Literature DB >> 32474630

Radiographic findings in 240 patients with COVID-19 pneumonia: time-dependence after the onset of symptoms.

Sergio Giuseppe Vancheri1,2, Giovanni Savietto3,4, Francesco Ballati1,2, Alessia Maggi1,2, Costanza Canino5, Chandra Bortolotto1, Adele Valentini1, Roberto Dore6, Giulia Maria Stella7, Angelo Guido Corsico8, Giorgio Antonio Iotti9,10, Francesco Mojoli9,10, Stefano Perlini11,12, Raffaele Bruno13, Lorenzo Preda1,2.   

Abstract

OBJECTIVE: To analyze the most frequent radiographic features of COVID-19 pneumonia and assess the effectiveness of chest X-ray (CXR) in detecting pulmonary alterations.
MATERIALS AND METHODS: CXR of 240 symptomatic patients (70% male, mean age 65 ± 16 years), with SARS-CoV-2 infection confirmed by RT-PCR, was retrospectively evaluated. Patients were clustered in four groups based on the number of days between symptom onset and CXR: group A (0-2 days), 49 patients; group B (3-5), 75 patients; group C (6-9), 85 patients; and group D (> 9), 31 patients. Alteration's type (reticular/ground-glass opacity (GGO)/consolidation) and distribution (bilateral/unilateral, upper/middle/lower fields, peripheral/central) were noted. Statistical significance was tested using chi-square test.
RESULTS: Among 240 patients who underwent CXR, 180 (75%) showed alterations (group A, 63.3%; group B, 72%; group C, 81.2%; group D, 83.9%). GGO was observed in 124/180 patients (68.8%), reticular alteration in 113/180 (62.7%), and consolidation in 71/180 (39.4%). Consolidation was significantly less frequent (p < 0.01). Distribution among groups was as follows: reticular alteration (group A, 70.9%; group B, 72.2%; group C, 57.9%; group D, 46.1%), GGO (group A, 67.7%; group B, 62.9%; group C, 71%; group D, 76.9%), and consolidation (group A, 35.5%; group B, 31.4%; group C, 47.8%; group D, 38.5%). Alterations were bilateral in 73.3%. Upper, middle, and lower fields were involved in 36.7%, 79.4%, and 87.8%, respectively. Lesions were peripheral in 49.4%, central in 11.1%, or both in 39.4%. Upper fields and central zones were significantly less involved (p < 0.01).
CONCLUSIONS: The most frequent lesions in COVID-19 patients were GGO (intermediate/late phase) and reticular alteration (early phase) while consolidation gradually increased over time. The most frequent distribution was bilateral, peripheral, and with middle/lower predominance. Overall rate of negative CXR was 25%, which progressively decreased over time. KEY POINTS: • The predominant lung changes were GGO and reticular alteration, while consolidation was less frequent. • The typical distribution pattern was bilateral, peripheral, or both peripheral and central and involved predominantly the lower and middle fields. • Chest radiography showed lung abnormalities in 75% of patients with confirmed SARS-CoV-2 infection, range varied from 63.3 to 83.9%, respectively, at 0-2 days and > 9 days from the onset of symptoms.

Entities:  

Keywords:  COVID-19; Pneumonia; Radiography; Severe acute respiratory syndrome coronavirus 2; Thorax

Mesh:

Year:  2020        PMID: 32474630      PMCID: PMC7260475          DOI: 10.1007/s00330-020-06967-7

Source DB:  PubMed          Journal:  Eur Radiol        ISSN: 0938-7994            Impact factor:   7.034


