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Widmann G, Luger AK, Sonnweber T, Schwabl C, Cima K, Gerstner AK, Pizzini A, Sahanic S, Boehm A, Coen M, Wöll E, Weiss G, Kirchmair R, Gruber L, Feuchtner GM, Tancevski I, Löffler-Ragg J, Tymoszuk P. Machine Learning Based Multi-Parameter Modeling for Prediction of Post-Inflammatory Lung Changes. Diagnostics (Basel) 2025; 15:783. [PMID: 40150125 PMCID: PMC11941013 DOI: 10.3390/diagnostics15060783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2025] [Revised: 03/13/2025] [Accepted: 03/18/2025] [Indexed: 03/29/2025] Open
Abstract
Objectives: Prediction of lung function deficits following pulmonary infection is challenging and suffers from inaccuracy. We sought to develop machine-learning models for prediction of post-inflammatory lung changes based on COVID-19 recovery data. Methods: In the prospective CovILD study (n = 420 longitudinal observations from n = 140 COVID-19 survivors), data on lung function testing (LFT), chest CT including severity scoring by a human radiologist and density measurement by artificial intelligence, demography, and persistent symptoms were collected. This information was used to develop models of numeric readouts and abnormalities of LFT with four machine learning algorithms (Random Forest, gradient boosted machines, neural network, and support vector machines). Results: Reduced DLCO (diffusion capacity for carbon monoxide <80% of reference) was found in 94 (22%) observations. Those observations were modeled with a cross-validated accuracy of 82-85%, AUC of 0.87-0.9, and Cohen's κ of 0.45-0.5. No reliable models could be established for FEV1 or FVC. For DLCO as a continuous variable, three machine learning algorithms yielded meaningful models with cross-validated mean absolute errors of 11.6-12.5% and R2 of 0.26-0.34. CT-derived features such as opacity, high opacity, and CT severity score were among the most influential predictors of DLCO impairment. Conclusions: Multi-parameter machine learning trained with demographic, clinical, and artificial intelligence chest CT data reliably and reproducibly predicts LFT deficits and outperforms single markers of lung pathology and human radiologist's assessment. It may improve diagnostic and foster personalized treatment.
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Affiliation(s)
- Gerlig Widmann
- Department of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (A.K.L.); (C.S.); (A.K.G.); (L.G.); (G.M.F.)
| | - Anna Katharina Luger
- Department of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (A.K.L.); (C.S.); (A.K.G.); (L.G.); (G.M.F.)
| | - Thomas Sonnweber
- Department of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (T.S.); (A.P.); (S.S.); (M.C.); (G.W.); (R.K.); (I.T.); (J.L.-R.)
| | - Christoph Schwabl
- Department of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (A.K.L.); (C.S.); (A.K.G.); (L.G.); (G.M.F.)
| | - Katharina Cima
- Department of Pneumology, LKH Hochzirl—Natters, In der Stille 20, 6161 Natters, Austria; (K.C.); (A.B.)
| | - Anna Katharina Gerstner
- Department of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (A.K.L.); (C.S.); (A.K.G.); (L.G.); (G.M.F.)
| | - Alex Pizzini
- Department of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (T.S.); (A.P.); (S.S.); (M.C.); (G.W.); (R.K.); (I.T.); (J.L.-R.)
| | - Sabina Sahanic
- Department of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (T.S.); (A.P.); (S.S.); (M.C.); (G.W.); (R.K.); (I.T.); (J.L.-R.)
| | - Anna Boehm
- Department of Pneumology, LKH Hochzirl—Natters, In der Stille 20, 6161 Natters, Austria; (K.C.); (A.B.)
| | - Maxmilian Coen
- Department of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (T.S.); (A.P.); (S.S.); (M.C.); (G.W.); (R.K.); (I.T.); (J.L.-R.)
| | - Ewald Wöll
- Department of Internal Medicine, St. Vinzenz Hospital, Sanatoriumstraße 43, 6511 Zams, Austria;
| | - Günter Weiss
- Department of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (T.S.); (A.P.); (S.S.); (M.C.); (G.W.); (R.K.); (I.T.); (J.L.-R.)
| | - Rudolf Kirchmair
- Department of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (T.S.); (A.P.); (S.S.); (M.C.); (G.W.); (R.K.); (I.T.); (J.L.-R.)
| | - Leonhard Gruber
- Department of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (A.K.L.); (C.S.); (A.K.G.); (L.G.); (G.M.F.)
| | - Gudrun M. Feuchtner
- Department of Radiology, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (A.K.L.); (C.S.); (A.K.G.); (L.G.); (G.M.F.)
| | - Ivan Tancevski
- Department of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (T.S.); (A.P.); (S.S.); (M.C.); (G.W.); (R.K.); (I.T.); (J.L.-R.)
| | - Judith Löffler-Ragg
- Department of Internal Medicine II, Medical University Innsbruck, Anichstrasse 35, 6020 Innsbruck, Austria; (T.S.); (A.P.); (S.S.); (M.C.); (G.W.); (R.K.); (I.T.); (J.L.-R.)
- Department of Pneumology, LKH Hochzirl—Natters, In der Stille 20, 6161 Natters, Austria; (K.C.); (A.B.)
| | - Piotr Tymoszuk
- Institute of Clinical Epidemiology, Public Health, Health Economics, Medical Statistics and Informatics, Medical University of Innsbruck, Anichstraße 35, 6020 Innsbruck, Austria;
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2
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Enochs C, Colpo GD, Couture L, Baskin L, Cahuiche AE, Lee EA, Nimjee S, McCullough LD. The Contribution of Neutrophil Extracellular Traps to Coagulopathy in Patients with COVID-19-Related Thrombosis. Viruses 2024; 16:1677. [PMID: 39599792 PMCID: PMC11598969 DOI: 10.3390/v16111677] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Revised: 10/21/2024] [Accepted: 10/25/2024] [Indexed: 11/29/2024] Open
Abstract
COVID-19 is caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and is associated with hypercoagulability and increased incidence of thrombotic events. In this study, we investigated the levels of neutrophil extracellular trap biomarkers and von Willebrand factor to assess if these could predict the occurrence of a thrombotic event in COVID-19 patients. We enrolled 202 patients hospitalized with symptomatic COVID-19 infection. Of those, 104 patients did not experience any type of thrombotic events before or during their hospitalization. These patients were compared to the other cohort of 98, who experienced thrombotic events before or during their hospitalization. In total, 61 patients who experienced thrombotic events had the event after initial blood collection, so the predictive capacity of biomarkers in these patients was evaluated. Citrullinated histone H3 was the best predictive biomarker for thrombotic events in COVID-19 regardless of age, sex, and race; disease severity was also a significant predictor in most thrombotic event groups. These results may better inform treatment and prophylaxis of thrombotic events in COVID-19 and similar viral illnesses in the future to improve outcomes and reduce mortality.
