Martin K., DiSorbo O., Sieber S., Bennett L., Tennant R., Stoll R., Barrett JC, Blanchard K., Paules RS, Afshari CA (2002). Gene expression analysis reveals chemical-specific profiles. Toxicol Sci 67: 219—231.[Abstract/Free Full Text]
- Heid CA, Stevens J., Livak KJ, Williams PM (1996). Real time quantitative PCR. Genome Res 6: 986—994.[Abstract/Free Full Text]
- Heijne WH, Stierum RH, Slijper M., van Bladeren PJ, van Ommen B. (2003). Toxicogenomics of bromobenzene hepatotoxicity: A combined transcriptomics and proteomics approach. Biochem Pharmacol 65: 857—875.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Kennedy GC (2000). The impact of genomics on therapeutic drug development. EXS 89: 1—10.[Medline]
[Order article via Infotrieve]
- Kennedy S. (2002). The role of proteomics in toxicology: Identification of biomarkers of toxicity by protein expression analysis. Biomarkers 7: 269— 290.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Lakkis MM, DeCristofaro MF, Ahr HJ, Mansfield TA (2002). Application of toxicogenomics to drug development. Expert Rev Mol Diagn 2: 337—345.[CrossRef][Medline]
[Order article via Infotrieve]
- Li X., Gu W., Mohan S., Baylink DJ (2002). DNA microarrays: Their use and misuse. Microcirculation 9: 13—22.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Lian Z., Kluger Y., Greenbaum DS, Tuck D., Gerstein M., Berliner N., Weissman SM, Newburger PE (2002). Genomic and proteomic analysis of the myeloid differentiation program: Global analysis of gene expression during induced differentiation in the MPRO cell line. Blood 100: 3209— 3220.
- Liang P., Averboukh L., Pardee AB (1993). Distribution and cloning of eukaryotic mRNAs by means of differential display: Refinements and optimization. Nucleic Acids Res 21: 3269—3275.[Abstract/Free Full Text]
- Liang P., Pardee AB (1992). Differential display of eukaryotic messenger RNA by means of the polymerase chain reaction. Science 257: 967— 971.[Abstract/Free Full Text]
- Liang P., Pardee AB (1998). Differential display. A general protocol. Mol Biotechnol 10: 261—267.[Web of Science][Medline]
[Order article via Infotrieve]
- Liu H., Lin D., Yates JR, III (2002). Multidimensional separations for protein/peptide analysis in the post-genomic era. Biotechniques 32: 898, 900, 898—902.[Web of Science][Medline]
[Order article via Infotrieve]
- Lockhart DJ, Dong H., Byrne MC, Follettie MT, Gallo MV, Chee MS, Mittmann M., Wang C., Kobayashi M., Horton H., Brown EL (1996). Expression monitoring by hybridization to high-density oligonucleotide arrays. Nat Biotechnol 14: 1675—1680.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Money T., Reader S., Qu LJ, Dunford RP, Moore G. (1996). AFLP-based mRNA fingerprinting. Nucleic Acids Res 24: 2616—2617.[Free Full Text]
- Morikawa S., Takabe W., Mataki C., Kanke T., Itoh T., Wada Y., Izumi A., Saito Y., Hamakubo T., Kodama T. (2002). The effect of statins on mRNA levels of genes related to inflammation, coagulation, and vascular constriction in HUVEC. Human umbilical vein endothelial cells. J Atheroscler Thromb 9: 178—183.[Medline]
[Order article via Infotrieve]
- Mouradian S. (2002). Lab-on-a-chip: Applications in proteomics. Curr Opin Chem Biol 6: 51—56.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Mukherjee D., Topol EJ (2002). Pharmacogenomics in cardiovascular diseases. Prog Cardiovasc Dis 44: 479—498.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- NuwaysirEF, Bittner M., Trent J., Barrett JC, Afshari CA (1999). Microarrays and toxicology: The advent of toxicogenomics. Mol Carcinog 24: 153— 159.
