Literature DB >> 33568367

Point-of-care ultrasonography for risk stratification of non-critical COVID-19 patients on admission (POCUSCO): a study protocol of an international study.

François Morin1, Delphine Douillet2,3, Jean-Francois Hamel4, Josué Rakotonjanahary5, Florence Dupriez6, Dominique Savary2,7, Christophe Aubé8, Jeremie Riou4, Vincent Dubée9, Pierre-Marie Roy2,3.   

Abstract

INTRODUCTION: In the context of the COVID-19 pandemic, early identification of patients who are likely to get worse is a major concern. Severity mainly depends on the development of acute respiratory distress syndrome (ARDS) with a predominance of subpleural lesions. Lung point-of-care ultrasonography (L-POCUS) is highly effective in detecting pulmonary peripheral patterns and may be appropriate for examining patients with COVID-19. We suggest that L-POCUS performed during the initial examination may identify patients with COVID-19 who are at a high risk of complicated treatment or unfavourable evolution. METHODS AND ANALYSIS: Point-of-care ultrasonography for risk stratification of non-critical COVID-19 patients on admission is a prospective, multicentre study. Adult patients visiting the emergency department (ED) of participating centres for suspected or confirmed COVID-19 are assessed for inclusion. Included patients have L-POCUS performed within 48 hours following ED admission. The severity of lung damage is assessed using the L-POCUS score based on 36 points for ARDS. Apart from the L-POCUS score assessment, patients are treated as recommended by the WHO. For hospitalised patients, a second L-POCUS is performed at day 5±3. A follow-up is carried out on day 14, and the patient's status according to the Ordinal Scale for Clinical Improvement for COVID-19 from the WHO is recorded.The primary outcome is the rate of patients requiring intubation or who are dead from any cause during the 14 days following inclusion. We will determine the area under the ROC curve of L-POCUS. ETHICS AND DISSEMINATION: The protocol has been approved by the French and Belgian Ethics Committees and is carried out in accordance with the Declaration of Helsinki and Good Clinical Practice guidelines. The study is funding by a grant from the French Health Ministry, and its findings will be disseminated in peer-reviewed journals and at scientific conferences. TRIAL REGISTRATION NUMBER: NCT04338100. © Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.

Entities:  

Keywords:  accident & emergency medicine; respiratory infections; ultrasonography; virology

Year:  2021        PMID: 33568367      PMCID: PMC7878051          DOI: 10.1136/bmjopen-2020-041118

Source DB:  PubMed          Journal:  BMJ Open        ISSN: 2044-6055            Impact factor:   2.692


Lung point-of-care ultrasonography (L-POCUS) is a simple and non-invasive tool, currently used in everyday clinical practice, that may be an alternative to CT scan as a prognostic tool in patients with suspected or confirmed COVID-19. Point-of-care ultrasonography for risk stratification of non-critical COVID-19 patients on admission (POCUSCO) is a prospective cohort study aimed to assess the value of L-POCUS to identify patients who are at a high risk of adverse clinical outcomes. The study will focus on the initial exam of patients with suspected or confirmed mild to moderate COVID-19. The primary outcome, a composite of death or intubation within 14 days after inclusion, is clinical and consensual. POCUSCO is, in our knowledge, the first prospective study on this specific topic, but its results should be confirmed in a formal implementation trial.