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Affiliation(s)
- Carolyn Enochs
- Department of Neurology, University of Texas Health Science Center at Houston, McGovern Medical School, Houston, TX 77030, USA; (C.E.); (G.D.C.); (L.B.); (A.E.C.); (E.A.L.); (L.D.M.)
| | - Gabriela Delevati Colpo
- Department of Neurology, University of Texas Health Science Center at Houston, McGovern Medical School, Houston, TX 77030, USA; (C.E.); (G.D.C.); (L.B.); (A.E.C.); (E.A.L.); (L.D.M.)
| | - Lucy Couture
- Department of Neurology, University of Texas Health Science Center at Houston, McGovern Medical School, Houston, TX 77030, USA; (C.E.); (G.D.C.); (L.B.); (A.E.C.); (E.A.L.); (L.D.M.)
| | - Lynae Baskin
- Department of Neurology, University of Texas Health Science Center at Houston, McGovern Medical School, Houston, TX 77030, USA; (C.E.); (G.D.C.); (L.B.); (A.E.C.); (E.A.L.); (L.D.M.)
| | - Ana E. Cahuiche
- Department of Neurology, University of Texas Health Science Center at Houston, McGovern Medical School, Houston, TX 77030, USA; (C.E.); (G.D.C.); (L.B.); (A.E.C.); (E.A.L.); (L.D.M.)
| | - Eunyoung Angela Lee
- Department of Neurology, University of Texas Health Science Center at Houston, McGovern Medical School, Houston, TX 77030, USA; (C.E.); (G.D.C.); (L.B.); (A.E.C.); (E.A.L.); (L.D.M.)
| | - Shahid Nimjee
- Neurosurgery, The Ohio State University Medical Center, Columbus, OH 43210, USA;
| | - Louise D. McCullough
- Department of Neurology, University of Texas Health Science Center at Houston, McGovern Medical School, Houston, TX 77030, USA; (C.E.); (G.D.C.); (L.B.); (A.E.C.); (E.A.L.); (L.D.M.)
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Casitas R, Galera R, Torres-Vargas M, Garcia-Tovar S, Alfaro E, Díaz-Garcia E, Martinez-Cerón E, Garcia-Garcia M, Torres I, Núñez-Fernández M, Fernández-Villar A, Fernández-Velilla M, Añón JM, Cubillos-Zapata C, García-Río F. Medium-Term Disability and Long-Term Functional Impairment Persistence in Survivors of Severe COVID-19 ARDS: Clinical and Physiological Insights. Arch Bronconeumol 2024; 60:619-626. [PMID: 38853119 DOI: 10.1016/j.arbres.2024.05.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Revised: 05/09/2024] [Accepted: 05/14/2024] [Indexed: 06/11/2024]
Abstract
BACKGROUND Although the medium- and long-term sequelae of survivor of acute respiratory distress syndrome (ARDS) of any cause have been documented, little is known about the way in which COVID-19-induced ARDS affects functional disability and exercise components. Our aims were to examine the medium-term disability in severe COVID-19-associated ARDS survivors, delineate pathophysiological changes contributing to their exercise intolerance, and explore its utility in predicting long-term functional impairment persistence. METHODS We studied 108 consecutive subjects with severe COVID-19 ARDS who remained alive 6 months after intensive care unit (ICU) discharge. Lung morphology was assessed with chest non-contrast CT scans and CT angiography. Functional evaluation included spirometry, plethysmography, muscle strength, and diffusion capacity, with assessment of gas exchange components through diffusing capacity of nitric oxide. Disability was assessed through an incremental exercise test, and measurements were repeated 12 and 24 months later in patients with functional impairments. RESULTS At 6 months after ICU discharge, a notable dissociation between morphological and clinical-functional sequelae was identified. Moderate-severe disability was present in 47% of patients and these subjects had greater limitation of ventilatory mechanics and gas exchange, as well as greater symptomatic perception during exercise and a probable associated cardiac limitation. Female sex, hypothyroidism, reduced membrane diffusion component, lower functional residual capacity, and high-attenuation lung volume were independently associated with the presence of moderate-severe functional disability, which in turn was related to higher frequency and greater intensity of dyspnea and worse quality of life. Out of the 71 patients with reduced lung volumes or diffusion capacity at 6 months post-ICU discharge, only 19 maintained a restrictive disorder associated with gas exchange impairment at 24 months post-discharge. In these patients, 6-month values for diffusion membrane component, maximal oxygen uptake, ventilatory equivalent for CO2, and dead space to tidal volume ratio were identified as independent risk factors for persistence of long-term functional sequelae. CONCLUSIONS Less than half of survivors of COVID-19 ARDS have moderate-severe disability in the medium term, identifying several risk factors. In turn, diffusion membrane component and exercise tolerance at 6-month ICU discharge are independently associated with the persistence of long-term functional sequelae.
