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Status Quo in Data Availability and Predictive Models of Nano-Mixture Toxicity
Tung X Trinh1,2, Jongwoon Kim1
1Chemical Safety Research Center, Korea Research Institute of Chemical Technology (KRICT), Daejeon 34114, Korea.
Predictive models for nano-mixtures are crucial for assessing toxicity, but data and model gaps hinder in silico approaches. This review analyzes 183 studies to identify challenges and guide future research.
Area of Science:
- Environmental toxicology
- Nanomaterial safety
- Computational toxicology
Background:
- Co-exposure to nanomaterials and chemicals can lead to complex mixture toxicity.
- Predictive models, like concentration addition (CA) and independent action (IA), are established for chemical mixtures.
- Limited research existed on predictive models for nano-mixtures before June 2020.
Purpose of the Study:
- To review existing data and predictive models for nano-mixture toxicity.
- To identify data and model availability gaps for in silico nano-mixture toxicity assessment.
- To outline research challenges for developing robust predictive models.
Main Methods:
- Systematic literature search and data curation.
- Analysis of 183 studies on nano-mixture toxicity.
- Identification of trends in data and model development.
Main Results:
- Significant gaps exist in available datasets and predictive models for nano-mixtures.
- Existing models for chemical mixtures may not be directly applicable to nano-mixtures.
- The review highlights the need for standardized data collection and model validation.
Conclusions:
- Addressing data and model gaps is essential for advancing in silico nano-mixture toxicity assessment.
- Further experimental studies are needed to fill data gaps and develop reliable predictive models.
- Facilitating the development of predictive models will reduce reliance on extensive laboratory testing.
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