Evidence map›Paper›PMID 36635036›Full record

Observational studyBMJ open2023

Inter-rater reliability and prognostic value of baseline Radiographic Assessment of Lung Edema (RALE) scores in observational cohort studies of inpatients with COVID-19.

Nameer Al-Yousif, Saketram Komanduri, Hafiz Qurashi, Anatoliy Korzhuk, Halimat O Lawal, Nicholas Abourizk, Caitlin Schaefer, Kevin J Mitchell, Catherine M Dietz, Ellen K Hughes and 27 more

Open access · goldAbstract readObservational Study
In one paragraph

Observational study in BMJ open, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.

0numbers the graph read from it
0cells of the map it votes in
12citing papers in PubMed
4.7field-weighted citation impact, top 4% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

12 citing papers in PubMed, 25 citations in OpenAlex.

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  6. Observational
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

37 authors at 4 institutions in 1 country.

Nameer Al-YousifInternal Medicine Residency Program, UPMC Mercy, Pittsburgh, Pennsylvania, USA.ORCID 0000-0002-2657-2360
Saketram KomanduriInternal Medicine Residency Program, UPMC Pinnacle Harrisburg, Harrisburg, Pennsylvania, USA.
Hafiz QurashiInternal Medicine Residency Program, UPMC Pinnacle Harrisburg, Harrisburg, Pennsylvania, USA.
Anatoliy KorzhukInternal Medicine Residency Program, UPMC Pinnacle Harrisburg, Harrisburg, Pennsylvania, USA.
Halimat O LawalInternal Medicine Residency Program, UPMC Pinnacle Harrisburg, Harrisburg, Pennsylvania, USA.
Nicholas AbourizkInternal Medicine Residency Program, UPMC Pinnacle Harrisburg, Harrisburg, Pennsylvania, USA.
Caitlin SchaeferDivision of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Kevin J MitchellComputer Vision Group, Veytel LLC, Pittsburgh, Pennsylvania, USA.
Catherine M DietzComputer Vision Group, Veytel LLC, Pittsburgh, Pennsylvania, USA.
Ellen K HughesComputer Vision Group, Veytel LLC, Pittsburgh, Pennsylvania, USA.
Clara S BrandtComputer Vision Group, Veytel LLC, Pittsburgh, Pennsylvania, USA.
Georgia M FitzgeraldComputer Vision Group, Veytel LLC, Pittsburgh, Pennsylvania, USA.
Robin JoyceComputer Vision Group, Veytel LLC, Pittsburgh, Pennsylvania, USA.
Asmaa S ChaudhryComputer Vision Group, Veytel LLC, Pittsburgh, Pennsylvania, USA.
Daniel KotokDepartment of Pulmonary and Critical Care, Cleveland Clinic Florida, Weston, Florida, USA.
Jose D RiveraDepartment of Pulmonary and Critical Care, Cleveland Clinic Florida, Weston, Florida, USA.
Andrew I KimDepartment of Pulmonary and Critical Care, Cleveland Clinic Florida, Weston, Florida, USA.
Shruti ShettigarDepartment of Pulmonary and Critical Care, Cleveland Clinic Florida, Weston, Florida, USA.
Allen LavinaDepartment of Pulmonary and Critical Care, Cleveland Clinic Florida, Weston, Florida, USA.
Christine E GirardDepartment of Pulmonary and Critical Care, Cleveland Clinic Florida, Weston, Florida, USA.
Samantha R GillenwaterDepartment of Pulmonary and Critical Care, Cleveland Clinic Florida, Weston, Florida, USA.
Anas HadehDepartment of Pulmonary and Critical Care, Cleveland Clinic Florida, Weston, Florida, USA.
William BainDivision of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Faraaz A ShahDivision of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Matthew BittnerInternal Medicine Residency Program, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Michael LuInternal Medicine Residency Program, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Niall PrendergastDivision of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
John EvankovichDivision of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Konstantin GolubykhInternal Medicine Residency Program, UPMC Pinnacle Harrisburg, Harrisburg, Pennsylvania, USA.
Navitha RameshDepartment of Pulmonary and Critical Care, UPMC Pinnacle Harrisburg, Harrisburg, Pennsylvania, USA.
Jana J JacobsDepartment of Medicine, Division of Infectious Diseases, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA.
Cathy KessingerDivision of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Barbara MetheDivision of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Janet S LeeDivision of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Alison MorrisDivision of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Bryan J McVerryDivision of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
Georgios D KitsiosDivision of Pulmonary, Allergy and Critical Care Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA kitsiosg@upmc.edu.
University of Pittsburgh · USCleveland Clinic Florida · USUPMC Central Pa · USMetroHealth · US