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Affiliation(s)
- Raquel Casitas
- Servicio de Neumología, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain; Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Madrid, Spain; Departamento de Medicina, Universidad Autónoma de Madrid, Spain
| | - Raúl Galera
- Servicio de Neumología, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain; Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Madrid, Spain; Grupo de Enfermedades Respiratorias, IdiPAZ, Madrid, Spain
| | - María Torres-Vargas
- Servicio de Neumología, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
| | - Sara Garcia-Tovar
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Madrid, Spain; Grupo de Enfermedades Respiratorias, IdiPAZ, Madrid, Spain
| | - Enrique Alfaro
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Madrid, Spain; Grupo de Enfermedades Respiratorias, IdiPAZ, Madrid, Spain
| | - Elena Díaz-Garcia
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Madrid, Spain; Grupo de Enfermedades Respiratorias, IdiPAZ, Madrid, Spain
| | - Elisabet Martinez-Cerón
- Servicio de Neumología, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain; Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Madrid, Spain; Grupo de Enfermedades Respiratorias, IdiPAZ, Madrid, Spain
| | - Miguel Garcia-Garcia
- Departamento de Análisis Económico y Economía Cuantitativa, Universidad Complutense de Madrid, Spain
| | - Isabel Torres
- Servicio de Radiodiagnóstico, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
| | - Marta Núñez-Fernández
- Servicio de Neumología, Complejo Hospitalario Universitario de Vigo, Spain; NeumoVigo I+i, Galicia Sur Health Research Institute (IIGS), Vigo, Spain
| | - Alberto Fernández-Villar
- Servicio de Neumología, Complejo Hospitalario Universitario de Vigo, Spain; NeumoVigo I+i, Galicia Sur Health Research Institute (IIGS), Vigo, Spain
| | | | - José Manuel Añón
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Madrid, Spain; Servicio de Medicina Intensiva, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain
| | - Carolina Cubillos-Zapata
- Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Madrid, Spain; Grupo de Enfermedades Respiratorias, IdiPAZ, Madrid, Spain
| | - Francisco García-Río
- Servicio de Neumología, Hospital Universitario La Paz, IdiPAZ, Madrid, Spain; Centro de Investigación Biomédica en Red en Enfermedades Respiratorias (CIBERES), Madrid, Spain; Departamento de Medicina, Universidad Autónoma de Madrid, Spain; Grupo de Enfermedades Respiratorias, IdiPAZ, Madrid, Spain.
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4
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Cagino L, Seagly K, Noyes E, Prescott H, Valley T, Eaton T, McSparron JI. Outcomes and Management After COVID-19 Critical Illness. Chest 2024; 165:1149-1162. [PMID: 38104961 PMCID: PMC11214908 DOI: 10.1016/j.chest.2023.11.044] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 11/01/2023] [Indexed: 12/19/2023] Open
Abstract
TOPIC IMPORTANCE COVID-19 has caused > 7 million deaths worldwide since its onset in 2019. Although the severity of illness has varied throughout the pandemic, critical illness related to COVID-19 persists. Survivors of COVID-19 critical illness can be left with sequelae of both the SARS-CoV-2 virus and long-term effects of critical illness included within post-intensive care syndrome. Given the complexity and heterogeneity of COVID-19 critical illness, the biopsychosocial-ecological model can aid in evaluation and treatment of survivors, integrating interactions among physical, cognitive, and psychological domains, as well as social systems and environments. REVIEW FINDINGS Prolonged illness after COVID-19 critical illness generally can be classified into effects on physical, cognitive, and psychosocial function, with much interaction among the various effects, and includes a wide range of symptoms such as ICU-acquired weakness, prolonged respiratory symptoms, cognitive changes, post-traumatic stress disorder post-traumatic stress disorder, anxiety, and depression. Risk factors for COVID-19 critical illness developing are complex and include preexisting factors, disease course, and specifics of hospitalization in addition to psychological comorbidities and socioenvironmental factors. Recovery trajectories are not well defined, and management requires a comprehensive, interdisciplinary, and individualized approach to care. SUMMARY The onset of vaccinations, new therapeutics, and new strains of SARS-CoV-2 virus have decreased COVID-19 mortality; however, the number of survivors of COVID-19 critical illness remains high. A biopsychosocial-ecological approach is recommended to guide care of COVID-19 critical illness survivors.
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Affiliation(s)
- Leigh Cagino
- Division of Pulmonary and Critical Care, Department of Internal Medicine, University of Michigan, Ann Arbor, MI.
| | - Katharine Seagly
- Division of Rehabilitation Psychology and Neuropsychology, Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI
| | - Emily Noyes
- Division of Rehabilitation Psychology and Neuropsychology, Department of Physical Medicine and Rehabilitation, University of Michigan, Ann Arbor, MI
| | - Hallie Prescott
- Division of Pulmonary and Critical Care, Department of Internal Medicine, University of Michigan, Ann Arbor, MI; VA Center for Clinical Management Research, Ann Arbor, MI
| | - Thomas Valley
- Division of Pulmonary and Critical Care, Department of Internal Medicine, University of Michigan, Ann Arbor, MI; VA Center for Clinical Management Research, Ann Arbor, MI
| | - Tammy Eaton
- Department of Systems, Populations and Leadership, University of Michigan School of Nursing, Ann Arbor, MI; VA HSR&D Center for the Study of Healthcare Innovation, Implementation, & Policy, Ann Arbor, MI
| | - Jakob I McSparron
- Division of Pulmonary and Critical Care, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
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Björnson M, Svensson AM, He C, Sköld M, Nyrén S, Nygren-Bonnier M, Bruchfeld J, Runold M, Jalde FC, Kistner A. Residual radiological opacities correlate with disease outcomes in ICU-treated COVID-19. Front Med (Lausanne) 2024; 11:1263511. [PMID: 38633311 PMCID: PMC11021575 DOI: 10.3389/fmed.2024.1263511] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 03/07/2024] [Indexed: 04/19/2024] Open
Abstract
Background Few studies consider both radiological and functional outcomes in COVID-19 survivors treated in the intensive care unit (ICU). We investigated clinical findings and pulmonary abnormalities on chest computed tomography (CT) and compared outcomes of severe versus mild-moderate acute respiratory distress syndrome (ARDS) on long-term follow-up. Methods This longitudinal cohort study included 118 COVID-19 patients (median age, 58 years; 79% men). Thoracic CT scans were performed 4, 10, and 22 months after hospital discharge. Two independent blinded radiologists analyzed the 10 months scans and scored the radiology findings semi-quantitatively, as no/minor versus widespread opacities [low-radiology opacity grade (ROG) versus high-ROG]. ARDS severity was based on the PaO2/FiO2 ratio. The 6 min walk test (6MWT) was performed after 3 and 9 months, and lung diffusion capacity for carbon monoxide (DLCO) and lung volume measurement after 9 and 15 months. Dynamic spirometry was done at all time points. Residual symptoms and health-related quality-of-life (HRQL) were evaluated using validated questionnaires. Results At 10 months, most patients (81/118; 69%) were classified as high-ROG, of which 70% had severe ARDS during hospitalisation; 69% of those with mild-moderate ARDS also had high-ROG. Patients with high-ROG had longer ICU stay and lower PaO2/FiO2 during hospitalisation (p < 0.01). At 9 months follow-up, patients with high-ROG had smaller lung volumes as % of predicted values [mean (±CI): 80 (77-84) vs. 93 (88-98) (p < 0.001)], lower DLCO as % of predicted values [74 (70-78) vs. 87 (82-92) (p < 0.001)], lower oxygen saturation during 6MWT (p = 0.02), and a tendency to more severe dyspnoea (p = 0.07), but no difference was found in HRQL compared with no/minor ROG (p = 0.92). A higher opacity score was related to lower DLCO at follow-up (r = -0.48, p < 0.001, Spearman rank test). Severe ARDS patients had slightly more severe fatigue at 9 months compared to mild-moderate, but no differences in dyspnoea or lung function at follow-up. Fibrotic-like changes were found in 93% of patients examined with CT scans at 2 years (55/118; 47%). Severe ARDS could predict widespread opacities (ROG > 25%) in most patients at follow-up at 10 months (AUC 0.74). Conclusion Residual radiological abnormalities in ICU-treated COVID-19 patients, evaluated for up to 2 years, relate to persisting symptoms and impaired lung function, demanding careful follow-up regardless of ARDS severity at hospitalisation.
