https://doi.org/10.4081/ecj.2026.14986
Prognostic performance of lung ultrasound score in patients presenting to the emergency department with respiratory complaints or suspected infection independent of final diagnosis
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Published: 20 July 2026
In patients presenting to the Emergency Department (ED) with acute respiratory symptoms or suspected infection, Lung Ultrasound (LUS) may serve as a valuable diagnostic tool. Its use and clinical applicability markedly increased since the SARS-CoV-2 pandemic. The aim of this study was to evaluate whether LUS can predict 30-day mortality or Intensive Care Unit (ICU) admission in patients presenting to the ED and to develop a prognostic model. We conducted a bicentric observational cohort in two Italian EDs. Two scores were analyzed, the overall LUS score and the anterolateral LUS score. Multivariable logistic regression models were developed, and their performance was assessed using the area under the receiver operating characteristic curve (Area Under the Curve, AUC) and validated with concordance indices (C-indexes). Four hundred and thirty-four patients were enrolled. The median time from symptom onset to ED presentation was 4 days (IQR 6). The primary final diagnosis was SARS-COV2 infection in 32% of cases, other respiratory diseases in 15%, heart failure in 9%. The composite outcome occurred in 68 patients (15.7%). The empirically estimated AUC of the LUS score was 67%. A prognostic model including age, overall LUS score, time from symptom onset, history of diabetes, chronic kidney disease, and cancer within the previous 5 years showed a C-index of 70.8%. This study suggests that, in patients presenting to the ED with respiratory symptoms, the LUS score may have a prognostic value regardless of the final diagnosis established at the end of the diagnostic work-up performed in the ED.
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1. Expert Round Table on Ultrasound in ICU. International expert statement on training standards for critical care ultrasonography. Intensive Care Med 2011;37:1077–83. DOI: https://doi.org/10.1007/s00134-011-2246-9
2. Mazzola M, Pugliese NR, Zavagli M, et al. Diagnostic and prognostic value of lung ultrasound b-lines in acute heart failure with concomitant pneumonia. Front Cardiovasc Med 2021;8:693912. DOI: https://doi.org/10.3389/fcvm.2021.693912
3. Reissig A, Copetti R, Mathis G, et al. Lung ultrasound in the diagnosis and follow-up of community-acquired pneumonia. Chest 2012;142:965–72. DOI: https://doi.org/10.1378/chest.12-0364
4. Reissig A, Copetti R. Lung ultrasound in community-acquired pneumonia and in interstitial lung diseases. Respiration 2014;87:179–89. DOI: https://doi.org/10.1159/000357449
5. Ye X, Xiao H, Chen B, Zhang S. Accuracy of lung ultrasonography versus chest radiography for the diagnosis of adult community-acquired pneumonia: review of the literature and meta-analysis. PLoS ONE 2015;10:e0130066. DOI: https://doi.org/10.1371/journal.pone.0130066
6. Pivetta E, Goffi A, Tizzani M, et al. Lung ultrasonography for the diagnosis of SARS-CoV-2 pneumonia in the emergency department. Ann Emerg Med 2021;77:385–94. DOI: https://doi.org/10.1016/j.annemergmed.2020.10.008
7. Pivetta E, Goffi A, Lupia E, et al. Lung ultrasound-implemented diagnosis of acute decompensated heart failure in the ED: A SIMEU multicenter study. Chest 2015;148:202–10. DOI: https://doi.org/10.1378/chest.14-2608
8. Pivetta E, Goffi A, Nazerian P, et al. Lung ultrasound integrated with clinical assessment for the diagnosis of acute decompensated heart failure in the emergency department: a randomized controlled trial. Eur J Heart Failure 2019;21:754–66. DOI: https://doi.org/10.1002/ejhf.1379
9. Casella F, Barchiesi M, Leidi F, et al. Lung ultrasonography: A prognostic tool in non-ICU hospitalized patients with COVID-19 pneumonia. Eur J Int Med 2021;85:34–40. DOI: https://doi.org/10.1016/j.ejim.2020.12.012
10. Cogliati C, Casazza G, Ceriani E, et al. Lung ultrasound and short-term prognosis in heart failure patients. Int J Cardiol 2016;218:104–8. DOI: https://doi.org/10.1016/j.ijcard.2016.05.010
11. Ji L, Cao C, Gao Y, et al. Prognostic value of bedside lung ultrasound score in patients with COVID-19. Crit Care 2020;24:700. DOI: https://doi.org/10.1186/s13054-020-03416-1
12. Pugliese NR, Mazzola M, Bandini G, et al. Prognostic role of sonographic decongestion in patients with acute heart failure with reduced and preserved ejection fraction: a multicentre study. J Clin Med 2023;12:773. DOI: https://doi.org/10.3390/jcm12030773
13. Ben-Baruch Golan Y, Sadeh R, Mizrakli Y, et al. Early point-of-care ultrasound assessment for medical patients reduces time to appropriate treatment: a pilot randomized controlled trial. Ultrasound Med Biol 2020;46:1908–15. DOI: https://doi.org/10.1016/j.ultrasmedbio.2020.03.023
14. Zieleskiewicz L, Lopez A, Hraiech S, et al. Bedside POCUS during ward emergencies is associated with improved diagnosis and outcome: an observational, prospective, controlled study. Crit Care 2021;25:34. DOI: https://doi.org/10.1186/s13054-021-03466-z
15. Hussain A, Via G, Melniker L, et al. Multi-organ point-of-care ultrasound for COVID-19 (PoCUS4COVID): international expert consensus. Crit Care 2020;24:702. DOI: https://doi.org/10.1186/s13054-020-03369-5
16. Hoppmann RA, Mladenovic J, Melniker L, et al. International consensus conference recommendations on ultrasound education for undergraduate medical students. Ultrasound J 2022;14:31. DOI: https://doi.org/10.1186/s13089-022-00279-1
17. American College of Emergency Physicians Emergency ultrasound imaging criteria compendium. 2021. Available at: https://www.acep.org/patient-care/policy-statements/Emergency-Ultrasound-Imaging-Criteria-Compendium/ 2021.
