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Peer-Reviewed Publication
Transl Oncol2026;71102870.June 19, 2026Journal Article

A spatial immune scoring system based on the tumor microenvironment features improves prognostic stratification in lung adenocarcinoma.

Wei Luo1, Jia Jia2, Qi Wang1, Xiaoqing Li1, Fang Yang3, Yongtian Zhao4, Zilu Li5, Lin Li6, Xiaodan Wang6, Mingyao Meng6, Haiyan Guo6, Wanli Zheng7, Liqiong Wang3, Dingbiao Li8, Zongliu Hou9, Yangfan Guo10
1Yan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Yan'an Hospital Affiliated To Kunming Medical University, Precision Medicine Center, Kunming, China.
2Fujungenetics Biotechnology Co., Ltd, Shanghai, China.
3Yunnan Key Laboratory of Tumor Immunological Prevention and Control, Kunming, China; Yan'an Hospital Affiliated To Kunming Medical University, Department of Pathology, Kunming, China.
4Indica Labs, Inc, Albuquerque, United States.
5Yan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Xinjiang University of Technology, School of Big Data and Information Engineering, Hotan, China.
6Yan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Yunnan Key Laboratory of Tumor Immunological Prevention and Control, Kunming, China.
7Chinese Peoples Armed Police Force, Yunnan Prov Corps Hosp, Kunming, Inpatient Dept, China.
8Yan'an Hospital Affiliated To Kunming Medical University, Department of Thoracic Surgery, Kunming, China.
9Yan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Yunnan Key Laboratory of Tumor Immunological Prevention and Control, Kunming, China. Electronic address: hzl579@163.com.
10Yan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Yan'an Hospital Affiliated To Kunming Medical University, Precision Medicine Center, Kunming, China. Electronic address: guoyangfan@kmmu.edu.cn.

Abstract

The spatial heterogeneity of the tumor immune microenvironment (TME) in lung adenocarcinoma (LUAD) limits the prognostic accuracy of traditional TNM staging. Moreover, conventional T cell based immune scores established for other solid tumors fail to effectively stratify patient outcomes in LUAD. To address this, we applied quantitative multiplex immunofluorescence to map the spatial immune contex…

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