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Affiliation(s)
- Mikael Björnson
- Department of Infectious Diseases, Karolinska University Hospital, Stockholm, Sweden
- Department of Medicine Solna, Division of Infection Diseases, Karolinska Institutet, Stockholm, Sweden
| | - Ann Mari Svensson
- Department of Radiology, Karolinska University Hospital, Stockholm, Sweden
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | - Cecilia He
- Department of Radiology, Karolinska University Hospital, Stockholm, Sweden
| | - Magnus Sköld
- Department of Respiratory Medicine and Allergy, Karolinska University Hospital, Stockholm, Sweden
- Respiratory Medicine Unit, Department of Medicine Solna and Center for Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Sven Nyrén
- Department of Radiology, Karolinska University Hospital, Stockholm, Sweden
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
| | - Malin Nygren-Bonnier
- Department of Neurobiology, Care Sciences and Society, Division of Physiotherapy, Karolinska Institutet, Huddinge, Sweden
- Women’s Health and Allied Health Professionals Theme, Medical Unit Allied Health Professionals, Karolinska University Hospital, Stockholm, Sweden
| | - Judith Bruchfeld
- Department of Infectious Diseases, Karolinska University Hospital, Stockholm, Sweden
- Department of Medicine Solna, Division of Infection Diseases, Karolinska Institutet, Stockholm, Sweden
| | - Michael Runold
- Department of Respiratory Medicine and Allergy, Karolinska University Hospital, Stockholm, Sweden
- Respiratory Medicine Unit, Department of Medicine Solna and Center for Molecular Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Francesca Campoccia Jalde
- Department of Cardiothoracic Surgery and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
- Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden
| | - Anna Kistner
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden
- Medical Radiation Physics and Nuclear Medicine, Karolinska University Hospital, Stockholm, Sweden
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Kim TH, Song MJ, Lim SY, Lee YJ, Cho YJ. Factors related to lung function outcomes in critically ill COVID-19 patients in South Korea. Acute Crit Care 2024; 39:100-107. [PMID: 38476063 PMCID: PMC11002626 DOI: 10.4266/acc.2023.00668] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 12/07/2023] [Accepted: 01/18/2024] [Indexed: 03/14/2024] Open
Abstract
BACKGROUND New variants of the virus responsible for the coronavirus disease 2019 (COVID-19) pandemic continue to emerge. However, little is known about the effect of these variants on clinical outcomes. This study evaluated the risk factors for poor pulmonary lung function test (PFT). METHODS The study retrospectively analyzed 87 patients in a single hospital and followed up by performing PFTs at an outpatient clinic from January 2020 to December 2021. COVID-19 variants were categorized as either a non-delta variant (November 13, 2020-July 6, 2021) or the delta variant (July 7, 2021-January 29, 2022). RESULTS The median age of the patients was 62 years, and 56 patients (64.4%) were male. Mechanical ventilation (MV) was provided for 52 patients, and 36 (41.4%) had restrictive lung defects. Forced vital capacity (FVC) and diffusion capacity of the lung for carbon monoxide (DLCO ) were lower in patients on MV. Male sex (odds ratio [OR], 0.228) and MV (OR, 4.663) were significant factors for decreased DLCO . The duration of MV was associated with decreased FVC and DLCO . However, the type of variant did not affect the decrease in FVC (P=0.750) and DLCO (P=0.639). CONCLUSIONS Among critically ill COVID-19 patients, 40% had restrictive patterns with decreased DLCO . The reduction of PFT was associated with MV, type of variants.