Introduction

Since December 2019, when the first cluster of cases of coronavirus disease 2019 (COVID-19) was reported in Wuhan, Hubei Province, China, the widespread transmission of coronavirus type 2 (SARS-CoV-2) has reached pandemic proportions [1]. The manifestations of SARS-CoV-2 infection in humans range from mild respiratory symptoms to severe acute respiratory syndrome [2, 3]. According to the WHO, several molecular assays based on reverse transcription polymerase chain reaction (RT-PCR) for the individuation of SARS-CoV-2 genes are recommended for the confirmation of COVID-19 [4]. The role of imaging in the diagnosis of COVID-19 is still under debate. Several early radiological studies emphasized the role of radiological imaging in the early detection and management of COVID-19. These studies analyzed and described the chest computed tomography (CT) findings at the presentation and at different times throughout the disease course [5, 6]. During the subsequent outbreak in the Western world, chest X-ray (CXR), together with arterial blood gas analysis and clinical presentation, in patients positive to RT-PCR, was recommended as a useful and easily available tool to support the initial diagnosis and for the subsequent management of COVID-19 patients [7, 8]. Nonetheless, data specifically addressing CXR findings in COVID-19 are still limited [9-11]. Also, the role of lung ultrasound is probably valuable but still unclear [12]. In order to create reasonable imaging workflows, it is important to evaluate the diagnostic potential of CXR and that radiologists become familiar with the presentation pattern of COVID-19 in CXR. Our study aimed to evaluate the percentage of abnormal chest radiographs at different time intervals from the onset of symptoms and to identify the type and distribution of radiographic alterations and their frequency at different times throughout the disease course of COVID-19 pneumonia.

Materials and methods

Patients

The inclusion criteria of this retrospective study were as follows: (1) patients with confirmed SARS-CoV-2 infection, in which the SARS-CoV-2 infection was confirmed by real-time RT-PCR on nasopharyngeal swab or bronchoalveolar lavage (BAL) specimens, according to international guidelines [4]; (2) knowledge of the precise date of onset of symptoms considered linked to the onset of viral pneumonia such as fever (> 37.5 °C), cough, and dyspnea [2] and asymptomatic patients were excluded from the study; and (3) patients who underwent CXR examination. All patients underwent CXR and RT-PCR on the day of admission in the emergency department. Two investigators collected the clinical data regarding the time of onset of symptoms from the digital archive of the emergency department of all the patients suspected for COVID-19 admitted at Fondazione IRCCS Policlinico San Matteo between February 21 and March 8, 2020. The same two investigators subsequently noted the results and the date of RT-PCR of each patient. IRB approval was obtained for this study. Informed consent for processing personal data for research purposes was obtained from each patient.

Image acquisition and evaluation

All the patients underwent a baseline digital anteroposterior bedside chest radiography at full inspiration using a portable radiography unit (FDR Go, Fujifilm Corporation). X-ray examinations were reviewed independently by two experienced thoracic radiologists (R.D. and L.P., with more than 30 and 15 years of experience, respectively). Results were compared, and when disagreement was found, final decisions were determined by consensus. The findings considered in the evaluation of CXR were the presence or absence and the type of pulmonary alterations, and their distribution. CXR alterations (Fig. 1) were defined according to the Fleischner Society’s nomenclature, available in the Glossary of Terms for Thoracic Imaging [13]:
Fig. 1

The three main alterations on chest radiography (upper line) and the corresponding findings on chest CT (lower line). Left: diffuse reticular alteration (arrows). The corresponding CT shows diffuse increased lung attenuation and interlobular septal thickening (arrows). Middle: peripheral ground-glass opacities (arrows). Right: extensive consolidations (arrows). The corresponding CT shows predominant consolidative alterations (arrows)

Reticular alteration, as a collection of innumerable small linear opacities that, by summation, produce an appearance of a net; Consolidation, as a homogeneous increase in pulmonary parenchymal attenuation that obscures the margins of the vessels and airway walls; Ground-glass opacity (GGO), as an area of hazy, increased lung opacity, usually extensive, within which margins of pulmonary vessels may be indistinct. The three main alterations on chest radiography (upper line) and the corresponding findings on chest CT (lower line). Left: diffuse reticular alteration (arrows). The corresponding CT shows diffuse increased lung attenuation and interlobular septal thickening (arrows). Middle: peripheral ground-glass opacities (arrows). Right: extensive consolidations (arrows). The corresponding CT shows predominant consolidative alterations (arrows) The distribution of alterations was classified as unilateral or bilateral. Within each hemithorax, the craniocaudal distribution of the lesions was evaluated on the basis of the involvement of the upper, middle, and lower fields. The middle field was defined as the lung area delimited by (included between) two horizontal lines at the level of the superior and inferior hilar horns, respectively; the superior field was defined as the lung area included between the horizontal line at the level of the upper hilar horn and the apical pleura; the lower field was defined as the lung area included between the horizontal line at the level of the inferior hilar horn and the diaphragm. The horizontal distribution of the lesions was evaluated on the basis of the involvement of the peripheral zone only, the central zone only, or both. Central zones were defined as the central area within 2 cm from the lobar bronchial structures as far as visible; peripheral zones were defined as the remaining lung area between the central zones and the pleura [14].

