Integrative analysis of bulk and single-cell RNA sequencing reveals the gene expression profile and the critical signaling pathways of type II CPAM.

IF 6.1 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY
Fengxia Li, Zheng Tan, Hongyu Chen, Yue Gao, Jie Xia, Ting Huang, Liang Liang, Jian Zhang, Xianghong Zhang, Xucong Shi, Qiang Chen, Qiang Shu, Lan Yu
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引用次数: 0

Abstract

Backgroud: Type II congenital pulmonary airway malformation (CPAM) is a rare pulmonary microcystic developmental malformation. Surgical excision is the primary treatment for CPAM, although maternal steroids and betamethasone have proven effective in reducing microcystic CPAM. Disturbed intercellular communication may contribute to the development of CPAM. This study aims to investigate the expression profile and analyze intercellular communication networks to identify genes potentially associated with type II CPAM pathogenesis and therapeutic targets.

Methods: RNA sequencing (RNA-seq) was performed on samples extracted from both the cystic area and the adjacent normal tissue post-surgery in CPAM patients. Iterative weighted gene correlation network analysis (iWGCNA) was used to identify genes specifically expressed in type II CPAM. Single-cell RNA-seq (scRNA-seq) was integrated to unveil the heterogeneity in cell populations and analyze the communication and interaction within epithelial cell sub-populations.

Results: A total of 2,618 differentially expressed genes were identified, primarily enriched in cilium-related biological process and inflammatory response process. Key genes such as EDN1, GPR17, FPR2, and CHRM1, involved in the G protein-coupled receptor (GPCR) signaling pathway and playing roles in cell differentiation, apoptosis, calcium homeostasis, and the immune response, were highlighted based on the protein-protein interaction network. Type II CPAM-associated modules, including ciliary function-related genes, were identified using iWGCNA. By integrating scRNA-seq data, AGR3 (related to calcium homeostasis) and SLC11A1 (immune related) were identified as the only two differently expressed genes in epithelial cells of CPAM. Cell communication analysis revealed that alveolar type 1 (AT1) and alveolar type 2 (AT2) cells were the predominant communication cells for outgoing and incoming signals in epithelial cells. The ligands and receptors between epithelial cell subtypes included COLLAGEN genes enriched in PI3K-AKT singaling and involved in epithelial to mesenchymal transition.

Conclusions: In summary, by integrating bulk RNA-seq data of type II CPAM with scRNA-seq data, the gene expression profile and critical signaling pathways such as GPCR signaling and PI3K-AKT signaling pathways were revealed. Abnormally expressed genes in these pathways may disrupt epithelial-mesenchymal transition and contribute to the development of CPAM. Given the effectiveness of prenatal treatments of microcystic CPAM using maternal steroids and maternal betamethasone administration, targeting the genes and signaling pathways involved in the development of CPAM presents a promising therapeutic strategy.

对大量和单细胞 RNA 测序的综合分析揭示了 II 型 CPAM 的基因表达谱和关键信号通路。
背景介绍II 型先天性肺气道畸形(CPAM)是一种罕见的肺微囊发育畸形。手术切除是治疗 CPAM 的主要方法,尽管母体类固醇和倍他米松已被证明能有效减少微囊型 CPAM。细胞间通信紊乱可能是 CPAM 的发病原因之一。本研究旨在调查表达谱并分析细胞间通讯网络,以确定可能与 II 型 CPAM 发病机制和治疗靶点相关的基因:方法:对 CPAM 患者手术后从囊肿区域和邻近正常组织提取的样本进行 RNA 测序(RNA-seq)。采用迭代加权基因相关网络分析(iWGCNA)确定在 II 型 CPAM 中特异表达的基因。研究还整合了单细胞 RNA-seq(scRNA-seq),以揭示细胞群的异质性,并分析上皮细胞亚群内部的交流和相互作用:结果:共鉴定出 2,618 个差异表达基因,主要集中在纤毛相关的生物过程和炎症反应过程中。根据蛋白相互作用网络,突出了EDN1、GPR17、FPR2和CHRM1等关键基因,这些基因参与G蛋白偶联受体(GPCR)信号通路,在细胞分化、凋亡、钙平衡和免疫反应中发挥作用。利用 iWGCNA 确定了 CPAM 相关的 II 型模块,包括睫状体功能相关基因。通过整合 scRNA-seq 数据,发现 AGR3(与钙稳态相关)和 SLC11A1(与免疫相关)是 CPAM 上皮细胞中仅有的两个不同表达的基因。细胞通讯分析表明,肺泡 1 型细胞(AT1)和肺泡 2 型细胞(AT2)是上皮细胞传出和传入信号的主要通讯细胞。上皮细胞亚型之间的配体和受体包括富含 PI3K-AKT Singaling 的 COLLAGEN 基因和参与上皮细胞向间质转化的 COLLAGEN 基因:总之,通过整合 II 型 CPAM 的批量 RNA-seq 数据和 scRNA-seq 数据,揭示了基因表达谱和关键信号通路,如 GPCR 信号通路和 PI3K-AKT 信号通路。这些通路中异常表达的基因可能会破坏上皮-间质转化,导致 CPAM 的发生。鉴于使用母体类固醇和母体倍他米松对微囊 CPAM 进行产前治疗的有效性,针对 CPAM 发育所涉及的基因和信号通路提出了一种很有前景的治疗策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Cell and Bioscience
Cell and Bioscience BIOCHEMISTRY & MOLECULAR BIOLOGY-
CiteScore
10.70
自引率
0.00%
发文量
187
审稿时长
>12 weeks
期刊介绍: Cell and Bioscience, the official journal of the Society of Chinese Bioscientists in America, is an open access, peer-reviewed journal that encompasses all areas of life science research.
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