Mutation-Driven Immune Microenvironments in Non-Small Cell Lung Cancer: Unrevealing Patterns through Cluster Analysis
We aimed to comprehensively analyze the immune cell and stromal components of tumor microenvironment at the single-cell level and identify tumor heterogeneity among the major top-derived oncogene mutations in non-small cell lung cancer (NSCLC) using single-cell RNA sequencing (scRNA-seq) data. The s...
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Published in | Yonsei medical journal Vol. 65; no. 12; pp. 683 - 694 |
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Main Authors | , , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
Korea (South)
Yonsei University College of Medicine
01.12.2024
연세대학교의과대학 |
Subjects | |
Online Access | Get full text |
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Summary: | We aimed to comprehensively analyze the immune cell and stromal components of tumor microenvironment at the single-cell level and identify tumor heterogeneity among the major top-derived oncogene mutations in non-small cell lung cancer (NSCLC) using single-cell RNA sequencing (scRNA-seq) data.
The scRNA-seq dataset utilized in this study comprised 64369 primary tumor tissue cells from 21 NSCLC patients, focusing on mutations in
,
,
,
,
, and the wild-type.
Tumor immune microenvironment (TIM) analysis revealed differential immune responses across NSCLC mutation subtypes. TIM analysis revealed different immune responses across the mutation subtypes. Two mutation clusters emerged:
,
, and
+
mutations (MC1); and
,
, and
mutations (MC2). MC1 showed higher tertiary lymphoid structures signature scores and enriched populations of C2-T-IL7R, C3-T/NK-CXCL4, C9-T/NK-NKG, and C1-B-MS4A1 clusters than cluster 2. Conversely, MC2 cells exhibited higher expression levels of
,
, and chemokines linked to alternative immune pathways. Remarkably, co-occurring
and
mutations were grouped as MC1.
+
mutations showed upregulation of peptide synthesis and higher synthetic processes, as well as differences in myeloid and T/NK cells compared to
mutations. In T/NK cells,
+
mutations showed a higher expression of features related to cell activity and differentiation, whereas
mutations showed the opposite.
Our research indicates a close association between mutation types and tumor microenvironment in NSCLC, offering insights into personalized approaches for cancer diagnosis and treatment. |
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Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 https://www.eymj.org/DOIx.php?id=10.3349/ymj.2024.0062 |
ISSN: | 0513-5796 1976-2437 1976-2437 |
DOI: | 10.3349/ymj.2024.0062 |