PMID- 19162165 OWN - NLM STAT- MEDLINE DCOM- 20090611 LR - 20220311 IS - 0887-2333 (Print) IS - 0887-2333 (Linking) VI - 23 IP - 3 DP - 2009 Apr TI - Quantitative structure-property relationship modeling of skin sensitization: a quantitative prediction. PG - 454-65 LID - 10.1016/j.tiv.2008.12.025 [doi] AB - A quantitative structure-property relationship (QSPR) model for predicting the skin sensitization effects of chemical compounds has been developed. An extensive database of test results from three exclusive test procedures was used for QSPR model development. Since the experimental procedure and end-point ranking of data for local lymph node assay (LLNA), guinea pig maximization test (GPMT), and Federal Institute for Health Protection of Consumers and Veterinary Medicine (BgVV) are different, three separate QSPR models were developed. Effective non-linear regression models were used for QSPR model development. The predictive capability of the final QSPR models was further improved by using a combination of literature-recommended and structural descriptors. The resultant QSPR models are capable of predicting skin sensitization of the diverse set of molecules considered with accuracies of 90%, 95%, and 90% for the LLNA, GPMT, and BgVV datasets, respectively. FAU - Golla, Sharath AU - Golla S AD - School of Chemical Engineering, Oklahoma State University, 423 EN, Stillwater, OK 74078, United States. FAU - Madihally, Sundar AU - Madihally S FAU - Robinson, Robert L Jr AU - Robinson RL Jr FAU - Gasem, Khaled A M AU - Gasem KA LA - eng GR - R21 EB005749/EB/NIBIB NIH HHS/United States GR - 1R21EB005749/EB/NIBIB NIH HHS/United States PT - Journal Article PT - Research Support, N.I.H., Extramural DEP - 20090108 PL - England TA - Toxicol In Vitro JT - Toxicology in vitro : an international journal published in association with BIBRA JID - 8712158 RN - 0 (Allergens) SB - IM MH - Allergens/*chemistry/classification/toxicity MH - *Animal Testing Alternatives MH - Animals MH - Guinea Pigs MH - Local Lymph Node Assay MH - Lymph Nodes/drug effects/immunology MH - Models, Biological MH - Molecular Weight MH - *Predictive Value of Tests MH - Quantitative Structure-Activity Relationship MH - Reproducibility of Results MH - Skin/*drug effects/immunology EDAT- 2009/01/24 09:00 MHDA- 2009/06/12 09:00 CRDT- 2009/01/24 09:00 PHST- 2008/09/05 00:00 [received] PHST- 2008/12/03 00:00 [revised] PHST- 2008/12/17 00:00 [accepted] PHST- 2009/01/24 09:00 [entrez] PHST- 2009/01/24 09:00 [pubmed] PHST- 2009/06/12 09:00 [medline] AID - S0887-2333(08)00307-X [pii] AID - 10.1016/j.tiv.2008.12.025 [doi] PST - ppublish SO - Toxicol In Vitro. 2009 Apr;23(3):454-65. doi: 10.1016/j.tiv.2008.12.025. Epub 2009 Jan 8.