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题名

Single-cell RNA-seq data analysis reveals functionally relevant biomarkers of early brain development and their regulatory footprints in human embryonic stem cells (hESCs)

作者
通讯作者Alamin,Md; Moni,Mohammad Ali; Xu,Haiming
发表日期
2024-05-01
DOI
发表期刊
ISSN
1467-5463
EISSN
1477-4054
卷号25期号:3
摘要

The complicated process of neuronal development is initiated early in life, with the genetic mechanisms governing this process yet to be fully elucidated. Single-cell RNA sequencing (scRNA-seq) is a potent instrument for pinpointing biomarkers that exhibit differential expression across various cell types and developmental stages. By employing scRNA-seq on human embryonic stem cells, we aim to identify differentially expressed genes (DEGs) crucial for early-stage neuronal development. Our focus extends beyond simply identifying DEGs. We strive to investigate the functional roles of these genes through enrichment analysis and construct gene regulatory networks to understand their interactions. Ultimately, this comprehensive approach aspires to illuminate the molecular mechanisms and transcriptional dynamics governing early human brain development. By uncovering potential links between these DEGs and intelligence, mental disorders, and neurodevelopmental disorders, we hope to shed light on human neurological health and disease. In this study, we have used scRNA-seq to identify DEGs involved in early-stage neuronal development in hESCs. The scRNA-seq data, collected on days 26 (D26) and 54 (D54), of the in vitro differentiation of hESCs to neurons were analyzed. Our analysis identified 539 DEGs between D26 and D54. Functional enrichment of those DEG biomarkers indicated that the up-regulated DEGs participated in neurogenesis, while the down-regulated DEGs were linked to synapse regulation. The Reactome pathway analysis revealed that down-regulated DEGs were involved in the interactions between proteins located in synapse pathways. We also discovered interactions between DEGs and miRNA, transcriptional factors (TFs) and DEGs, and between TF and miRNA. Our study identified 20 significant transcription factors, shedding light on early brain development genetics. The identified DEGs and gene regulatory networks are valuable resources for future research into human brain development and neurodevelopmental disorders.

关键词
相关链接[Scopus记录]
收录类别
语种
英语
学校署名
第一 ; 通讯
ESI学科分类
COMPUTER SCIENCE
Scopus记录号
2-s2.0-85192878507
来源库
Scopus
引用统计
被引频次[WOS]:1
成果类型期刊论文
条目标识符http://sustech.caswiz.com/handle/2SGJ60CL/761158
专题生命科学学院_生物系
生命科学学院
作者单位
1.Shenzhen Key Laboratory of Gene Regulation and Systems Biology,Department of Biology,School of Life Sciences,Southern University of Science and Technology,Shenzhen,Guangdong,518055,China
2.Institute of Bioinformatics,Zhejiang University,Hangzhou,310058,China
3.Department of Mathematics and Statistics,College of Science,Imam Muhammad Ibn Saud Islamic University,Riyadh,11432,Saudi Arabia
4.Artificial Intelligence and Cyber Futures Institute,Charles Sturt University,Bathurst,2795,Australia
第一作者单位生物系;  生命科学学院
通讯作者单位生物系;  生命科学学院
第一作者的第一单位生物系;  生命科学学院
推荐引用方式
GB/T 7714
Alamin,Md,Humaira Sultana,Most,Babarinde,Isaac Adeyemi,et al. Single-cell RNA-seq data analysis reveals functionally relevant biomarkers of early brain development and their regulatory footprints in human embryonic stem cells (hESCs)[J]. Briefings in Bioinformatics,2024,25(3).
APA
Alamin,Md,Humaira Sultana,Most,Babarinde,Isaac Adeyemi,Azad,A. K.M.,Moni,Mohammad Ali,&Xu,Haiming.(2024).Single-cell RNA-seq data analysis reveals functionally relevant biomarkers of early brain development and their regulatory footprints in human embryonic stem cells (hESCs).Briefings in Bioinformatics,25(3).
MLA
Alamin,Md,et al."Single-cell RNA-seq data analysis reveals functionally relevant biomarkers of early brain development and their regulatory footprints in human embryonic stem cells (hESCs)".Briefings in Bioinformatics 25.3(2024).
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