{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,3]],"date-time":"2026-08-03T10:38:53Z","timestamp":1785753533400,"version":"3.56.0"},"reference-count":200,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2021,5,4]],"date-time":"2021-05-04T00:00:00Z","timestamp":1620086400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100004663","name":"Ministry of Science and Technology, Taiwan","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100004663","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Pharmacol."],"abstract":"<jats:p>Skin direct contact with chemical or physical substances is predisposed to allergic contact dermatitis (ACD), producing various allergic reactions, namely rash, blister, or itchy, in the contacted skin area. ACD can be triggered by various extremely complicated adverse outcome pathways (AOPs) remains to be causal for biosafety warrant. As such, commercial products such as ointments or cosmetics can fulfill the topically safe requirements in animal and non-animal models including allergy. Europe, nevertheless, has banned animal tests for the safety evaluations of cosmetic ingredients since 2013, followed by other countries. A variety of non-animal <jats:italic>in vitro<\/jats:italic> tests addressing different key events of the AOP, the direct peptide reactivity assay (DPRA), KeratinoSens\u2122, LuSens and human cell line activation test h-CLAT and U-SENS\u2122 have been developed and were adopted in OECD test guideline to identify the skin sensitizers. Other methods, such as the SENS-IS are not yet fully validated and regulatorily accepted. A broad spectrum of <jats:italic>in silico<\/jats:italic> models, alternatively, to predict skin sensitization have emerged based on various animal and non-animal data using assorted modeling schemes. In this article, we extensively summarize a number of skin sensitization predictive models that can be used in the biopharmaceutics and cosmeceuticals industries as well as their future perspectives, and the underlined challenges are also discussed.<\/jats:p>","DOI":"10.3389\/fphar.2021.655771","type":"journal-article","created":{"date-parts":[[2021,5,4]],"date-time":"2021-05-04T07:48:43Z","timestamp":1620114523000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":38,"title":["In silico Prediction of Skin Sensitization: Quo vadis?"],"prefix":"10.3389","volume":"12","author":[{"given":"Giang Huong","family":"Ta","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ching-Feng","family":"Weng","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Max K.","family":"Leong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2021,5,4]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"367","DOI":"10.1007\/s00204-011-0693-2","article-title":"Alternative (Non-animal) Methods for Cosmetics Testing: Current Status and Future Prospects-2010","volume":"85","author":"Adler","year":"2011","journal-title":"Arch. 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