Visual Analytics for Robust Investigations of Placental Aquaporin Gene Expression in Response to Maternal SARS-CoV-2 Infection

Analytics Pub Date : 2024-02-05 DOI:10.3390/analytics3010007
Raphael D. Isokpehi, Amos O. Abioye, Rickeisha S. Hamilton, Jasmin C. Fryer, A. Hollman, Antoinette M. Destefano, Kehinde B. Ezekiel, Tyrese L. Taylor, Shawna F. Brooks, Matilda O. Johnson, Olubukola Smile, Shirma Ramroop-Butts, Angela U. Makolo, Albert G. Hayward
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Abstract

The human placenta is a multifunctional, disc-shaped temporary fetal organ that develops in the uterus during pregnancy, connecting the mother and the fetus. The availability of large-scale datasets on the gene expression of placental cell types and scholarly articles documenting adverse pregnancy outcomes from maternal infection warrants the use of computational resources to aid in knowledge generation from disparate data sources. Using maternal Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) infection as a case study in microbial infection, we constructed integrated datasets and implemented visual analytics resources to facilitate robust investigations of placental gene expression data in the dimensions of flow, curation, and analytics. The visual analytics resources and associated datasets can support a greater understanding of SARS-CoV-2-induced changes to the human placental expression levels of 18,882 protein-coding genes and at least 1233 human gene groups/families. We focus this report on the human aquaporin gene family that encodes small integral membrane proteins initially studied for their roles in water transport across cell membranes. Aquaporin-9 (AQP9) was the only aquaporin downregulated in term placental villi from SARS-CoV-2-positive mothers. Previous studies have found that (1) oxygen signaling modulates placental development; (2) oxygen tension could modulate AQP9 expression in the human placenta; and (3) SARS-CoV-2 can disrupt the formation of oxygen-carrying red blood cells in the placenta. Thus, future research could be performed on microbial infection-induced changes to (1) the placental hematopoietic stem and progenitor cells; and (2) placental expression of human aquaporin genes, especially AQP9.
利用可视化分析技术对母体感染 SARS-CoV-2 后的胎盘水蒸发蛋白基因表达进行深入研究
人类胎盘是一种多功能、圆盘状的临时胎儿器官,在怀孕期间在子宫内发育,连接母亲和胎儿。胎盘细胞类型基因表达的大规模数据集和记录母体感染导致不良妊娠结果的学术文章的出现,要求利用计算资源来帮助从不同的数据源中生成知识。以产妇感染严重急性呼吸系统综合征冠状病毒 2(SARS-CoV-2)作为微生物感染的案例研究,我们构建了集成数据集并实施了可视化分析资源,以促进胎盘基因表达数据在流动、整理和分析方面的有力研究。可视化分析资源和相关数据集可帮助人们更好地了解 SARS-CoV-2 诱导的人类胎盘 18,882 个编码蛋白基因和至少 1233 个人类基因群/家族的表达水平变化。我们在本报告中重点介绍了人类水蒸发蛋白基因家族,该家族编码的小型整体膜蛋白最初被研究用于跨细胞膜的水转运。在 SARS-CoV-2 阳性母亲的足月胎盘绒毛中,水蒸发蛋白-9(AQP9)是唯一下调的水蒸发蛋白。先前的研究发现:(1)氧信号调节胎盘的发育;(2)氧张力可调节 AQP9 在人类胎盘中的表达;(3)SARS-CoV-2 可破坏胎盘中载氧红细胞的形成。因此,未来的研究可以针对微生物感染引起的以下变化进行:(1)胎盘造血干细胞和祖细胞;(2)人类水汽素基因(尤其是 AQP9)在胎盘中的表达。
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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