Computational methods have advanced toxicology towards the development of target-specific models based on a clear cause-effect rationale. However, the predictive potential of these models presents strengths and weaknesses. On the good side, in silico models are valuable cheap alternatives to in vitro and in vivo experiments. On the other, the unconscious use of in silico methods can mislead end-users with elusive results. The focus of this review is on the basic scientific and regulatory recommendations in the derivation and application of computational models. Attention is paid to examine the interplay between computational toxicology and drug discovery and development. Avoiding the easy temptation of an overoptimistic future, we report our view on what can, or cannot, realistically be done. Indeed, studies of safety/toxicity represent a key element of chemical prioritization programs carried out by chemical industries, and primarily by pharmaceutical companies.

Mind the Gap ! A Journey towards Computational Toxicology

MANGIATORDI, Giuseppe Felice;ALBERGA, DOMENICO;ALTOMARE, Cosimo Damiano;CAROTTI, Angelo;CATTO, Marco;Cellamare, Saverio;GADALETA, DOMENICO;Lattanzi, Gianluca;LEONETTI, Francesco;PISANI, LEONARDO;STEFANACHI, ANGELA;TRISCIUZZI, DANIELA;NICOLOTTI, ORAZIO
2016-01-01

Abstract

Computational methods have advanced toxicology towards the development of target-specific models based on a clear cause-effect rationale. However, the predictive potential of these models presents strengths and weaknesses. On the good side, in silico models are valuable cheap alternatives to in vitro and in vivo experiments. On the other, the unconscious use of in silico methods can mislead end-users with elusive results. The focus of this review is on the basic scientific and regulatory recommendations in the derivation and application of computational models. Attention is paid to examine the interplay between computational toxicology and drug discovery and development. Avoiding the easy temptation of an overoptimistic future, we report our view on what can, or cannot, realistically be done. Indeed, studies of safety/toxicity represent a key element of chemical prioritization programs carried out by chemical industries, and primarily by pharmaceutical companies.
File in questo prodotto:
File Dimensione Formato  
Manuscript Molecular_Informatics.pdf

non disponibili

Tipologia: Documento in Post-print
Licenza: NON PUBBLICO - Accesso privato/ristretto
Dimensione 700.21 kB
Formato Adobe PDF
700.21 kB Adobe PDF   Visualizza/Apri   Richiedi una copia

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11586/167507
Citazioni
  • ???jsp.display-item.citation.pmc??? 6
  • Scopus 26
  • ???jsp.display-item.citation.isi??? 17
social impact