Subgrouping of patients

The patients were clustered into four groups based on the number of days between the onset of symptoms and the chest radiography: group A (patients with chest radiographs acquired 0–2 days from the onset of symptoms), group B (patients with chest radiographs acquired 3–5 days from the onset of symptoms), group C (patients with chest radiographs acquired 6–9 days from the onset of symptoms), and group D (patients with chest radiographs acquired over 9 days from the onset of symptoms).

Statistical analysis

Statistical analyses were performed using MedCalc for Windows, version 15.0 (MedCalc software). Continuous variables were expressed as mean ± SD values. The frequency of the radiographic findings was expressed as the number of occurrences and percentage in every single cluster. Frequencies in the different groups were compared using the chi-square test; p values < 0.05 were considered significant.

Results

Patient characteristics

Among 305 patients initially considered, 60 patients were excluded because the onset of symptoms was uncertain and 5 patients were excluded because they were asymptomatic. A total of 240 patients was considered; among them, 169 (70%) were men and 71 (30%) were women. The average age was 65 ± 16 years (range 16–97 years). Numerosity and demographics of the subgroups are summarized in Table 1.
Table 1

Patient characteristics

All patients (n = 240)Group A (n = 49)Group B (n = 75)Group C (n = 85)Group D (n = 31)
Mean age ± SD65 ± 16.366 ± 16.863 ± 17.263 ± 14.567 ± 9.2
Sex, n (%)
  Men169 (70)32 (65)52 (69)62 (73)23 (74)
  Women71 (30)17 (35)23 (31)23 (27)8 (26)
Patient characteristics

Chest radiography evaluation

Among the total of 240 patients, 180 (75%) had at least one alteration in one lung field. In 60/240 patients (25%), CXR was normal without any lesion. CXR showed at least one alteration in at least one lung field in 31/49 patients (63%) in group A, in 54/74 patients (72%) in group B, in 69/85 patients (81%) in group C, and in 26/31 patients (83%) in group D. The negative rate of chest radiographs was 18/49 patients (36.7%) in group A, 21/75 (28%) in group B, 16/85 (18.8%) in group C, and 5/31 (16.1%) in group D. Alterations were bilateral in 132/180 patients (73.3%) and unilateral in 48/180 (26.6%) (24 in the left lung and 24 in the right lung). GGO, alone or in combination with other alterations, was present in 124/180 patients (68.8%); reticular alteration, alone or in combination with other findings, was present in 113/180 patients (62.7%); consolidation, alone or in combination with other findings, was present in 71/180 patients (39.4%). GGO and reticular alteration were significantly more frequent than consolidation (p < 0.01 in both cases) Table 2. A significantly higher frequency of involvement of the lower fields compared to the middle fields and of the lower and middle fields compared to the upper fields was observed (p < 0.01 in all cases) Table 3. The exclusive involvement of the central zones was significantly less frequent than the exclusive involvement of the peripheral zones and than the involvement of both peripheral and central zones (p < 0.01 in both cases) Table 3.
Table 2

