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. 2023 Apr 8;117(6):1288–1305. doi: 10.1016/j.ajcnut.2023.04.003

TABLE 3.

Number and direction of associations between body composition abnormalities and clinical outcomes in acute COVID-19 (N = 62 studies).

Main outcomes Assessment Direction of associations
Summary of findings
Positive Inverse Unrelated/mixed
Mortality Skeletal muscle (by CT) 11 14 Muscle mass was inversely associated with mortality in 13 of 29 (44.8%) instances
Skeletal muscle (by US) 2 1
Compartments related to muscle mass (by BIA) 1
Muscle radiodensity (by CT) 6 8 Muscle radiodensity was inversely associated with mortality in 6 of 14 (42.9 %) instances
Muscle echo intensity (by US) 2 Muscle eco intensity was positively associated with mortality in 2 of 2 (100%) instances
Phase angle (by BIA) 3 1 Phase angle was inversely associated with mortality in 3 of 4 (75.0%) instances
FM (by BIA) 2 Adipose tissue and FM were positively associated with mortality in 10 of 26 (38.5%) instances
Adipose tissue (that is, VAT, SAT, TAT, IMAT by CT) 8 3 13
ICU admission Skeletal muscle (by CT) 5 7 Muscle mass was inversely associated with ICU admission in 6 of 17 (35.3%) instances
Skeletal muscle (by US) 1
Compartments related to muscle mass (by BIA) 1 3
Muscle radiodensity (by CT) 3 3 Muscle radiodensity was inversely associated with ICU admission in 3 of 6 (50.0%) instances
Muscle echo intensity (by US) 1 Muscle echo intensity positively associated with mortality in 1 of 1 (100%) instance
Phase angle (by BIA) 2 2 Phase angle was inversely associated with ICU admission in 2 of 4 (50.0%) instances
FM (by BIA) 1 1 2 Adipose tissue and FM were positively associated with ICU admission in 11 of 20 (55.0%) instances
Adipose tissue (that is, VAT, SAT, TAT, IMAT by CT) 10 1 5
MV/degree of severity Skeletal muscle (by CT) 7 18 Muscle mass was inversely associated with MV/severity in 7 of 29 (24.1%) instances
Skeletal muscle (by US) 2
Compartments related to muscle mass (by BIA) 2
Muscle radiodensity (by CT) 7 7 Muscle radiodensity was inversely associated with MV/severity in 7 of 14 (50.0%) instances
Muscle echo intensity (by US) 1 Muscle eco intensity was unrelated/mixed associated with MV/severity in 1 of 1 (100%) instance
Phase angle (by BIA) 1 3 Phase angle was inversely associated with MV/severity in 1 of 4 (25.0%) instances
FM (by BIA) 2 1 Adipose tissue and FM were positively associated with MV/severity in 14 of 30 (46.7%) instances
Adipose tissue (that is, VAT, SAT, TAT, IMAT by CT) 12 15
Hospitalization/LOS Skeletal muscle (by CT) 8 11 Muscle mass was inversely associated with hospitalization/LOS in 8 of 24 (33.3%) instances
Skeletal muscle (by US) 1
Compartments related to muscle mass (by BIA) 4
Muscle radiodensity (by CT) 6 5 Muscle radiodensity was inversely associated with hospitalization/LOS in 6 of 11 (54.5%) instances
Muscle echo intensity (by US) 1 Muscle echo intensity was unrelated/mixed associated with hospitalization/LOS in 1 of 1 (100%) instance
Phase angle (by BIA) 2 3 Phase angle was inversely associated with hospitalization/LOS in 2 of 5 (40.0%) instances
FM (by BIA) 1 3 Adipose tissue and FM were positively associated with hospitalization/LOS in 9 of 18 (50.0%) instances
Adipose tissue (that is, VAT, SAT, TAT, IMAT by CT) 8 6

ICU, intensive care unit; IMAT, intra- and intermuscular adipose tissue; LOS, length of hospital stay; MV, mechanical ventilation; SAT, subcutaneous adipose tissue; TAT, total adipose tissue; US, ultrasound; VAT, visceral adipose tissue. The ratio of waist circumference to paravertebral muscle circumference was positively associated with ICU admission in one study [91], which was not included in the summary above due to this measurement significantly differing from other included body composition measures.