Background

The COVID-19 pandemic has developed worldwide in less than 4 months.1 2 While most patients have a mild or uncomplicated form of the disease (80%), approximately 15% need hospital care and 5% intensive care.3 Severe cases are characterised by pulmonary involvement that may progress to acute respiratory distress syndrome (ARDS), usually between day 7 and day 10.4 Early identification of patients who are likely to get worse is therefore a major concern. While chest X-ray has poor diagnostic performances,4 pulmonary CT (CT scan) appears to be very sensitive (97%) and quite specific to COVID-19 in patients with clinical suspicion of COVID-19, provided that it is not performed within the first 4 days after symptom onset.5 6 A subpleural bilateral ground-glass pattern can precede the positivity of RT-PCR for SARS-CoV-2.7 In retrospective studies, quantitative CT scan analysis, using a CT scoring method, seems to accurately assess the severity and predict mortality of COVID-19 patients.8 9 Therefore, CT scan is now considered as the best imaging test to assess COVID-19 patients and is recommended as a first-line diagnostic tool by national societies of radiology.10–12 However, performing CT scans for all or many patients with suspected COVID-19 may result in radiology departments being overwhelmed, especially considering bio-cleaning between patients. Moreover, CT scans may lead to adverse effects including induced cancer due to the cumulative diagnostic irradiation. Chest ultrasonography may be an alternative to CT scans as a prognosis tool. It is simple, non-invasive, non-irradiating, inexpensive and available at the point-of-care ultrasound (POCUS). Most emergency physicians and many other specialists (pneumologists, infectious disease and intensive care physicians) are trained to perform lung-POCUS (L-POCUS) and use it in their everyday practice. Multiple studies have demonstrated its superiority to chest X-ray in detecting pneumonia.13 In ARDS, a scoring system has been developed and has shown good correlation with mortality.14 15 L-POCUS is highly effective in detecting peripheral patterns and pleural abnormalities and seems appropriate to examine patients with COVID-19.16 A recent review confirms that most of patients with COVID-19 have L-POCUS abnormalities in correlation with CT findings and highlights its potential value in help-decision making for triage or follow-up.17 However, the performances of L-POCUS to predict an unfavourable outcome are still unclear and remain to be confirmed in a large prospective study.

Aims and hypothesis

Our main hypothesis is that L-POCUS performed during the initial examination may identify high-risk patients with COVID-19 and lead to close monitoring of those patients. The key secondary aim is to evaluate the risk of unfavourable outcome over time and whether L-POCUS performances vary depending on time. The other secondary aim is to determine risk stratification threshold values and classify three levels of risk: low-risk, intermediate-risk and high-risk patients. The last secondary aim is to evaluate if adding value of L-POCUS score to previous risk stratification clinical rules (qSOFA, CRB65 and CURB 65) that have been developed in order to predict death of adult patients with COVID-19,18 making it possible to identify more precisely high-risk patients.

Methods/design

Study design

Point-of-care ultrasonography for risk stratification of COVID-19 patients (POCUSCO) is a non-interventional, prospective, multicentre study conducted by Angers University Hospital (France) and led in 11 participating centres across France and Belgium. The study was registered with ClinicalTrials.gov on 4 April 2020.

Study settings and population

Participation in the study is proposed to patients referred to or hospitalised in 1 of the 11 participating centres from France and Belgium. Patients are screened, and if the patients fulfil all inclusion criteria and none of the study’s non-inclusion criteria, written information is given, and non-opposition consent is collected. A systematic lung ultrasonography exam is performed on every study patient, and an L-POCUS score ranging from 0 to 36 points is given. Apart from the L-POCUS score assessment, patients are treated as usual according to local procedures in participating hospitals.19 Patient then either returns home or is hospitalised. For hospitalised patients, if possible, a second chest ultrasonography is performed on day 5±3 days. The extent of lung damage is assessed by the L-POCUS score. A follow-up is carried out on day 14, and the patient’s status according to the Ordinal Scale for Clinical Improvement for COVID-19 from the WHO is recorded (table 1).20
Table 1

Organisationscale of clinical improvement of the WHO

Patient stateDescriptorScore
UninfectedNo clinical or virological evidence of infection.0
AmbulatoryNo limitation of activities.1
Limitation of activities.2
Hospitalised mild diseaseHospitalised and no oxygen therapy.3
Oxygen by mask or nasal prongs.4
Hospitalised severe diseaseNon-invasive ventilation or high-flow oxygen.5
Intubation and mechanical ventilation.6
Ventilation+additional organ support: pressors, renal replacement therapy and ECMO.7
DeadDeath.8

ECMO, Extracorporeal Membrane Oxygenation; WHO, World Health Organization.

Organisationscale of clinical improvement of the WHO ECMO, Extracorporeal Membrane Oxygenation; WHO, World Health Organization.

