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Accurate serology testing is urgently needed to help diagnose SARS-CoV-2 infection. Here Valkenburg and colleagues use a luciferase immunoprecipitation system to assess the antibody responses to 15 different SARS-CoV-2 antigens in patients with COVID-19 and find ORF8 and ORF3b antibodies, taken together as a cluster of points, identified 96.5% of COVID-19 samples at early and late time points of disease with 99.5% specificity