A Nomogram-Based Model to Predict Respiratory Dysfunction at 6 Months in Non-Critical COVID-19 Survivors

Rebecca De Lorenzo1, Cristiano Magnaghi2, Elena Cinel1

  • 1Medical Residency Program, Vita-Salute San Raffaele University, Milan, Italy.

Frontiers in Medicine
|March 14, 2022
PubMed

Insights

A new nomogram accurately identifies COVID-19 survivors at risk of persistent respiratory dysfunction. This tool aids clinicians in prioritizing care for patients with long COVID respiratory issues.

Area of Science:

  • Pulmonology
  • Infectious Diseases
  • Medical Informatics

Background:

  • Coronavirus disease 2019 (COVID-19) survivors may experience persistent respiratory sequelae.
  • Identifying patients at risk for long-term respiratory dysfunction is crucial for timely intervention.

Purpose of the Study:

  • To determine the prevalence of respiratory dysfunction 6 months post-hospital discharge in COVID-19 survivors.
  • To develop and validate a predictive model for identifying at-risk patients.

Main Methods:

  • Prospective cohort study including hospitalized, non-critical COVID-19 patients.
  • Respiratory dysfunction defined by specific criteria at 6-month follow-up.
  • Nomogram-based multivariable logistic regression model developed and validated using bootstrap resampling.

Main Results:

  • 37.3% of 316 COVID-19 survivors exhibited respiratory dysfunction at 6 months.
  • The nomogram, incorporating sex, obesity, COPD, hypoxemia, and ventilation, achieved 73.0% accuracy.
  • The nomogram outperformed a model based solely on admission hypoxemia (73.0% vs. 59.1% accuracy).

Conclusions:

  • Newly developed nomograms accurately identify patients at risk of persistent respiratory dysfunction.
  • These tools can assist clinicians in prioritizing care for COVID-19 survivors with respiratory sequelae.
Abstract

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