A safe-by-design tool for functionalised nanomaterials through the Enalos Nanoinformatics Cloud platform

Research output: Contribution to journalArticle


  • D.-D. Varsou
  • A. Afantitis
  • A. Tsoumanis
  • G. Melagraki
  • H. Sarimveis

Colleges, School and Institutes


Multi-walled carbon nanotubes are currently used in numerous industrial applications and products, therefore fast and accurate evaluation of their biological and toxicological effects is of utmost importance. Computational methods and techniques, previously applied in the area of cheminformatics for the prediction of adverse effects of chemicals, can also be applied in the case of nanomaterials (NMs), in an effort to reduce expensive and time consuming experimental procedures. In this context, a validated and predictive nanoinformatics model has been developed for the accurate prediction of the biological and toxicological profile of decorated multi-walled carbon nanotubes. The nanoinformatics workflow was fully validated according to the OECD principles before it was released online via the Enalos Cloud platform. The web-service is a ready-to-use, user-friendly application whose purpose is to facilitate decision making, as part of a safe-by-design framework for novel carbon nanotubes.


Original languageEnglish
Pages (from-to)706-718
JournalNanoscale Advances
Issue number1
Publication statusPublished - 5 Nov 2018