Evidence map›Paper›PMID 41975179›Full record

ArticleNature communications2026

Dissecting origin factors of lymph node metastasis in non-small cell lung cancer via multimodal omics.

Di Chen, Yu Liu, Daiwang Shi, Siyi Li, Yawei Wang, Qiuping Wang, Tingze Feng, Shaojun Pei, Yuhan Wang, Yi Zhang and 10 more

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

20 authors.

Di Chen *Department of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Yu Liu *Department of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Daiwang Shi *Department of Thoracic Surgery, The Shengjing Hospital of China Medical University, Shenyang, China.
Siyi Li *Department of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Yawei Wang *Department of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Qiuping WangState Key Laboratory of Phytochemistry and Natural Medicines, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, China.
Tingze FengState Key Laboratory of Phytochemistry and Natural Medicines, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, China.
Shaojun PeiState Key Laboratory of Phytochemistry and Natural Medicines, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, China.ORCID http://orcid.org/0000-0003-4580-3141
Yuhan WangState Key Laboratory of Phytochemistry and Natural Medicines, Dalian Institute of Chemical Physics, Chinese Academy of Sciences, Dalian, China.ORCID http://orcid.org/0009-0004-3321-9225
Yi ZhangDepartment of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Xiang ShiDepartment of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Ziqiang HongDepartment of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Jinghan LiDepartment of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Zhanwu YuDepartment of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Nan SunDepartment of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Wei WangDepartment of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Liang ZhangDepartment of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Yegang MaDepartment of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China.
Hai-Long PiaoDepartment of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China. hpiao@dicp.ac.cn.ORCID http://orcid.org/0000-0001-7451-0386
Hong-Xu LiuDepartment of Thoracic Surgery, Cancer Hospital of Dalian University of Technology, Liaoning Cancer Hospital & Institute, Shenyang, China. hongxuliu@dlut.edu.cn.

Funding

National Natural Science Foundation of China (National Science Foundation of China) 32470832National Natural Science Foundation of China (National Science Foundation of China) 82073286
6 · The paper itself

Abstract

Cancer metastasis accounts for the majority of cancer-related deaths and lymph node metastasis is critical in cancer staging and prognosis. However, the mechanisms involved in lymph node metastatic non-small cell lung cancer (NSCLC) remain unclear. Here, we delineate the cellular and spatial landscape of metastatic lymph nodes and their matched primary tumors in NSCLC using multimodal omics. In results, tumor core and peripheral regions respectively exhibit high stemness and elevated expression of immunoglobulins. Increased expressions of CD274 (PD-L1) are observed in the immunoglobulin-high malignant cells and SPP1+IFI30+ macrophages. Notably, residual and tertiary lymphoid structures are identified. However, their anti-tumor immunity is compromised by CXCL13+ T cell exhaustion and immune exclusion. Furthermore, we identify the ferroptosis signaling, with its key factor FTH1 showing strong associations with cancer cell stemness and metastasis. This study elucidates the mechanisms of metastasis and immune evasion in lymph node metastatic NSCLC, providing insights for targeted therapies.

Indexed as

Carcinoma, Non-Small-Cell LungLung NeoplasmsLymphatic MetastasisAnimalsB7-H1 AntigenCell Line, TumorChemokine CXCL13FerroptosisGene Expression Regulation, NeoplasticHumansImmunoglobulinsLymph NodesMacrophagesMultiomicsNeoplastic Stem CellsT-Cell ExhaustionB7-H1 AntigenCD274 protein, humanChemokine CXCL13Immunoglobulins

Identifiers

PMID41975179
PMCPMC13250061

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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 OpenQuestion graph.