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Updated: Nov 12, 2025

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Published on: December 19, 2020
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.).
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.
Abstract:
Background Lower muscle mass is a known predictor of unfavorable outcomes, but its prognostic impact on patients with COVID-19 is unknown. Purpose To investigate the contribution of CT-derived muscle status in predicting clinical outcomes in patients with COVID-19. Materials and Methods Clinical or laboratory data and outcomes (intensive care unit [ICU] admission and death) were retrospectively retrieved for patients with reverse transcriptase polymerase chain reaction-confirmed SARS-CoV-2 infection, who underwent chest CT on admission in four hospitals in Northern Italy from February 21 to April 30, 2020. The extent and type of pulmonary involvement, mediastinal lymphadenopathy, and pleural effusion were assessed. Cross-sectional areas and attenuation by paravertebral muscles were measured on axial CT images at the T5 and T12 vertebral level. Multivariable linear and binary logistic regression, including calculation of odds ratios (ORs) with 95% CIs, were used to build four models to predict ICU admission and death, which were tested and compared by using receiver operating characteristic curve analysis. Results A total of 552 patients (364 men and 188 women; median age, 65 years [interquartile range, 54-75 years]) were included. In a CT-based model, lower-than-median T5 paravertebral muscle areas showed the highest ORs for ICU admission (OR, 4.8; 95% CI: 2.7, 8.5; P < .001) and death (OR, 2.3; 95% CI: 1.0, 2.9; P = .03). When clinical variables were included in the model, lower-than-median T5 paravertebral muscle areas still showed the highest ORs for both ICU admission (OR, 4.3; 95%: CI: 2.5, 7.7; P < .001) and death (OR, 2.3; 95% CI: 1.3, 3.7; P = .001). At receiver operating characteristic analysis, the CT-based model and the model including clinical variables showed the same area under the receiver operating characteristic curve (AUC) for ICU admission prediction (AUC, 0.83; P = .38) and were not different in terms of predicting death (AUC, 0.86 vs AUC, 0.87, respectively; P = .28). Conclusion In hospitalized patients with COVID-19, lower muscle mass on CT images was independently associated with intensive care unit admission and in-hospital mortality. © RSNA, 2021 Online supplemental material is available for this article.
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