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Predictive Models and Computational Toxicology

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Book cover Teratogenicity Testing

Part of the book series: Methods in Molecular Biology ((MIMB,volume 947))

Abstract

Understanding the potential health risks posed by environmental chemicals is a significant challenge elevated by the large number of diverse chemicals with generally uncharacterized exposures, mechanisms, and toxicities. The ToxCast computational toxicology research program was launched by EPA in 2007 and is part of the federal Tox21 consortium to develop a cost-effective approach for efficiently prioritizing the toxicity testing of thousands of chemicals and the application of this information to assessing human toxicology. ToxCast addresses this problem through an integrated workflow using high-throughput screening (HTS) of chemical libraries across more than 650 in vitro assays including biochemical assays, human cells and cell lines, and alternative models such as mouse embryonic stem cells and zebrafish embryo development. The initial phase of ToxCast profiled a library of 309 environmental chemicals, mostly pesticidal actives having rich in vivo data from guideline studies that include chronic/cancer bioassays in mice and rats, multigenerational reproductive studies in rats, and prenatal developmental toxicity endpoints in rats and rabbits. The first phase of ToxCast was used to build models that aim to determine how well in vivo animal effects can be predicted solely from the in vitro data. Phase I is now complete and both the in vitro data (ToxCast) and anchoring in vivo database (ToxRefDB) have been made available to the public (http://actor.epa.gov/). As Phase II of ToxCast is now underway, the purpose of this chapter is to review progress to date with ToxCast predictive modeling, using specific examples on developmental and reproductive effects in rats and rabbits with lessons learned during Phase I.

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References

  1. Gluckman PD, Hanson MA (2004) Living with the past, evolution, development, and patterns of disease. Science 305:1733–1736

    Article  PubMed  CAS  Google Scholar 

  2. Kimmel CA, Kimmel GL, Euling SY (2006) Developmental and reproductive toxicity risk assessment for environmental agents. In: Hood RD (ed) Developmental and reproductive toxicology, a practical approach. CRC Press, Boca Raton, FL

    Google Scholar 

  3. Stillerman KP, Mattison DR, Guidice LC, Woodruff TJ (2008) Environmental exposures and adverse pregnancy outcomes, a review of the science. Reprod Sci 15:631–650

    Article  PubMed  Google Scholar 

  4. Feil R, Fraga MF (2012) Epigenetics and the environment: emerging patterns and implications. Nat Rev Genet 13:97–109

    PubMed  CAS  Google Scholar 

  5. Shepard TH, Lemire RJ (2007) Catalog of teratogenic agents, 12th edn. The Johns Hopkins University Press, Baltimore, 545 pages

    Google Scholar 

  6. Judson R, Richard A, Dix DJ, Houck K, Martin M, Kavlock RJ, Dellarco V, Henry HT, Sayre P, Tan S, Carpenter T, Smith E (2009) The toxicity data landscape for environmental chemicals. Environ Health Perspect 117:685–695

    PubMed  CAS  Google Scholar 

  7. Woodruff TJ, Zota AR, Schwartz JM (2011) Environmental chemicals in pregnant women in the United States, NHANES 2003–2004. Environ Health Perspect 6:878–885

    Article  Google Scholar 

  8. Firestone M, Moya J, Cohen HE, Zartarian V, Xue J (2007) Identifying childhood age groups for exposure assessments and monitoring. Risk Anal 27:701–704

    Article  PubMed  Google Scholar 

  9. Hurtt ME, Cappon GD, Browning A (2003) Proposal for a tiered approach to developmental toxicity testing for veterinary pharmaceutical products for food producing animals. Food Chem Toxicol 41:611–619

    Article  PubMed  CAS  Google Scholar 

  10. Carney EW, Tornesi B, Keller C, Findlay HA, Nowland WS, Marshall VA, Ozolins TRS (2007) Refinement of a morphological scoring system for postimplantation rabbit conceptuses. Birth Defects Res B Dev Reprod Toxicol 80:213–222

    Article  PubMed  CAS  Google Scholar 

  11. National Research Council (2007) Toxicity testing in the 21st century, a vision and a strategy. The National Academies Press, Washington, DC

    Google Scholar 

  12. Collins FS, Gray GM, Bucher JR (2008) Transforming environmental health protection. Science 319:906–907

    Article  PubMed  CAS  Google Scholar 

  13. Kavlock RJ, Austin CP, Tice R (2009) Toxicity testing in the 21st century, implications for human health risk assessment. Risk Anal 29:485–487

