Ma Mei, Li Peilin, Liu Li, Cheng Shiqiang, Cheng Bolun, Liang Chu Jun, Tan Sijia, Li Wenyu, Wen Yan, Guo Xiong, Wu Cuiyan
School of Public Health, Health Science Center, Xi'an Jiaotong University, Xi'an, China.
Front Genet. 2021 Jun 7;12:663080. doi: 10.3389/fgene.2021.663080. eCollection 2021.
This study aims to identify novel candidate genes associated with osteonecrosis of the femoral head (ONFH).
A transcriptome-wide association study (TWAS) was performed by integrating the genome-wide association study dataset of osteonecrosis (ON) in the UK Biobank with pre-computed mRNA expression reference weights of muscle skeleton (MS) and blood. The ON-associated genes identified by TWAS were further subjected to gene ontology (GO) analysis by the DAVID tool. Finally, a trans-omics comparative analysis of TWAS and genome-wide mRNA expression profiling was conducted to identify the common genes and the GO terms shared by both DNA-level TWAS and mRNA-level expression profile for ONFH.
TWAS totally identified 564 genes that were with value <0.05 for MS and blood, such as ( = 0.0001 for MS), ( = 0.0002 for blood), and ( = 0.0005 for blood). After comparing the genes detected by TWAS with the differentially expressed genes identified by mRNA expression profiling, we detected 59 overlapped genes, such as [ = 0.0270, FC (fold change) = 7.03], ( = 0.010, FC = 2.22), and ( = 0.0053, FC = 2.92). The GO analysis of TWAS-identified genes discovered 53 GO terms for ON. Further comparing the GO results of TWAS and mRNA expression profiling identified four overlapped GO terms, including cysteine-type endopeptidase activity ( = 0.0006, = 0.0227), extracellular space ( = 0.0342, = 0.0012), protein binding ( = 0.0112, = 0.0106), and ATP binding ( = 0.0464, = 0.0033).
Several ONFH-associated genes and GO terms were identified by integrating TWAS and mRNA expression profiling. It provides novel clues to reveal the pathogenesis of ONFH.
本研究旨在鉴定与股骨头坏死(ONFH)相关的新型候选基因。
通过将英国生物银行中骨坏死(ON)的全基因组关联研究数据集与预先计算的肌肉骨骼(MS)和血液的mRNA表达参考权重相结合,进行全转录组关联研究(TWAS)。通过DAVID工具对TWAS鉴定出的与ON相关的基因进一步进行基因本体(GO)分析。最后,对TWAS和全基因组mRNA表达谱进行跨组学比较分析,以鉴定股骨头坏死在DNA水平的TWAS和mRNA水平的表达谱所共有的共同基因和GO术语。
TWAS共鉴定出564个基因,其在MS和血液中的 值<0.05,例如 (MS的 = 0.0001)、 (血液的 = 0.0002)和 (血液的 = 0.0005)。将TWAS检测到的基因与mRNA表达谱鉴定出的差异表达基因进行比较后,我们检测到59个重叠基因,例如 [ = 0.0270,FC(变化倍数)= 7.03]、 ( = 0.010,FC = 2.22)和 ( = 0.0053,FC = 2.92)。对TWAS鉴定出的基因进行GO分析,发现了53个与ON相关的GO术语。进一步比较TWAS和mRNA表达谱的GO结果,确定了四个重叠的GO术语,包括半胱氨酸型内肽酶活性( = 0.0006, = 0.0227)、细胞外空间( = 0.0342, = 0.0012)、蛋白质结合( = 0.0112, = 0.0106)和ATP结合( = 0.0464, = 0.0033)。
通过整合TWAS和mRNA表达谱,鉴定出了几个与ONFH相关的基因和GO术语。这为揭示ONFH的发病机制提供了新线索。