Inclusion criteria

For this study, adult patients (≥18 years old) with COVID-19 that is confirmed by positive SARS-CoV-2 RT-PCR, suggested by typical CT scan lesions or considered as probable by the in-charge physician, are recruited. Patients should not require respiratory assistance and/or other intensive care and should not be subject to a limitation of treatments. Patients must also be beneficiaries of a social security scheme in order to be included.

Non-inclusion criteria

Exclusion criteria include refusal to participate, inability to follow-up at day 14 and any conditions making lung ultrasonography impossible (body mass index >35 kg/m2, history of pneumonectomy and so on).

Lung point-of-care ultrasonography

Lung POCUS is performed by trained practitioners with ultrasound scanners using the following parameters: low frequency (2–5 MHz) transductors, convex (abdominal transductors) or small linear (cardiac transductors) type probes that optimally explore at the thoracic depth from 6 cm to 10 cm. This includes patient L-POCUS performed within 48 hours following admission to the emergency department. Considering the COVID-19 pandemic, special protective precautions are respected to limit the risk of contamination between the patient and the operator (disposable single-use personal protective equipment, single-use ultrasound probe protection covers, cleaning and antiviral disinfection before and after each use). L-POCUS is performed using the BLUE-PLUS Protocol 12 regions method15 investigated in a semirecumbent or supine position (figure 1, panel A). All intercostal spaces of the upper and lower parts of the anterior, lateral and posterior regions of the left and right chest walls were examined, resulting in 12 areas of investigation. Four ultrasound aeration stages are defined14 21 (figure 1, panel B): stage 0 or normal aeration: line sliding sign associated with respiratory movement or less than three B lines; stage 1 or moderate loss of lung aeration: a clear number of multiple visible B lines with horizontal spacing between adjacent B lines ≤ 7 mm (B1 lines); stage 2 or severe loss of lung aeration: multiple B lines fused together that were difficult to count with horizontal spacing between adjacent B lines ≤ 3 mm, including ‘white lung’; and stage 3 or pulmonary consolidation: hyperechoic lung tissue, accompanied by dynamic air bronchogram. The L-POCUS score is determined by allocating 0, 1, 2 or 3 points to parenchymal aeration stages 0, 1, 2 or 3 respectively in every area. Each of the 12 lung areas is examined, and the final L-POCUS aeration score, ranging from 0 to 36 points, is the sum of each regional ultrasound score. We also determine the presence of pleural effusion, or absence thereof, for each hemithorax.
Figure 1

Panel A: lung point-of-care ultrasonography method (L-POCUS): (A) Twelve chest areas of investigation following BLUE-PLUS protocol: zone 1: upper anterior chest wall; zone 2: lower anterior chest wall; zone 3: upper lateral chest wall; zone 4: lower lateral chest wall; zone 5: upper posterolateral chest wall; zone 6: lower posterolateral chest wall. (B) L-POCUS score grid: four ultrasound parenchymal aeration stages are searched in each zone, and points are affected to them according to their severity. Stage 0 or normal aeration (0 point): line sliding sign associated with respiratory movement or less than three B lines; stage 1 or moderate loss of lung aeration (1 point): a clear number of multiple visible B lines with horizontal spacing between adjacent B lines ≤ 7 mm (B1 lines); stage 2 or severe loss of lung aeration (2 points): multiple B lines fused together that were difficult to count with horizontal spacing between adjacent B lines ≤ 3 mm, including ‘white lung’; and stage 3 or pulmonary consolidation (3 points): hyperechoic lung tissue, accompanied by dynamic air bronchogram. Panel B: examples of four ultrasound aeration stages. (A) Stage 0 or normal aeration; (B) stage 1 or moderate loss of lung aeration; (C) stage 2 or severe loss of lung aeration; and (D) stage 3 or pulmonary consolidation.