- Patterson SD, Aebersold RH (2003). Proteomics: The first decade and beyond. Nat Genet 33(Suppl): 311—323.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Patton WF (2002). Detection technologies in proteome analysis. J Chromatogr B Analyt Technol Biomed Life Sci 771: 3—31.
- Pease AC, Solas D., Sullivan EJ, Cronin MT, Holmes CP, Fodor SP (1994). Light-generated oligonucleotide arrays for rapid DNA sequence analysis. Proc Natl Acad Sci USA 91: 5022—5026.[Abstract/Free Full Text]
- Pennie WD (2000). Use of cDNA microarrays to probe and understand the toxicological consequences of altered gene expression. Toxicol Lett 112— 113: 473—477.
- Pennie WD (2002). Custom cDNA microarrays; Technologies and applications. Toxicology 181—182: 551—554.[CrossRef]
- Pennie WD, Woodyatt NJ, Aldridge TC, Orphanides G. (2001). Application of genomics to the definition of the molecular basis for toxicity. Toxicol Lett 120: 353—358.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Rai AJ, Zhang Z., Rosenzweig J., Shih I., Pham T., Fung ET, Sokoll LJ, Chan DW ( 2002). Proteomic approaches to tumor marker discovery. Arch Pathol Lab Med 126: 1518—1526.[Web of Science][Medline]
[Order article via Infotrieve]
- Rappersberger K., Komar M., Ebelin ME, Scott G., Burtin P., Greig G., Kehren J., Chibout SD, Cordier A., Holter W., Richter L., Oberbauer R., Stuetz A., Wolff K. (2002). Pimecrolimus identifies a common genomic anti-inflammatory profile, is clinically highly effective in psoriasis and is well tolerated. J Invest Dermatol 119: 876—887.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Reynolds KJ, Yao X., Fenselau C. (2002). Proteolytic 18O labeling for comparative proteomics: Evaluation of endoprotease Glu-C as the catalytic agent. J Proteome Res 1: 27—33.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Ring HZ, Kroetz DL (2002). Candidate gene approach for pharmacogenetic studies. Pharmacogenomics 3: 47—56.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Rockett JC (2001). Chipping away at the mystery of drug responses. Pharmacogenomics J 1: 161—163.[Medline]
[Order article via Infotrieve]
- Ruepp SU, Tonge RP, Shaw J., Wallis N., Pognan F. (2002). Genomics and proteomics analysis of acetaminophen toxicity in mouse liver. Toxicol Sci 65: 135—150.[Abstract/Free Full Text]
- Schena M., Shalon D., Davis RW, Brown PO (1995). Quantitative monitoring of gene expression patterns with a complementary DNA microarray. Science 270: 467—470.[Abstract/Free Full Text]
- Schena M., Shalon D., Heller R., Chai A., Brown PO, Davis RW (1996). Parallel human genome analysis: Microarray-based expression monitoring of 1,000 genes. Proc Natl Acad Sci USA 93: 10614—10619.[Abstract/Free Full Text]
- Schneeberger C., Speiser P., Kury F., Zeillinger R. (1995). Quantitative detection of reverse transcriptase-PCR products by means of a novel and sensitive DNA stain. PCR Methods Appl 4: 234—238.[Web of Science][Medline]
[Order article via Infotrieve]
- Schrader M., Schulz-Knappe P. (2001). Peptidomics technologies for human body fluids. Trends Biotechnol 19: S55—S60.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Shalon D., Smith SJ, Brown PO (1996). A DNA microarray system for analyzing complex DNA samples using two-color fluorescent probe hybridization. Genome Res 6: 639—645.[Abstract/Free Full Text]
- Shevchenko A., Loboda A., Shevchenko A., Ens W., Standing KG (2000). MALDI quadrupole time-of-flight mass spectrometry: A powerful tool for proteomic research. Anal Chem 72: 2132—2141.[Medline]
[Order article via Infotrieve]
