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‹ Wed · 23 Sep 2026
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GBMM: A graph-based multimodal Mamba model for response prediction in patients with esophageal squamous cell carcinoma receiving neoadjuvant immunochemotherapy.

OBJECTIVE: Neoadjuvant immunochemotherapy (NICT) can improve outcomes in advanced esophageal squamous cell carcinoma, but its efficacy varies significantly among patients. Further validation on larger multicenter prospective cohorts is required before its potential clinical utility can be established.

OBJECTIVE: Neoadjuvant immunochemotherapy (NICT) can improve outcomes in advanced esophageal squamous cell carcinoma, but its efficacy varies significantly among patients. Further validation on larger multicenter prospective cohorts is required before its potential clinical utility can be established.

What the study was

Study design
Multicenter Study
Population
n=274
Sample size
274
Category
Genomics/Precision Medicine
Maturity
Validated
Journal
International journal of medical informatics

Why it surfaced

Scored 8/10 (Multicenter Study; novelty=2, relevance=2, design_quality=2, population_or_unmet_need=2). HIGH priority.

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