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[This corrects the article DOI 10.3389/fphys.2018.01225.]. Copyright © 2020 Liang, Lv, Zhang, Hu, Wu, Huang, Wang and Sheng.Fat accumulation in skeletal muscle was recently established as a major risk factor for cardiovascular disease (CVD) in the general population, but its relevance for patients with kidney failure is unknown. Here we examined the potential association between muscle radiation attenuation (MRA), a non-invasive indicator of fat deposits in muscle, and cardiovascular events in patients with kidney failure treated with pe