Panel A: lung point-of-care ultrasonography method (L-POCUS): (A) Twelve chest areas of investigation following BLUE-PLUS protocol: zone 1: upper anterior chest wall; zone 2: lower anterior chest wall; zone 3: upper lateral chest wall; zone 4: lower lateral chest wall; zone 5: upper posterolateral chest wall; zone 6: lower posterolateral chest wall. (B) L-POCUS score grid: four ultrasound parenchymal aeration stages are searched in each zone, and points are affected to them according to their severity. Stage 0 or normal aeration (0 point): line sliding sign associated with respiratory movement or less than three B lines; stage 1 or moderate loss of lung aeration (1 point): a clear number of multiple visible B lines with horizontal spacing between adjacent B lines ≤ 7 mm (B1 lines); stage 2 or severe loss of lung aeration (2 points): multiple B lines fused together that were difficult to count with horizontal spacing between adjacent B lines ≤ 3 mm, including ‘white lung’; and stage 3 or pulmonary consolidation (3 points): hyperechoic lung tissue, accompanied by dynamic air bronchogram. Panel B: examples of four ultrasound aeration stages. (A) Stage 0 or normal aeration; (B) stage 1 or moderate loss of lung aeration; (C) stage 2 or severe loss of lung aeration; and (D) stage 3 or pulmonary consolidation.

Trial outcomes

Primary outcome

The primary outcome is the occurrence of death, regardless of cause, or the use of intubation or invasive ventilation within the 14 days (day 14) following inclusion. The ability of POCUS to detect the primary outcome occurrence will be evaluated by determining the 95% CI of the area under the curve (AUC) of the receiver operating characteristic (ROC) curve. L-POCUS prognostic value will be considered as clinically relevant if the lower bound of the 95% CI is equal or greater than 0.7. A sensitivity analysis is performed with the 14-day all-cause mortality rate as outcome.

Secondary outcomes

The secondary outcomes include the following parameters: The risk of unfavourable outcome (occurrence of death or the use of intubation or invasive ventilation) over time – that is, the L-POCUS performances according to the delay of outcome assessment. This involves evaluating, in patients with a confirmed or probable SARS-CoV-2 infection, whether L-POCUS score performances vary depending on time, between day 1 and day 14 and, if so, until which time horizon its performances are clinically relevant. For this purpose, we will determine the period for which the lower limit of the 95% CI of the AUC of the L-POCUS score ROC curve is at least 0.7. The risk stratification threshold values of L-POCUS score defining three risk groups: low-risk patients, intermediate-risk patients and high-risk patients. For this purpose, we will determine two threshold values: first, maximising the specificity for a sensitivity of at least 95%, and second, maximising the sensitivity for a specificity of at least 95%. Effect of adding L-POCUS score value to previous several risk stratification clinical rules for pulmonary infection or sepsis: qSOFA, CRB 65 and CURB 65. For this purpose, we will attribute 0, 1 or 2 points to L-POCUS score according to the two predefined threshold values and will assess the AUCs of qSOFA, CRB 65 and CURB 65 with and without addition of L-POCUS score result. L-POCUS score evolution performances in the subgroup of hospitalised patients having a second chest ultrasonography at day 5±3 days of inclusion. We will assess the performances of the L-POCUS score evolution between the first and the second assessment in identifying patients with unfavourable outcome (intubation and mechanical ventilation requirement or death). For this purpose, we will calculate the delta between the first and second L-POCUS score and determine the AUC of the ROC curve and its 95% CI. L-POCUS score performances ability to predict the risk of unfavourable outcome in the subgroup of patients with positive SARS-CoV-2 RT-PCR results.

Participant timeline

Study participation duration for a participant is 14 days.

Sample size

To study diagnostic performances of lung ultrasound to identify high-risk patients, we will determine the 95% CI of the AUC of the ROC curve and consider L-POCUS capacity as clinically relevant if the lower limit of the 95% CI is at least 0.7. This is assuming that the observed AUC will be 0.8. Based on data from COVID-19 in China, the rate of death or need for tracheal intubation is estimated at 20% in high-risk patients. As severely ill critical patients are excluded of our study, we estimate that this rate will be around 10%. Therefore, assuming a rate of death or tracheal intubation requirement of 10%, and expecting an AUC of 0.8, the number of patients required to achieve a lower limit of the 95% CI upper than 0.7 was estimated to 286. Taking into consideration patients lost to follow-up and those who cannot be evaluated (estimated at 5%), it is necessary to include 300 patients in total.

