Data-Driven Quantitative Intrinsic Hazard Criteria for Nanoproduct Development in a Safe-by-Design Paradigm: A Case Study of Silver Nanoforms

ASINA Project: Towards a Methodological Data-Driven Sustainable and Safe-by-Design Approach for the Development of Nanomaterials

(2022) Irini Furxhi et al.   Frontiers in Bioengineering and Biotechnology

Interpretable machine learning: Fundamental principles and 10 grand challenges

(2022) Cynthia Rudin et al.   Statistics Surveys

The Road to Achieving the European Commission's Chemicals Strategy for Nanomaterial Sustainability—A PATROLS Perspective on New Approach Methodologies

(2022) Shareen H. Doak et al.   Small

Experimental and Computational Nanotoxicology—Complementary Approaches for Nanomaterial Hazard Assessment

(2022) Valérie Forest   Nanomaterials

Comparative Study on Nanotoxicity in Human Primary and Cancer Cells

(2022) In Young Kim et al.   Nanomaterials

Changes of physico-chemical properties of nano-biomaterials by digestion fluids affect the physiological properties of epithelial intestinal cells and barrier models

(2022) Giulia Antonello et al.   Particle and Fibre Toxicology

Application of a new approach method (NAM) for inhalation risk assessment

(2022) Tharacad Ramanarayanan et al.   REGULATORY TOXICOLOGY AND PHARMACOLOGY

Representing and describing nanomaterials in predictive nanoinformatics

(2022) Ewelina Wyrzykowska et al.   Nature Nanotechnology

PyBNesian: An extensible python package for Bayesian networks

(2022) David Atienza et al.   NEUROCOMPUTING

European Registry of Materials: global, unique identifiers for (undisclosed) nanomaterials

(2022) Jeaphianne van Rijn et al.   Journal of Cheminformatics

Towards safe and sustainable innovation in nanotechnology: State-of-play for smart nanomaterials

(2021) Stefania Gottardo et al.   NanoImpact

Towards FAIR nanosafety data

(2021) Nina Jeliazkova et al.   Nature Nanotechnology

Data Shepherding in Nanotechnology. The Initiation

(2021) Irini Furxhi et al.   Nanomaterials

Data Shepherding in Nanotechnology. The Exposure Field Campaign Template

(2021) Irini Furxhi et al.   Nanomaterials

A Machine Learning Tool to Predict the Antibacterial Capacity of Nanoparticles

(2021) Mahsa Mirzaei et al.   Nanomaterials

Advanced methods for missing values imputation based on similarity learning

(2021) Khaled M. Fouad et al.   PeerJ Computer Science

Explanation of machine learning models using shapley additive explanation and application for real data in hospital

(2021) Yasunobu Nohara et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Safe- and sustainable-by-design: The case of Smart Nanomaterials. A perspective based on a European workshop

(2021) Agnieszka Mech et al.   REGULATORY TOXICOLOGY AND PHARMACOLOGY

A Supervised Machine-Learning Prediction of Textile’s Antimicrobial Capacity Coated with Nanomaterials

(2021) Mahsa Mirzaei et al.   Coatings

Data Shepherding in Nanotechnology: An Antimicrobial Functionality Data Capture Template

(2021) Irini Furxhi et al.   Coatings

Health and environmental safety of nanomaterials: O Data, Where Art Thou?

(2021) Irini Furxhi   NanoImpact

Evaluation of the Genotoxic and Oxidative Damage Potential of Silver Nanoparticles in Human NCM460 and HCT116 Cells

(2020) Mingxi Jia et al.   INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES

Nanotoxicology data for in silico tools: a literature review

(2020) Irini Furxhi et al.   Nanotoxicology

Practices and Trends of Machine Learning Application in Nanotoxicology

(2020) Irini Furxhi et al.   Nanomaterials

The Food Matrix and the Gastrointestinal Fluids Alter the Features of Silver Nanoparticles

(2020) Laurie Laloux et al.   Small

Metadata Stewardship in Nanosafety Research: Community-Driven Organisation of Metadata Schemas to Support FAIR Nanoscience Data

(2020) Anastasios G. Papadiamantis et al.   Nanomaterials

The single-cell transcriptional landscape of mammalian organogenesis

(2019) Junyue Cao et al.   NATURE

Application of Bayesian networks in determining nanoparticle-induced cellular outcomes using transcriptomics

(2019) Irini Furxhi et al.   Nanotoxicology

Bayesian Network Resource for Meta-Analysis: Cellular Toxicity of Quantum Dots

(2019) Muhammad Bilal et al.   Small

Machine learning prediction of nanoparticle in vitro toxicity: A comparative study of classifiers and ensemble-classifiers using the Copeland Index

(2019) Irini Furxhi et al.   TOXICOLOGY LETTERS

Low-density polyethylene films incorporated with silver nanoparticles to promote antimicrobial efficiency in food packaging

(2019) Sabrina da Costa Brito et al.   FOOD SCIENCE AND TECHNOLOGY INTERNATIONAL

Missing data imputation using decision trees and fuzzy clustering with iterative learning