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Affiliation(s)
- Tae Hun Kim
- 1Division of Pulmonary Medicine, Department of Internal Medicine, Keimyung University Dongsan Hospital, Keimyung University School of Medicine, Daegu, Korea
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
| | - Myung Jin Song
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
| | - Sung Yoon Lim
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
| | - Yeon Joo Lee
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
| | - Young-Jae Cho
- Division of Pulmonary and Critical Care Medicine, Department of Internal Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
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Rajotiya S, Mishra S, Singh AK, Singh P, Bareth H, Singh M, Raj P, Nathiya D, Tomar BS. Post-COVID-19 cardio-pulmonary manifestations after 1-year of SARS-CoV-2 infection among Indian population: A single centre, case-control study (OneCoV2 study). J Infect Public Health 2024; 17:145-151. [PMID: 38006678 DOI: 10.1016/j.jiph.2023.11.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Revised: 10/07/2023] [Accepted: 11/08/2023] [Indexed: 11/27/2023] Open
Abstract
BACKGROUND The evolving challenge of persistent symptoms post-Coronavirus disease-2019 (COVID-19), particularly debilitating cardio-pulmonary manifestations, necessitates further exploration. Our study aimed to assess the cardio-pulmonary complications in patients a year after hospital discharge from severe COVID-19, contrasting these with findings from a non-COVID group. METHODS The OneCoV2 study, a prospective, case-control study, was conducted at a tertiary care teaching hospital in northern India. We enrolled 43 subjects, with a mean age of 25.57 ± 7.94 years (COVID group) and 27.30 ± 8.17 years (non-COVID group). Comprehensive tests included pulmonary function tests, cardiac function tests, 6-min walk tests, and laboratory investigations. RESULTS Significant differences were found in the pulmonary function [forced vital capacity (FVC) (p = 0.037), forced expiratory flow (FEF) 25-75 % (p = 0.013)], and cardiac function [left ventricular ejection fraction (LVEF) (p = 0.032), heart rate (HR) (p = 0.047)], along with the six-minute walk test results between the two groups. In the COVID group, Pearson's correlation showed a negative correlation between FVC and C-reactive protein (CRP) [r = -0.488, p = 0.007] and a positive correlation between the six-minute walk test [r = 0.431, p = 0.003] and HR [r = 0.503, p = 0.013]. CONCLUSIONS Our data suggest that pulmonary abnormalities are prevalent in COVID patients even after 1-year of hospital discharge. Cardiac biomarkers also show an inclination towards the COVID group. While we found significant correlations involving some parameters like FVC, CRP, HR, and results from the six-minute walk test, we did not find any significant correlations with the other tested parameters in our study.
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Affiliation(s)
- Sumit Rajotiya
- Department of Pharmacy practice, Nims University, Jaipur, Rajasthan, India
| | - Shivang Mishra
- Department of Pharmacy practice, Nims University, Jaipur, Rajasthan, India
| | - Anurag Kumar Singh
- Department of Pharmacy practice, Nims University, Jaipur, Rajasthan, India
| | - Pratima Singh
- School of Public Health, University of Alberta, Edmonton, Canada
| | - Hemant Bareth
- Department of Pharmacy practice, Nims University, Jaipur, Rajasthan, India
| | - Mahaveer Singh
- Department of Endocrinology, National Institute of Medical Sciences and Research Hospital, Nims University Rajasthan, Jaipur, India
| | - Preeti Raj
- Department of Pharmacy practice, Nims University, Jaipur, Rajasthan, India.
| | - Deepak Nathiya
- Department of Pharmacy practice, Nims University, Jaipur, Rajasthan, India; Department of Clinical Studies, Fourth Hospital of Yulin (Xingyuan), Yulin, Shaanxi, China; Department of Clinical Sciences, Shenmu Hospital, Shenmu, Shaanxi, China
| | - Balvir S Tomar
- Institute of Gastroenterology, Hepatology & Transplant, Nims University Rajasthan, Jaipur, India; Department of Clinical Studies, Fourth Hospital of Yulin (Xingyuan), Yulin, Shaanxi, China; Department of Clinical Sciences, Shenmu Hospital, Shenmu, Shaanxi, China
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8
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Tresoldi M, Zangrillo A, Belletti A, Ramirez GA, Bozzolo E, Guzzo F, Marinosci A, Fominskiy EV, DA Prat V, Marmiere M, Palumbo D, Del Prete L, D'Amico F, Bellino C, Morando D, Saracino M, Ortalda A, Castelli E, Rocchi M, Baiardo Redaelli M, Scotti R, DI Terlizzi G, Azzolini ML, Guaschino G, Avitabile E, Borghi G, Soddu D, Dagna L, Landoni G, DE Cobelli F. Two-year multidisciplinary follow-up of COVID-19 patients requiring invasive and noninvasive respiratory support. Minerva Med 2023; 114:773-784. [PMID: 37021472 DOI: 10.23736/s0026-4806.22.08397-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
BACKGROUND COVID-19 patients frequently develop respiratory failure requiring mechanical ventilation. Data on long-term survival of patients who had severe COVID-19 are insufficient. We assessed and compared two-year survival, CT imaging, quality of life, and functional recovery of COVID-19 ARDS patients requiring respiratory support with invasive (IMV) versus noninvasive ventilation (NIV). METHODS Patients with COVID-19 pneumonia admitted up to May 28th, 2020, who required IMV or NIV, and survived to hospital discharge were enrolled. Patients were contacted two years after discharge to assess vital status, functional, psychological, and cognitive outcomes using validated scales. Patients with persistent respiratory symptoms or high burden of residual lung damage at previous CT scan received a two-year chest CT scan. RESULTS Out of 61 IMV survivors, 98% were alive at two-year follow-up, and 52 completed the questionnaire. Out of 82 survivors receiving NIV only, 94% were alive at two years, and 47 completed the questionnaire. We found no major differences between invasively and noninvasively ventilated patients, with overall acceptable functional recovery. Among the 99 patients completing the questionnaire, 23 have more than moderate exertional dyspnea. Chest CT scans showed that 4 patients (all received IMV) had fibrotic-like changes. CONCLUSIONS Patients who received mechanical ventilation due to COVID-19 and were discharged from hospital had a 96% survival rate at the two-year follow-up. There was no difference in overall recovery and quality of life between patients who did and did not require IMV, although respiratory morbidity remains high.