Recruitment

Inclusions started on 10 April 2020 in Angers University Hospital and 11 centres had included at least one patient by 18 April 2020. Taking into account the number of participating centres (11) and the evolution of COVID-19, the estimated duration of inclusion is 3 months.

Patient and public involvement

This research was done without patient involvement. Patients were not invited to comment on the study design and were not consulted to develop patient relevant outcomes or interpret the results. Patients were not invited to contribute to the writing or editing of this document for readability or accuracy.

Data collection, management and analysis

Data collection and management

All data related to this study are collected using a standardised electronic case report form (eCRF) and based on valid documents (patient medical record). In the eCRF and follow-up calls, patients can be identified by a unique number composed of the centre number and the patient number at the centre. The confidentiality of patients and their personal health information is always maintained by restricting access to patient records and eCRF.

Statistical analysis

Many different data sets are described in this study. Quantitative data are described using means and SD. Qualitative data are described using numbers, percentages and 95% CIs. L-POCUS properties to predict unfavourable outcome over time is estimated by calculating the AUC and its 95% CI. Sensitivity and specificity will be estimated by the 632+ bootstrap method. Calibration will be assessed with the calibration slope and the calibration intercept. A flexible calibration curve will be provided. A Brier score will be also reported, summarising the magnitude of error in the probability forecasts between 0.0 and 1.0, where a perfectly calibrated model would score 0.0. Two thresholds will be calculated. The first will maximise specificity with a sensitivity greater than or equal to 95%, and the second will maximise sensitivity with a specificity greater than or equal to 95%. For these threshold values, we will present sensitivity, specificity, predictive values and likelihood ratios. Dynamic changes of L-POCUS diagnostic properties will be realised depending on the time AUC and also its 95% CI. To study the impact of adding the result of L-POCUS evaluation to several risk stratification clinical rules for pulmonary infection or sepsis (qSOFA, CRB 65 and CURB 65), AUCs will be compared with or without its component with a DeLong test. In this purpose, we will attribute 0, 1 or 2 points to L-POCUS result as low, moderate or high risk according to the predefined thresholds values and assessed the AUC of the risk stratification rules with and without adding the L-POCUS result value. Calibration of these rules will also be assessed with the calibration slope and calibration intercept.

Ethics and dissemination

Legal obligations and approval

The sponsor of the study is CHU d’Angers (Angers University Hospital). The sponsor obtained prior approval from the Comité de Protection des Personnes (CPP) du Sud-Ouest et Outre-Mer 2 (n°ID-RCB: 2020-A00782−37/2–20–025 id7566, 3 April 2020) and the Belgian Comité d’Ethique Hospitalo-Facultaire des Cliniques universitaires Saint-Luc (2020/14AVR/223, 15 April 2020). The Declaration of Helsinki and the Good Clinical Practice guidelines will be respected by the study. The coordinating investigator can make an amendment after submission to the sponsor and approval from the CPP. After complying with these different stages, the amendment will be implemented.

Dissemination of results

Considering the ongoing COVID-19 pandemic, the main result of the study regarding the lung ultrasound performances to predict unfavourable development will be deposited on a preprint server and presented in a peer-reviewed journal as soon as possible. This study adhere to TRIPOD guidelines, by verifying the 22 items of TRIPOD checklist during the conception of this protocol.22 The Strengthening the Reporting of Observational Studies in Epidemiology statement will be used before submitting the manuscript to a journal.23 The full results of the study will be presented in national and international meetings and in peer-reviewed journals.

Trial status

Inclusions started on 10 April 2020.

