CT-derived Chest Muscle Metrics for Outcome Prediction in Patients with COVID-19

Simone Schiaffino1, Domenico Albano1, Andrea Cozzi1

  • 1From the Unit of Radiology (S.S., L.A.C., F. Secchi, F. Sardanelli) and High Specialty Center for Dietetics, Nutritional Education and Cardiometabolic Prevention (A.E.M.), Istituto di Ricovero e Cura a Carattere Scientifico Policlinico San Donato, Via Rodolfo Morandi 30, 20097 San Donato Milanese, Milan, Italy; Department of Biomedicine, Neurosciences and Advanced Diagnostics, Section of Radiological Sciences, Università degli Studi di Palermo, Palermo, Italy (D.A.); Unit of Radiology, Istituto di Ricovero e Cura a Carattere Scientifico Istituto Ortopedico Galeazzi, Milan, Italy (D.A., C.M., L.M.S.); Department of Biomedical Sciences for Health (A. Cozzi, S.G., F. Secchi, F. Sardanelli, L.M.S.), Postgraduate School in Radiodiagnostics (S.C., E.D., C.D.B., G.D.P.), and Department of Oncology and Hematology-Oncology (G.M., A.V.), Università degli Studi di Milano, Milan, Italy; Division of Radiodiagnostics, Department of Diagnosis and Treatment Services, Azienda Ospedaliero Universitaria Maggiore della Carità, Novara, Italy (R.A., A. Carriero, P.S.C.D., Z.F., A.P., D.Z.); Department of Radiology, Fondazione Poliambulanza Istituto Ospedaliero, Brescia, Italy (C.B., L.M.); Department of Radiology, Ospedale Santissima Annunziata, Cento, Italy (A.B., R.R.); Department of Translational Medicine, Università degli Studi del Piemonte Orientale, Novara, Italy (A. Carriero); Division of Interventional Radiology, Istituto di Ricovero e Cura a Carattere Scientifico Istituto Europeo di Oncologia, Milan, Italy (G.M.); and Azienda Socio-Sanitaria Territoriale (ASST) Grande Ospedale Metropolitano Niguarda, Milan, Italy (A.V., V.T., I.V.).

Radiology
|March 16, 2021
PubMed

Insights

Lower muscle mass in patients with COVID-19, identified via CT scans, is a significant predictor of intensive care unit (ICU) admission and death. This finding highlights muscle status as a crucial prognostic factor for severe COVID-19 outcomes.

Area of Science:

  • Radiology
  • Pulmonology
  • Critical Care Medicine

Background:

  • Lower muscle mass is a known predictor of adverse outcomes.
  • The prognostic impact of muscle mass in COVID-19 patients was previously unknown.

Purpose of the Study:

  • To investigate the predictive value of CT-derived muscle status for clinical outcomes in COVID-19 patients.
  • To assess the association between muscle mass and intensive care unit (ICU) admission and mortality.

Main Methods:

  • Retrospective analysis of chest CT scans from 552 COVID-19 patients.
  • Measurement of paravertebral muscle cross-sectional areas and attenuation at T5 and T12 levels.
  • Multivariable regression models and receiver operating characteristic (ROC) curve analysis to predict ICU admission and death.

Main Results:

  • Lower-than-median T5 paravertebral muscle areas were strongly associated with increased odds of ICU admission (OR, 4.8) and death (OR, 2.3) in a CT-based model.
  • These associations remained significant after including clinical variables (ICU admission OR, 4.3; death OR, 2.3).
  • CT-based and clinical variable models showed comparable predictive performance for ICU admission (AUC, 0.83) and death (AUC, 0.86-0.87).

Conclusions:

  • CT-derived lower muscle mass is an independent predictor of ICU admission in hospitalized COVID-19 patients.
  • Reduced muscle mass on CT images is also independently associated with in-hospital mortality in COVID-19 patients.
  • Muscle status assessment via CT can aid in predicting severe outcomes for COVID-19 patients.

Related Concept Videos

Assessment of Airway, Skin Color, and Use of Accessory Muscles01:30

Assessment of Airway, Skin Color, and Use of Accessory Muscles

A thorough assessment of respiratory health is paramount in clinical settings to identify and manage respiratory distress and ensure adequate oxygenation. This article elaborates on the critical aspects of respiratory evaluation, including airway assessment, skin color examination, and the observation of accessory muscle use, which are integral to effectively diagnosing and managing patients with respiratory conditions.
Introduction
The initial evaluation of a patient's respiratory system...
1.3K
Flail Chest-II01:26

Flail Chest-II

Managing flail chest, a condition characterized by a segment of the chest wall moving independently from the rest of the thoracic cage, requires a comprehensive approach. It includes a thorough assessment of the patient's condition, a diagnostic evaluation to determine the extent of the injury, and the implementation of appropriate medical interventions tailored to the individual's needs.
Assessment:
1. Clinical Evaluation:
History:
350
Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies01:27

Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies

Assessing and diagnosing Chronic Obstructive Pulmonary Disease (COPD) involves a detailed approach that includes a comprehensive review of medical history, physical examination, and a variety of diagnostic tests. This thorough evaluation is essential to ensure an accurate diagnosis and guide effective management strategies.
Medical History
2.8K
Chest Physiotherapy01:24

Chest Physiotherapy

Chest Physiotherapy (CPT) is a therapeutic technique used in respiratory care to improve ventilation, clear bronchial secretions, and enhance the efficiency of respiratory muscles. This therapy includes three primary procedures: postural drainage, percussion, and vibration. It can be performed on spontaneously breathing patients and those who are intubated and mechanically ventilated.
Purpose
CPT is primarily used for patients with excessive bronchial secretions who have difficulty clearing...
1.0K