Division of Neonatology, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
BMC Biol. 2020 May 14;18(1):52. doi: 10.1186/s12915-020-00783-7.
Identifying causal variants and genes from human genetic studies of hematopoietic traits is important to enumerate basic regulatory mechanisms underlying these traits, and could ultimately augment translational efforts to generate platelets and/or red blood cells in vitro. To identify putative causal genes from these data, we performed computational modeling using available genome-wide association datasets for platelet and red blood cell traits.
Our model identified a joint collection of genomic features enriched at established trait associations and plausible candidate variants. Additional studies associating variation at these loci with change in gene expression highlighted Tropomyosin 1 (TPM1) among our top-ranked candidate genes. CRISPR/Cas9-mediated TPM1 knockout in human induced pluripotent stem cells (iPSCs) enhanced hematopoietic progenitor development, increasing total megakaryocyte and erythroid cell yields.
Our findings may help explain human genetic associations and identify a novel genetic strategy to enhance in vitro hematopoiesis. A similar trait-specific gene prioritization strategy could be employed to help streamline functional validation experiments for virtually any human trait.
从人类造血特征的遗传研究中鉴定因果变异和基因,对于阐明这些特征的基本调控机制很重要,最终可能会促进在体外生成血小板和/或红细胞的转化研究。为了从这些数据中确定潜在的因果基因,我们使用现有的全基因组关联数据集对血小板和红细胞特征进行了计算建模。
我们的模型确定了一套联合的基因组特征,这些特征在已建立的特征关联和合理的候选变异中富集。对这些基因座上的变异与基因表达变化的关联的进一步研究突出了我们排名最高的候选基因之一肌球蛋白 1(TPM1)。CRISPR/Cas9 介导的人诱导多能干细胞(iPSC)中的 TPM1 敲除增强了造血祖细胞的发育,增加了巨核细胞和红细胞的总产量。
我们的发现可能有助于解释人类遗传关联,并确定一种新的遗传策略来增强体外造血。类似的针对特定特征的基因优先级策略可用于帮助简化几乎任何人类特征的功能验证实验。