Welch Nicole, Singh Shashi Shekhar, Musich Ryan, Mansuri M Shahid, Bellar Annette, Mishra Saurabh, Chelluboyina Aruna K, Sekar Jinendiran, Attaway Amy H, Li Ling, Willard Belinda, Hornberger Troy A, Dasarathy Srinivasan
Department of Inflammation and Immunity, Cleveland Clinic, Cleveland, OH 44195, USA.
Department of Gastroenterology and Hepatology, Cleveland Clinic, Cleveland, OH 44195, USA.
iScience. 2022 Oct 10;25(11):105325. doi: 10.1016/j.isci.2022.105325. eCollection 2022 Nov 18.
Skeletal muscle generation of ammonia, an endogenous cytotoxin, is increased during exercise. Perturbations in ammonia metabolism consistently occur in chronic diseases, and may blunt beneficial skeletal muscle molecular responses and protein homeostasis with exercise. Phosphorylation of skeletal muscle proteins mediates cellular signaling responses to hyperammonemia and exercise. Comparative bioinformatics and machine learning-based analyses of published and experimentally derived phosphoproteomics data identified differentially expressed phosphoproteins that were unique and shared between hyperammonemic murine myotubes and skeletal muscle from exercise models. Enriched processes identified in both hyperammonemic myotubes and muscle from exercise models with selected experimental validation included protein kinase A (PKA), calcium signaling, mitogen-activated protein kinase (MAPK) signaling, and protein homeostasis. Our approach of feature extraction from comparative untargeted "omics" data allows for selection of preclinical models that recapitulate specific human exercise responses and potentially optimize functional capacity and skeletal muscle protein homeostasis with exercise in chronic diseases.
在运动过程中,作为一种内源性细胞毒素的氨在骨骼肌中的生成会增加。氨代谢紊乱在慢性疾病中持续存在,并且可能会削弱运动对骨骼肌有益的分子反应和蛋白质稳态。骨骼肌蛋白的磷酸化介导了细胞对高氨血症和运动的信号反应。通过对已发表的和实验获得的磷酸化蛋白质组学数据进行比较生物信息学和基于机器学习的分析,确定了高氨血症小鼠肌管和运动模型骨骼肌之间独特的和共有的差异表达磷酸化蛋白。在高氨血症肌管和运动模型肌肉中通过选定的实验验证确定的富集过程包括蛋白激酶A(PKA)、钙信号传导、丝裂原活化蛋白激酶(MAPK)信号传导和蛋白质稳态。我们从比较性非靶向“组学”数据中提取特征的方法允许选择能够概括特定人类运动反应的临床前模型,并有可能在慢性疾病中通过运动优化功能能力和骨骼肌蛋白质稳态。