Data-driven identification of post-acute SARS-CoV-2 infection subphenotypes

被引:47
|
作者
Zhang, Hao [1 ]
Zang, Chengxi [1 ]
Xu, Zhenxing [1 ]
Zhang, Yongkang [1 ]
Xu, Jie [2 ]
Bian, Jiang [2 ]
Morozyuk, Dmitry [1 ]
Khullar, Dhruv [1 ]
Zhang, Yiye [1 ]
Nordvig, Anna S. S. [3 ]
Schenck, Edward J. J. [4 ]
Shenkman, Elizabeth A. A.
Rothman, Russell L. L. [5 ]
Block, Jason P. P. [6 ]
Lyman, Kristin [7 ]
Weiner, Mark G. G.
Carton, Thomas W. W.
Wang, Fei [1 ]
Kaushal, Rainu [1 ]
机构
[1] Weill Cornell Med, Dept Populat Hlth Sci, New York, NY 10021 USA
[2] Univ Florida, Dept Hlth Outcomes Biomed Informat, Gainesville, FL USA
[3] Weill Cornell Med, Dept Neurol, New York, NY USA
[4] Weill Cornell Med, Dept Med, Div Pulm & Crit Care Med, New York, NY USA
[5] Vanderbilt Univ, Med Ctr, Ctr Hlth Serv Res, Nashville, TN USA
[6] Harvard Med Sch, Harvard Pilgrim Hlth Care Inst, Dept Populat Med, Boston, MA USA
[7] Louisiana Publ Hlth Inst, New Orleans, LA USA
关键词
D O I
10.1038/s41591-022-02116-3
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The post-acute sequelae of SARS-CoV-2 infection (PASC) refers to a broad spectrum of symptoms and signs that are persistent, exacerbated or newly incident in the period after acute SARS-CoV-2 infection. Most studies have examined these conditions individually without providing evidence on co-occurring conditions. In this study, we leveraged the electronic health record data of two large cohorts, INSIGHT and OneFlorida+, from the national Patient-Centered Clinical Research Network. We created a development cohort from INSIGHT and a validation cohort from OneFlorida+ including 20,881 and 13,724 patients, respectively, who were SARS-CoV-2 infected, and we investigated their newly incident diagnoses 30-180 days after a documented SARS-CoV-2 infection. Through machine learning analysis of over 137 symptoms and conditions, we identified four reproducible PASC subphenotypes, dominated by cardiac and renal (including 33.75% and 25.43% of the patients in the development and validation cohorts); respiratory, sleep and anxiety (32.75% and 38.48%); musculoskeletal and nervous system (23.37% and 23.35%); and digestive and respiratory system (10.14% and 12.74%) sequelae. These subphenotypes were associated with distinct patient demographics, underlying conditions before SARS-CoV-2 infection and acute infection phase severity. Our study provides insights into the heterogeneity of PASC and may inform stratified decision-making in the management of PASC conditions.
引用
收藏
页码:226 / 235
页数:28
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