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Severely immunocompromised patients are at risk for prolonged or relapsed COVID-19 leading to increased morbidity and mortality. We aimed to evaluate efficacy and safety of combination treatment in immunocompromised COVID-19 patients.We included all immunocompromised patients with prolonged/relapsed COVID-19 treated with combination therapy with two antivirals (remdesivir plus nirmatrelvir/ritonavir, or molnupiravir in case of renal failure) plus, if available, anti-spike monoclonal antibodies (Mabs), between February and October 2022. The main outcomes were virological response at day 14 (negative SARS-CoV-2 swab) and virological and clinical response (alive, asymptomatic, with negative SARS-CoV-2 swab) at day 30 and the last follow-up.Overall, 22 patients (Omicron variant in 17/18) were included: 18 received full combination of two antivirals and Mabs and 4 received two antivirals only; in 20/22 (91%) two antivirals were nirmatrelvir/ritonavir plus remdesivir. Nineteen (86%) patients had hematological malignancy, 15 (68%) had received anti-CD20 therapy. All were symptomatic; 8 (36%) required oxygen. Four patients received second course of combination treatment. Response rate at day 14, 30 and last follow-up was, respectively, 75% (15/20 evaluable), 73% (16/22) and 82% (18/22). Day 14 and 30 response rates were significantly higher when combination therapy included Mabs. Higher number of vaccine doses was associated with better final outcome. Two patients (9%) developed severe side effects: bradycardia leading to remdesivir discontinuation and myocardial infarction.Combination therapy including two antivirals (mainly remdesivir and nirmatrelvir/ritonavir) and Mabs was associated with high rate of virological and clinical response in immunocompromised patients with prolonged/relapsed COVID-19.