Evidence map›Paper›PMID 42320171›Full record

ArticleTranslational oncology2026

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

Wei Luo, Jia Jia, Qi Wang, Xiaoqing Li, Fang Yang, Yongtian Zhao, Zilu Li, Lin Li, Xiaodan Wang, Mingyao Meng and 6 more

Abstract read
In one paragraph

Article in Translational oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

16 authors.

Wei LuoYan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Yan'an Hospital Affiliated To Kunming Medical University, Precision Medicine Center, Kunming, China.
Jia JiaFujungenetics Biotechnology Co., Ltd, Shanghai, China.
Qi WangYan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Yan'an Hospital Affiliated To Kunming Medical University, Precision Medicine Center, Kunming, China.
Xiaoqing LiYan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Yan'an Hospital Affiliated To Kunming Medical University, Precision Medicine Center, Kunming, China.
Fang YangYunnan Key Laboratory of Tumor Immunological Prevention and Control, Kunming, China; Yan'an Hospital Affiliated To Kunming Medical University, Department of Pathology, Kunming, China.
Yongtian ZhaoIndica Labs, Inc, Albuquerque, United States.
Zilu LiYan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Xinjiang University of Technology, School of Big Data and Information Engineering, Hotan, China.
Lin LiYan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Yunnan Key Laboratory of Tumor Immunological Prevention and Control, Kunming, China.
Xiaodan WangYan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Yunnan Key Laboratory of Tumor Immunological Prevention and Control, Kunming, China.
Mingyao MengYan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Yunnan Key Laboratory of Tumor Immunological Prevention and Control, Kunming, China.
Haiyan GuoYan'an Hospital Affiliated To Kunming Medical University, Central Laboratory, Kunming, China; Yunnan Key Laboratory of Tumor Immunological Prevention and Control, Kunming, China.
Wanli ZhengChinese Peoples Armed Police Force, Yunnan Prov Corps Hosp, Kunming, Inpatient Dept, China.
Liqiong WangYunnan Key Laboratory of Tumor Immunological Prevention and Control, Kunming, China; Yan'an Hospital Affiliated To Kunming Medical University, Department of Pathology, Kunming, China.
Dingbiao LiYan'an Hospital Affiliated To Kunming Medical University, Department of Thoracic Surgery, Kunming, China.
Zongliu HouYan'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.
Yangfan GuoYan'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.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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 contexture of LUAD and developed the Lung Cancer Immune Score (LCIS). This framework integrates four key biomarkers: CD68⁺HLA-DR⁺ macrophages, CD20⁺ B cells, PD-1⁺ cells and Ki67⁺ proliferating tumor cells, to quantify the balance between tumor proliferation and host anti-tumor immunity across the tumor core and invasive margin. High LCIS scores independently predicted improved overall survival in both the discovery (p = 0.02) and independent validation (p = 0.017) cohorts, outperforming conventional clinical parameters and single biomarkers. Specifically, LCIS effectively sub-stratified patients with Stage II and III LUAD into refined prognostic groups, resolving the prognostic ambiguity within the same TNM stage. Overall, by quantifying the interaction between tumor proliferation and antigen-directed immune activation, the LCIS serves as a spatial biomarker to refine prognosis and inform personalized therapy in LUAD.

Indexed as

Immune scoring systemLung adenocarcinomaPrognostic stratificationSpatial profilingTumor immune microenvironment

Identifiers

PMID42320171
PMCPMC13315444

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.