Application of machine learning algorithms to identify serological predictors of COVID-19 severity and outcomes
At enrollment, serological antibody measures are more predictive than demographic variables of subsequent intubation or death among hospitalized COVID-19 patients.
Authors
- Scott L. Zeger (ORCID: https://orcid.org/0000-0001-8907-1603)
- Zoe O Demko (ORCID: https://orcid.org/0000-0003-2122-820X)
- Justin Hardick (ORCID: https://orcid.org/0000-0003-3926-7784)
- Michael J. Betenbaugh (ORCID: https://orcid.org/0000-0002-6336-4659)
- Maria Isabel Trejo‐Zambrano (ORCID: https://orcid.org/0000-0001-9423-5633)
- Han-Sol Park
- Marta Escarra‐Senmarti (ORCID: https://orcid.org/0000-0002-3134-5568)
- Trevor S. Johnston (ORCID: https://orcid.org/0000-0002-8662-541X)
- Felipe Andrade (ORCID: https://orcid.org/0000-0003-3415-0704)
- Christopher D. Heaney (ORCID: https://orcid.org/0000-0003-3211-8495)
- Anna Yin (ORCID: https://orcid.org/0000-0002-1612-5532)
- Santosh Dhakal (ORCID: https://orcid.org/0000-0002-4494-8608)
- Maclaine A. Parish (ORCID: https://orcid.org/0000-0002-1442-7633)
- Nora Pisanic (ORCID: https://orcid.org/0000-0002-0042-9232)
- Sabra L. Klein (ORCID: https://orcid.org/0000-0002-0730-5224)
- Yukari Carol Manabe (ORCID: https://orcid.org/0000-0001-8619-5598)
- Stephen J. Gould (ORCID: https://orcid.org/0000-0002-4231-998X)
- Kate Kruczynski (ORCID: https://orcid.org/0000-0002-2702-6265)
- Andrew Pekosz (ORCID: https://orcid.org/0000-0003-3248-1761)
- Andrew H. Karaba (ORCID: https://orcid.org/0000-0003-2785-317X)
- Abhinaya Ganesan (ORCID: https://orcid.org/0000-0002-2731-1576)
- Sarika K. Mullapudi (ORCID: https://orcid.org/0000-0002-9257-2959)
- Christopher Caputo
- Annukka A.R. Antar (ORCID: https://orcid.org/0000-0002-6775-1103)
- Janna R. Shapiro (ORCID: https://orcid.org/0000-0001-8088-2506)
- Andrea L. Cox (ORCID: https://orcid.org/0000-0002-9331-2462)
- John S. Lee (ORCID: https://orcid.org/0000-0001-7605-1814)
- Patrick J. Shea
Institutions
- Johns Hopkins University (US)
- Kansas State University (US)
- Johns Hopkins Medicine (US)
Publication Details
- Journal
- Communications Medicine
- Published
- 2024-11-26
- DOI
- https://doi.org/10.1038/s43856-024-00658-w
- Citations
- 3
- Primary Topic
- SARS-CoV-2 and COVID-19 Research
- Type
- article
- Field-Weighted Citation Impact
- 1.17
Funders
- Fisher Center for Alzheimer's Research Foundation
- Johns Hopkins University
- National Institutes of Health
- National Cancer Institute