From QSAR to deep learning: an interpretable comprehensive pipeline with a read-across approach for mutagenicity prediction via the Enalos Cloud Platform
RSC Advances
+47 63 89 82 75
Environmental Chemistry and Health Effects
Kjeller
eml@nilu.no
Dr. Eleonora Longhin is a senior scientist at NILU in the department of Environmental Chemistry and Health Effects. She is a biologist with expertise in (advanced) in vitro models for assessing the toxicological effects and mechanisms of action of airborne particulate matter (PM), nanomaterials and other emerging contaminants. Her competencies include predictive toxicology, mode of action analysis, and the integration of mechanistic hazard data into Next-Generation Risk Assessment (NGRA) frameworks.
A key focus of her recent work is the Safe and Sustainable by Design (SSbD) approach, embedding safety considerations from the earliest stages of chemicals and materials development. In this context, she contributes to defining testing strategies, developing mechanistic hazard assessment methods, and translating toxicological evidence into recommendations that minimize risks throughout the product life cycle. Through the European projects PROPLANET, ANALYST and PARC, Dr. Longhin actively collaborates with industrial partners, regulators, and academic institutions to ensure that innovative materials meet both performance and safety requirements in line with European policy objectives.
Beyond her research, she has played pivotal roles in large-scale collaborative initiatives, acting as project manager for the H2020 project RiskGONE and serving as Principal Investigator, task or Work Package leader, for several national and international projects. She is also a member of the Toxicology Section Board of the Norwegian Society of Pharmacology and Toxicology (NSFT).
RSC Advances
Frontiers in Pharmacology
Frontiers in Toxicology
Frontiers in Toxicology
Frontiers in Toxicology
Small
Mutation Research. Genetic Toxicology and Environmental Mutagenesis
Computational and Structural Biotechnology Journal
Toxicology in Vitro
Particle and Fibre Toxicology
Safe and Sustainable Value Creation by Design
Nanomaterials
Mutation Research. Genetic Toxicology and Environmental Mutagenesis
International Journal of Molecular Sciences
Journal of Cheminformatics
Cancers
Biomedicine & Pharmacotherapy
Mutagenesis
Computational and Structural Biotechnology Journal
Genotoxicity Assessment. Methods and Protocols
Nanomaterials
Nature Protocols
ACTRIS Science Conference 2026
10th International WeBIOPATR Workshop and Conference 2025
10th International WeBIOPATR Workshop and Conference 2025
The CONSENSUSFRA Workshop: A pilot study on tire wear rubber additives
SSbD25 Conference
1st stakeholder board meeting
SSbD25 Conference
NanoWeek
NanoWeek
NANOTOX 2024
NSFT Winter Meeting
Toxicology Letters
8th International Conference on Environmental, Health and Safety issues related to Nanomaterials, nanoSAFE’23 and NanoSafety Cluster joint conference
Joint International Scientific Conference VISION and International Network of Young Scientists Conference
9th International WeBIOPATR Workshop & Conference. Particulate Matter: Research and Management
International Conference on New Achievements in Science, Technology and Arts (ICNA-STA)
Conference on Tools and Tests for Safer-by-Design Nanomaterials
Environmental and Molecular Mutagenesis
NSFT Winter Meeting
PFAS seminar for a Japanese delegation visiting NILU
Joint International Scientific Conference VISION and International Network of Young Scientists Conference
Inhaled Particles and NanOEH Conference 2023
SSbD24
22nd Global Conference on Sustainable Manufacturing
RiskGONE Webinar
Toxicology Letters
Mutation Research. Genetic Toxicology and Environmental Mutagenesis
MaterialsWeek 2024 Conference
NSFT Winter Meeting
PARC Workshop
SafeNano 2020
52nd EEMGS Meeting
18th International Conference on Chemistry and the Environment – ICCE 2023
Toxicology Letters
Annals of Work Exposures and Health
RSC Advances
Frontiers in Pharmacology
Frontiers in Toxicology
Frontiers in Toxicology
Frontiers in Toxicology
Small
Mutation Research. Genetic Toxicology and Environmental Mutagenesis
Computational and Structural Biotechnology Journal
Toxicology in Vitro
Particle and Fibre Toxicology
Safe and Sustainable Value Creation by Design
Nanomaterials
Mutation Research. Genetic Toxicology and Environmental Mutagenesis
International Journal of Molecular Sciences
Journal of Cheminformatics
Cancers
Biomedicine & Pharmacotherapy
Mutagenesis
Computational and Structural Biotechnology Journal
Genotoxicity Assessment. Methods and Protocols
Nanomaterials
Nature Protocols
ACTRIS Science Conference 2026
10th International WeBIOPATR Workshop and Conference 2025
10th International WeBIOPATR Workshop and Conference 2025
The CONSENSUSFRA Workshop: A pilot study on tire wear rubber additives
SSbD25 Conference
1st stakeholder board meeting
SSbD25 Conference
NanoWeek
NanoWeek
NANOTOX 2024
NSFT Winter Meeting
Toxicology Letters
8th International Conference on Environmental, Health and Safety issues related to Nanomaterials, nanoSAFE’23 and NanoSafety Cluster joint conference
Joint International Scientific Conference VISION and International Network of Young Scientists Conference
9th International WeBIOPATR Workshop & Conference. Particulate Matter: Research and Management
International Conference on New Achievements in Science, Technology and Arts (ICNA-STA)
Conference on Tools and Tests for Safer-by-Design Nanomaterials
Environmental and Molecular Mutagenesis
NSFT Winter Meeting
PFAS seminar for a Japanese delegation visiting NILU
Joint International Scientific Conference VISION and International Network of Young Scientists Conference
Inhaled Particles and NanOEH Conference 2023
SSbD24
22nd Global Conference on Sustainable Manufacturing
RiskGONE Webinar
Toxicology Letters
Mutation Research. Genetic Toxicology and Environmental Mutagenesis
MaterialsWeek 2024 Conference
NSFT Winter Meeting
PARC Workshop
SafeNano 2020
52nd EEMGS Meeting
18th International Conference on Chemistry and the Environment – ICCE 2023
Toxicology Letters
Annals of Work Exposures and Health