From the ‡Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich CH-8093, Switzerland.
§Interfaculty Institute of Bioengineering, Laboratory of Integrative and Systems Physiology, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne CH-1015, Switzerland.
Mol Cell Proteomics. 2018 Sep;17(9):1766-1777. doi: 10.1074/mcp.RA118.000554. Epub 2018 Jun 26.
We have used SWATH mass spectrometry to quantify 3648 proteins across 76 proteomes collected from genetically diverse BXD mouse strains in two fractions (mitochondria and total cell) from five tissues: liver, quadriceps, heart, brain, and brown adipose (BAT). Across tissues, expression covariation between genes' proteins and transcripts-measured in the same individuals-broadly aligned. Covariation was however far stronger in certain subsets than others: only 8% of transcripts in the lowest expression and variance quintile covaried with their protein, in contrast to 65% of transcripts in the highest quintiles. Key functional differences among the 3648 genes were also observed across tissues, with electron transport chain (ETC) genes particularly investigated. ETC complex proteins covary and form strong gene networks according to tissue, but their equivalent transcripts do not. Certain physiological consequences, such as the depletion of ATP synthase in BAT, are thus obscured in transcript data. Lastly, we compared the quantitative proteomic measurements between the total cell and mitochondrial fractions for the five tissues. The resulting enrichment score highlighted several hundred proteins which were strongly enriched in mitochondria, which included several dozen proteins were not reported in literature to be mitochondrially localized. Four of these candidates were selected for biochemical validation, where we found MTAP, SOAT2, and IMPDH2 to be localized inside the mitochondria, whereas ABCC6 was in the mitochondria-associated membrane. These findings demonstrate the synergies of a multi-omics approach to study complex metabolic processes, and this provides a resource for further discovery and analysis of proteoforms, modified proteins, and protein localization.
我们使用 SWATH 质谱法对来自五个组织(肝脏、四头肌、心脏、大脑和棕色脂肪组织(BAT))的 76 个 BXD 小鼠品系的遗传多样性的两个部分(线粒体和总细胞)中的 3648 种蛋白质进行了定量分析。在不同组织中,基因的蛋白质和转录本的表达相关性(在同一个体中测量)广泛一致。然而,这种相关性在某些亚组中比其他亚组要强得多:在最低表达和方差五分位数的转录本中,只有 8%与它们的蛋白质相关,而在最高五分位数的转录本中,有 65%与之相关。在不同组织中还观察到了 3648 个基因之间的关键功能差异,其中特别研究了电子传递链(ETC)基因。ETC 复合物蛋白根据组织相互关联并形成强大的基因网络,但它们的等效转录本则没有。因此,在转录本数据中掩盖了某些生理后果,例如 BAT 中 ATP 合酶的消耗。最后,我们比较了五个组织的总细胞和线粒体部分的定量蛋白质组学测量值。由此产生的富集分数突出了数百种在组织中强烈富集的蛋白质,其中包括几十种未在文献中报道为定位于线粒体的蛋白质。这四个候选蛋白被选中进行生化验证,发现 MTAP、SOAT2 和 IMPDH2 定位于线粒体内部,而 ABCC6 位于线粒体相关膜中。这些发现证明了多组学方法在研究复杂代谢过程中的协同作用,并为进一步发现和分析蛋白质变体、修饰蛋白和蛋白质定位提供了资源。