# Machine Learning Model Guided by TLS Predicts Survival and Immune Features in Gastric Cancer

> **NCT06979817** · — · COMPLETED · sponsor: **Qun Zhao** · enrollment: 1200 (actual)

## Conditions studied

- Locally Advanced Gastric Cancer
- Tumor Immune Microenvironment
- Tertiary Lymphoid Structures (TLS)

## Interventions

- **OTHER:** TLS-Informed Machine Learning Prognostic Model

## Key facts

- **NCT ID:** NCT06979817
- **Lead sponsor:** Qun Zhao
- **Sponsor class:** OTHER
- **Phase:** —
- **Study type:** OBSERVATIONAL
- **Status:** COMPLETED
- **Start date:** 2012-01-01
- **Primary completion:** 2024-01-01
- **Final completion:** 2024-01-01
- **Target enrollment:** 1200 (ACTUAL)
- **Last updated:** 2025-05-20


## Primary source

ClinicalTrials.gov registry: https://clinicaltrials.gov/study/NCT06979817

## Citation

> US National Library of Medicine, ClinicalTrials.gov registration NCT06979817, "Machine Learning Model Guided by TLS Predicts Survival and Immune Features in Gastric Cancer". Retrieved via AI Analytics 2026-06-25 from https://api.ai-analytics.org/clinical/NCT06979817. Licensed CC0.

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