18. Italian Society of Emergency Medicine website. Accessed, October 2nd, 2022.Available from: http://www.simeu.it/download/articoli/famiglie/249/Regolamento Formazione SIMEU 14Mar2015.pdf
19. World Interactive Network Focused on Critical UltraSound (WINFOCUS) website. Accessed November, 19th, 2023.Available from: https://www.winfocus.org/ultrasound-courses/
20. Volpicelli G, Lamorte A, Villén T. What’s new in lung ultrasound during the COVID-19 pandemic. Intensive Care Med 2020;46:1445–8. DOI: https://doi.org/10.1007/s00134-020-06048-9
21. Bouhemad B, Brisson H, Le-Guen M, et al. Bedside ultrasound assessment of positive end-expiratory pressure–induced lung recruitment. Am J Respir Crit Care Med 2011;183:341–7. DOI: https://doi.org/10.1164/rccm.201003-0369OC
22. Caltabeloti F, Monsel A, Arbelot C, et al. Early fluid loading in acute respiratory distress syndrome with septic shock deteriorates lung aeration without impairing arterial oxygenation: a lung ultrasound observational study. Crit Care 2014;18:R91. DOI: https://doi.org/10.1186/cc13859
23. Mongodi S, Bouhemad B, Orlando A, et al. Modified lung ultrasound score for assessing and monitoring pulmonary aeration. Ultraschall Med 2017;38:530–7. DOI: https://doi.org/10.1055/s-0042-120260
24. Soummer A, Perbet S, Brisson H, et al. Ultrasound assessment of lung aeration loss during a successful weaning trial predicts postextubation distress. Critical Care Med 2012;40:2064–72. DOI: https://doi.org/10.1097/CCM.0b013e31824e68ae
25. Maw AM, Hassanin A, Ho PM, et al. Diagnostic accuracy of point-of-care lung ultrasonography and chest radiography in adults with symptoms suggestive of acute decompensated heart failure: a systematic review and meta-analysis. JAMA Netw Open 2019;2:e190703. DOI: https://doi.org/10.1001/jamanetworkopen.2019.0703
26. Asano M, Watanabe H, Sato K, et al. Validity of ultrasound lung comets for assessment of the severity of interstitial pneumonia. J Ultrasound Med 2018;37:1523–31. DOI: https://doi.org/10.1002/jum.14497
27. Nazerian P, Volpicelli G, Vanni S, et al. Accuracy of lung ultrasound for the diagnosis of consolidations when compared to chest computed tomography. Am J Emerg Med 2015;33:620–5. DOI: https://doi.org/10.1016/j.ajem.2015.01.035
28. Bouhemad B, Liu ZH, Arbelot C, et al. Ultrasound assessment of antibiotic-induced pulmonary reaeration in ventilator-associated pneumonia. Critical Care Med 2010;38:84–92. DOI: https://doi.org/10.1097/CCM.0b013e3181b08cdb
29. Cibinel GA, Casoli G, Elia F, et al. Diagnostic accuracy and reproducibility of pleural and lung ultrasound in discriminating cardiogenic causes of acute dyspnea in the emergency department. Intern Emerg Med 2012;7:65–70. DOI: https://doi.org/10.1007/s11739-011-0709-1
30. Benchoufi M, Bokobza J, Chauvin A, et al. Comparison between lung ultrasonography score in the emergency department and clinical outcomes of patients with or suspected COVID ‐19: An observational multicentric study. J Ultrasound Med 2023;jum.16329. DOI: https://doi.org/10.1002/jum.16329
31. Barbieri G, Del Carlo C, D’Angelo G, et al. Diagnostic and prognostic value of lung ultrasound performed by non-expert staff in patients with acute dyspnea. Diagnostics (Basel) 2025;15:1765. DOI: https://doi.org/10.3390/diagnostics15141765
32. Mohamed MFH, Al-Shokri S, Yousaf Z, et al. Frequency of abnormalities detected by point-of-care lung ultrasound in symptomatic COVID-19 patients: systematic review and meta-analysis. Am J Trop Med Hygiene 2020;103:815–21. DOI: https://doi.org/10.4269/ajtmh.20-0371
33. Chinese Critical Care Ultrasound Study Group (CCUSG), Peng QY, Wang XT, Zhang LN. Findings of lung ultrasonography of novel corona virus pneumonia during the 2019–2020 epidemic. Intensive Care Med 2020;46:849–50. DOI: https://doi.org/10.1007/s00134-020-05996-6
