{"title":"Single cell RNA-seq and bulk RNA-seq analysis identifies MUC1 as a key gene for lung adenocarcinoma to neuroendocrine transformation.","authors":"Hongxia Li, Tiantian Yang, Yu Chen, Zhiqin Xie","doi":"10.21037/tlcr-24-806","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Tyrosine kinase inhibitors (TKIs) have demonstrated significant effectiveness in treating advanced non-small cell lung cancer (NSCLC) harboring epidermal growth factor receptor (<i>EGFR</i>) mutations. Despite initial success, resistance to EGFR-TKIs inevitably occurs. One observed phenomenon in resistant lung cancers is the histological transformation from NSCLC to neuroendocrine carcinoma (NEC). The objective of this study is to explore and delineate the genetic and immune features linked to the transition from lung adenocarcinoma (LUAD) to NEC.</p><p><strong>Methods: </strong>Bulk RNA-sequencing and Mendelian randomization (MR) analysis were utilized to identify candidate genes associated with the progression from LUAD to NEC. Expression quantitative trait locus data from publicly available databases were leveraged to pinpoint key genes in relevant tissues. Furthermore, the immune microenvironment was explored using weighted gene co-expression network analysis (WGCNA) and cell-type identification by estimating relative subsets of RNA transcripts (CIBERSORT) databases. Single-cell RNA sequencing data from 16,765 cells across six tissue biopsy samples of LUAD and NEC were scrutinized to investigate cell interaction networks during histological transformation. The molecular pathways involved in dynamic cellular processes were elucidated through the analysis of cellular communication and pseudotime trajectory.</p><p><strong>Results: </strong>Through the use of RNA-sequencing and MR analysis, it was determined that mucin-1 (<i>MUC1</i>) displayed a negative correlation with the progression of LUAD to NEC, as evidenced by its downregulation in clinical specimens. Additionally, MUC1 expression was found to be significantly correlated with the infiltration of diverse immune cell populations, notably CD8<sup>+</sup> T cells. These results suggest a notable enrichment of neuron-related signaling pathways in the context of transformed NEC. Examination of immune cell infiltration in NEC indicated a reduction in the proportion of CD8<sup>+</sup> central memory T cells, which has implications for the immune microenvironment and may point to potential therapeutic targets. Further investigation into cell-cell interactions among subpopulations identified the MIF-CD74 axis as the principal signaling pathway facilitating intercellular communication between immune cells and epithelial cells.</p><p><strong>Conclusions: </strong>In conclusion, our study provides insights into the molecular landscape governing the LUAD-to-NEC transition, highlighting <i>MUC1</i> as a potential biomarker. The immune microenvironment is believed to exert a substantial influence on histological transformation, particularly with regards to T cells.</p>","PeriodicalId":23271,"journal":{"name":"Translational lung cancer research","volume":"14 3","pages":"824-841"},"PeriodicalIF":4.0000,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12000963/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Translational lung cancer research","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.21037/tlcr-24-806","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/3/27 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Tyrosine kinase inhibitors (TKIs) have demonstrated significant effectiveness in treating advanced non-small cell lung cancer (NSCLC) harboring epidermal growth factor receptor (EGFR) mutations. Despite initial success, resistance to EGFR-TKIs inevitably occurs. One observed phenomenon in resistant lung cancers is the histological transformation from NSCLC to neuroendocrine carcinoma (NEC). The objective of this study is to explore and delineate the genetic and immune features linked to the transition from lung adenocarcinoma (LUAD) to NEC.
Methods: Bulk RNA-sequencing and Mendelian randomization (MR) analysis were utilized to identify candidate genes associated with the progression from LUAD to NEC. Expression quantitative trait locus data from publicly available databases were leveraged to pinpoint key genes in relevant tissues. Furthermore, the immune microenvironment was explored using weighted gene co-expression network analysis (WGCNA) and cell-type identification by estimating relative subsets of RNA transcripts (CIBERSORT) databases. Single-cell RNA sequencing data from 16,765 cells across six tissue biopsy samples of LUAD and NEC were scrutinized to investigate cell interaction networks during histological transformation. The molecular pathways involved in dynamic cellular processes were elucidated through the analysis of cellular communication and pseudotime trajectory.
Results: Through the use of RNA-sequencing and MR analysis, it was determined that mucin-1 (MUC1) displayed a negative correlation with the progression of LUAD to NEC, as evidenced by its downregulation in clinical specimens. Additionally, MUC1 expression was found to be significantly correlated with the infiltration of diverse immune cell populations, notably CD8+ T cells. These results suggest a notable enrichment of neuron-related signaling pathways in the context of transformed NEC. Examination of immune cell infiltration in NEC indicated a reduction in the proportion of CD8+ central memory T cells, which has implications for the immune microenvironment and may point to potential therapeutic targets. Further investigation into cell-cell interactions among subpopulations identified the MIF-CD74 axis as the principal signaling pathway facilitating intercellular communication between immune cells and epithelial cells.
Conclusions: In conclusion, our study provides insights into the molecular landscape governing the LUAD-to-NEC transition, highlighting MUC1 as a potential biomarker. The immune microenvironment is believed to exert a substantial influence on histological transformation, particularly with regards to T cells.
期刊介绍:
Translational Lung Cancer Research(TLCR, Transl Lung Cancer Res, Print ISSN 2218-6751; Online ISSN 2226-4477) is an international, peer-reviewed, open-access journal, which was founded in March 2012. TLCR is indexed by PubMed/PubMed Central and the Chemical Abstracts Service (CAS) Databases. It is published quarterly the first year, and published bimonthly since February 2013. It provides practical up-to-date information on prevention, early detection, diagnosis, and treatment of lung cancer. Specific areas of its interest include, but not limited to, multimodality therapy, markers, imaging, tumor biology, pathology, chemoprevention, and technical advances related to lung cancer.