Discussion

This study protocol describes a prospective and multicentre study evaluating POCUS for risk stratification of patients with COVID-19. While the usefulness of ultrasound for standard organ examinations has been shown and unanimously accepted for a long time, the lung ultrasound has traditionally been excluded from this repertoire.24 Ultrasound techniques have expanded, and their usefulness has been gradually demonstrated and democratised worldwide by the works of Lichtenstein and Mezière15 21 and Volpicelli et al.25 26 Many articles have been published on this topic in the context of the COVID-19 pandemic but mostly based on expert opinion without evidence based data.27–30 Buonsenso et al even suggest that lung ultrasounds could replace stethoscopes in the ongoing COVID-19 pandemic, which could possibly reduce the risk of exposure of healthcare workers.31 Its main advantages for COVID-19 can be seen28 in the following stages: (1) triage (pneumonia/non‐pneumonia) of symptomatic patients at home as well as in the prehospital phase; (2) diagnostic suspicion and awareness in the emergency department setting; and (3) treatment of intensive care unit patients with regard to ventilation and weaning. Therefore, as highlighted by Soldati et al28 studies aimed at clarifying the diagnostic and prognostic role of lung POCUS in COVID-19 are urgently needed. This is the principal aim of our study. Lung ultrasound will also likely make it possible to monitor the clinical course of COVID-19 patients and the effects of therapeutic measures.32 This is the reason why we designed our study by integrating a monitoring ultrasound at day 5±3. The potential advantages of L-POCUS are important, especially versus lung CT scan. However, the scientific community warns us about its limitations and pitfalls,33 34 meaning that we need an adequately designed study to determine the limits and advantages of this tool. POCUSCO may likely provide part of the expected answers. There are some limitations in the conception of this study. First, at the time we wrote the protocol and on the basis of the first observational studies in China, the expected rate of mortality or intubation and invasive ventilation request was set to 10%.18 However, recent data have demonstrated mortality rates lower than those observed in the early phases of the epidemic in Wuhan.1 35 Moreover, the efficacy of some treatments as corticosteroids has been recently proved in COVID-19.36 As a result, the rate of our primary outcome may be lower than expected, impairing the powerful of our trial and enlarging the 95% CIs of our estimates. Second, as only patients with a mild to moderate COVID-19 will be included, most of them may be discharged home without the possibility to perform a second L-POCUS at day 5±3 following the inclusion. Therefore, the assessment of the performances of the L-POCUS score evolution may be limited. A final limitation is related to POCUS itself, all operators not having the same level of experience in POCUS realisation and all hospitals not using the same devices.37 The interindividual variability in the L-POCUS score grading may then be increased. The L-POCUS performances may be underevaluated as compared within an expert centre, but our results will show the performances that should be expected in real life care The POCUSCO study results are particularly anticipated, and after the protocol was reviewed and approved by French and Belgian Ethics Committee, recruitment began on 10 April 2020. The results are anticipated for the end of June 2020.
  30 in total

Review 1.  International evidence-based recommendations for point-of-care lung ultrasound.

Authors:  Giovanni Volpicelli; Mahmoud Elbarbary; Michael Blaivas; Daniel A Lichtenstein; Gebhard Mathis; Andrew W Kirkpatrick; Lawrence Melniker; Luna Gargani; Vicki E Noble; Gabriele Via; Anthony Dean; James W Tsung; Gino Soldati; Roberto Copetti; Belaid Bouhemad; Angelika Reissig; Eustachio Agricola; Jean-Jacques Rouby; Charlotte Arbelot; Andrew Liteplo; Ashot Sargsyan; Fernando Silva; Richard Hoppmann; Raoul Breitkreutz; Armin Seibel; Luca Neri; Enrico Storti; Tomislav Petrovic
Journal:  Intensive Care Med       Date:  2012-03-06       Impact factor: 17.440

2.  Canadian Society of Thoracic Radiology/Canadian Association of Radiologists Consensus Statement Regarding Chest Imaging in Suspected and Confirmed COVID-19.

Authors:  Carole Dennie; Cameron Hague; Robert S Lim; Daria Manos; Brett F Memauri; Elsie T Nguyen; Jana Taylor
Journal:  Can Assoc Radiol J       Date:  2020-05-08       Impact factor: 2.248

3.  Relevance of lung ultrasound in the diagnosis of acute respiratory failure: the BLUE protocol.

Authors:  Daniel A Lichtenstein; Gilbert A Mezière
Journal:  Chest       Date:  2008-04-10       Impact factor: 9.410

4.  Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD): explanation and elaboration.