Radiographic alterations

All patients (n = 240)Group A (n = 49)Group B (n = 75)Group C (n = 85)Group D (n = 31)
Negative chest radiography, n (%)60 (25)18 (36.7)21 (28)16 (18.8)5 (16.1)
All patients (n = 180)Group A (n = 31)Group B (n = 54)Group C (n = 69)Group D (n = 26)
Positive chest radiographs, n (%)
  Bilateral alterations132 (73.3)25 (80.6)36 (66.6)51 (73.9)20 (76.9)
  Pleural effusion12 (6.6)2 (6.4)4 (7.4)4 (5.8)2 (7.7)
  Reticular alteration (total)113 (62.7)22 (70.9)39 (72.2)40 (57.9)12 (46.1)
  Ground-glass opacity (total)124 (68.8)21 (67.7)34 (62.9)49 (71)20 (76.9)
  Consolidation (total)71 (39.4)11 (35.5)17 (31.4)33 (47.8)10 (38.5)
  Reticular alteration alone27 (15)5 (16.1)13 (24.1)7 (10.1)2 (7.7)
  Ground-glass opacity alone38 (21.1)5 (16.1)11 (20.3)14 (20.3)8 (30.8)
  Consolidation alone8 (4.4)1 (3.2)05 (7.2)2 (7.6)
Table 3

Significant differences in the frequency of the alterations and their distribution

p value95% CI
Alterations (alone or in combination)
  Reticular 113/180 (62.7%) > consolidation 71/180 (39.4%)< 0.01*13.0–32.9
  GGO 124/180 (68.8%) > consolidation 71/180 (39.4%)< 0.01*19.3–38.8
  GGO 124/180 (68.8%) > reticular 113/180 (62.7%)0.2− 3.6 to 15.8
Lung field involvement
  Field involvement
    Middle 143/180 (79.4%) > upper 66/180 (36.7%)< 0.01*33.0–51.2
    Lower 158/180 (87.8%) > upper 66/180 (36.7%)< 0.01*41.9–58.9
    Lower 158/180 (87.8%) > middle 143/180 (79.4%)0.030.7–16.0
Zone involvement
  Peripheral 89/180 (49.4%) > central 20/180 (11.1%)< 0.01*29.3–46.5
  Both 71/180 (39.4%) > central 20/180 (11.1%)< 0.01*10.2–26.4
  Peripheral 89/180 (49.4%) > both 71/180 (39.4%)0.06− 0.3 to 20

GGO ground-glass opacity

*p values < 0.05 were considered significant

Radiographic alterations Significant differences in the frequency of the alterations and their distribution GGO ground-glass opacity *p values < 0.05 were considered significant Pleural effusion was observed in 12/180 patients (6.6%), unilateral in all cases (7 on the right side and 5 on the left side).

Chest radiography evaluation of subgroups

Bilateral alterations were present in 25/31 patients (80.6%) in group A, in 36/54 patients (66.6%) in group B, in 51/69 patients (73.9%) in group C, and in 20/26 patients (76.9%) in group D; when alterations were unilateral, no significant difference was observed between the left and right lungs. GGO, alone or in combination with other alterations, was present in 21/31 patients (67.7%) in group A, in 34/54 patients (62.9%) in group B, in 49/69 patients (71%) in group C, and in 20/26 patients (76.9%) in group D. Reticular alteration, alone or in combination with other alterations, was present in 22/31 patients (70.9%) in group A, in 39/54 patients (72.2%) in group B, in 40/69 patients (57.9%) in group C, and in 12/26 patients (46.1%) in group D. Consolidation, alone or in combination with other alterations, was present in 11/31 patients (35.5%) in group A, in 17/54 patients (31.4%) in group B, in 33/69 patients (47.8%) in group C, and in 10/26 patients (38.5%) in group D (Figs. 2a–d and 3).
Fig. 2

a Group A, usual distribution. Chest radiography of a 78-year-old man, acquired within the first 2 days since the onset of symptoms, showing bilateral reticular alteration in the middle and lower fields (arrows). b Group B, usual distribution. Chest radiography of a 79-year-old woman, acquired within 3–5 days since the onset of symptoms, showing bilateral peripheral ground-glass opacities (arrows) and faint reticular alteration in the right lower field. c Group C, usual distribution. Chest radiography of a 60-year-old woman, acquired within 6–9 days since the onset of symptoms, showing bilateral and symmetrical mixed patterns with ground-glass opacification, patchy consolidations (arrows); reticular alteration in the right lower and middle fields. d Group D, usual distribution. Chest radiography of a 61-year-old woman, acquired after 10 days since the onset of symptoms, showing bilateral and symmetrical extensive consolidations (arrows)

