Research Paper on PFOS Exposure and Glaucoma Risk via FABP4

A 45.1 KB research document analyzes the link between perfluorooctanesulfonic acid (PFOS) and primary open-angle glaucoma (POAG). The study uses NHANES and GBD data, network toxicology, machine learning, and in vitro experiments to identify FABP4 as a key mediator. Author Jiangpeng Lin published the document under a CC-BY-4.0 license on figshare in May 2026.

Use Cases

• Study environmental risk factors for glaucoma based on the analysis of PFOS exposure.
• Investigate molecular pathways linking chemical exposure to cellular senescence based on the FABP4 and P21 markers.
• Validate bioinformatic findings with experimental data based on the described in vitro work with human trabecular meshwork cells.
• Benchmark machine learning and network toxicology methods for candidate gene identification based on the described analytical pipeline.

Strengths

• The study integrates multiple data sources, including NHANES and GBD databases.
• The methodology combines cross-sectional analysis, bioinformatics, machine learning, and wet-lab validation.
• The document is published under a permissive CC-BY-4.0 license for reuse.

Limitations

• The dataset is a 45.1 KB DOCX file containing a research paper, not structured data for direct analysis.
• Column-level documentation for any underlying data is absent; field semantics must be inferred from the text.
• Row count for any referenced datasets is unknown, limiting suitability assessment for ML tasks.

Provenance

Source

figshare

Collection Method

Research synthesis using NHANES, GBD data, bioinformatics, and in vitro experiments.

Freshness

Last updated 2026-05-11 22:03:11; freshness should be verified.