ORIGINAL RESEARCH article

Front. Oncol.

Sec. Gastrointestinal Cancers: Gastric and Esophageal Cancers

Volume 15 - 2025 | doi: 10.3389/fonc.2025.1530054

Nomograms for stratified prognosis prediction of gastric cancer by integrating programmed death ligand 1 and tumor-infiltrating immune cells including CD4+/CD8+ TILs and CD163+ TAMs

Provisionally accepted
Xiumin  QiXiumin Qi1Yixuan  GuoYixuan Guo2Yan  XiaoYan Xiao3Xiang  PanXiang Pan4Fangming  ChenFangming Chen5*Xu  ZhangXu Zhang6*
  • 1Department of Pathology, Wuxi No.2 People's Hospital, Jiangnan University 6 Medical Center, Affiliated Wuxi Clinical College of Nantong University, Jiangnan 7 University, Department of Pathology, Wuxi No.2 People's Hospital, Nanjing Medical University, Wuxi, Jiangsu Province, China
  • 2Department of Radiology, Wuxi No.2 People's Hospital, Jiangnan University 9 Medical Center, Affiliated Wuxi Clinical College of Nantong University, Jiangnan 10 University, Wuxi Medical College, Jiangnan University, Wuxi, Jiangsu Province, China
  • 3Department of Pathology, Wuxi No.2 People's Hospital, Jiangnan University 6 Medical Center, Affiliated Wuxi Clinical College of Nantong University, Jiangnan 7 University, Jiangnan University Medical Center (JUMC), Wuxi, Liaoning Province, China
  • 4School of Artificial Intelligence and Computer Science, Jiangnan University, Jiangnan University, Wuxi, China
  • 5Department of Radiology, Wuxi No.2 People's Hospital, Jiangnan University 9 Medical Center, Affiliated Wuxi Clinical College of Nantong University, Jiangnan 10 University, Jiangnan University Medical Center (JUMC), Wuxi, Liaoning Province, China
  • 6Clinical Medical Research Center, Wuxi No.2 People's Hospital, Jiangnan 14 University Medical Center, Affiliated Wuxi Clinical College of Nantong University, 15 Jiangnan University, Jiangnan University Medical Center (JUMC), Wuxi, Liaoning Province, China

The final, formatted version of the article will be published soon.

Purpose To develop nomograms for predicting disease-free survival (DFS) and overall survival (OS) of gastric cancer (GC) by integrating programmed death ligand 1 (PD-L1) and CD4+/CD8+ tumor-infiltrating lymphocytes (TILs) and CD163+ tumor-associated macrophages (TAMs) .Materials and methods Immunohistochemistry for PD-L1, CD4+/CD8+ TILs and CD163+TAMs was performed on 126 surgically-resected GC specimens between January 2016 and May 2018. Subsequently, the expression of PD-L1 and these tumor-infiltrating immune cells(TIICs), in combination with multiple clinicopathologic features, was used to formulate nomograms for predicting DFS or OS based on the results of multivariate Cox regression analysis. The performance of the nomograms for DFS or OS was verified in the 10-fold cross-validation of the study cohort and measured by Harrell's concordance-index (C-index).Results After multivariable Cox regression analyses, high PD-L1 expression (hazard ratio[HR]=2.17, 95% confidence interval [CI] 1.37–3.43), low CD8+ TILs density(HR=0.35, 95% CI 0.15–0.81), high CD163+ macrophages density (HR=1.84, 95% CI 1.17–2.89), TNM stage (stage III vs stage I+II, HR=1.37, 95% CI 1.06–2.23) and microsatellite instability-high(MSI-H) VS microsatellite stability (MSS), HR=0.41, 95% CI 0.20–0.83) were found to be independent risk factors for DFS. Similarly, high PD-L1 expression (HR=2.64, 95% CI 1.61–4.34]), high CD4+ TILs density (HR=1.98, 95% CI 1.21–3.24), low CD8+ TILs density (HR=0.23 95% CI 0.07–0.73), high CD163+ TAMs density (HR=2.31, 95% CI 1.43–3.74), MSI-H (MSI-H VS MSS, HR=0.26, 95% CI 0.12–0.60) and TNM stage (stage III vs stage I+II, HR=1.61, 95% CI 1.01–2.56) were independently associated with OS. These factors were then selected to establish nomograms for DFS and OS individually. The established nomogram for DFS yielded a corrected C-index of 0.679 by 10-fold cross-validation. Similarly, the established nomogram for OS yielded a corrected C-index of 0.755.These results suggest that PD-L1 and high density of CD4+ TILsas well as CD163+ TAMs are risk factors for poor prognosis in GC patients.On the contrary, MSI-H and high density of CD8+ TILsare associated with good prognosis in GC patients.The developed prognostic nomograms for GC integrating PD-L1 and CD4+/CD8+ TILs as well as CD163+TAMs offer a more personalized and precise prediction of DFS and OS for patients, which can help to improve prognostic stratification.

Keywords: gastric cancer, programmed death-ligand 1, Tumor-infiltrating lymphocytes, Tumor-associated macrophages, prognosis, nomogram

Received: 18 Nov 2024; Accepted: 09 Jun 2025.

Copyright: © 2025 Qi, Guo, Xiao, Pan, Chen and Zhang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Fangming Chen, Department of Radiology, Wuxi No.2 People's Hospital, Jiangnan University 9 Medical Center, Affiliated Wuxi Clinical College of Nantong University, Jiangnan 10 University, Jiangnan University Medical Center (JUMC), Wuxi, Liaoning Province, China
Xu Zhang, Clinical Medical Research Center, Wuxi No.2 People's Hospital, Jiangnan 14 University Medical Center, Affiliated Wuxi Clinical College of Nantong University, 15 Jiangnan University, Jiangnan University Medical Center (JUMC), Wuxi, Liaoning Province, China

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