Integrative analyses of bulk and single-cell RNA-seq reveals the correlation between SPP1+ macrophages and resistance to neoadjuvant chemoimmunotherapy in esophageal squamous cell carcinoma.

IF 4.6 2区 医学 Q2 IMMUNOLOGY
Zhenyang Geng, Feng Li, Zhichang Yang, Bowen Li, Yifan Xu, Bin Wu, Yinliang Sheng, Ping Yuan, Lan Huang, Yu Qi
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Abstract

Neoadjuvant chemoimmunotherapy (NACI) has significant implications for the treatment of esophageal cancer. However, its clinical efficacy varies considerably among patients, necessitating further investigation into the underlying mechanisms. The rapid advancement of single-cell RNA sequencing (scRNA-seq) technology facilitates the analysis of patient heterogeneity at the cellular level, particularly regarding treatment outcomes. In this study, we first analyzed scRNA-seq data of esophageal squamous cell carcinoma (ESCC) following NACI, obtained from the Gene Expression Omnibus (GEO) database. After performing dimensionality reduction, clustering, and annotation on the scRNA-seq data, we employed CellChat to investigate differences in cell-cell communication among samples from distinct efficacy groups. The results indicated that macrophages in the non-responder exhibited stronger cell communication intensity compared to those in responders, with SPP1 and GALECTIN signals showing the most significant differences between the two groups. This finding underscores the crucial role of macrophages in the efficacy of NACI. Subsequently, reclustering of macrophages revealed that Mac-SPP1 may be primarily responsible for treatment resistance, while Mac-C1QC appears to promote T cell activation. Finally, we conducted transcriptome sequencing on ESCC tissues obtained from 32 patients who underwent surgery following NACI. Utilizing CIBERSORT, CIBERSORTx, and WGCNA, we analyzed the heterogeneity of tumor microenvironment among different efficacy groups and validated the correlation between SPP1+ macrophages and resistance to NACI in ESCC using publicly available transcriptome sequencing datasets. These findings suggest that SPP1+ macrophages may represent a key factor contributing to resistance against NACI in ESCC.

大量和单细胞RNA-seq的整合分析揭示了SPP1+巨噬细胞与食管鳞癌新辅助化疗免疫疗法耐受性之间的相关性。
新辅助化疗免疫疗法(NACI)对食管癌的治疗具有重要意义。然而,不同患者的临床疗效差异很大,因此有必要进一步研究其潜在机制。单细胞 RNA 测序(scRNA-seq)技术的快速发展有助于在细胞水平分析患者的异质性,尤其是治疗效果。在本研究中,我们首先分析了从基因表达总库(GEO)数据库中获得的食管鳞状细胞癌(ESCC)NACI后的scRNA-seq数据。在对scRNA-seq数据进行降维、聚类和注释后,我们利用CellChat研究了不同疗效组样本之间细胞间通讯的差异。结果表明,与应答者相比,非应答者的巨噬细胞表现出更强的细胞通讯强度,其中 SPP1 和 GALECTIN 信号在两组间的差异最为显著。这一发现强调了巨噬细胞在 NACI 疗效中的关键作用。随后,对巨噬细胞的再聚类发现,Mac-SPP1 可能是治疗耐药性的主要原因,而 Mac-C1QC 似乎促进了 T 细胞的活化。最后,我们对 32 位在 NACI 后接受手术的 ESCC 组织进行了转录组测序。利用CIBERSORT、CIBERSORTx和WGCNA,我们分析了不同疗效组肿瘤微环境的异质性,并利用公开的转录组测序数据集验证了SPP1+巨噬细胞与ESCC对NACI耐药的相关性。这些发现表明,SPP1+巨噬细胞可能是导致ESCC对NACI耐药的一个关键因素。
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来源期刊
CiteScore
10.50
自引率
1.70%
发文量
207
审稿时长
1 months
期刊介绍: Cancer Immunology, Immunotherapy has the basic aim of keeping readers informed of the latest research results in the fields of oncology and immunology. As knowledge expands, the scope of the journal has broadened to include more of the progress being made in the areas of biology concerned with biological response modifiers. This helps keep readers up to date on the latest advances in our understanding of tumor-host interactions. The journal publishes short editorials including "position papers," general reviews, original articles, and short communications, providing a forum for the most current experimental and clinical advances in tumor immunology.
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