Deep learning–derived CT body composition enhances survival risk stratification beyond the TNM system in locally advanced gastric cancer: a multi-modality cohort study

Deep learning-derived CTBC metrics, especially VAT/SAT ratio, enhance prognostic stratification beyond TNM staging in locally advanced gastric cancer. This ratio captures a systemic and tumor-level immunometabolic phenotype marked by mitochondrial dysfunction and immune suppression. Our findings highlight VAT/SAT as a noninvasive, clinically actionable biomarker to guide personalized therapy and risk-adapted algorithm in gastric cancer management.

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Publication Details

Journal
International Journal of Surgery
Published
2026-01-22
DOI
https://doi.org/10.1097/js9.0000000000004835
Primary Topic
Ferroptosis and cancer prognosis
Type
article
Field-Weighted Citation Impact
0.00
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article

Deep learning–derived CT body composition enhances survival risk stratification beyond the TNM system in locally advanced gastric cancer: a multi-modality cohort study

Ta-Sen Yeh, Tzong-Shyuan Tai, Lin Gigin, Yu-Ching Lin et al.
International Journal of Surgery
Ferroptosis and cancer prognosis
article

Deep learning–derived CT body composition enhances survival risk stratification beyond the TNM system in locally advanced gastric cancer: a multi-modality cohort study

Ta-Sen Yeh, Tzong-Shyuan Tai, Lin Gigin, Yu-Ching Lin, Shiu‐Feng Huang, Tsung-Hsing Chen, Chun-Yi Tsai, Ying-Chieh Lai, Cheng-Yu Ma, Jun-Te Hsu
article en

Abstract

Deep learning-derived CTBC metrics, especially VAT/SAT ratio, enhance prognostic stratification beyond TNM staging in locally advanced gastric cancer. This ratio captures a systemic and tumor-level immunometabolic phenotype marked by mitochondrial dysfunction and immune suppression. Our findings highlight VAT/SAT as a noninvasive, clinically actionable biomarker to guide personalized therapy and risk-adapted algorithm in gastric cancer management.

International Journal of Surgery
Chang Gung University (TW), Linkou Chang Gung Memorial Hospital (TW)
Good health and well-being
Openalex Percentile: Top 80%
Ferroptosis and cancer prognosis
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