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DOI 10.1142/s233954781850005x

Медицинская библиотека · Technology · 2018

Tri-culture system for pro-hapten sensitizer identification and potency classification.

Lee Serom, Greenstein Talia, Shi Lingting, Maguire Tim, Schloss Rene, Yarmush Martin

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Аннотация

Allergic contact dermatitis (ACD) is an inflammatory disease that impacts 15-20% of the general population and accurate screening methods for chemical risk assessment are needed. However, most approaches poorly predict pre- and pro-hapten sensitizers, which require abiotic or metabolic conversion prior to inducing sensitization. We developed a tri-culture system comprised of MUTZ-3-derived Langerhans cells, HaCaT keratinocytes, and primary dermal fibroblasts to mimic the cellular and metabolic environments of skin sensitization. A panel of non-sensitizers and sensitizers was tested and the secretome was evaluated. A support vector machine (SVM) was used to identify the most predictive sensitization signature and classification trees identified statistical thresholds to predict sensitizer potency. The SVM computed 91% tri-culture prediction accuracy using the top 3 ranking biomarkers (IL-8, MIP-1β, and GM-CSF) and improved the detection of pre- and pro-haptens. This in vitro assay combined with in silico data analysis presents a promising approach and offers the possibility of multi-metric analysis for enhanced ACD sensitizer screening.

Для цитирования: Lee Serom, Greenstein Talia, Shi Lingting, Maguire Tim, Schloss Rene, Yarmush Martin. Tri-culture system for pro-hapten sensitizer identification and potency classification.. Technology. 2018. DOI: 10.1142/s233954781850005x.
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