    Article  PubMed  Google Scholar 

  14. Firestone M, Kavlock R, Zenick H, Kramer M, The US Environmental Protection Agency Working Group on the Future of Toxicity Testing (2010) The U.S. Environmental Protection Agency strategic plan for evaluating the toxicity of chemicals. J Toxicol Environ Health B Crit Rev 13:139–162

    Article  PubMed  CAS  Google Scholar 

  15. Dix DJ, Houck KA, Martin MT, Richard AM, Setzer RW, Kavlock RJ (2007) The ToxCast program for prioritizing toxicity testing of environmental chemicals. Toxicol Sci 95:5–12

    Article  PubMed  CAS  Google Scholar 

  16. Judson RS, Houck KA, Kavlock RJ, Knudsen TB, Martin MT, Mortensen HM, Reif DM, Rotroff DM, Shah I, Richard AM, Dix DJ (2010) In vitro screening of environmental chemicals for targeted testing prioritization: the ToxCast project. Environ Health Perspect 118:485–492

    Article  PubMed  CAS  Google Scholar 

  17. Martin MT, Judson RS, Reif DM, Kavlock RJ, Dix DJ (2009) Profiling chemicals based on chronic toxicity results from the U.S. EPA ToxRef Database. Environ Health Perspect 117:1–8

    Google Scholar 

  18. Martin MT, Mendez E, Corum DG, Judson RS, Kavlock RJ, Rotroff DM, Dix DJ (2009) Profiling the reproductive toxicity of chemicals from multigeneration studies in the Toxicity Reference Database (ToxRefDB). Toxicol Sci 110:181–190

    Article  PubMed  CAS  Google Scholar 

  19. Knudsen TB, Martin MT, Kavlock RJ, Judson RS, Dix DJ, Singh AV (2009) Profiling the activity of environmental chemicals in prenatal developmental toxicity studies using the U.S. EPA’s ToxRefDB. Reprod Toxicol 28:209–219

    Article  PubMed  CAS  Google Scholar 

  20. Brown EC, Classen A, Hathaway CR, Holmstead J, Powell T, Wehrum W, Weinstein K (2000) A practitioner’s guide to the Federal Insecticide, Fungicide, and Rodenticide Act. In: Brown EC, Classen A, Hathaway CR, Holmstead J, Powell T, Wehrum W, Weinstein K (eds) Pesticide regulation deskbook. Latham & Watkins Environmental Law Institute, Washington, DC, 164 pages

    Google Scholar 

  21. Roberts EM, English PB, Grether JK, Windham GC, Somberg L, Wolff C (2007) Maternal residence near agricultural pesticide applications and autism spectrum disorders among children in the California Central Valley. Environ Health Perspect 115:1482–1489

    PubMed  Google Scholar 

  22. Snijder CA, Roeleveld N, te Velde E, Steegers EAP, Raat H, Hofman A, Jaddoe VWV, Burdorf A (2012) Occupational exposure to chemicals and fetal growth, the Generation R Study. Hum Reprod 27(3):910–920. doi:10.1093/humrep/der437

    Article  PubMed  CAS  Google Scholar 

  23. Knudsen TB, Houck KA, Sipes N, Singh AV, Judson R, Martin MT, Weissman A, Kleinstreuer NC, Mortensen HM, Reif D, Rabinowitz JR, Setzer RW, Richard AM, Dix DJ, Kavlock RJ (2011) Activity profiles of 309 ToxCast™ chemicals evaluated across 292 biochemical targets. Toxicology 282:1–15

    Article  PubMed  CAS  Google Scholar 

  24. Morisseau C, Merzlikin O, Lin A, He G, Feng W, Padilla I, Denison MS, Pessah IN, Hammock BD (2009) Toxicology in the fast lane, application of high-throughput bioassays to detect modulation of key enzymes and receptors. Environ Health Perspect 117:1867–1872

    PubMed  CAS  Google Scholar 

  25. Judson RS, Kavlock RJ, Setzer RW, Cohen Hubal ES, Martin MT, Knudsen TB, Houck KA, Thomas RS, Wetmore BA, Dix DJ (2011) Estimating toxicity-related biological pathway altering doses for high-throughput chemical risk assessment. Chem Res Toxicol 24:451–462

    Article  PubMed  CAS  Google Scholar 

  26. Martin MT, Dix DJ, Judson RS, Kavlock RJ, Reif DM, Richard AM, Rotroff DM, Romanov S, Medvedev M, Poltoratskaya N, Gambarian M, Moeser M, Makarov SS, Houck KA (2010) Impact of environmental chemicals on key transcription regulators and correlation to toxicity end points within EPA’s ToxCast Program. Chem Res Toxicol 23:578–590

