Integrative Bioinformatics, Experimental Validation, and Interpretable Machine Learning Reveal Oxyresveratrol‐Mediated Protection Against Cadmium‐Induced Lung Adenocarcinoma‐Related Transcriptional Dysregulation

= 0.90), while SHAP analysis identified Egln3 as the dominant context-dependent contributor, followed by Cbx2 and Crabp2. Complementary Elastic Net regression supported these findings through consistent linear associations. Overall, integrating interpretable machine learning with experimental evidence enhances mechanistic insight into Cd-induced transcriptional reprogramming and supports the protective role of O-RES.

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Publication Details

Journal
Environmental Toxicology
Published
2026-05-12
DOI
https://doi.org/10.1002/tox.70121
Primary Topic
Heavy Metal Exposure and Toxicity
Type
article
Field-Weighted Citation Impact
0.00
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article

Integrative Bioinformatics, Experimental Validation, and Interpretable Machine Learning Reveal Oxyresveratrol‐Mediated Protection Against Cadmium‐Induced Lung Adenocarcinoma‐Related Transcriptional Dysregulation

Hamid Ceylan, Yeliz Demir, Murat Isıyel
Environmental Toxicology
Heavy Metal Exposure and Toxicity
article

Integrative Bioinformatics, Experimental Validation, and Interpretable Machine Learning Reveal Oxyresveratrol‐Mediated Protection Against Cadmium‐Induced Lung Adenocarcinoma‐Related Transcriptional Dysregulation

Hamid Ceylan, Yeliz Demir, Murat Isıyel
article en

Abstract

= 0.90), while SHAP analysis identified Egln3 as the dominant context-dependent contributor, followed by Cbx2 and Crabp2. Complementary Elastic Net regression supported these findings through consistent linear associations. Overall, integrating interpretable machine learning with experimental evidence enhances mechanistic insight into Cd-induced transcriptional reprogramming and supports the protective role of O-RES.

Environmental Toxicology
Ardahan University (TR), Atatürk University (TR)
Openalex Percentile: Top 6%
Heavy Metal Exposure and Toxicity
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