Global Microplastic Pollution-Year 5: A Novel Multi-Organism & Computational Approach for Investigating Microplastics' Size and Concentration-Dependent Effects for Translational Human Biomarker Discovery; and Deployment of Plant-Based, Economical, and Scalable Microplastic Remediation Systems
ISEF · 2025 Earth and Environmental Sciences
Overview
Global Microplastic Pollution, an “Environmental Ticking Time Bomb”, is a significant and ongoing threat to the environment, world's water-quality, and human-health. Humans now ingest >5 grams of plastic every week, with studies showing that microplastics(MPs) cause oxidative stress, neurotoxicity, gut microbiota and endocrine disruption, cancer, obesity, and diabetes in humans. This study utilizes a Novel Multi-Organism and Computational Approach to quantify the size/concentration-dependent effects of Polystyrene MPs on a wet lab zebrafish embryo model and computational AI mouse-model for identifying translational effects to humans and develop targeted interventions. Zebrafish embryos were exposed to polystyrene/polyethylene microplastics at low/high environmentally relevant concentrations. Toxicological effects were assessed via embryotoxicity assays, emphasizing gene expression(qPCR). A Novel Deep-Learning AI-model was developed utilizing public libraries and EPA data to simulate toxicology studies on mice to translate to humans in a computational space. Parameters include microplastic concentrations and their associated organ effects, yielding a 95% prediction accuracy. A web-user interface was created to expand accessibility and data to improve AI model performance. Microplastic pollution permeates all exposure pathways, with water being the most prevalent. Hence, a potable water-filtration system was developed and validated utilizing Moringa oleifera seed powder as the filtration agent to extract microplastics and harmful contaminants from drinking water with a 99.9% filtration efficacy after testing via industry-standard water-quality metrics with integration of low-cost IoT technology for real-time potable water quality monitoring with user-friendly software.
Competition history
- ISEF 2025
Resources
Related projects
ISEF · 2024
Global Microplastic Pollution - The Emerging Health Crisis: The Ecotoxicological Effects of Microplastics on Aquatic Organisms and Translating to Humans via A.I. Machine Learning & a Novel Low-Cost Water Filtration System
ISEF · 2025
'Plasticoma': A Bioengineered Platform to Study the Microplastic Pollution-Induced Cellular Pathologies and Discover Therapeutic Interventions
ISEF · 2025
Analyzing and Filtering Microplastics in Drinking Water
ISEF · 2024
Improvement and Empirical Testing of a Novel Autonomous Microplastics-Collecting Semisubmersible
Closest projects by meaning, across every fair and year in the corpus.
Source: Regeneron International Science and Engineering Fair