    Article  PubMed  CAS  Google Scholar 

  27. Huang R, Xia M, Cho MH, Sakamuru S, Shinn P, Houck KA, Dix DJ, Judson RS, Witt KL, Kavlock RJ, Tice RR, Austin CP (2011) Chemical genomics profiling of environmental chemical modulation of human nuclear receptors. Environ Health Perspect 119:1142–1148

    Article  PubMed  CAS  Google Scholar 

  28. Rotroff DM, Wetmore BA, Dix DJ, Ferguson SS, Clewell HJ, Houck KA, LeCluyse EL, Andersen ME, Judson R, Smith CM, Sochaski MA, Kavlock RJ, Boellmann F, Martin MT, Reif D, Wambaugh JF, Thomas RS (2010) Incorporating human dosimetry and exposure into high-throughput in vitro toxicity screening. Toxicol Sci 117:348–358

    Article  PubMed  CAS  Google Scholar 

  29. Knight AW, Little S, Houck KA, Dix DJ, Judson R, Richard AM, McCarroll N, Akerman G, Yang C, Birrell L, Walmsley RM (2009) Evaluation of high-throughput genotoxicity assays used in profiling the US EPA ToxCast chemicals. Regul Toxicol Pharmacol 55:188–199

    Article  PubMed  CAS  Google Scholar 

  30. Houck KA, Dix DJ, Judson RS, Kavlock RJ, Yang J, Berg EL (2009) Profiling bioactivity of the ToxCast chemical library using BioMAP primary human cell systems. J Biomol Screen 14:1054–1066

    Article  PubMed  CAS  Google Scholar 

  31. Barrier M, Jeffay S, Nichols HP, Chandler KJ, Hoopes MR, Slentz-Kesler K, Hunter ES III (2011) Mouse embryonic stem cell adherent cell differentiation and cytotoxicity (ACDC) assay. Reprod Toxicol 31:383–391

    Article  PubMed  CAS  Google Scholar 

  32. Chandler KJ, Barrier M, Jeffay S, Nichols HP, Kleinstreuer NC, Singh AV, Reif DM, Sipes NS, Judson RS, Dix DJ, Kavlock RJ, Hunter ES III, Knudsen TB (2011) Evaluation of 309 environmental chemicals using a mouse embryonic stem cell adherent cell differentiation and cytotoxicity assay. PLoS One 6(6):e18540

    Article  PubMed  CAS  Google Scholar 

  33. Genschow E, Spielmann H, Scholz G, Pohl I, Seiler A, Clemann N, Bremer S, Becker K (2004) Validation of the embryonic stem cell test in the international ECVAM validation study on three in vitro embryotoxicity tests. Altern Lab Anim 32:209–244

    PubMed  CAS  Google Scholar 

  34. Chapin RE, Stedman DB (2009) Endless possibilities: stem cells and the vision for toxicology testing in the 21st century. Toxicol Sci 112:17–22

    Article  PubMed  CAS  Google Scholar 

  35. Padilla S, Corum D, Padnos B, Hunter DL, Beam A, Houck KA, Sipes N, Kleinstreuer N, Knudsen T, Dix DJ, Reif DM (2012) Zebrafish developmental screening of the ToxCast phase I chemical library. Reprod Toxicol 33(2):174–187. doi:10.1016/j.reprotox.2011.10.18

    Article  PubMed  CAS  Google Scholar 

  36. Ankley GT, Bennett RS, Erickson RJ, Hoff DJ, Hornung MW, Johnson RD, Mount DR, Nichols JW, Russom CL, Schmieder PK, Serrrano JA, Tietge JE, Villeneuve DL (2010) Adverse outcome pathways: a conceptual framework to support ecotoxicology research and risk assessment. Environ Toxicol Chem 29:730–741

    Article  PubMed  CAS  Google Scholar 

  37. Kleinstreuer NC, Judson RS, Reif DM, Sipes NS, Singh AV, Chandler KJ, DeWoskin R, Dix DJ, Kavlock RJ, Knudsen TB (2011) Environmental impact on vascular development predicted by high throughput screening. Environ Health Perspect 119:1596–1603

    Article  PubMed  CAS  Google Scholar 

  38. Knudsen TB, Kleinstreuer NC (2012) Disruption of embryonic vascular development in predictive toxicology. Birth Defects Res C Embryo Today 93:312–323

