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Determinants of Chest X-Ray Sensitivity for COVID- 19: A Multi-Institutional Study in the United States
Stephanie Stephanie1, Thomas Shum1, Heather Cleveland1
1Department of Internal Medicine, University of Maryland School of Medicine, Midtown Campus, 827 Linden Avenue, Baltimore, MD 21201 (S.S., T.S., S.R.C.); Department of Physician Assistant Studies, Massachusetts General Hospital Institute of Health Professions, 55 Fruit St, Boston, MA 02114 (H.C.); Department of Radiology, University of Maryland School of Medicine, Downtown Campus, 22 S Greene St, Baltimore, MD 21201 (A.H., C.S.W., R.H.); Department of Pediatric Radiology, Texas Children's Hospital, 6621 Fannin St, Houston, TX 77030 (J.A.H.); and Department of Radiology, The Brigham and Women's Hospital, Harvard Medical School, 75 Francis St, Boston, MA 02114 (F.L.J., H.H., S.C.B., K.S., T.A., A.R.H., M.M.H.).
Purpose:
To evaluate the sensitivity, specificity, and severity of chest x-rays (CXR) and chest CTs over time in confirmed COVID-19+ and COVID-19- patients and to evaluate determinants of false negatives.
Methods:
In a retrospective multi-institutional study, 254 RT-PCR verified COVID-19+ patients with at least one CXR or chest CT were compared with 254 age- and gender-matched COVID-19- controls. CXR severity, sensitivity, and specificity were determined with respect to time after onset of symptoms; sensitivity and specificity for chest CTs without time stratification. Performance of serial CXRs against CTs was determined by comparing area under the receiver operating characteristic curves (AUC). A multivariable logistic regression analysis was performed to assess factors related to false negative CXR.
Results:
COVID-19+ CXR severity and sensitivity increased with time (from sensitivity of 55% at ≤2 days to 79% at >11 days; p<0.001 for trends of both severity and sensitivity) whereas CXR specificity decreased over time (from 83% to 70%, p=0.02). Serial CXR demonstrated increase in AUC (first CXR AUC=0.79, second CXR=0.87, p=0.02), and second CXR approached the accuracy of CT (AUC=0.92, p=0.11). COVID-19 sensitivity of first CXR, second CXR, and CT was 73%, 83%, and 88%, whereas specificity was 80%, 73%, and 77%, respectively. Normal and mild severity CXR findings were the largest factor behind false-negative CXRs (40% normal and 87% combined normal/mild). Young age and African-American ethnicity increased false negative rates.
Conclusion:
CXR sensitivity in COVID-19 detection increases with time, and serial CXRs of COVID-19+ patients has accuracy approaching that of chest CT.
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