Early prediction of long COVID-19 syndrome persistence at 12 months after hospitalisation: a prospective

Oleksii Honchar1, Tetiana Ashcheulova2, Tetyana Chumachenko3

  • 1Department of Propedeutics of Internal Medicine, Nursing and Bioethics, Kharkiv National Medical University, Kharkiv, Ukraine oleksiygonchar@gmail.com.

BMJ Open
|January 6, 2025
PubMed

Insights

Long COVID syndrome (LCS) persisting at 12 months is linked to initial comorbidities, pulmonary issues, and worse organ function. An AI model accurately predicts LCS persistence using early markers like erythrocyte sedimentation rate and physical symptoms.

Area of Science:

  • Pulmonology and Infectious Diseases
  • Cardiology
  • Nephrology
  • Psychiatry

Background:

  • Long COVID syndrome (LCS) affects a significant portion of hospitalized COVID-19 patients.
  • Understanding predictors of persistent LCS is crucial for patient management and prognosis.
  • Early identification of individuals at risk for prolonged symptoms can guide targeted interventions.

Purpose of the Study:

  • To identify early predictors of self-reported persistent Long COVID syndrome (LCS) at 12 months post-hospitalization.
  • To develop a prognostic model for predicting the development and persistence of LCS.
  • To analyze clinical, sonographic, and survey-based data for predictive factors.

Main Methods:

  • A combined cross-sectional and prospective observational study involving 166 patients.
  • Comprehensive clinical, sonographic, and survey-based evaluations were performed pre-discharge and at 1 and 12 months.
  • Logistic regression and machine learning models, including artificial neural networks, were utilized for prediction.

Main Results:

  • LCS persisted in 43% of patients at 12 months.
  • Predictors included higher comorbidity burden, residual pulmonary consolidations, poorer blood pressure control, impaired renal and endothelial function, elevated liver enzymes, and higher inflammatory markers (ESR).
  • Anxiety, depression, and physical symptom scores were significantly higher in patients with persistent LCS.

Conclusions:

  • Persistent LCS is associated with more pronounced predischarge abnormalities, which largely resolve by 1 month, except for physical symptoms.
  • An artificial neural network model incorporating peak ESR, creatinine, ALT, weight loss, 6-minute walk distance, and symptom scores achieved 92% accuracy in predicting LCS persistence.
  • This model offers a valuable tool for early identification of patients at risk for long-term LCS symptoms.
Abstract

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