Fig. 3

The trend of the radiographic alterations in the different groups

a Group A, usual distribution. Chest radiography of a 78-year-old man, acquired within the first 2 days since the onset of symptoms, showing bilateral reticular alteration in the middle and lower fields (arrows). b Group B, usual distribution. Chest radiography of a 79-year-old woman, acquired within 3–5 days since the onset of symptoms, showing bilateral peripheral ground-glass opacities (arrows) and faint reticular alteration in the right lower field. c Group C, usual distribution. Chest radiography of a 60-year-old woman, acquired within 6–9 days since the onset of symptoms, showing bilateral and symmetrical mixed patterns with ground-glass opacification, patchy consolidations (arrows); reticular alteration in the right lower and middle fields. d Group D, usual distribution. Chest radiography of a 61-year-old woman, acquired after 10 days since the onset of symptoms, showing bilateral and symmetrical extensive consolidations (arrows) The trend of the radiographic alterations in the different groups The specific frequency of the different alterations and their associations are summarized in Table 2. The upper fields were involved in 12/31 patients (38.7%) in group A, in 19/54 (35.2%) in group B, in 25/69 (36.2%) in group C, and in 10/26 (38.5%) in group D; the middle fields were involved in 27/31 patients (87.1%) in group A, in 41/54 (75.9%) in group B, in 56/69 (81.1%) in group C, and in 19/26 (73.1%) in group D; the lower fields were involved in 28/31 patients (90.3%) in group A, in 46/54 (85.2%) in group B, in 60/69 (86.9%) in group C, and in 24/26 (92.3%) in group D. The exclusive involvement of the peripheral zones was observed in 19/31 patients (61.3%) in group A, in 26/54 (48.1%) in group B, in 28/69 (40.6%) in group C, and in 16/26 (61.5%) in group D; the involvement of both peripheral and central zones was observed in 11/31 patients (35.5%) in group A, in 21/54 (38.9%) in group B, in 31/69 (44.9%) in group C, and in 8/26 (30.8%) in group D; the exclusive involvement of the central zones was observed in 1/31 patients (3%) in group A, in 7/54 (12.9%) in group B, in 10/69 (14.5%) in group C, and in 2/26 (7%) in group D (Fig. 4).
Fig. 4

The horizontal distribution (orange) and the craniocaudal distribution (green) of the alterations in the different groups

The horizontal distribution (orange) and the craniocaudal distribution (green) of the alterations in the different groups

