Mo Jiahao, Liu Chang, Li Zhuolin, Fan Longxiu, Wu Shaohua, Husain Hatim, Zhong Cailing, Zhang Beiping
The Second Clinical Medical College of Guangzhou University of Traditional Chinese Medicine, Guangzhou, China.
Division of Hematology and Oncology, Moores Cancer Center, University of California, San Diego, La Jolla, CA, USA.
J Gastrointest Oncol. 2023 Aug 31;14(4):1770-1787. doi: 10.21037/jgo-23-502. Epub 2023 Aug 9.
Non-alcoholic fatty liver disease (NAFLD) is the global most common chronic liver disease. Non-alcoholic steatohepatitis (NASH), an inflammatory subtype of NAFLD, has been shown to significantly increase the risk of colorectal adenoma (CRA). Therefore, from the perspective of bioinformatics analysis, the potential mechanisms of NASH/NAFLD-CRA can be explored.
In this study, we screened the differentially expressed genes (DEGs) and core effect pathways between NASH and CRA by analyzing the single-cell data of CRA patients and the high-throughput sequencing data (GSE37364 and GSE89632) in the online database. We screened therapeutic targets and biomarkers through gene function classification, pathway enrichment analysis, and protein-protein interaction network analysis. In terms of single cell data, we screened the core effect pathway and specific signal pathway of cell communication through cell annotation and cell communication analyses. The purpose of the study was to find potential biomarkers, therapeutic targets, and related effect pathways of NASH-CRA.
NASH-CRA comorbidities were concentrated in inflammatory regulation-related pathways, and the core genes of disease progression included , , , , , and . The results suggested the key pathway of NASH-CRA might be the pathway. The main cell signal communication pathways included - ( + ) and - ( + ). The send-receive process occurred in embryonic stem cells.
The core genes of NASH-CRA (, , , , , and ) may participate in inflammation and immune responses through up-regulation in the process of disease occurrence, interfering with the pathophysiological process of CRA and NASH. NASH-CRA produces cell signal communication in the pathway sent by and received by , , and in embryonic stem cells. These findings may help formulate early diagnosis and treatment strategies for CRA in NAFLD/NASH patients, and further explore corresponding prognostic markers and potential approaches. The significance of scRNA-seq in exploring tumor heterogeneity lies in promoting our understanding of the expression program of tumor related genes in tumor development patterns. However, the biggest challenge is that this analysis may miss out on some biologically significant gene expression programs.
非酒精性脂肪性肝病(NAFLD)是全球最常见的慢性肝病。非酒精性脂肪性肝炎(NASH)是NAFLD的一种炎症亚型,已被证明会显著增加结直肠腺瘤(CRA)的风险。因此,从生物信息学分析的角度,可以探索NASH/NAFLD-CRA的潜在机制。
在本研究中,我们通过分析CRA患者的单细胞数据以及在线数据库中的高通量测序数据(GSE37364和GSE89632),筛选出NASH和CRA之间的差异表达基因(DEG)和核心效应通路。我们通过基因功能分类、通路富集分析和蛋白质-蛋白质相互作用网络分析来筛选治疗靶点和生物标志物。在单细胞数据方面,我们通过细胞注释和细胞通讯分析来筛选细胞通讯的核心效应通路和特定信号通路。本研究的目的是找到NASH-CRA的潜在生物标志物、治疗靶点和相关效应通路。
NASH-CRA共病集中在炎症调节相关通路,疾病进展的核心基因包括 、 、 、 、 和 。结果表明NASH-CRA的关键通路可能是 通路。主要的细胞信号通讯通路包括 - ( + )和 - ( + )。发送-接收过程发生在胚胎干细胞中。
NASH-CRA的核心基因( 、 、 、 、 和 )可能在疾病发生过程中通过上调参与炎症和免疫反应,干扰CRA和NASH的病理生理过程。NASH-CRA在胚胎干细胞中由 发送并由 、 和 接收的 通路中产生细胞信号通讯。这些发现可能有助于为NAFLD/NASH患者的CRA制定早期诊断和治疗策略,并进一步探索相应的预后标志物和潜在方法。单细胞RNA测序在探索肿瘤异质性方面的意义在于促进我们对肿瘤相关基因在肿瘤发展模式中的表达程序的理解。然而,最大的挑战是这种分析可能会遗漏一些具有生物学意义的基因表达程序。