Cargando…

A genomic biomarker signature can predict skin sensitizers using a cell-based in vitro alternative to animal tests

BACKGROUND: Allergic contact dermatitis is an inflammatory skin disease that affects a significant proportion of the population. This disease is caused by an adverse immune response towards chemical haptens, and leads to a substantial economic burden for society. Current test of sensitizing chemical...

Descripción completa

Detalles Bibliográficos
Autores principales: Johansson, Henrik, Lindstedt, Malin, Albrekt, Ann-Sofie, Borrebaeck, Carl AK
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3176258/
https://www.ncbi.nlm.nih.gov/pubmed/21824406
http://dx.doi.org/10.1186/1471-2164-12-399
_version_ 1782212205295435776
author Johansson, Henrik
Lindstedt, Malin
Albrekt, Ann-Sofie
Borrebaeck, Carl AK
author_facet Johansson, Henrik
Lindstedt, Malin
Albrekt, Ann-Sofie
Borrebaeck, Carl AK
author_sort Johansson, Henrik
collection PubMed
description BACKGROUND: Allergic contact dermatitis is an inflammatory skin disease that affects a significant proportion of the population. This disease is caused by an adverse immune response towards chemical haptens, and leads to a substantial economic burden for society. Current test of sensitizing chemicals rely on animal experimentation. New legislations on the registration and use of chemicals within pharmaceutical and cosmetic industries have stimulated significant research efforts to develop alternative, human cell-based assays for the prediction of sensitization. The aim is to replace animal experiments with in vitro tests displaying a higher predictive power. RESULTS: We have developed a novel cell-based assay for the prediction of sensitizing chemicals. By analyzing the transcriptome of the human cell line MUTZ-3 after 24 h stimulation, using 20 different sensitizing chemicals, 20 non-sensitizing chemicals and vehicle controls, we have identified a biomarker signature of 200 genes with potent discriminatory ability. Using a Support Vector Machine for supervised classification, the prediction performance of the assay revealed an area under the ROC curve of 0.98. In addition, categorizing the chemicals according to the LLNA assay, this gene signature could also predict sensitizing potency. The identified markers are involved in biological pathways with immunological relevant functions, which can shed light on the process of human sensitization. CONCLUSIONS: A gene signature predicting sensitization, using a human cell line in vitro, has been identified. This simple and robust cell-based assay has the potential to completely replace or drastically reduce the utilization of test systems based on experimental animals. Being based on human biology, the assay is proposed to be more accurate for predicting sensitization in humans, than the traditional animal-based tests.
format Online
Article
Text
id pubmed-3176258
institution National Center for Biotechnology Information
language English
publishDate 2011
publisher BioMed Central
record_format MEDLINE/PubMed
spelling pubmed-31762582011-09-20 A genomic biomarker signature can predict skin sensitizers using a cell-based in vitro alternative to animal tests Johansson, Henrik Lindstedt, Malin Albrekt, Ann-Sofie Borrebaeck, Carl AK BMC Genomics Research Article BACKGROUND: Allergic contact dermatitis is an inflammatory skin disease that affects a significant proportion of the population. This disease is caused by an adverse immune response towards chemical haptens, and leads to a substantial economic burden for society. Current test of sensitizing chemicals rely on animal experimentation. New legislations on the registration and use of chemicals within pharmaceutical and cosmetic industries have stimulated significant research efforts to develop alternative, human cell-based assays for the prediction of sensitization. The aim is to replace animal experiments with in vitro tests displaying a higher predictive power. RESULTS: We have developed a novel cell-based assay for the prediction of sensitizing chemicals. By analyzing the transcriptome of the human cell line MUTZ-3 after 24 h stimulation, using 20 different sensitizing chemicals, 20 non-sensitizing chemicals and vehicle controls, we have identified a biomarker signature of 200 genes with potent discriminatory ability. Using a Support Vector Machine for supervised classification, the prediction performance of the assay revealed an area under the ROC curve of 0.98. In addition, categorizing the chemicals according to the LLNA assay, this gene signature could also predict sensitizing potency. The identified markers are involved in biological pathways with immunological relevant functions, which can shed light on the process of human sensitization. CONCLUSIONS: A gene signature predicting sensitization, using a human cell line in vitro, has been identified. This simple and robust cell-based assay has the potential to completely replace or drastically reduce the utilization of test systems based on experimental animals. Being based on human biology, the assay is proposed to be more accurate for predicting sensitization in humans, than the traditional animal-based tests. BioMed Central 2011-08-08 /pmc/articles/PMC3176258/ /pubmed/21824406 http://dx.doi.org/10.1186/1471-2164-12-399 Text en Copyright ©2011 Johansson et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Johansson, Henrik
Lindstedt, Malin
Albrekt, Ann-Sofie
Borrebaeck, Carl AK
A genomic biomarker signature can predict skin sensitizers using a cell-based in vitro alternative to animal tests
title A genomic biomarker signature can predict skin sensitizers using a cell-based in vitro alternative to animal tests
title_full A genomic biomarker signature can predict skin sensitizers using a cell-based in vitro alternative to animal tests
title_fullStr A genomic biomarker signature can predict skin sensitizers using a cell-based in vitro alternative to animal tests
title_full_unstemmed A genomic biomarker signature can predict skin sensitizers using a cell-based in vitro alternative to animal tests
title_short A genomic biomarker signature can predict skin sensitizers using a cell-based in vitro alternative to animal tests
title_sort genomic biomarker signature can predict skin sensitizers using a cell-based in vitro alternative to animal tests
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3176258/
https://www.ncbi.nlm.nih.gov/pubmed/21824406
http://dx.doi.org/10.1186/1471-2164-12-399
work_keys_str_mv AT johanssonhenrik agenomicbiomarkersignaturecanpredictskinsensitizersusingacellbasedinvitroalternativetoanimaltests
AT lindstedtmalin agenomicbiomarkersignaturecanpredictskinsensitizersusingacellbasedinvitroalternativetoanimaltests
AT albrektannsofie agenomicbiomarkersignaturecanpredictskinsensitizersusingacellbasedinvitroalternativetoanimaltests
AT borrebaeckcarlak agenomicbiomarkersignaturecanpredictskinsensitizersusingacellbasedinvitroalternativetoanimaltests
AT johanssonhenrik genomicbiomarkersignaturecanpredictskinsensitizersusingacellbasedinvitroalternativetoanimaltests
AT lindstedtmalin genomicbiomarkersignaturecanpredictskinsensitizersusingacellbasedinvitroalternativetoanimaltests
AT albrektannsofie genomicbiomarkersignaturecanpredictskinsensitizersusingacellbasedinvitroalternativetoanimaltests
AT borrebaeckcarlak genomicbiomarkersignaturecanpredictskinsensitizersusingacellbasedinvitroalternativetoanimaltests