Sriwijaya Journal of Otorhinolaryngology
Vol. 3 No. 2 (2025): Sriwijaya Journal of Otorhinolaryngology

Cross-Cohort Transcriptomic Analysis Identifies an ECM–CAF Stromal Program but Does Not Validate a Seven-Gene Prognostic Score in Head and Neck Squamous Cell Carcinoma

Reisha Notonegoro (Department of Radiology, Bintan Family Hospital, Bintan, Indonesia)
Bjorka Alma (Department of Molecular Medicine, Ordubad State Hospital, Ordubad, Azerbaijan)
Patricia Wulandari (Department of Psychiatry, CMHC Research Center, Palembang, Indonesia)
Muhammad Yoshandi (Department of Health Sciences, Tembilahan Community Health Center, Tembilahan, Indonesia)



Article Info

Publish Date
24 Jul 2026

Abstract

Background: Head and neck squamous cell carcinoma (HNSCC) is biologically heterogeneous, and many public-data gene signatures lack cross-platform replication and unbiased evaluation. Objective: We sought reproducible tumor–normal expression programs and tested the transportability of a derived seven-gene score. Methods: TCGA-HNSC RNA-sequencing defined differentially expressed genes (DEGs) between 520 tumors and 44 normal tissues using TMM normalization and voom–limma, with paired sensitivity analysis. Concordant genes were replicated in 22 GSE6631 matched pairs and analyzed for GO and KEGG enrichment. A seven-gene overall-survival score was developed in event-stratified TCGA training data (n=361), evaluated in held-out TCGA (n=156), repeated nested resampling, and examined in GSE65858 (n=253). ESTIMATE and marker scores characterized tumor-microenvironment features. Results: Among 5,657 TCGA and 168 GSE6631 DEGs, 151 replicated. Upregulated genes were enriched for extracellular-matrix organization, ECM–receptor interaction, integrin signaling, focal adhesion, and PI3K–Akt signaling. The score was associated with survival in training (HR per SD=1.68; C-index=0.642) but not held-out TCGA (HR=1.02; C-index=0.546) or unadjusted GSE65858 (HR=1.15; C-index=0.548). Median nested C-index was 0.564. HPV adjustment attenuated the GSE65858 association. The score correlated with CAF/fibroblast (ρ=0.269) and stromal scores (ρ=0.228). Conclusion: Replicated expression changes support an ECM–CAF program, but the seven-gene score did not generalize and is not a validated prognostic model.

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Journal Info

Abbrev

sjorl

Publisher

Subject

Biochemistry, Genetics & Molecular Biology Health Professions Medicine & Pharmacology Neuroscience Public Health

Description

Focus Sriwijaya Journal of Otorhinolaryngology (SJORL) focused on the development of medical sciences especially otorhinolaryngology for human well-being. Scope Sriwijaya Journal of Otorhinolaryngology (SJORL) publishes articles which encompass all aspects of basic research/clinical studies related ...