Discussion

In early clinical experience, chest CT has been considered the most reliable imaging modality to support the diagnosis in suspected cases of COVID-19 [15]. Chest CT showed high sensitivity in detecting GGO, which is considered a typical finding in COVID-19 pneumonia and, in some cases, may be the only alteration present in the early phases of the disease [3, 16]. CXR was not recommended as a first-line imaging examination due to its low sensitivity in detecting alterations [5, 15]. Conversely, recent statements of several influential radiological societies [7, 8, 17–22] recommend that CT should not be used as a first-line tool to support the diagnosis of COVID-19, and encourage the use of CXR in combination with RT-PCR test. Our study is one of the first to address this issue and systematically describe the CXR findings at the admission in COVID-19 pneumonia in a vast population [9, 10]. Salehi et al [11] analyzed several studies on initial and follow-up imaging in COVID-19, performed a meta-analysis on 919 patients who underwent chest CT, and reported general considerations on CXR. Wong et al [9] reviewed 255 CXR in 64 patients, describing the time course of the radiographic findings of COVID-19 pneumonia and reporting an overall rate of negative baseline CXR examinations of 31%. Similarly, in our experience, the overall rate of normal CXR findings in patients with positive RT-PCR was 25%, versus an overall rate of normal chest CT of 0–22% [23-25] reported in the literature. Bernheim et al [23] reported the percentage of normal chest CT in patients clustered on the base of the timing of symptom onset and observed a rapid decrease from 56% at 0–2 days to 9% at 3–5 days and 4% at 6–12 days; initial RT-PCR was negative in 12% of the patients included in the study. Clustering our patients on the base of the timing of symptom onset, the rate of normal CXR progressively decreased from 36.7% (0–2 days after the onset of symptoms) to 28% (3–5 days), 18.8% (6–9 days), and 16.1% (> 9 days). Although the two cohorts are not directly comparable due to different selection criteria and different diagnostic methods, we observed a decreasing trend in the rate of negative CXR through the different time intervals. In our radiographic series, the most frequent alterations were GGO and reticular pattern, alone or in combination with other alterations, resembling the radiographic appearance described in other coronavirus-related pneumonias [26-28]. Furthermore, the distribution of the lesions in the middle fields and that of the relative sparing of the superior fields are similar to the pattern of distribution described in H1N1 influenza pneumonia [29]. In the first 5 days from the onset of the symptoms, reticular alteration was slightly more frequent than GGO, while after this period, GGO came to be predominant. Consolidation was constantly less frequent than the other two alterations, especially in the early phase of the disease. Our data suggest that early alterations are predominantly reticular, intermediate alterations are predominantly GGO with a period of overlap between these two, whereas consolidations increase in the late phase. As known, the inter-observer reliability of CXR is fair to good for the detection of pulmonary infiltrates, while this is poor for determining the pattern of alteration [30]. In line with this observation, in our study when disagreement was present between the two observers, it concerned in most cases the type of radiographic alteration, rather than the detection of alterations or their location. Considering the distribution of the lesions on both the lungs and on the axial and craniocaudal plane, our results are in line with the data reported in CXR studies and in CT studies in the literature [3, 9, 16, 25]. In accordance with the observations of Wong et al [9], in the majority of our patients, the alterations were bilateral, and in patients with unilateral lesions, no predominance was observed between left and right. The exclusive peripheral involvement and the combination of peripheral and central distributions were significantly more frequent than exclusive central distribution, without significant modifications of their proportions in the different time intervals. Several studies reported a predominant, although not significant, localization of the lesions in the lower lobes [15, 23]; our results confirm this observation and measured a significantly higher frequency of involvement of the lower fields compared to the middle fields, and of the lower and middle fields compared to the upper fields. Our patients had a higher mean age than those reported in the literature, reflecting demographic differences between China and the Western countries. The purpose of this study was to analyze and describe the type, frequency, and distribution of CXR findings in COVID-19 pneumonia. Therefore, the main limitation of the study is the lack of data about the specificity of the CXR findings in COVID-19 towards its main differential diagnoses (other viral pneumonia, interstitial lung disease, cardiogenic pulmonary edema, acute lung injury), and the lack of correlation between CXR and CT findings. The description of the radiographic changes during the course of time was beyond the purpose of our study. Our study focused on the CXR at the admission, and the subsequent examinations of each patient were not considered; hence, the radiographic differences between the groups do not reflect the course of the radiographic changes over time, but rather the different radiographic presentations at different time intervals since the onset of symptoms. Another limitation of the present study is due to the lower quality of bedside radiographs compared to the PA radiographs. On the other hand, the advantage of portable bedside CXR consists of fewer requirement for decontamination of equipment, rooms, and hallways and, eventually, a lower risk of infection for other patients and healthcare workers. In conclusion, the most frequent CXR lesions were reticular alteration and GGO, the first prevailing in the early phase, the following prevailing in the late phase. Consolidation was less frequent but, in agreement with other study observations, showed an increasing trend over time [16, 23]. Our observations are consistent with previous CXR and CT studies about the bilateral, peripheral, middle, and lower field predominant patterns of distribution of the lesions [9, 16, 23, 25]. In a pandemic scenario, with a high number of inpatients and a growing number of suspected cases, CXR should be considered as a feasible and easy-to-use method to assess lung involvement. Our results confirm the most recent recommendations, to employ CXR as a first-line imaging modality in the diagnostic workflow of patients with suspected COVID-19 pneumonia.
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6.  The Role of Chest Imaging in Patient Management during the COVID-19 Pandemic: A Multinational Consensus Statement from the Fleischner Society.

