Evidence map›Paper›PMID 40226601›Full record

ArticleChinese medical journal pulmonary and critical care medicine2025

Unraveling tumoral heterogeneity and angiogenesis-associated mechanisms of PD-1 and LAG-3 dual inhibition in lung cancers by single-cell RNA sequencing.

Lishu Zhao, Chen Tang, Xuan Jin, Hao Wang, Kandi Xu, Xinyue Liu, Yujin Liu, Wencheng Zhao, Wengang Zhang, Li Ye and 3 more

Abstract read
In one paragraph

Article in Chinese medical journal pulmonary and critical care medicine, 2025. 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. Review
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

13 authors.

Lishu ZhaoDepartment of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, School of Medicine, Tongji University, Shanghai 200433, China.
Chen TangKey Laboratory of Spine and Spinal Cord Injury Repair and Regeneration (Tongji University), Ministry of Education, Orthopedic Department of Tongji Hospital, Frontier Science Center for Stem Cell Research, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai 200092, China.
Xuan JinKey Laboratory of Spine and Spinal Cord Injury Repair and Regeneration (Tongji University), Ministry of Education, Orthopedic Department of Tongji Hospital, Frontier Science Center for Stem Cell Research, Bioinformatics Department, School of Life Sciences and Technology, Tongji University, Shanghai 200092, China.
Hao WangDepartment of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, School of Medicine, Tongji University, Shanghai 200433, China.
Kandi XuDepartment of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, School of Medicine, Tongji University, Shanghai 200433, China.
Xinyue LiuDepartment of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, School of Medicine, Tongji University, Shanghai 200433, China.
Yujin LiuDepartment of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, School of Medicine, Tongji University, Shanghai 200433, China.
Wencheng ZhaoDepartment of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, School of Medicine, Tongji University, Shanghai 200433, China.
Wengang ZhangDepartment of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, School of Medicine, Tongji University, Shanghai 200433, China.
Li YeDepartment of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, School of Medicine, Tongji University, Shanghai 200433, China.
Zhimin ChenDepartment of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, School of Medicine, Tongji University, Shanghai 200433, China.
Qi LiuDepartment of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, School of Medicine, Tongji University, Shanghai 200433, China.
Yayi HeDepartment of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, School of Medicine, Tongji University, Shanghai 200433, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Lymphocyte activation gene 3 (LAG-3) is a promising immune checkpoint for combination immunotherapy. This study aims to elucidate the exact synergistic anti-tumor mechanism of programmed death 1 (PD-1) and LAG-3 dual inhibition in lung cancer. Methods: Multiple patient-derived xenograft (PDX) models of lung cancer were constructed and analyzed by single-cell RNA sequencing (scRNA-seq). Clustering of all human-derived cells, identification of biomarker genes of three cell types, trajectory analysis, and calculation of tumor heterogeneity scores were performed. Differentially expressed genes (DEGs) were identified and functional enrichment analyses of cancer-associated genes were conducted. The functional significance of DEGs in the immune system was evaluated using the Reactome online server. Major histocompatibility complex (MHC) pathways and angiogenesis-associated pathways were analyzed. The Cancer Genome Atlas (TCGA) was used for further verification. Results: PD-1 and LAG-3 dual inhibition achieved synergistic tumor inhibition in squamous cell carcinoma (SCC) PDX models, but not in adenocarcinoma and small cell lung cancer PDX models. A total of 8127 cells, including 2699 basal, 4109 malignant, and 1319 epithelial cells, were identified by scRNA-seq. Malignant cells evolved from basal and epithelial cells in the trajectory analysis. The responders to the combination therapy of PD-1 and LAG-3 inhibitors had lower heterogeneity scores than non-responders. Compared with anti-PD-1 monotherapy, the combination group exhibited higher levels of neutrophil degranulation. The DEGs were correlated with disease, metabolism, and programmed cell death-associated pathways. The MHC class I-associated pathways and pericyte pathways were upregulated, whereas the vascular endothelial growth factor pathway was downregulated in the combination group. Conclusion: We discovered the superior efficacy of PD-1 and LAG-3 dual inhibition in SCC PDX models, and showed that it may be associated with low tumor heterogeneity scores, upregulation of the MHC class I pathway, and normalization of tumor angiogenesis.

Indexed as

ImmunotherapyLung cancerLymphocyte activation gene 3 (LAG-3)Programmed death 1 (PD-1)Tumor angiogenesisTumor heterogeneity

Identifiers

PMID40226601
PMCPMC11993031

What OpenQuestion holds

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Registered trials

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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.