34. Bonadia N, Carnicelli A, Piano A, et al. Lung ultrasound findings are associated with mortality and need for intensive care admission in COVID-19 patients evaluated in the emergency department. Ultrasound Med Biol 2020;46:2927–37. DOI: https://doi.org/10.1016/j.ultrasmedbio.2020.07.005
35. Soldati G, Smargiassi A, Inchingolo R, et al. Proposal for international standardization of the use of lung ultrasound for patients with COVID-19: a simple, quantitative, reproducible method. J Ultrasound Med 2020;39:1413–9. DOI: https://doi.org/10.1002/jum.15285
36. Secco G, Delorenzo M, Salinaro F, et al. Lung ultrasound presentation of COVID-19 patients: phenotypes and correlations. Intern Emerg Med 2021;16:1317–27. DOI: https://doi.org/10.1007/s11739-021-02777-x
37. Barbieri G, De Vuono S, Gargani L, et al. Prognostic value of lung ultrasound score performed in the Emergency Department in COVID-19 patients: a prospective multicenter study in central Italy. Emerg Care J 2024;20:12268 DOI: https://doi.org/10.4081/ecj.2024.12268
38. Dargent A, Chatelain E, Kreitmann L, et al. Lung ultrasound score to monitor COVID-19 pneumonia progression in patients with ARDS. PLoS ONE 2020;15:e0236312. DOI: https://doi.org/10.1371/journal.pone.0236312
39. the COVID U. S. P. Registry Team, De Alencar JCG, Marchini JFM, et al. Lung ultrasound score predicts outcomes in COVID-19 patients admitted to the emergency department. Ann Intensive Care 2021;11:6. DOI: https://doi.org/10.1186/s13613-020-00799-w
40. Deng Q, Zhang Y, Wang H, et al. Semiquantitative lung ultrasound scores in the evaluation and follow-up of critically ill patients with COVID-19: a single-center study. Academic Radiol 2020;27:1363–72. DOI: https://doi.org/10.1016/j.acra.2020.07.002
41. Lichter Y, Topilsky Y, Taieb P, et al. Lung ultrasound predicts clinical course and outcomes in COVID-19 patients. Intensive Care Med 2020;46:1873–83. DOI: https://doi.org/10.1007/s00134-020-06212-1
42. Soldati G, Smargiassi A, Inchingolo R, et al. Lung ultrasonography may provide an indirect estimation of lung porosity and airspace geometry. Respiration 2014;88:458–68. DOI: https://doi.org/10.1159/000368086
43. Volpicelli G, Elbarbary M, Blaivas M, et al. International evidence-based recommendations for point-of-care lung ultrasound. Intensive Care Med 2012;38:577–91. DOI: https://doi.org/10.1007/s00134-012-2513-4
44. Lichtenstein DA, Mezière GA. Relevance of lung ultrasound in the diagnosis of acute respiratory failure: The BLUE Protocol. Chest 2008;134:117–25. DOI: https://doi.org/10.1378/chest.07-2800
Ethics Approval
CRediT authorship contribution
All authors have given permission and approval for this manuscript to be published, and agree to be accountable for the accuracy and integrity of the work. Peiman Nazerian and Emanuele Pivetta designed the study. Peiman Nazerian, Emanuele Pivetta, Federico Grosso, Alessio Prota, Matteo Oddi, Giulia Silvestri, Paolo Bima, Barbara Casanova, Eleonora de Villa, Eriola Haxhiraj collected the data. Emanuele Pivetta analyzed the data; Peiman Nazerian, Emanuele Pivetta, Federico Grosso, Alessio Prota, Matteo Oddi, Giulia Silvestri, Paolo Bima, Barbara Casanova, Eleonora de Villa, Eriola Haxhiraj, Fulvio Morello, Enrico Lupia interpreted the outcome data. Peiman Nazerian, Alessio Prota, Emanuele Pivetta, Enrico Lupia drafted the manuscript. All authors revised and approved the manuscript.
Data Availability Statement
The datasets used and/or analyzed are available from the corresponding author on reasonable request.
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