Spatial Multi-Omics Connect SHROOM3 and COL18A1 in Chronic Kidney Disease

Pukhraj S. Gaheer, Nikhil Uppal, Amy Paul, Pedrum Mohammadi-Shemirani, Nicolas Perrot, Guillaume Pare, Darren Bridgewater, Matthew B. Lanktree
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Abstract

Shroom Family Member 3 (SHROOM3) encodes an actin-binding protein that impacts kidney development. Genome-wide association studies (GWAS) identified CKD-associated common variants around SHROOM3 and Shroom3 knock-out mice develop glomerular abnormalities. We sought to evaluate the impact of genetically predicted SHROOM3 expression on kidney traits and the circulating proteome, and validate findings in a mouse model. Genetic instruments for SHROOM3 expression in distinct kidney compartments (glomerular n=240, tubulointerstitial n=311) were constructed using single cell sequencing data from NephQTL2. Using two-sample Mendelian randomization, we evaluated the effects of glomerular and tubulointerstitial SHROOM3 expression on kidney traits and the concentration of 1,463 plasma proteins in the UK Biobank and CKDGen Consortium. Genetically predicted tubulointerstitial SHROOM3 expression colocalized with the genetic signals for eGFR and albuminuria. A 34% reduction in genetically predicted tubulointerstitial SHROOM3 expression was associated with a 0.3% increase in cross-sectional eGFR (P = 6.8x10-4), a 1.5% increase in albuminuria (P = 0.01), and a 2.2% reduction in plasma COL18A1 concentration (P = 1.2x10-5). In contrast, genetically predicted glomerular SHROOM3 expression showed neither colocalization nor significant Mendelian randomization results. Using immunofluorescence, heterozygous Shroom3 knockout mice had a concordant reduction of Col18a1 in their kidneys, primarily around the tubules. Thus, reduced tubulointerstitial SHROOM3 expression, but not glomerular, is associated with increased cross-sectional eGFR, increased uACR, and reduced plasma COL18A1 and Shroom3 knockout leads to reduced kidney Col18a1, agnostically linking SHROOM3 and COL18A1 in CKD pathogenesis.
将 SHROOM3 和 COL18A1 与慢性肾病联系起来的空间多指标图
蘑菇家族成员 3(SHROOM3)编码一种肌动蛋白结合蛋白,对肾脏发育有影响。全基因组关联研究(GWAS)发现了 SHROOM3 周围与慢性肾脏病相关的常见变异,而且 Shroom3 基因敲除小鼠会出现肾小球异常。我们试图评估基因预测的 SHROOM3 表达对肾脏特征和循环蛋白质组的影响,并在小鼠模型中验证研究结果。我们利用NephQTL2的单细胞测序数据构建了SHROOM3在不同肾脏区段(肾小球240个,肾小管间质311个)表达的遗传工具。我们利用双样本孟德尔随机化方法,评估了肾小球和肾小管间质 SHROOM3 表达对肾脏性状和英国生物库及 CKDGen 联合体中 1,463 种血浆蛋白浓度的影响。遗传预测的肾小管间质 SHROOM3 表达与 eGFR 和白蛋白尿的遗传信号相一致。基因预测的肾小管间质 SHROOM3 表达降低 34% 与横截面 eGFR 增加 0.3% (P = 6.8x10-4)、白蛋白尿增加 1.5% (P = 0.01)和血浆 COL18A1 浓度降低 2.2% (P = 1.2x10-5)相关。与此相反,基因预测的肾小球 SHROOM3 表达既没有出现共定位,也没有出现显著的孟德尔随机化结果。利用免疫荧光技术,杂合子 Shroom3 基因敲除小鼠肾脏中 Col18a1 的含量一致减少,主要集中在肾小管周围。因此,肾小管间质 SHROOM3 表达减少(而非肾小球)与横截面 eGFR 增加、uACR 增加和血浆 COL18A1 减少有关,而 Shroom3 基因敲除会导致肾脏 Col18a1 减少,从而将 SHROOM3 和 COL18A1 与 CKD 发病机制联系起来。
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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