- Singh-Gasson S., Green RD, Yue Y., Nelson C., Blattner F., Sussman MR, Cerrina F. (1999). Maskless fabrication of light-directed oligonucleotide microarrays using a digital micromirror array. Nat Biotechnol 17: 974—978.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Sive HL, St John T. (1988). A simple subtractive hybridization technique employing photoactivatable biotin and phenol extraction. Nucleic Acids Res 16: 10937.[Free Full Text]
- SpahrCS, Davis MT, McGinley MD, Robinson JH, Bures EJ, BeierleJ., Mort J., Courchesne PL, Chen K., Wahl RC, Yu W., Luethy R., Patterson SD (2001). Towards defining the urinary proteome using liquid chromatography-tandem mass spectrometry. I. Profiling an unfractionated tryptic digest. Proteomics 1: 93—107.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Steiner S., Aicher L., Raymackers J., Meheus L., Esquer-Blasco R., Anderson NL, Cordier A. (1996). Cyclosporine A decreases the protein level of the calcium-binding protein calbindin-D 28kDa in rat kidney. Biochem Pharmacol 51: 253—258.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Uetrecht JP (2000). Is it possible to more accurately predict which drug candidates will cause idiosyncratic drug reactions? Curr Drug Metab 1: 133—141.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Velculescu VE, Zhang L., Vogelstein B., Kinzler KW (1995). Serial analysis of gene expression. Science 270: 484—487.[Abstract/Free Full Text]
- Wang Z., Brown DD (1991). A gene expression screen. Proc Natl Acad Sci USA 88: 11505—11509.[Abstract/Free Full Text]
- Waring JF, Ciurlionis R., Jolly RA, Heindel M., Ulrich RG (2001). Microarray analysis of hepatotoxins in vitro reveals a correlation between gene expression profiles and mechanisms of toxicity. Toxicol Lett 120: 359—368.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Waring JF, Jolly RA, Ciurlionis R., Lum PY, Praestgaard JT, Morfitt DC, Buratto B., Roberts C., Schadt E., Ulrich RG (2001). Clustering of hepatotoxins based on mechanism of toxicity using gene expression profiles. Toxicol Appl Pharmacol 175: 28—42.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Waring JF, Ulrich RG (2000). The impact of genomics-based technologies on drug safety evaluation. Annu Rev Pharmacol Toxicol 40: 335—352.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Watanabe H., Suzuki A., Mizutani T., Khono S., Lubahn DB, Handa H., Iguchi T. (2002). Genome-wide analysis of changes in early gene expression induced by oestrogen. Genes Cells 7: 497—507.[Abstract]
- Wilson DS, Nock S. ( 2002). Functional protein microarrays. Curr Opin Chem Biol 6: 81—85.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Wodicka L., Dong H., Mittmann M., Ho MH, Lockhart DJ (1997). Genome-wide expression monitoring in Saccharomyces cerevisiae. Nat Biotechnol 15: 1359—1367.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Yap G. (2002). Affymetrix, Inc. Pharmacogenomics 3: 709—711.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
- Yergey AL, Coorssen JR, Backlund PS, Jr, Blank PS, Humphrey GA, Zimmerberg J., Campbell JM, Vestal ML (2002). De novo sequencing of peptides using MALDI/TOF-TOF. J Am Soc Mass Spectrom 13: 784—791.[CrossRef][Web of Science][Medline]
[Order article via Infotrieve]
Toxicologic Pathology, Vol. 31, No. 5,
471-479 (2003)
DOI: 10.1080/01926230390224656

CiteULike Complore Connotea Del.icio.us Digg Reddit Technorati Twitter What's this?
This article has been cited by other articles:

|
 |

|
 |
 
B. A. Wetmore and B. A. Merrick
Invited Review: Toxicoproteomics: Proteomics Applied to Toxicology and Pathology
Toxicol Pathol,
October 1, 2004;
32(6):
619 - 642.
[Abstract]
[PDF]
|
 |
|
|
|