Authors:  Karel G M Moons; Douglas G Altman; Johannes B Reitsma; John P A Ioannidis; Petra Macaskill; Ewout W Steyerberg; Andrew J Vickers; David F Ransohoff; Gary S Collins
Journal:  Ann Intern Med       Date:  2015-01-06       Impact factor: 25.391

5.  Prognostic value of extravascular lung water assessed with lung ultrasound score by chest sonography in patients with acute respiratory distress syndrome.

Authors:  Zhen Zhao; Li Jiang; Xiuming Xi; Qi Jiang; Bo Zhu; Meiping Wang; Jin Xing; Dan Zhang
Journal:  BMC Pulm Med       Date:  2015-08-23       Impact factor: 3.317

6.  Lung Ultrasound in COVID-19 Pneumonia: Correlations with Chest CT on Hospital admission.

Authors:  Antonio Nouvenne; Marco Davìd Zani; Gianluca Milanese; Alberto Parise; Marco Baciarello; Elena Giovanna Bignami; Anna Odone; Nicola Sverzellati; Tiziana Meschi; Andrea Ticinesi
Journal:  Respiration       Date:  2020-06-22       Impact factor: 3.580

7.  Clinical, laboratory and imaging features of COVID-19: A systematic review and meta-analysis.

Authors:  Alfonso J Rodriguez-Morales; Jaime A Cardona-Ospina; Estefanía Gutiérrez-Ocampo; Rhuvi Villamizar-Peña; Yeimer Holguin-Rivera; Juan Pablo Escalera-Antezana; Lucia Elena Alvarado-Arnez; D Katterine Bonilla-Aldana; Carlos Franco-Paredes; Andrés F Henao-Martinez; Alberto Paniz-Mondolfi; Guillermo J Lagos-Grisales; Eduardo Ramírez-Vallejo; Jose A Suárez; Lysien I Zambrano; Wilmer E Villamil-Gómez; Graciela J Balbin-Ramon; Ali A Rabaan; Harapan Harapan; Kuldeep Dhama; Hiroshi Nishiura; Hiromitsu Kataoka; Tauseef Ahmad; Ranjit Sah
Journal:  Travel Med Infect Dis       Date:  2020-03-13       Impact factor: 6.211

8.  COVID-19 pneumonia manifestations at the admission on chest ultrasound, radiographs, and CT: single-center study and comprehensive radiologic literature review.

Authors:  Pascal Lomoro; Francesco Verde; Filippo Zerboni; Igino Simonetti; Claudia Borghi; Camilla Fachinetti; Anna Natalizi; Alberto Martegani
Journal:  Eur J Radiol Open       Date:  2020-04-04

9.  Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study.

Authors:  Fei Zhou; Ting Yu; Ronghui Du; Guohui Fan; Ying Liu; Zhibo Liu; Jie Xiang; Yeming Wang; Bin Song; Xiaoying Gu; Lulu Guan; Yuan Wei; Hui Li; Xudong Wu; Jiuyang Xu; Shengjin Tu; Yi Zhang; Hua Chen; Bin Cao
Journal:  Lancet       Date:  2020-03-11       Impact factor: 79.321

10.  Characteristics of and Important Lessons From the Coronavirus Disease 2019 (COVID-19) Outbreak in China: Summary of a Report of 72 314 Cases From the Chinese Center for Disease Control and Prevention.

Authors:  Zunyou Wu; Jennifer M McGoogan
Journal:  JAMA       Date:  2020-04-07       Impact factor: 56.272

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  1 in total

Review 1.  Ultrasound assessment of SARS-CoV-2 pneumonia: a literature review for the primary care physician.

Authors:  Damiano D'Ardes; Claudio Tana; Alessandro Salzmann; Fabrizio Ricci; Maria Teresa Guagnano; Maria Adele Giamberardino; Francesco Cipollone
Journal:  Ann Med       Date:  2022-12       Impact factor: 5.348

  1 in total

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