    Article  Google Scholar 

  39. Sipes NS, Martin MT, Reif DM, Kleinstreuer NC, Judson RS, Singh AV, Chandler KJ, Dix DJ, Kavlock RJ, Knudsen TB (2011) Predictive models of prenatal developmental toxicity from ToxCast high-throughput screening data. Toxicol Sci 124:109–127

    Article  PubMed  CAS  Google Scholar 

  40. Piersma AH, Rorije E, Beekhuijzen ME, Cooper R, Dix DJ, Heinrich-Hirsch B, Martin MT, Mendez E, Muller A, Paparella M, Ramsingh D, Reaves E, Ridgway P, Schenk E, Stachiw L, Ulbrich B, Hakkert BC (2011) Combined retrospective analysis of 498 rat multi-generation reproductive toxicity studies, on the impact of parameters related to F1 mating and F2 offspring. Reprod Toxicol 31:392–401

    Article  PubMed  CAS  Google Scholar 

  41. Martin MT, Knudsen TB, Reif DM, Houck KA, Judson RS, Kavlock RJ, Dix DJ (2011) Predictive model of rat reproductive toxicity from ToxCast high throughput screening. Biol Reprod 85:327–339

    Article  PubMed  CAS  Google Scholar 

  42. Schenk B, Weimer M, Bremer S, van der Burg B, Cortvrindt R, Freyberger A, Lazzari G, Pellizzer C, Piersma A, Schafer WR, Seiler A, Witters H, Schwarz M (2010) The ReProTect Feasibility Study, a novel comprehensive in vitro approach to detect reproductive toxicants. Reprod Toxicol 30:200–218

    Article  PubMed  CAS  Google Scholar 

  43. Judson R, Martin M, Egeghy P, Gangwal S, Reif D, Kothiya P, Wolf M, Cathey T, Transue T, Smith D, Vail J, Frame A, Mosher S, Cohen HE, Richard A (2012) Aggregating data for computational toxicology applications, the EPA ACToR system. Mol Toxicol 13(2):1805–1831

    CAS  Google Scholar 

  44. Judson RS, Mortensen HM, Shah I, Knudsen TB, Elloumi F (2012) Using pathway modules as targets for assay development in xenobiotic screening. Mol Biosyst 8:531–542

    Article  PubMed  CAS  Google Scholar 

  45. National Research Council (2000) Scientific frontiers in developmental toxicology and risk assessment. The National Academies Press, Washington, DC

    Google Scholar 

  46. Knudsen TB, Kavlock RJ (2008) Comparative bioinformatics and computational toxicology. In: Abbott B, Hansen D (eds) Developmental toxicology, vol 3, Target organ toxicology series. Taylor and Francis, New York, pp 311–360

    Google Scholar 

  47. Knudsen TB, Daston GP (2010) Virtual tissues and developmental systems biology. In: McQueen CA (ed) Comprehensive toxicology, vol 12. Academic, Oxford, pp 347–358

    Chapter  Google Scholar 

  48. Reif D, Martin MT, Tan S, Houck KA, Judson R, Richard AM, Knudsen TB, Dix DJ, Kavlock RJ (2010) Endocrine profiling and prioritization of environmental chemicals using ToxCast data. Environ Health Perspect 118:2–8

    Article  Google Scholar 

  49. Shah I, Houck KA, Judson R, Kavlock RJ, Martin MT, Reif D, Wambaugh JF, Dix DJ (2011) Using nuclear receptor activity to stratify hepatocarcinogens. PLoS One 6(2):e14584

    Article  PubMed  CAS  Google Scholar 

  50. Sipes NS, Padilla S, Knudsen TB (2011) Zebrafish, as an integrative model for twenty-first century toxicity testing. Birth Defects Res C Embryo Today 93:256–267

    Article  PubMed  CAS  Google Scholar 

  51. Speilman H (2009) The way forward in reproductive/developmental toxicity testing. Altern Lab Anim 37:641–656

    Google Scholar 

  52. Spielmann H, Pohl I, Doering B, Liebsch M, Moldenhauer F (1997) The embryonic stem cell test, an in vitro embryotoxicity test using two permanent mouse cell lines, 3 T3 fibroblasts and embryonic stem cells. In Vitro Toxicol 10:119–127

    CAS  Google Scholar 

  53. West PR, Weir AM, Smith AM, Donley EL, Cezar GG (2010) Predicting human developmental toxicity of pharmaceuticals using human embryonic stem cells and metabolomics. Toxicol Appl Pharmacol 247:18–27