Authors:  Geoffrey D Rubin; Christopher J Ryerson; Linda B Haramati; Nicola Sverzellati; Jeffrey P Kanne; Suhail Raoof; Neil W Schluger; Annalisa Volpi; Jae-Joon Yim; Ian B K Martin; Deverick J Anderson; Christina Kong; Talissa Altes; Andrew Bush; Sujal R Desai; Onathan Goldin; Jin Mo Goo; Marc Humbert; Yoshikazu Inoue; Hans-Ulrich Kauczor; Fengming Luo; Peter J Mazzone; Mathias Prokop; Martine Remy-Jardin; Luca Richeldi; Cornelia M Schaefer-Prokop; Noriyuki Tomiyama; Athol U Wells; Ann N Leung
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7.  CT Imaging Features of 2019 Novel Coronavirus (2019-nCoV).

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8.  Chest Radiographic and CT Findings of the 2019 Novel Coronavirus Disease (COVID-19): Analysis of Nine Patients Treated in Korea.

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Journal:  Can Respir J       Date:  2020-11-12       Impact factor: 2.409

Review 4.  Pathophysiology and Imaging Findings of COVID-19 Infection: An Organ-system Based Review.

Authors:  K M Capaccione; H Yang; E West; H Patel; H Ma; S Patel; A Fruauff; G Loeb; A Maddocks; A Borowski; S Lala; P Nguyen; A Lignelli; B D'souza; E Desperito; C Ruzal-Shapiro; M M Salvatore
Journal:  Acad Radiol       Date:  2021-02-04       Impact factor: 3.173

5.  COVID-19 pneumonia: relationship between initial chest X-rays and laboratory findings.

Authors:  Á Nava-Muñoz; S Gómez-Peña; M E Fuentes-Ferrer; B Cabeza; A Victoria; A Bustos
Journal:  Radiologia       Date:  2021-06-23

6.  Impact of the COVID-19 pandemic on the selection of chest imaging modalities and reporting systems: a survey of Italian radiologists.

Authors:  Andrea Borghesi; Nicola Sverzellati; Roberta Polverosi; Maurizio Balbi; Elisa Baratella; Marco Busso; Lucio Calandriello; Giancarlo Cortese; Alessandra Farchione; Roberto Iezzi; Stefano Palmucci; Ilaria Pulzato; Cristiano Rampinelli; Chiara Romei; Adele Valentini; Roberto Grassi; Anna Rita Larici
Journal:  Radiol Med       Date:  2021-07-01       Impact factor: 3.469

Review 7.  Medical imaging and computational image analysis in COVID-19 diagnosis: A review.

Authors:  Shahabedin Nabavi; Azar Ejmalian; Mohsen Ebrahimi Moghaddam; Ahmad Ali Abin; Alejandro F Frangi; Mohammad Mohammadi; Hamidreza Saligheh Rad
Journal:  Comput Biol Med       Date:  2021-06-23       Impact factor: 6.698

8.  Diagnostic performance of chest radiography in high COVID-19 prevalence setting: experience from a European reference hospital.

Authors:  Nicola Flor; Lorenzo Saggiante; Anna Paola Savoldi; Renato Vitale; Giovanni Casazza; Paolo Villa; Anna Maria Brambilla
Journal:  Emerg Radiol       Date:  2021-07-03

9.  Mortality and associated risk factors of COVID-19 infection in dialysis patients in Qatar: A nationwide cohort study.

Authors:  Tarek Abdel Latif Ghonimi; Mohamad Mahmood Alkad; Essa Abdulla Abuhelaiqa; Muftah M Othman; Musab Ahmed Elgaali; Rania Abdelaziz M Ibrahim; Shajahan M Joseph; Hassan Ali Al-Malki; Abdullah Ibrahim Hamad
Journal:  PLoS One       Date:  2021-07-22       Impact factor: 3.240

10.  Chest x-ray findings and temporal lung changes in patients with COVID-19 pneumonia.

Authors:  Liqa A Rousan; Eyhab Elobeid; Musaab Karrar; Yousef Khader
Journal:  BMC Pulm Med       Date:  2020-09-15       Impact factor: 3.317

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