Highlights-Age, performance status, and comorbidities are strong predictors of adverse outcome in cancer patients with SARS-CoV-2 infection.-Patients with progressive cancer disease seem to be at greater risk of a fatal outcome from COVID-19.-Recent cytotoxic therapy, however, did not seem to be associated with increased risk for adverse outcomes of SARS-CoV-2 infection for patients with solid cancer.