    Article  PubMed  CAS  Google Scholar 

  54. van Dartel DA, Pennings JL, Robinson JF, Kleinjans JC, Piersma AH (2011) Discriminating classes of developmental toxicants using gene expression profiling in the embryonic stem cell test. Toxicol Lett 201:143–151

    Article  PubMed  Google Scholar 

  55. Knudsen TB, Kavlock RJ, Daston GP, Stedman DB, Hixon M, Kim J (2011) Developmental toxicity testing for safety assessment, new approaches and technologies. Birth Defects Res B Dev Reprod Toxicol 92:413–420

    Article  PubMed  CAS  Google Scholar 

  56. Krishnamurthy P, Schuetz JD (2006) Role of ABCG2/BCRP in biology and medicine. Annu Rev Pharmacol Toxicol 46:381–410

    Article  PubMed  CAS  Google Scholar 

  57. Susanto J, Lin Y-H, Chen Y-N, Shen C-R, Yan Y-T, Tsai S-T, Chen C-H, Shen C-N (2008) Porphyrin homeostasis maintained by ABCG2 regulates self-renewal of embryonic stem cells. PLoS One 3(12):e4023. doi:10.1371/journal.pone.0004023

    Article  PubMed  Google Scholar 

  58. Kleinstreuer NC, Smith AM, West PR, Conard K, Fontaine B, Weir-Hauptman AM, Palmer J, Knudsen TB, Dix DJ, Donley EL, Cezar GG (2011) Identifying developmental toxicity pathways for a subset of ToxCast chemicals using human embryonic stem cells and metabolomics. Toxicol Appl Pharmacol 257:111–121

    Article  PubMed  CAS  Google Scholar 

  59. Peraza MA, Cromey DW, Carolus B, Carter DE, Gandolfi AJ (2006) Morphological and functional alterations in human proximal tubular cell line induced by low level inorganic arsenic, evidence for targeting of mitochondria and initiated apoptosis. J Appl Toxicol 26:356–367

    Article  PubMed  CAS  Google Scholar 

  60. Goetz AK, Ren HZ, Schmid JE, Blystone CR, Thillainadarajah I, Best DS, Nichols HP, Strader LF, Wolf DC, Narotsky MG, Rockett JC, Dix DJ (2007) Disruption of testosterone homeostasis as a mode of action for the reproductive toxicity of triazole fungicides in the male rat. Toxicol Sci 95:227–239

    Article  PubMed  CAS  Google Scholar 

  61. Tian Y, Ke S, Denison MS, Rabson AB, Gallo MA (1999) Ah receptor and NF-kappa B interactions, a potential mechanism for dioxin toxicity. J Biol Chem 274:510–515

    Article  PubMed  CAS  Google Scholar 

  62. Abbott BD, Buckalew AR, DeVito MJ, Ross D, Bryant PL, Schmid JE (2003) EGF and TGF-alpha expression influence the developmental toxicity of TCDD: dose response and AhR phenotype in EGF, TGF-alpha, and EGF plus TGF-alpha knockout mice. Toxicol Sci 71:84–95

    Article  PubMed  CAS  Google Scholar 

  63. Tian YA (2009) Ah receptor and NF-kappa B interplay on the stage of epigenome. Biochem Pharmacol 77:670–680

    Article  PubMed  CAS  Google Scholar 

  64. Martin MT, Knudsen TB, Judson RS, Kavlock RJ, Dix DJ (2012) Economic benefits of using adaptive predictive models of reproductive toxicity in the context of a tiered testing paradigm. Syst Biol Reprod Med 58:3–9

    Article  PubMed  CAS  Google Scholar 

  65. Jochum W, Passegue E, Wagner EF (2001) AP-1 in mouse development and tumorigenesis. Oncogene 20:2401–2412

    Article  PubMed  CAS  Google Scholar 

  66. Mark M, Ghyselinck NB, Chambon P (2009) Function of retinoic acid receptors during embryonic development. Nucl Recept Signal 7:e002

    PubMed  Google Scholar 

  67. Wu MY, Hill CS (2009) Tgf-beta superfamily signaling in embryonic development and homeostasis. Dev Cell 16:329–343

    Article  PubMed  CAS  Google Scholar 

  68. Yarim GF, Karahan S, Nisbet C (2007) Elevated plasma levels of interleukin 1 beta, tumour necrosis factor alpha and monocyte chemotactic protein 1 are associated with pregnancy toxaemia in ewes. Vet Res Commun 31:565–573

