Evidence map›Paper›PMID 41904774›Full record

ArticleApoptosis : an international journal on programmed cell death2026

DKK1 expression associates with tertiary lymphoid structure maturity in non-small cell lung cancer.

Lin Ma, Linlin Yang, Junxu Wen, Fei Lu, Jinming Yu, Xiangjiao Meng

Abstract read
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In one paragraph

Article in Apoptosis : an international journal on programmed cell death, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Lin Ma *Department of Oncology, Renmin Hospital of Wuhan University, Wuhan, People's Republic of China.
Linlin Yang *Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University, Shandong Academy of Medical Sciences, Jinan, 250117, Shandong, People's Republic of China.
Junxu Wen *Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University, Shandong Academy of Medical Sciences, Jinan, 250117, Shandong, People's Republic of China.
Fei LuSchool of Clinical Medicine, Qilu Medical University, Zibo, Shandong, People's Republic of China.
Jinming YuDepartment of Oncology, Renmin Hospital of Wuhan University, Wuhan, People's Republic of China. sdyujinming@163.com.
Xiangjiao MengDepartment of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University, Shandong Academy of Medical Sciences, Jinan, 250117, Shandong, People's Republic of China. mengxiangjiao@sina.com.

Funding

Collaborative Academic Innovation Project of Shandong Cancer Hospital ZF003National Natural Science Foundation of China 82272845Natural Science Foundation of Shandong Province ZR2023LZL001Natural Science Foundation of Shandong Province ZR2023ZD26
6 · The paper itself

Abstract

Tertiary lymphoid structures (TLS) are organized lymphoid aggregates that form outside lymph nodes within the tumor microenvironment. They are linked to better prognosis and stronger antitumor immune responses. However, the key molecular factors that control TLS maturation in non-small cell lung cancer (NSCLC) are still not clear, and their prognostic value is not fully defined. We analyzed TLS-related genes to identify markers linked to prognosis. We used consensus clustering to define molecular subtypes with different survival outcomes. We then built a TLS risk score signature (TLSRS) using LASSO-Cox regression and tested it in independent meta-GEO cohorts. We also examined the association between DKK1 expression and TLS maturation by multiplex immunofluorescence in a clinical cohort. TLSRS separated patients into high- and low-risk groups in the training cohort (n = 503, P < 0.0001) and in the validation cohorts (n = 681, P < 0.0001). The time-dependent AUC values were 0.762, 0.710, and 0.708 at 1, 3, and 5 years. Multivariable analysis showed that TLSRS was an independent prognostic factor in all cohorts. Patients with low TLSRS showed higher immune cell infiltration and higher CCL19 expression, and they also showed stronger immune-related activity across cohorts. In an independent in-house cohort (n = 119), higher DKK1 expression was linked to worse overall survival. DKK1 expression was negatively correlated with the TLS maturity ratio, but it was not correlated with the number of TLS. We developed a prognostic TLSRS that captures key features of the immune microenvironment in NSCLC. We also found that DKK1 may act as a negative regulator of TLS maturation. These results help explain TLS biology and suggest that DKK1 could be a therapeutic target to improve antitumor immunity in NSCLC.

Indexed as

Carcinoma, Non-Small-Cell LungIntercellular Signaling Peptides and ProteinsLung NeoplasmsTertiary Lymphoid StructuresBiomarkers, TumorFemaleGene Expression Regulation, NeoplasticHumansMaleMiddle AgedPrognosisTumor MicroenvironmentBiomarkers, TumorDKK1 protein, humanIntercellular Signaling Peptides and ProteinsCancer-associated fibroblastsCCL19DKK1Tertiary lymphoid structuresTumor microenvironment

Identifiers

PMID41904774

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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 OpenQuestion graph.