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Affiliation(s)
- Moreno Tresoldi
- Unit of General Medicine and Advanced Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Alberto Zangrillo
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy
| | - Alessandro Belletti
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Giuseppe A Ramirez
- Unit of Immunology, Rheumatology, Allergy, and Rare Diseases (UnIRAR), IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Enrica Bozzolo
- Unit of General Medicine and Advanced Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Francesca Guzzo
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Alessandro Marinosci
- Unit of General Medicine and Advanced Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Evgeny V Fominskiy
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Valentina DA Prat
- Unit of General Medicine and Advanced Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Marilena Marmiere
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Diego Palumbo
- Department of Radiology, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Lidia Del Prete
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy
| | - Filippo D'Amico
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Chiara Bellino
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy
| | - Deodata Morando
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy
| | - Marco Saracino
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Alessandro Ortalda
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Elena Castelli
- Cardiothoracic Department, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Margherita Rocchi
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Martina Baiardo Redaelli
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Raffaella Scotti
- Unit of General Medicine and Advanced Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Gaetano DI Terlizzi
- Unit of General Medicine and Advanced Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Maria L Azzolini
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy -
| | - Giulia Guaschino
- Unit of General Medicine and Advanced Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Emma Avitabile
- Unit of General Medicine and Advanced Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Giovanni Borghi
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Daniele Soddu
- Unit of General Medicine and Advanced Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Lorenzo Dagna
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy
- Unit of Immunology, Rheumatology, Allergy, and Rare Diseases (UnIRAR), IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Giovanni Landoni
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy
| | - Francesco DE Cobelli
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy
- Department of Radiology, IRCCS San Raffaele Scientific Institute, Milan, Italy
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9
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Guzzo F, Lombardi G, Tozzi M, Calvi MR, Azzolini ML, Alba AC, Tamà S, D'Amico MM, Belletti A, Frassanito C, Palumbo D, Doronzio A, Ravizza A, Landoni G, Dell'acqua A, Beretta L, Zangrillo A. Feasibility, safety and efficacy of COVID-19 severe acute respiratory distress syndrome management without invasive mechanical ventilation. Minerva Anestesiol 2023; 89:1013-1021. [PMID: 37733369 DOI: 10.23736/s0375-9393.23.17418-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/22/2023]
Abstract
BACKGROUND COVID-19 acute respiratory distress syndrome (ARDS) is often managed with mechanical ventilation (MV), requiring sedation and paralysis, with associated risk of complications. There is limited evidence on the use of high flow nasal cannula (HFNC). We hypothesized that management of COVID-19 ARDS without MV is feasible. METHODS Included were all adult patients diagnosed with COVID-19 ARDS, with PaO2/FiO2 ratio <100 at admission, and whose management was initially performed without MV. We evaluated need for intubation during ICU stay, mortality and hospital/ICU length of stay (LOS). RESULTS Out of 118 patients, 41 were managed only with HFNC from hospital admission (and at least during first 24 hours in ICU) and had a PaO2/FiO2 ratio <100 (72.9±13.0). Twenty-nine out of 41 patients never required MV: 24 of them survived and were discharged home. Their median ICU LOS was 11 (7-17) days, and their hospital LOS was 29 (18-45) days. We identified PaO2/FiO2 ratio at ICU admission as the only significant predictor for need for MV during ICU stay. We also identified age, length of non-invasive respiratory support before ICU admission, mean value of PaO2/FiO2 ratio during first half and whole ICU stay as predictors of mortality. CONCLUSIONS It is safe to monitor in ICU and use HFNC in patients affected by COVID-19 ARDS who initially present data suggesting an early need for intubation. The 41 patients admitted with a PaO2/FiO2 ratio <100 and initially treated only with HFNC show a 22% mortality that is in the lower range of what is reported in recent literature.
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Affiliation(s)
- Francesca Guzzo
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy -
| | - Gaetano Lombardi
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Margherita Tozzi
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Maria R Calvi
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Maria L Azzolini
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Ada C Alba
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Simona Tamà
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Matteo M D'Amico
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Alessandro Belletti
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Claudia Frassanito
- Department of Anesthesia and Intensive Care, "S. Spirito" Presidio Ospedaliero, Pescara, Italy
| | - Diego Palumbo
- Department of Radiology, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Andrea Doronzio
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Alfredo Ravizza
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Giovanni Landoni
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Faculty of Medicine, Vita-Salute San Raffaele University, Milan, Italy
| | - Antonio Dell'acqua
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Luigi Beretta
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Faculty of Medicine, Vita-Salute San Raffaele University, Milan, Italy
| | - Alberto Zangrillo
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Faculty of Medicine, Vita-Salute San Raffaele University, Milan, Italy
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10
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Konsberg Y, Szaro P, Aneman A, Kjellberg S, Solidakis N, Svedlund S, Nellgård B, Dalla K. Radiological appearance and lung function six months after invasive ventilation in ICU for COVID-19 pneumonia: An observational follow-up study. PLoS One 2023; 18:e0289603. [PMID: 37656699 PMCID: PMC10473523 DOI: 10.1371/journal.pone.0289603] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 07/22/2023] [Indexed: 09/03/2023] Open
Abstract
BACKGROUND Respiratory functional sequelae in COVID-19 patients admitted to the intensive care unit for invasive ventilation are sparsely reported. The aim of this study was to investigate the radiological lung appearance, lung function and their association at 6 months after hospital discharge. It was hypothesized that the degree of pathological morphology on CT scans would correlate with lung function at the time of follow-up. METHODS AND FINDINGS In this single-centre prospective observational study, 86 from 154 patients admitted to ICU due to COVID-19 between March 2020 and May 2021 were followed up at 6 months post discharge with computed tomography (CT) of the chest and pulmonary function tests (PFTs). The PFT results were expressed as z-scores calculated as the difference between the measured and predicted values divided by the standard deviation obtained from a reference population. Correlations were evaluated by Spearman's rho including the 95% confidence interval. Pathological changes on CT were found in 78/85 participants with fibrous parenchymal bands being the most prevalent finding (91%) followed by traction bronchiectasis (64%) and ground glass opacities (41%). Sixty-five participants performed PFTs, and a restrictive pattern was the most prevalent abnormality (34%). Diffusing capacity of the lung for carbon monoxide (DLCO) was reduced in 66% of participants. The CT severity score weakly correlated with forced vital capacity (FVC) z-score (0.295, p = 0.006), DLCO z-score (-0.231, p = 0.032) and alveolar volume (VA) z-score (0.253, p = 0.019). CONCLUSIONS Most patients showed persistent radiological abnormalities on CT and reduced lung volumes, impaired diffusion capacity and patterns of restrictive lung function at 6 months post discharge from the ICU. The correlations between abnormalities on CT and lung function tests were weak. Further, studies with a long-term follow-up of lung function in this group of patients are needed.
