In a prospective cohort of 31 ICU patients, 58% developed significant rectus femoris muscle atrophy (≥10% loss) within 72 hours of admission. Muscle atrophy was associated with increased odds of ICU-acquired weakness and handgrip weakness, but none of these associations reached statistical significance.