PMID- 27080242 OWN - NLM STAT- MEDLINE DCOM- 20170710 LR - 20170713 IS - 1099-1263 (Electronic) IS - 0260-437X (Linking) VI - 36 IP - 12 DP - 2016 Dec TI - Accounting for data variability, a key factor in in vivo/in vitro relationships: application to the skin sensitization potency (in vivo LLNA versus in vitro DPRA) example. PG - 1568-1578 LID - 10.1002/jat.3318 [doi] AB - When searching for alternative methods to animal testing, confidently rescaling an in vitro result to the corresponding in vivo classification is still a challenging problem. Although one of the most important factors affecting good correlation is sample characteristics, they are very rarely integrated into correlation studies. Usually, in these studies, it is implicitly assumed that both compared values are error-free numbers, which they are not. In this work, we propose a general methodology to analyze and integrate data variability and thus confidence estimation when rescaling from one test to another. The methodology is demonstrated through the case study of rescaling the in vitro Direct Peptide Reactivity Assay (DPRA) reactivity to the in vivo Local Lymph Node Assay (LLNA) skin sensitization potency classifications. In a first step, a comprehensive statistical analysis evaluating the reliability and variability of LLNA and DPRA as such was done. These results allowed us to link the concept of gray zones and confidence probability, which in turn represents a new perspective for a more precise knowledge of the classification of chemicals within their in vivo OR in vitro test. Next, the novelty and practical value of our methodology introducing variability into the threshold optimization between the in vitro AND in vivo test resides in the fact that it attributes a confidence probability to the predicted classification. The methodology, classification and screening approach presented in this study are not restricted to skin sensitization only. They could be helpful also for fate, toxicity and health hazard assessment where plenty of in vitro and in chemico assays and/or QSARs models are available. Copyright (c) 2016 John Wiley & Sons, Ltd. CI - Copyright (c) 2016 John Wiley & Sons, Ltd. FAU - Dimitrov, S AU - Dimitrov S AD - Laboratory of Mathematical Chemistry, University "Prof. As. Zlatarov", 8010, Bourgas, Bulgaria. FAU - Detroyer, A AU - Detroyer A AD - L'Oreal R&I, Aulnay-sous-Bois, France. FAU - Piroird, C AU - Piroird C AD - L'Oreal R&I, Aulnay-sous-Bois, France. FAU - Gomes, C AU - Gomes C AD - L'Oreal R&I, Aulnay-sous-Bois, France. FAU - Eilstein, J AU - Eilstein J AD - L'Oreal R&I, Aulnay-sous-Bois, France. FAU - Pauloin, T AU - Pauloin T AD - L'Oreal R&I, Aulnay-sous-Bois, France. FAU - Kuseva, C AU - Kuseva C AD - Laboratory of Mathematical Chemistry, University "Prof. As. Zlatarov", 8010, Bourgas, Bulgaria. FAU - Ivanova, H AU - Ivanova H AD - Laboratory of Mathematical Chemistry, University "Prof. As. Zlatarov", 8010, Bourgas, Bulgaria. FAU - Popova, I AU - Popova I AD - Laboratory of Mathematical Chemistry, University "Prof. As. Zlatarov", 8010, Bourgas, Bulgaria. FAU - Karakolev, Y AU - Karakolev Y AD - Laboratory of Mathematical Chemistry, University "Prof. As. Zlatarov", 8010, Bourgas, Bulgaria. FAU - Ringeissen, S AU - Ringeissen S AD - L'Oreal R&I, Aulnay-sous-Bois, France. FAU - Mekenyan, O AU - Mekenyan O AD - Laboratory of Mathematical Chemistry, University "Prof. As. Zlatarov", 8010, Bourgas, Bulgaria. omekenya@btu.bg. LA - eng PT - Journal Article PT - Research Support, Non-U.S. Gov't DEP - 20160415 PL - England TA - J Appl Toxicol JT - Journal of applied toxicology : JAT JID - 8109495 RN - 0 (Cosmetics) RN - 0 (Peptides) SB - IM MH - Animal Testing Alternatives/*methods MH - Animals MH - Cosmetics/chemistry/toxicity MH - *Dermatitis, Contact/immunology/metabolism MH - Dose-Response Relationship, Drug MH - In Vitro Techniques MH - *Local Lymph Node Assay MH - Mice MH - Peptides/chemistry/metabolism MH - Sensitivity and Specificity MH - Skin/*drug effects/immunology/metabolism MH - Skin Tests OTO - NOTNLM OT - DPRA OT - EU cosmetics regulation OT - LLNA OT - alternative methods OT - in vitro OT - in vivo OT - skin sensitization EDAT- 2016/04/16 06:00 MHDA- 2017/07/14 06:00 CRDT- 2016/04/16 06:00 PHST- 2015/12/11 00:00 [received] PHST- 2016/02/01 00:00 [revised] PHST- 2016/02/11 00:00 [accepted] PHST- 2016/04/16 06:00 [pubmed] PHST- 2017/07/14 06:00 [medline] PHST- 2016/04/16 06:00 [entrez] AID - 10.1002/jat.3318 [doi] PST - ppublish SO - J Appl Toxicol. 2016 Dec;36(12):1568-1578. doi: 10.1002/jat.3318. Epub 2016 Apr 15.