Precision Symptom Phenotyping Identifies Early Clinical and Proteomic Predictors of Distinct COVID-19 Sequelae

被引:4
作者
Epsi, Nusrat J. [1 ,2 ]
Chenoweth, Josh G. [2 ]
Blair, Paul W. [2 ,3 ]
Lindholm, David A. [4 ]
Ganesan, Anuradha [2 ,6 ]
Lalani, Tahaniyat [1 ,2 ,7 ]
Smith, Alfred [7 ]
Mody, Rupal M. [8 ]
Jones, Milissa U. [9 ]
Colombo, Rhonda E. [1 ,2 ,5 ,10 ]
Colombo, Christopher J. [10 ]
Schofield, Christina [10 ]
Ewers, Evan C. [5 ,11 ]
Larson, Derek T. [5 ,11 ,12 ]
Berjohn, Catherine M. [1 ,2 ,5 ,12 ]
Maves, Ryan C. [1 ,2 ,13 ]
Fries, Anthony C. [14 ]
Chang, David [5 ,11 ]
Wyatt, Andrew [15 ]
Scher, Ann, I [16 ]
Byrne, Celia [16 ]
Rusiecki, Jennifer [16 ]
Saunders, David L. [5 ]
Livezey, Jeffrey [5 ]
Malloy, Allison [17 ]
Bazan, Samantha [18 ]
Maldonado, Carlos [19 ]
Edwards, Margaret Sanchez [1 ]
Mende, Katrin [1 ,2 ,3 ]
Simons, Mark P. [1 ]
O'Connell, Robert J. [1 ]
Tribble, David R. [1 ]
Agan, Brian K. [1 ,2 ]
Burgess, Timothy H. [1 ]
Pollett, Simon D. [1 ,2 ]
Richard, Stephanie A. [1 ,2 ]
机构
[1] Uniformed Serv Univ Hlth Sci, Dept Prevent Med & Biostat, Infect Dis Clin Res Program, Bethesda, MD USA
[2] Henry M Jackson Fdn Advancement Mil Med, Bethesda, MD USA
[3] Uniformed Serv Univ Hlth Sci, Dept Pathol, Bethesda, MD USA
[4] Brooke Army Med Ctr, Div Infect Dis, San Antonio, TX USA
[5] Uniformed Serv Univ Hlth Sci, Dept Med, Bethesda, MD USA
[6] Walter Reed Natl Mil Med Ctr, Div Infect Dis, Bethesda, MD USA
[7] Naval Med Ctr Portsmouth, Div Infect Dis, Portsmouth, VA USA
[8] William Beaumont Army Med Ctr, Div Infect Dis, El Paso, TX USA
[9] Tripler Army Med Ctr, Div Infect Dis, Honolulu, HI USA
[10] Madigan Army Med Ctr, Div Infect Dis, Tacoma, WA USA
[11] Alexander T Augusta Mil Med Ctr, Div Infect Dis, Ft Belvoir, VA USA
[12] Naval Med Ctr San Diego, Infect Dis & Internal Med, San Diego, CA USA
[13] Wake Forest Univ, Sch Med, Sect Infect Dis & Crit Care Med, Winston Salem, NC USA
[14] US Sch Aerosp Med, Appl Technol & Genom PHT Div, Dayton, OH USA
[15] Landstuhl Reg Med Ctr, Div Infect Dis, Landstuhl, Germany
[16] Uniformed Serv Univ Hlth Sci, Dept Prevent Med & Biostat, Bethesda, MD USA
[17] Uniformed Serv Univ Hlth Sci, Dept Pediat, Bethesda, MD USA
[18] Carl R Darnall Army Med Ctr, Dept Primary Care, Ft Cavazos, TX USA
[19] Womack Army Med Ctr, Dept Clin Invest, Ft Liberty, NC USA
基金
美国国家卫生研究院;
关键词
SARS-CoV-2; COVID-19; symptoms; machine learning; long COVID; post-COVID conditions; STATES;
D O I
10.1093/infdis/jiae318
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background Post-COVID conditions (PCC) are difficult to characterize, diagnose, predict, and treat due to overlapping symptoms and poorly understood pathology. Identifying inflammatory profiles may improve clinical prognostication and trial endpoints.Methods This analysis included 1988 SARS-CoV-2 positive U.S. Military Health System beneficiaries who had quantitative post-COVID symptom scores. Among participants who reported moderate-to-severe symptoms on surveys collected 6 months post-SARS-CoV-2 infection, principal component analysis followed by k-means clustering identified distinct clusters of symptoms.Results Three symptom-based clusters were identified: a sensory cluster (loss of smell and/or taste), a fatigue/difficulty thinking cluster, and a difficulty breathing/exercise intolerance cluster. Individuals within the sensory cluster were all outpatients during their initial COVID-19 presentation. The difficulty breathing cluster had a higher likelihood of obesity and COVID-19 hospitalization than those with no/mild symptoms at 6 months post-infection. Multinomial regression linked early post-infection D-dimer and IL-1RA elevation to fatigue/difficulty thinking and elevated ICAM-1 concentrations to sensory symptoms.Conclusions We identified three distinct symptom-based PCC phenotypes with specific clinical risk factors and early post-infection inflammatory predictors. With further validation and characterization, this framework may allow more precise classification of PCC cases and potentially improve the diagnosis, prognostication, and treatment of PCC. The term "post-COVID conditions" does not refer to single disease; it comprises distinct symptom-based phenotypes predicted by host characteristics, acute illness severity, and distinct early inflammatory markers. These findings may support future clinical trials using similar precision phenotypes endpoints.
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页数:11
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