    Article  PubMed  CAS  Google Scholar 

  69. Wetmore BA, Wambaugh JF, Ferguson SS, Sochaski MA, Rotroff DM, Freeman K, Clewell HJ III, Dix DJ, Andersen ME, Houck KA, Allen B, Judson RS, Singh R, Kavlock RJ, Richard AM, Thomas RS (2012) Integration of dosimetry, exposure and high-throughput screening data in chemical toxicity assessment. Toxicol Sci 125:157–174

    Article  PubMed  CAS  Google Scholar 

  70. Selderslaghs IW, Van Rompay AR, De Coen W, Witters HE (2009) Development of a screening assay to identify teratogenic and embryotoxic chemicals using the zebrafish embryo. Reprod Toxicol 28:308–320

    Article  PubMed  CAS  Google Scholar 

  71. Brannen KC, Panzica-Kelly JM, Danberry TL, Augustine-Rauch KA (2010) Development of a zebrafish embryo teratogenicity assay and quantitative prediction model. Birth Defects Res B Dev Reprod Toxicol 89:66–77

    Article  PubMed  CAS  Google Scholar 

  72. Hermsen SA, van den Brandhof EJ, van der Ven LT, Piersma AH (2011) Relative embryotoxicity of two classes of chemicals in a modified zebrafish embryotoxicity test and comparison with their in vivo potencies. Toxicol In Vitro 25:745–753

    Article  PubMed  CAS  Google Scholar 

  73. Hill AJ, Jones M, Dodd A, Diekmann H (2011) A review of developmental toxicity screening using zebrafish larvae. Int J Toxicol 30:105

    Google Scholar 

  74. McCollum CW, Ducharme NA, Bondesson M, Gustafsson J-A (2011) Developmental toxicity screening in zebrafish. Birth Defects Res C Embryo Today 93:67–114

    Article  PubMed  CAS  Google Scholar 

  75. Sordino P, Duboule D (1996) A molecular approach to the evolution of vertebrate paired appendages. Trends Ecol Evol 11:114–119

    Article  PubMed  CAS  Google Scholar 

  76. Buckles GR, Thorpe CJ, Ramel MC, Lekven AC (2004) Combinatorial Wnt control of zebrafish midbrain-hindbrain boundary formation. Mech Dev 121:437–447

    Article  PubMed  CAS  Google Scholar 

  77. Ahn D, Ho RK (2008) Tri-phasic expression of posterior Hox genes during development of pectoral fins in zebrafish: implications for the evolution of vertebrate paired appendages. Dev Biol 322:220–233

    Article  PubMed  CAS  Google Scholar 

  78. Serbedzija GN, Flynn E, Willett CE (1999) Zebrafish angiogenesis, a new model for drug screening. Angiogenesis 3:353–359

    Article  PubMed  CAS  Google Scholar 

  79. Parng C, Seng WL, Semino C, McGrath P (2002) Zebrafish, a preclinical model for drug screening. Assay Drug Dev Technol 1(1 Pt 1):41–48

    Article  PubMed  CAS  Google Scholar 

  80. Knudsen TB, DeWoskin R (2011) Systems modeling in developmental toxicity, Chapter 37. In: Casciano DA, Sahu SC (eds) Handbook of systems toxicology. Wiley, Chichester, UK, pp 599–617

    Google Scholar 

  81. Hester SD, Belmonte JM, Gens JS, Clendenon SG, Glazier JA (2011) A multi-cell, multi-scale model of vertebrate segmentation and somite formation. PLoS Comput Biol 7(10):e1002155. doi:10.1371/journal.pcbi.1002155

    Article  PubMed  CAS  Google Scholar 

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Acknowledgements

This work was performed under EPA’s Chemical Safety for Sustainability Research Program (CSS). The authors wish to acknowledge the ToxCast and Virtual Embryo project teams for their helpful insight.

Disclaimer: The U.S. EPA, through its Office of Research and Development funded and managed the research described here. It has been subjected to agency review and approved for publication. The views expressed are the opinions of the authors and do not reflect Agency policy. The authors declare they have no competing financial interests.

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Correspondence to Thomas Knudsen .

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Knudsen, T., Martin, M., Chandler, K., Kleinstreuer, N., Judson, R., Sipes, N. (2013). Predictive Models and Computational Toxicology. In: Barrow, P. (eds) Teratogenicity Testing. Methods in Molecular Biology, vol 947. Humana Press, Totowa, NJ. https://doi.org/10.1007/978-1-62703-131-8_26

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