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Affiliation(s)
- Ylva Konsberg
- Department of Anesthesiology and Intensive Care, Institute of Clinical Sciences, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Pawel Szaro
- Department of Radiology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Radiology, Region Västra Götaland, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Anders Aneman
- Department of Anesthesiology and Intensive Care, Institute of Clinical Sciences, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Intensive Care Unit, Liverpool Hospital, South Western Sydney Local Health District, Sydney, Australia
- South Western Clinical School, University of New South Wales, Sydney, Australia
- Ingham Institute for Applied Medical Science, Sydney, Australia
| | - Sanna Kjellberg
- School of Public Health and Community Medicine, Institute of Medicine, Sahlgrenska Academy University of Gothenburg, Göteborg, Sweden
| | - Nektarios Solidakis
- Department of Radiology, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden
- Department of Radiology, Region Västra Götaland, Sahlgrenska University Hospital, Gothenburg, Sweden
| | - Sara Svedlund
- Department of Clinical Physiology, Sahlgrenska Univsersity Hospital, Gothenburg, Sweden
| | - Bengt Nellgård
- Department of Anesthesiology and Intensive Care, Institute of Clinical Sciences, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
| | - Keti Dalla
- Department of Anesthesiology and Intensive Care, Institute of Clinical Sciences, the Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
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11
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Textoris L, Gragueb-Chatti I, Daviet F, Valera S, Sanz C, Papazian L, Forel JM, Hraiech S, Roch A, Guervilly C. Response to Prone Position in COVID-19 and Non-COVID-19 Patients with Severe ARDS Supported by vvECMO. J Clin Med 2023; 12:3918. [PMID: 37373612 DOI: 10.3390/jcm12123918] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 06/02/2023] [Accepted: 06/06/2023] [Indexed: 06/29/2023] Open
Abstract
BACKGROUND For moderate to severe acute respiratory distress syndrome (ARDS), lung-protective ventilation combined with prolonged and repeated prone position (PP) is recommended. For the most severe patients for whom this strategy failed, venovenous extracorporeal membrane oxygenation (vv-ECMO) allows a reduction in ventilation-induced lung injury and improves survival. Some aggregated data have suggested a benefit regarding survival in pursuing PP during vv-ECMO. The combination of PP and vv-ECMO has been also documented in COVID-19 studies, although there is scarce evidence concerning respiratory mechanics and gas exchange response. The main objective was to compare the physiological response of the first PP during vv-ECMO in two cohorts of patients (COVID-19-related ARDS and non-COVID-19 ARDS) regarding respiratory system compliance (CRS) and oxygenation changes. METHODS This was a single-center, retrospective, and ambispective cohort study in the ECMO center of Marseille, France. ECMO was indicated according to the EOLIA trial criteria. RESULTS A total of 85 patients were included, 60 in the non-COVID-19 ARDS group and 25 in the COVID-19-related ARDS group. Lung injuries of the COVID-19 cohort exhibited significantly higher severity with a lower CRS at baseline. Concerning the main objective, the first PP during vv-ECMO was not associated with a change in CRS or other variation in respiratory mechanic variables in both cohorts. By contrast, oxygenation was improved only in the non-COVID-19 ARDS group after a return to the supine position. Mean arterial pressure was higher during PP as compared with a return to the supine position in the COVID-19 group. CONCLUSION We found distinct physiological responses to the first PP in vv-ECMO-supported ARDS patients according to the COVID-19 etiology. This could be due to higher severity at baseline or specificity of the disease. Further investigations are warranted.
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Affiliation(s)
- Laura Textoris
- Service de Médecine Intensive Réanimation, Hôpital Nord, Assistance Publique-Hôpitaux de Marseille, 13015 Marseille, France
| | - Ines Gragueb-Chatti
- Service de Médecine Intensive Réanimation, Hôpital Nord, Assistance Publique-Hôpitaux de Marseille, 13015 Marseille, France
| | - Florence Daviet
- Service de Médecine Intensive Réanimation, Hôpital Nord, Assistance Publique-Hôpitaux de Marseille, 13015 Marseille, France
| | - Sabine Valera
- Service de Médecine Intensive Réanimation, Hôpital Nord, Assistance Publique-Hôpitaux de Marseille, 13015 Marseille, France
| | - Céline Sanz
- Service de Médecine Intensive Réanimation, Hôpital Nord, Assistance Publique-Hôpitaux de Marseille, 13015 Marseille, France
| | - Laurent Papazian
- Service de Médecine Intensive Réanimation, Hôpital Nord, Assistance Publique-Hôpitaux de Marseille, 13015 Marseille, France
- Centre Hospitalier de Bastia, Service de Réanimation, 604 Chemin de Falconaja, 20600 Bastia, France
| | - Jean-Marie Forel
- Service de Médecine Intensive Réanimation, Hôpital Nord, Assistance Publique-Hôpitaux de Marseille, 13015 Marseille, France
- Centre d'Études et de Recherches sur les Services de Santé et Qualité de vie EA 3279, Aix-Marseille Université, 13005 Marseille, France
| | - Sami Hraiech
- Service de Médecine Intensive Réanimation, Hôpital Nord, Assistance Publique-Hôpitaux de Marseille, 13015 Marseille, France
- Centre d'Études et de Recherches sur les Services de Santé et Qualité de vie EA 3279, Aix-Marseille Université, 13005 Marseille, France
| | - Antoine Roch
- Service de Médecine Intensive Réanimation, Hôpital Nord, Assistance Publique-Hôpitaux de Marseille, 13015 Marseille, France
- Centre d'Études et de Recherches sur les Services de Santé et Qualité de vie EA 3279, Aix-Marseille Université, 13005 Marseille, France
| | - Christophe Guervilly
- Service de Médecine Intensive Réanimation, Hôpital Nord, Assistance Publique-Hôpitaux de Marseille, 13015 Marseille, France
- Centre d'Études et de Recherches sur les Services de Santé et Qualité de vie EA 3279, Aix-Marseille Université, 13005 Marseille, France
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12
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Björsell T, Sundh J, Lange A, Ahlm C, Forsell MNE, Tevell S, Blomberg A, Edin A, Normark J, Cajander S. Risk factors for impaired respiratory function post COVID-19: A prospective cohort study of nonhospitalized and hospitalized patients. J Intern Med 2023; 293:600-614. [PMID: 36815689 DOI: 10.1111/joim.13614] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/24/2023]
Abstract
BACKGROUND Severe COVID-19 increases the risk for long-term respiratory impairment, but data after mild COVID-19 are scarce. Our aims were to determine risk factors for reduced respiratory function 3-6 months after COVID-19 infection and to investigate if reduced respiratory function would relate to impairment of exercise performance and breathlessness. METHODS Patients with COVID-19 were enrolled at the University Hospitals of Umeå and Örebro, and Karlstad Central Hospital, Sweden. Disease severity was defined as mild (nonhospitalized), moderate (hospitalized with or without oxygen treatment), and severe (intensive care). Spirometry, including diffusion capacity (DLCO ), was performed 3-6 months after hospital discharge or study enrollment (for nonhospitalized patients). Breathlessness (defined as ≥1 according to the modified Medical Research Council scale) and functional exercise capacity (1-min sit-to-stand test; 1-MSTST) were assessed. RESULTS Between April 2020 and May 2021, 337 patients were enrolled in the study. Forced vital capacity and DLCO were significantly lower in patients with severe COVID-19. Among hospitalized patients, 20% had reduced DLCO , versus 4% in nonhospitalized. Breathlessness was found in 40.6% of the participants and was associated with impaired DLCO . A pathological desaturation or heart rate response was observed in 17% of participants during the 1-MSTST. However, this response was not associated with reduced DLCO . CONCLUSION Reduced DLCO was the major respiratory impairment 3-6 months following COVID-19, with hospitalization as the most important risk factor. The lack of association between impaired DLCO and pathological physiological responses to exertion suggests that these physiological responses are not primarily related to decreased lung function.