Funding

Regulation of Cardiolin Byosynthesis in Epithelial InjuryP01HL114453 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI MALLAMPALLI, RAMA K · 2014 to 2023
$21.3M
Mechanisms of host protection against pathogen-secreted proteases in acute lung injuryR01HL136143 · NHLBI · WASHINGTON UNIVERSITY · PI LEE, JANET SOJUNG · 2017 to 2024
$4.4M
The role of ACOD1 in immunomodulation in intrapulmonary Klebsiella pneumoniae infectionR01HL142084 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI CHEN, KONG · 2018 to 2021
$2.4M
Microbiome-based diagnosis of pneumonia in the acute respiratory distress syndromeK23HL139987 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI KITSIOS, GEORGIOS · 2018 to 2022
$806k
Patient-Oriented Research in Acute Lung Injury and Host Defense in the ICUK24HL143285 · NHLBI · WASHINGTON UNIVERSITY · PI LEE, JANET SOJUNG · 2019 to 2023
$579k
Microbial Determinants of Acute Respiratory Distress Syndrome Severity (MiDAS)R03HL162655 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI KITSIOS, GEORGIOS · 2022 to 2023
$159k
NHLBI NIH HHS K23 HL139987NHLBI NIH HHS K24 HL143285NHLBI NIH HHS P01 HL114453NHLBI NIH HHS R01 HL136143NHLBI NIH HHS R01 HL142084NHLBI NIH HHS R03 HL162655
6 · The paper itself

Abstract

objectivesTo reliably quantify the radiographic severity of COVID-19 pneumonia with the Radiographic Assessment of Lung Edema (RALE) score on clinical chest X-rays among inpatients and examine the prognostic value of baseline RALE scores on COVID-19 clinical outcomes.

settingHospitalised patients with COVID-19 in dedicated wards and intensive care units from two different hospital systems.

participants425 patients with COVID-19 in a discovery data set and 415 patients in a validation data set. PRIMARY AND SECONDARY OUTCOMES: We measured inter-rater reliability for RALE score annotations by different reviewers and examined for associations of consensus RALE scores with the level of respiratory support, demographics, physiologic variables, applied therapies, plasma host-response biomarkers, SARS-CoV-2 RNA load and clinical outcomes.

resultsInter-rater agreement for RALE scores improved from fair to excellent following reviewer training and feedback (intraclass correlation coefficient of 0.85 vs 0.93, respectively). In the discovery cohort, the required level of respiratory support at the time of CXR acquisition (supplemental oxygen or non-invasive ventilation (n=178); invasive-mechanical ventilation (n=234), extracorporeal membrane oxygenation (n=13)) was significantly associated with RALE scores (median (IQR): 20.0 (14.1-26.7), 26.0 (20.5-34.0) and 44.5 (34.5-48.0), respectively, p<0.0001). Among invasively ventilated patients, RALE scores were significantly associated with worse respiratory mechanics (plateau and driving pressure) and gas exchange metrics (PaO2/FiO2 and ventilatory ratio), as well as higher plasma levels of IL-6, soluble receptor of advanced glycation end-products and soluble tumour necrosis factor receptor 1 (p<0.05). RALE scores were independently associated with 90-day survival in a multivariate Cox proportional hazards model (adjusted HR 1.04 (1.02-1.07), p=0.002). We replicated the significant associations of RALE scores with baseline disease severity and mortality in the independent validation data set.

conclusionsWith a reproducible method to measure radiographic severity in COVID-19, we found significant associations with clinical and physiologic severity, host inflammation and clinical outcomes. The incorporation of radiographic severity assessments in clinical decision-making may provide important guidance for prognostication and treatment allocation in COVID-19.

Indexed as

COVID-19Pulmonary EdemaCohort StudiesEdemaHumansInpatientsLungPrognosisReproducibility of ResultsRespiration, ArtificialRespiratory SoundsRNA, ViralSARS-CoV-2RNA, ViralAdult intensive & critical careCOVID-19Respiratory infections

Identifiers

PMID36635036
PMCPMC9842602
OpenAlexW4315780160

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LicenceCC BY-NC
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.