Hidden Genetic Regulation of Human Complex Traits via Brain Isoforms.

IF 3.7 Q2 GENETICS & HEREDITY Phenomics (Cham, Switzerland) Pub Date : 2023-03-20 eCollection Date: 2023-06-01 DOI:10.1007/s43657-023-00100-6
Lu Pan, Chenqing Zheng, Zhijian Yang, Yudi Pawitan, Trung Nghia Vu, Xia Shen
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Abstract

Alternative splicing exists in most multi-exonic genes, and exploring these complex alternative splicing events and their resultant isoform expressions is essential. However, it has become conventional that RNA sequencing results have often been summarized into gene-level expression counts mainly due to the multiple ambiguous mapping of reads at highly similar regions. Transcript-level quantification and interpretation are often overlooked, and biological interpretations are often deduced based on combined transcript information at the gene level. Here, for the most variable tissue of alternative splicing, the brain, we estimate isoform expressions in 1,191 samples collected by the Genotype-Tissue Expression (GTEx) Consortium using a powerful method that we previously developed. We perform genome-wide association scans on the isoform ratios per gene and identify isoform-ratio quantitative trait loci (irQTL), which could not be detected by studying gene-level expressions alone. By analyzing the genetic architecture of the irQTL, we show that isoform ratios regulate educational attainment via multiple tissues including the frontal cortex (BA9), cortex, cervical spinal cord, and hippocampus. These tissues are also associated with different neuro-related traits, including Alzheimer's or dementia, mood swings, sleep duration, alcohol intake, intelligence, anxiety or depression, etc. Mendelian randomization (MR) analysis revealed 1,139 pairs of isoforms and neuro-related traits with plausible causal relationships, showing much stronger causal effects than on general diseases measured in the UK Biobank (UKB). Our results highlight essential transcript-level biomarkers in the human brain for neuro-related complex traits and diseases, which could be missed by merely investigating overall gene expressions.

Supplementary information: The online version contains supplementary material available at 10.1007/s43657-023-00100-6.

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通过大脑异构体对人类复杂性状的隐性遗传调控。
选择性剪接存在于大多数多外显子基因中,探索这些复杂的选择性剪接事件及其产生的异构体表达是至关重要的。然而,RNA测序结果通常被总结为基因水平的表达计数,这已成为惯例,主要是由于高度相似区域的读数的多重模糊映射。转录物水平的量化和解释往往被忽视,生物学解释往往是基于基因水平的转录物组合信息推导出来的。在这里,对于可变剪接最多的组织,即大脑,我们使用我们之前开发的强大方法,估计了基因组型组织表达(GTEx)联盟收集的1191个样本中的同种型表达。我们对每个基因的异构体比率进行了全基因组关联扫描,并鉴定了异构体比率定量性状位点(irQTL),这是单独研究基因水平表达所无法检测到的。通过分析irQTL的遗传结构,我们发现同种型比率通过多种组织调节教育程度,包括额叶皮层(BA9)、皮层、颈脊髓和海马。这些组织还与不同的神经相关特征有关,包括阿尔茨海默氏症或痴呆症、情绪波动、睡眠时间、酒精摄入、智力、焦虑或抑郁等。孟德尔随机化(MR)分析揭示了1139对具有合理因果关系的亚型和神经相关特征,显示出比在英国生物库(UKB)中测量的一般疾病更强的因果效应。我们的研究结果强调了人脑中与神经相关的复杂特征和疾病的重要转录水平生物标志物,而仅仅研究整体基因表达可能会错过这些生物标志物。补充信息:在线版本包含补充材料,可访问10.1007/s43657-023-00100-6。
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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