{"title":"单细胞RNA测序分析揭示了tam在结直肠癌中的异质性和作用。","authors":"Chengang Wang, Ying Qian, Mingsheng Zhang","doi":"10.1139/bcb-2025-0041","DOIUrl":null,"url":null,"abstract":"<p><p>Colorectal cancer (CRC) is a prevalent and malignant tumor of the digestive system, characterized by high incidence and mortality rates. This study aimed to investigate the heterogeneity of the tumor microenvironment (TME) and the involvement of immune cells in CRC. Single-cell RNA sequencing (scRNA-seq) data obtained from the Gene Expression Omnibus database were used to analyze and identify six major cell types across normal, core, and border tumor samples. A total of 27 414 cells from various regions of patients with CRC were selected for subsequent analyses. Cellular interaction analysis revealed that differential signaling pathways between the TME and normal tissues, with several pathways involving interactions between myeloid cells and epithelial cells. Myeloid cells were extracted and classified into six subtypes based on markers identified in the literature. Monocle3 revealed the trajectory of tumor-associated macrophages (TAMs) and identified genes associated with pseudotime. Single-Cell ENrichment analysis for Interpreting Cellular Heterogeneity analysis identified specific regulons and target genes associated with TAMs. This study reanalyzed single-cell RNA-sequencing data and provided insights into the heterogeneity of the TME, particularly in relation to the role of TAMs.</p>","PeriodicalId":8775,"journal":{"name":"Biochemistry and Cell Biology","volume":" ","pages":"1-11"},"PeriodicalIF":2.1000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Single-cell RNA sequencing analysis reveals the heterogeneity and effect of TAMs in colorectal cancer.\",\"authors\":\"Chengang Wang, Ying Qian, Mingsheng Zhang\",\"doi\":\"10.1139/bcb-2025-0041\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Colorectal cancer (CRC) is a prevalent and malignant tumor of the digestive system, characterized by high incidence and mortality rates. This study aimed to investigate the heterogeneity of the tumor microenvironment (TME) and the involvement of immune cells in CRC. Single-cell RNA sequencing (scRNA-seq) data obtained from the Gene Expression Omnibus database were used to analyze and identify six major cell types across normal, core, and border tumor samples. A total of 27 414 cells from various regions of patients with CRC were selected for subsequent analyses. Cellular interaction analysis revealed that differential signaling pathways between the TME and normal tissues, with several pathways involving interactions between myeloid cells and epithelial cells. Myeloid cells were extracted and classified into six subtypes based on markers identified in the literature. Monocle3 revealed the trajectory of tumor-associated macrophages (TAMs) and identified genes associated with pseudotime. Single-Cell ENrichment analysis for Interpreting Cellular Heterogeneity analysis identified specific regulons and target genes associated with TAMs. This study reanalyzed single-cell RNA-sequencing data and provided insights into the heterogeneity of the TME, particularly in relation to the role of TAMs.</p>\",\"PeriodicalId\":8775,\"journal\":{\"name\":\"Biochemistry and Cell Biology\",\"volume\":\" \",\"pages\":\"1-11\"},\"PeriodicalIF\":2.1000,\"publicationDate\":\"2025-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Biochemistry and Cell Biology\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://doi.org/10.1139/bcb-2025-0041\",\"RegionNum\":3,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"BIOCHEMISTRY & MOLECULAR BIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biochemistry and Cell Biology","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1139/bcb-2025-0041","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 0
摘要
结直肠癌(CRC)是一种常见的消化系统恶性肿瘤,具有高发病率和高死亡率的特点。本研究旨在探讨肿瘤微环境(tumor microenvironment, TME)的异质性和免疫细胞在结直肠癌中的作用。从Gene Expression Omnibus (GEO)数据库获得的单细胞RNA测序(scRNA-seq)数据用于分析和鉴定正常、核心和边界肿瘤样本中的六种主要细胞类型。从结直肠癌患者的不同区域共选取27414个细胞进行后续分析。细胞相互作用分析揭示了TME与正常组织之间的差异信号通路,其中一些通路涉及骨髓细胞和上皮细胞之间的相互作用。提取髓样细胞,并根据文献中鉴定的标记物将其分为6个亚型。Monocle3揭示了肿瘤相关巨噬细胞(tam)的发展轨迹,并鉴定了与伪时间相关的基因。单细胞富集分析用于解释细胞异质性(SCENIC)分析确定了与tam相关的特定调控和靶基因。这项研究重新分析了单细胞rna测序数据,并提供了对TME异质性的见解,特别是与TME的作用有关。
Single-cell RNA sequencing analysis reveals the heterogeneity and effect of TAMs in colorectal cancer.
Colorectal cancer (CRC) is a prevalent and malignant tumor of the digestive system, characterized by high incidence and mortality rates. This study aimed to investigate the heterogeneity of the tumor microenvironment (TME) and the involvement of immune cells in CRC. Single-cell RNA sequencing (scRNA-seq) data obtained from the Gene Expression Omnibus database were used to analyze and identify six major cell types across normal, core, and border tumor samples. A total of 27 414 cells from various regions of patients with CRC were selected for subsequent analyses. Cellular interaction analysis revealed that differential signaling pathways between the TME and normal tissues, with several pathways involving interactions between myeloid cells and epithelial cells. Myeloid cells were extracted and classified into six subtypes based on markers identified in the literature. Monocle3 revealed the trajectory of tumor-associated macrophages (TAMs) and identified genes associated with pseudotime. Single-Cell ENrichment analysis for Interpreting Cellular Heterogeneity analysis identified specific regulons and target genes associated with TAMs. This study reanalyzed single-cell RNA-sequencing data and provided insights into the heterogeneity of the TME, particularly in relation to the role of TAMs.
期刊介绍:
Published since 1929, Biochemistry and Cell Biology explores every aspect of general biochemistry and includes up-to-date coverage of experimental research into cellular and molecular biology in eukaryotes, as well as review articles on topics of current interest and notes contributed by recognized international experts. Special issues each year are dedicated to expanding new areas of research in biochemistry and cell biology.