Identifying cell type-specific transcription factor-mediated activity immune modules reveal implications for immunotherapy and molecular classification of pan-cancer.

IF 6.8 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS
Feng Li, Jingwen Wang, Mengyue Li, Xiaomeng Zhang, Yongjuan Tang, Xinyu Song, Yifang Zhang, Liying Pei, Jiaqi Liu, Chunlong Zhang, Xia Li, Yanjun Xu, Yunpeng Zhang
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Abstract

Systematic investigation of tumor-infiltrating immune (TII) cells is important to the development of immunotherapies, and the clinical response prediction in cancers. There exists complex transcriptional regulation within TII cells, and different immune cell types display specific regulation patterns. To dissect transcriptional regulation in TII cells, we first integrated the gene expression profiles from single-cell datasets, and proposed a computational pipeline to identify TII cell type-specific transcription factor (TF) mediated activity immune modules (TF-AIMs). Our analysis revealed key TFs, such as BACH2 and NFKB1 play important roles in B and NK cells, respectively. We also found some of these TF-AIMs may contribute to tumor pathogenesis. Based on TII cell type-specific TF-AIMs, we identified eight CD8+ T cell subtypes. In particular, we found the PD1 + CD8+ T cell subset and its specific TF-AIMs associated with immunotherapy response. Furthermore, the TII cell type-specific TF-AIMs displayed the potential to be used as predictive markers for immunotherapy response of cancer patients. At the pan-cancer level, we also identified and characterized six molecular subtypes across 9680 samples based on the activation status of TII cell type-specific TF-AIMs. Finally, we constructed a user-friendly web interface CellTF-AIMs (http://bio-bigdata.hrbmu.edu.cn/CellTF-AIMs/) for exploring transcriptional regulatory pattern in various TII cell types. Our study provides valuable implications and a rich resource for understanding the mechanisms involved in cancer microenvironment and immunotherapy.

识别细胞类型特异性转录因子介导的活性免疫模块揭示了免疫疗法和泛癌症分子分类的意义。
对肿瘤浸润免疫细胞(TII)进行系统研究,对于开发免疫疗法和预测癌症的临床反应非常重要。TII细胞内存在复杂的转录调控,不同的免疫细胞类型显示出特定的调控模式。为了剖析TII细胞的转录调控,我们首先整合了单细胞数据集的基因表达谱,并提出了一个计算管道来识别TII细胞类型特异的转录因子(TF)介导的活性免疫模块(TF-AIMs)。我们的分析发现,BACH2 和 NFKB1 等关键转录因子分别在 B 细胞和 NK 细胞中发挥重要作用。我们还发现,其中一些 TF-AIMs 可能有助于肿瘤的发病。根据 TII 细胞类型特异性 TF-AIMs,我们确定了八种 CD8+ T 细胞亚型。特别是,我们发现 PD1 + CD8+ T 细胞亚群及其特异性 TF-AIMs 与免疫治疗反应相关。此外,TII 细胞类型特异性 TF-AIMs 显示出了作为癌症患者免疫疗法反应预测标志物的潜力。在泛癌症层面,我们还根据 TII 细胞特异性 TF-AIMs 的激活状态,在 9680 份样本中发现并描述了六种分子亚型。最后,我们构建了一个用户友好型网络界面 CellTF-AIMs(http://bio-bigdata.hrbmu.edu.cn/CellTF-AIMs/),用于探索各种 TII 细胞类型的转录调控模式。我们的研究为了解癌症微环境和免疫疗法的相关机制提供了宝贵的启示和丰富的资源。
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来源期刊
Briefings in bioinformatics
Briefings in bioinformatics 生物-生化研究方法
CiteScore
13.20
自引率
13.70%
发文量
549
审稿时长
6 months
期刊介绍: Briefings in Bioinformatics is an international journal serving as a platform for researchers and educators in the life sciences. It also appeals to mathematicians, statisticians, and computer scientists applying their expertise to biological challenges. The journal focuses on reviews tailored for users of databases and analytical tools in contemporary genetics, molecular and systems biology. It stands out by offering practical assistance and guidance to non-specialists in computerized methodologies. Covering a wide range from introductory concepts to specific protocols and analyses, the papers address bacterial, plant, fungal, animal, and human data. The journal's detailed subject areas include genetic studies of phenotypes and genotypes, mapping, DNA sequencing, expression profiling, gene expression studies, microarrays, alignment methods, protein profiles and HMMs, lipids, metabolic and signaling pathways, structure determination and function prediction, phylogenetic studies, and education and training.
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