Evidence map›Paper›PMID 41761000›Full record

ArticleDiscover oncology2026

DLX2 marks an immunosuppressive dendritic-cell program that reshapes cytotoxic immunity and marks a tolerogenic microenvironment in lung adenocarcinoma.

Heng Tian, Hanyue Zhang, Ran Wei, Can Zhang, Yuhan Liu, Xinyi Wang, Bangjie Chen, Ziyue Fu, Feng Rong

Abstract read
In one paragraph

Article in Discover 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.

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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

9 authors.

Heng Tian *Department of Radiation Oncology of Tumor Center, Lu'an Hospital Affiliated to Anhui Medical University, Lu'an, China.
Hanyue Zhang *Department of Radiation Oncology of Tumor Center, Lu'an Hospital Affiliated to Anhui Medical University, Lu'an, China.
Ran Wei *First Clinical Medical College, Anhui Medical University, Hefei, China.
Can Zhang *Department of Orthopedics, Lu'an Hospital Affiliated to Anhui Medical University, Lu'an, China.
Yuhan Liu *First Clinical Medical College, Anhui Medical University, Hefei, China.
Xinyi WangDepartment of Radiation Oncology, The First Affiliated Hospital of Anhui Medical University, Hefei, China.
Bangjie ChenDepartment of Oncology, Affiliated Drum Tower Hospital, Medical School of Nanjing University, Nanjing, China.
Ziyue FuDepartment of Otorhinolaryngology, The First Affiliated Hospital of Anhui Medical University, Hefei, China. 2445011814@stu.ahmu.edu.cn.
Feng RongDepartment of Radiation Oncology of Tumor Center, Lu'an Hospital Affiliated to Anhui Medical University, Lu'an, China. wazhl1996@163.com.

Funding

Natural Science Research Major Project of Anhui Educational Committee 2023AH040077
6 · The paper itself

Abstract

backgroundThe neuroactive ligand–receptor signaling pathway is increasingly recognized as a regulator of tumor–immune interactions, yet its contribution to lung adenocarcinoma (LUAD) progression and immune evasion remains poorly defined.

methodsWe integrated multi‑cohort transcriptomic datasets, including TCGA‑LUAD, GTEx lung tissues, pan‑cancer resources, single‑cell RNA‑seq spanning LUAD progression stages, dendritic‑cell subtype analyses, pySCENIC regulon inference, ligand–receptor interaction modeling, and Visium spatial transcriptomics. Neuroactive ligand–associated genes were evaluated for tumor upregulation, prognostic relevance, pathway activity, immune‑cell associations, transcriptional identity, cell–cell communication profiles, and spatial localization.

resultsDLX2 emerged as the top neuroactive‑associated candidate, showing robust tumor‑specific upregulation and strong association with poor overall, progression‑free, disease‑specific, and disease‑free survival in LUAD, with consistent adverse effects across multiple cancer types. DLX2 expression correlated with activation of cell‑cycle, chromatin‑remodeling and metabolic pathways, accompanied by a pronounced shift toward an immunosuppressive microenvironment characterized by enrichment of Tregs, exhausted T cells, and M2 macrophages and depletion of cytotoxic CD8⁺ and NK cells. Single‑cell profiling revealed that DLX2 is predominantly expressed in dendritic cells (DCs), where it defines a tolerogenic and hyper‑activated DC state marked by NF‑κB/TNF‑driven exhaustion signatures and regulon activity dominated by ATF3, FOSL2, FOSB, and ZMIZ1. DLX2+ DCs exhibited enhanced communication with Tregs and exhausted T cells through inhibitory ligand–receptor networks including CTLA4–CD80/CD86, PD‑1–PD‑L1, LGALS9–HAVCR2, and TGF‑β pathways, while reducing interactions with effector lymphocytes. Spatial transcriptomics further demonstrated that DLX2+ DCs are preferentially located within hypoxic, TGF‑β–rich niches co‑occupied by Tregs and Tex populations, indicating that DLX2+ DCs serve as spatial and functional hubs of immune suppression.

conclusionsThis study identifies DLX2 as a potential neuroimmune‑associated driver of dendritic‑cell–mediated immune tolerance in LUAD. DLX2 defines a dysfunctional DC phenotype that promotes T‑cell exhaustion, macrophage polarization, and the formation of immunosuppressive tumor niches. These findings reveal a mechanistic link between neuroactive ligand signaling and immune evasion and highlight DLX2 as a promising biomarker and potential therapeutic target for reprogramming antitumor immunity in LUAD.

Indexed as

DLX2Lung adenocarcinomaNeuroactive ligand–receptor signalingSingle cell RNA seq

Identifiers

PMID41761000
PMCPMC13043845

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LicenceCC BY-NC-ND
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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.