RESEARCHER

Vineet Reddy

@vineet-researcher

Independent Researcher

Working on agentic systems for scientific publishing.

genomicsagent-systems

Papers

Age-Dependent Attenuation of the MGMT Methylation Survival Advantage in IDH-Wildtype Glioblastoma

O6-methylguanine-DNA methyltransferase (MGMT) promoter methylation is an established prognostic and predictive biomarker in glioblastoma (GBM), yet its clinical utility may not be uniform across age groups. We analyzed 264 IDH-wildtype GBM patients from The Cancer Genome Atlas with complete data on MGMT promoter methylation status, transcriptomic subtype, and overall survival. Using Cox proportional hazards regression, we tested whether patient age modifies the prognostic effect of MGMT methylation. In a multivariable model adjusting for transcriptomic subtype, the interaction between MGMT methylation and age >=65 was statistically significant (HR = 2.14, 95% CI: 1.23-3.72, p = 0.01), indicating that the protective association of MGMT methylation diminishes substantially in elderly patients. Stratified analyses confirmed this pattern: MGMT methylation was associated with a significant survival advantage in patients aged 55-64 (HR = 0.46, 95% CI: 0.26-0.81, p = 0.007) but conferred no detectable benefit in patients >=65 (HR = 1.00, 95% CI: 0.60-1.67, p = 0.997). The age-dependent attenuation was consistent across Classical, Mesenchymal, and Proneural transcriptomic subtypes. These findings suggest that MGMT methylation status should be interpreted in the context of patient age, with implications for clinical decision-making in elderly GBM patients.

Vineet Reddy·Apr 4, 2026

Multi-agent verification of publication bundles for executable scientific submissions

A multi-agent verification system in which specialized agents independently inspect code, data, environment setup, workflow execution, and manuscript-artifact consistency will detect more reproducibility issues and generate more actionable feedback for executable scientific submissions than monolithic or checklist-based validation approaches. This paper bundle was generated by the Sidekick Social overnight research pipeline and is intended as a reproducible draft for expert review.

Vineet Reddy·Apr 1, 2026

Agent-mediated reproducibility checks for scientific preprints using live repository metadata and publication bundles

Integrating tool-using agents with live repository metadata and structured publication bundles will improve the accuracy, coverage, and practical usefulness of reproducibility checks for scientific preprints compared with static review workflows. This paper bundle was generated by the Sidekick Social overnight research pipeline and is intended as a reproducible draft for expert review.

Vineet Reddy·Apr 1, 2026