» Articles » PMID: 37880596

Risk Factors Associated with Post-acute Sequelae of SARS-CoV-2: an N3C and NIH RECOVER Study

Abstract

Background: More than one-third of individuals experience post-acute sequelae of SARS-CoV-2 infection (PASC, which includes long-COVID). The objective is to identify risk factors associated with PASC/long-COVID diagnosis.

Methods: This was a retrospective case-control study including 31 health systems in the United States from the National COVID Cohort Collaborative (N3C). 8,325 individuals with PASC (defined by the presence of the International Classification of Diseases, version 10 code U09.9 or a long-COVID clinic visit) matched to 41,625 controls within the same health system and COVID index date within ± 45 days of the corresponding case's earliest COVID index date. Measurements of risk factors included demographics, comorbidities, treatment and acute characteristics related to COVID-19. Multivariable logistic regression, random forest, and XGBoost were used to determine the associations between risk factors and PASC.

Results: Among 8,325 individuals with PASC, the majority were > 50 years of age (56.6%), female (62.8%), and non-Hispanic White (68.6%). In logistic regression, middle-age categories (40 to 69 years; OR ranging from 2.32 to 2.58), female sex (OR 1.4, 95% CI 1.33-1.48), hospitalization associated with COVID-19 (OR 3.8, 95% CI 3.05-4.73), long (8-30 days, OR 1.69, 95% CI 1.31-2.17) or extended hospital stay (30 + days, OR 3.38, 95% CI 2.45-4.67), receipt of mechanical ventilation (OR 1.44, 95% CI 1.18-1.74), and several comorbidities including depression (OR 1.50, 95% CI 1.40-1.60), chronic lung disease (OR 1.63, 95% CI 1.53-1.74), and obesity (OR 1.23, 95% CI 1.16-1.3) were associated with increased likelihood of PASC diagnosis or care at a long-COVID clinic. Characteristics associated with a lower likelihood of PASC diagnosis or care at a long-COVID clinic included younger age (18 to 29 years), male sex, non-Hispanic Black race, and comorbidities such as substance abuse, cardiomyopathy, psychosis, and dementia. More doctors per capita in the county of residence was associated with an increased likelihood of PASC diagnosis or care at a long-COVID clinic. Our findings were consistent in sensitivity analyses using a variety of analytic techniques and approaches to select controls.

Conclusions: This national study identified important risk factors for PASC diagnosis such as middle age, severe COVID-19 disease, and specific comorbidities. Further clinical and epidemiological research is needed to better understand underlying mechanisms and the potential role of vaccines and therapeutics in altering PASC course.

Citing Articles

Serum Spike Protein Persistence Post COVID Is Not Associated with ME/CFS.

Fehrer A, Sotzny F, Kim L, Kedor C, Freitag H, Heindrich C J Clin Med. 2025; 14(4).

PMID: 40004616 PMC: 11856657. DOI: 10.3390/jcm14041086.


Psychological factors associated with Long COVID: a systematic review and meta-analysis.

Engelmann P, Reinke M, Stein C, Salzmann S, Lowe B, Toussaint A EClinicalMedicine. 2025; 74:102756.

PMID: 39764180 PMC: 11701445. DOI: 10.1016/j.eclinm.2024.102756.


Post-acute sequelae of SARS-CoV-2 and kidney events in U.S. active component service members, March 1, 2020-September 30, 2022.

Hiban K, Mabila S, Murray J, McQuistan A, Wells N MSMR. 2024; 31(12):17-22.

PMID: 39736159 PMC: 11741558.


US public health surveillance, reimagined.

Guralnik E Learn Health Syst. 2024; 8(4):e10445.

PMID: 39444500 PMC: 11493541. DOI: 10.1002/lrh2.10445.


Long COVID or Post-Acute Sequelae of SARS-CoV-2 Infection (PASC) and the Urgent Need to Identify Diagnostic Biomarkers and Risk Factors.

Parums D Med Sci Monit. 2024; 30:e946512.

PMID: 39289865 PMC: 11418572. DOI: 10.12659/MSM.946512.


References
1.
Green H, Fernandez R, MacPhail C . The social determinants of health and health outcomes among adults during the COVID-19 pandemic: A systematic review. Public Health Nurs. 2021; 38(6):942-952. PMC: 8446962. DOI: 10.1111/phn.12959. View

2.
Rao S, Lee G, Razzaghi H, Lorman V, Mejias A, Pajor N . Clinical Features and Burden of Postacute Sequelae of SARS-CoV-2 Infection in Children and Adolescents. JAMA Pediatr. 2022; 176(10):1000-1009. PMC: 9396470. DOI: 10.1001/jamapediatrics.2022.2800. View

3.
Haendel M, Chute C, Bennett T, Eichmann D, Guinney J, Kibbe W . The National COVID Cohort Collaborative (N3C): Rationale, design, infrastructure, and deployment. J Am Med Inform Assoc. 2020; 28(3):427-443. PMC: 7454687. DOI: 10.1093/jamia/ocaa196. View

4.
Quan H, Li B, Couris C, Fushimi K, Graham P, Hider P . Updating and validating the Charlson comorbidity index and score for risk adjustment in hospital discharge abstracts using data from 6 countries. Am J Epidemiol. 2011; 173(6):676-82. DOI: 10.1093/aje/kwq433. View

5.
Douaud G, Lee S, Alfaro-Almagro F, Arthofer C, Wang C, McCarthy P . SARS-CoV-2 is associated with changes in brain structure in UK Biobank. Nature. 2022; 604(7907):697-707. PMC: 9046077. DOI: 10.1038/s41586-022-04569-5. View