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Biomarkers of nanomaterials hazard from multi-layer data
There is an urgent need to apply effective, data-driven approaches to reliably predict engineered nanomaterial (ENM) toxicity. Here we introduce a predictive computational framework based on the molecular and phenotypic effects of a large panel of ENMs across multiple in vitro and in vivo models. Ou...
Autores principales: | Fortino, Vittorio, Kinaret, Pia Anneli Sofia, Fratello, Michele, Serra, Angela, Saarimäki, Laura Aliisa, Gallud, Audrey, Gupta, Govind, Vales, Gerard, Correia, Manuel, Rasool, Omid, Ytterberg, Jimmy, Monopoli, Marco, Skoog, Tiina, Ritchie, Peter, Moya, Sergio, Vázquez-Campos, Socorro, Handy, Richard, Grafström, Roland, Tran, Lang, Zubarev, Roman, Lahesmaa, Riitta, Dawson, Kenneth, Loeschner, Katrin, Larsen, Erik Husfeldt, Krombach, Fritz, Norppa, Hannu, Kere, Juha, Savolainen, Kai, Alenius, Harri, Fadeel, Bengt, Greco, Dario |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9249793/ https://www.ncbi.nlm.nih.gov/pubmed/35778420 http://dx.doi.org/10.1038/s41467-022-31609-5 |
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