Robustness Analyses Substantially Narrow in silico Network-Toxicology Signals Linking Selected Pharmaceuticals and Caffeine to Vitiligo
Mahir Dığış, Kısmet Kaya, Betul DemirDepartment of Dermatology and Venereology, Faculty of Medicine, Fırat University, Elazığ, TurkeyCorrespondence: Mahir Dığış, Department of Dermatology and Venereology, Faculty of Medicine, Fırat University, Elazığ, 23119, Turkey, Tel: +90 506 810 0438, Email [email protected]: Network-toxicology and molecular-docking pipelines are widely used to link environmental chemicals to disease targets, but their outputs are rarely subjected to external validation, background-aware significance testing, or promiscuity controls.Methods: This fully computational (in silico) study applied a conventional network-toxicology and molecular-docking pipeline to vitiligo and eleven compoundsâcaffeine, four antibiotics, two angiotensin-receptor blockers, two statins, a proton-pump inhibitor and an antidepressantâadopted verbatim from a published study, holding chemical input constant. The output was stress-tested by core-tier threshold sensitivity, external cross-platform validation in two independent cohorts with the receiver-operating-characteristic (ROC) direction fixed in advance, background-restricted overlap-significance testing, and caffeine-exclusion sensitivity analysis.Results: The 102-gene target set did not intersect the high-confidence vitiligo core tier (overlap = 0, stable above 0.170) and gave a 22-gene extended-tier intersection, in which HIF1A was the highest-degree node and five key differentially expressed genes discriminated lesional from non-lesional skin at areas under the ROC curve (AUC) of 0.73â 0.87. Every check degraded this. The overlap was enriched against a protein-coding background (fold 2.49, p = 5.1Ã 10â 5) but not against the 5601-gene mineable universe (fold 1.29, p = 0.12). External discrimination did not replicate: with the direction fixed, seven of ten geneâcohort estimates fell below 0.50, none with a lower confidence bound above 0.50; HIF1A fell to 0.32 and 0.45, and EDNRA, apparently validating at 0.96 under automatic direction selection, reversed reproducibly to 0.04 (95% CI 0.00â 0.24). Caffeine exclusion left two genes. No gene cleared all four checks.Conclusion: Validation and robustness checks converted an apparently supported mechanistic network into a result with no surviving gene-level candidate. The most consequential was a library default: within-cohort ROC direction selection turned a contradicted gene into the apparently strongest validation. Such checks should be standard, not optional. No causal or exposure-related association was demonstrated.Keywords: vitiligo, network toxicology, molecular docking, pharmaceuticals and personal care products, external validation, reproducibility
Authors
- Mahir DıÄıÅ
- Kısmet Kaya
- Betul Demir
Publication Details
- Journal
- Dove Medical Press (Taylor and Francis Group)
- Published
- 2026-09-20
- Primary Topic
- melanin and skin pigmentation
- Type
- article
- Field-Weighted Citation Impact
- 0.00