Post-acute sequelae of COVID-19 (PASC) are associated with distinct clinical phenotypes two years after SARS-CoV-2 infection: A data-driven approach
Year: 2026
Type: article
Study design: Observational Study
Abstract: It is important to determine whether the persistent cognitive and fatigue complaints, as part of post-acute sequelae of COVID-19 (PASC), are associated with underlying patterns and specific symptoms clusters. Therefore, the aim of the present study was to investigate symptom clusters and clinical phenotypes in PASC. We included n = 153 individuals (53 years old, 66% female, 2 years post SARS-CoV-2 infection) categorized into groups with (n = 88) and without (n = 65) PASC, defined by severe fatigue and concentration problems using validated cut-offs. Symptom clusters (i.e., component loadings and component scores) were identified using principal component analyses (PCA, eigenvalue[EV]>1.0), using clinical, somatic, coping and sleep factors, symptom severity, neuropsychological and physical tests (totalling 19 tests and questionnaires). We then used logistic regression techniques on (participant-level) component scores (standardized) to investigate associations with PASC. Finally, K-means clustering methods to identify clinical phenotypes. Analyses were adjusted for age, sex, education, nationality and time since infection. PCA identified 5 components, explaining 70% of the variance. We labelled these components as follows: (1) PEM, ME/CFS and sleep symptoms, coping factors (EV = 7.0, 36.9% variance), (2) information-processing speed (EV = 2.5, 13.3%), (3) executive functioning (EV = 1.5, 8.0%, (4) physical performance (EV = 1.2, 6.5%), (5) somatic comorbidities and hospital admission (EV = 1.0, 5.5%). Logistic regression showed that only the first component scores (Odds ratio [95% confidence interval] = 97.1 [16.5-570.3], p < 0.001,), and none of the others (all p > 0.05), associated with PASC. Cluster analysis revealed two distinct clinical phenotypes among individuals with severe chronic fatigue: one marked by physical impairment and the other by diminished cognitive performance. Consistent with existing literature, we confirmed that PASC is a heterogeneous syndrome marked by extensive, interrelated symptoms. Notably, we identified specific cognitive and physical clinical phenotypes. These findings are important for future targeted diagnosis and treatment.
Source: PLoS ONE
Authors: Sander C. J. Verfaillie, Anouk Verveen, Denise Visser, Pythia Nieuwkerk, Brent Appelman, Ronald Boellaard, Caroline M. van Heugten, Janneke Horn, Hanneke E. Hulst, Menno D. de Jong, Tanja A. Kuut, Tessa van der Maaden, Yvonne M. G. van Os, Maria Prins, Johanna M. A. Visser-Meily, Michele van Vugt, Cees C. van den Wijngaard, Bart N. M. van Berckel, Jos A. Bosch, Nelleke Tolboom, Hans Knoop
Institutions: Amsterdam UMC Location University of Amsterdam, GGZ inGeest, Amsterdam University Medical Centers, Amsterdam UMC Location Vrije Universiteit Amsterdam, Amsterdam Public Health, University Medical Center Utrecht, Maastricht University, National Institute for Public Health and the Environment, Human Resources University, GGD Amsterdam
Language: English
Subfield: Neurology
Field: Medicine
Domain: Health Sciences
Open Access status: gold
Estimated APC paid: $2,382
Funder: ZonMw
OpenAlex ID: W7221963537