(2019) Sanaz Nikfalazar et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Dissolution Behavior And Biodurability Of Ingested Engineered Nanomaterials In The Gastrointestinal Environment

(2018) Ikjot Singh Sohal et al.   ACS Nano

Perspectives from the NanoSafety Modelling Cluster on the validation criteria for (Q)SAR models used in nanotechnology

(2018) Tomasz Puzyn et al.   FOOD AND CHEMICAL TOXICOLOGY

Hazard Screening Methods for Nanomaterials: A Comparative Study

(2018) Barry Sheehan et al.   INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES

Physico-chemical properties of manufactured nanomaterials - Characterisation and relevant methods. An outlook based on the OECD Testing Programme

(2018) Kirsten Rasmussen et al.   REGULATORY TOXICOLOGY AND PHARMACOLOGY

Nano-QSAR modeling for ecosafe design of heterogeneous TiO2-based nano-photocatalysts

(2018) Alicja Mikolajczyk et al.   Environmental Science-Nano

Silver nanoparticles as a medical device in healthcare settings: a five-step approach for candidate screening of coating agents

(2018) Valentina Marassi et al.   Royal Society Open Science

An analytical approach for quantifying the influence of nanoparticle polydispersity on cellular delivered dose

(2018) Stuart T. Johnston et al.   Journal of the Royal Society Interface

Immunotoxicity, genotoxicity and epigenetic toxicity of nanomaterials: New strategies for toxicity testing?

(2017) Maria Dusinska et al.   FOOD AND CHEMICAL TOXICOLOGY

Overview on biological implications of metal oxide nanoparticle exposure to human alveolar A549 cell line

(2017) Ansie Martin et al.   Nanotoxicology

Application of Bayesian networks for hazard ranking of nanomaterials to support human health risk assessment

(2017) Hans J. P. Marvin et al.   Nanotoxicology

A Bayesian Belief Network Model Assessing the Risk to Wastewater Workers of Contracting Ebola Virus Disease During an Outbreak

(2017) Joseph W. Zabinski et al.   RISK ANALYSIS

Silver nanoparticles: Significance of physicochemical properties and assay interference on the interpretation of in vitro cytotoxicity studies

(2017) Kausar B. Riaz Ahmed et al.   TOXICOLOGY IN VITRO

Curcumin modified silver nanoparticles for highly efficient inhibition of respiratory syncytial virus infection

(2016) Xiao Xi Yang et al.   Nanoscale

A Tractable Method for Measuring Nanomaterial Risk Using Bayesian Networks

(2016) Finbarr Murphy et al.   Nanoscale Research Letters

A Tractable Method for Measuring Nanomaterial Risk Using Bayesian Networks

(2016) Finbarr Murphy et al.   Nanoscale Research Letters

Protein corona-induced modification of silver nanoparticle aggregation in simulated gastric fluid

(2016) Andrew P. Ault et al.   Environmental Science-Nano

Advancing Dose–Response Assessment Methods for Environmental Regulatory Impact Analysis: A Bayesian Belief Network Approach Applied to Inorganic Arsenic

(2016) Joseph W. Zabinski et al.   Environmental Science & Technology Letters

Interpretable classifiers using rules and Bayesian analysis: Building a better stroke prediction model

(2015) Benjamin Letham et al.   Annals of Applied Statistics

The oxidative potential of differently charged silver and gold nanoparticles on three human lung epithelial cell types

(2015) Paul Schlinkert et al.   JOURNAL OF NANOBIOTECHNOLOGY

Nano(Q)SAR: Challenges, pitfalls and perspectives

(2014) Ratna Tantra et al.   Nanotoxicology

Analytically monitored digestion of silver nanoparticles and their toxicity on human intestinal cells

(2013) Linda Böhmert et al.   Nanotoxicology

Green and easily scalable microwave synthesis of noble metal nanosols (Au, Ag, Cu, Pd) usable as catalysts

(2013) M. Blosi et al.   NEW JOURNAL OF CHEMISTRY

Application of an efficient Bayesian discretization method to biomedical data

(2011) Jonathan L Lustgarten et al.   BMC BIOINFORMATICS

Using nano-QSAR to predict the cytotoxicity of metal oxide nanoparticles

(2011) Tomasz Puzyn et al.   Nature Nanotechnology

Effects of Cell Culture Media on the Dynamic Formation of Protein−Nanoparticle Complexes and Influence on the Cellular Response

(2010) Gabriele Maiorano et al.   ACS Nano

Bayesian rule learning for biomedical data mining

(2010) Vanathi Gopalakrishnan et al.   BIOINFORMATICS

Microwave-assisted polyol synthesis of Cu nanoparticles

(2010) M. Blosi et al.   JOURNAL OF NANOPARTICLE RESEARCH

Development ofin vitrosystems for nanotoxicology: methodological considerations

(2009) Vicki Stone et al.   CRITICAL REVIEWS IN TOXICOLOGY

Toward the Development of “Nano-QSARs”: Advances and Challenges

(2009) Tomasz Puzyn et al.   Small

Assessing nanotoxicity in cells in vitro

(2009) Jedd M. Hillegass et al.   Wiley Interdisciplinary Reviews-Nanomedicine and Nanobiotechnology