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Affiliation(s)
- Tove Björsell
- Department of Infectious Diseases, Karlstad Hospital, Karlstad, Sweden.,Centre for Clinical Research and Education, Region Värmland, Karlstad, Sweden.,Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Josefin Sundh
- Department of Respiratory Medicine, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
| | - Anna Lange
- Department of Infectious Diseases, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
| | - Clas Ahlm
- Department of Clinical Microbiology, Umeå University, Umeå, Sweden
| | | | - Staffan Tevell
- Department of Infectious Diseases, Karlstad Hospital, Karlstad, Sweden.,Centre for Clinical Research and Education, Region Värmland, Karlstad, Sweden.,Faculty of Medicine and Health, School of Medical Sciences, Örebro University, Örebro, Sweden
| | - Anders Blomberg
- Department of Public Health and Clinical Medicine, Umeå University, Umeå, Sweden
| | - Alicia Edin
- Anesthesiology and Intensive Care Medicine, Department of Surgical and Perioperative Sciences, Umeå University, Umeå, Sweden
| | - Johan Normark
- Department of Clinical Microbiology, Umeå University, Umeå, Sweden.,Wallenberg Centre for Molecular Medicine, Umeå University, Umeå, Sweden
| | - Sara Cajander
- Department of Infectious Diseases, Faculty of Medicine and Health, Örebro University, Örebro, Sweden
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13
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Ceruti S, Glotta A, Biggiogero M, Marzano M, Bona G, Previsdomini M, Saporito A, Capdevila X. Long-Term Evolution of Activities of Daily Life (ADLs) in Critically Ill COVID-19 Patients, a Case Series. Healthcare (Basel) 2023; 11:healthcare11050650. [PMID: 36900655 PMCID: PMC10001119 DOI: 10.3390/healthcare11050650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 02/16/2023] [Accepted: 02/19/2023] [Indexed: 02/25/2023] Open
Abstract
BACKGROUND The most common long-term symptoms of critically ill COVID-19 patients are fatigue, dyspnea and mental confusion. Adequate monitoring of long-term morbidity, mainly analyzing the activities of daily life (ADLs), allows better patient management after hospital discharge. The aim was to report long-term ADL evolution in critically ill COVID-19 patients admitted to a COVID-19 center in Lugano (Switzerland). METHODS A retrospective analysis on consecutive patients discharged alive from ICU with COVID-19 ARDS was performed based on a follow-up one year after hospital discharge; ADLs were assessed through the Barthel index (BI) and the Karnofsky Performance Status (KPS) scale. The primary objective was to assess differences in ADLs at hospital discharge (acute ADLs) and one-year follow-up (chronic ADLs). The secondary objective was to explore any correlations between ADLs and multiple measures at admission and during the ICU stay. RESULTS A total of 38 consecutive patients were admitted to the ICU; a t-test analysis between acute and chronic ADLs through BI showed a significant improvement at one year post discharge (t = -5.211, p < 0.0001); similarly, every single task of BI showed the same results (p < 0.0001 for each task of BI). The mean KPS was 86.47 (SD 20.9) at hospital discharge and 99.6 at 1 year post discharge (p = 0.02). Thirteen (34%) patients deceased during the first 28 days in the ICU; no patient died after hospital discharge. CONCLUSIONS Based on BI and KPS, patients reached complete functional recovery of ADLs one year after critical COVID-19.
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Affiliation(s)
- Samuele Ceruti
- Department of Critical Care, Clinica Luganese Moncucco, 6900 Lugano, Switzerland
- Correspondence: ; Tel.: +41-079/440-73-92
| | - Andrea Glotta
- Department of Critical Care, Clinica Luganese Moncucco, 6900 Lugano, Switzerland
| | - Maira Biggiogero
- Clinical Research Unit, Clinica Luganese Moncucco, 6900 Lugano, Switzerland
| | - Martino Marzano
- Department of Internal Medicine, Clinica Luganese Moncucco, 6900 Lugano, Switzerland
| | - Giovanni Bona
- Clinical Research Unit, Clinica Luganese Moncucco, 6900 Lugano, Switzerland
| | - Marco Previsdomini
- Department of Intensive Care Medicine, Ente Ospedaliero Cantonale, 6500 Bellinzona, Switzerland
| | - Andrea Saporito
- Service of Anesthesiology, Ente Ospedaliero Cantonale, 6500 Bellinzona, Switzerland
| | - Xavier Capdevila
- Department of Anesthesia and Intensive Care, Centre Hospitalier Universitaire de Montpellier, 34000 Montpellier, France
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14
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Weiner AI, Zhao G, Zayas HM, Holcomb NP, Adams-Tzivelekidis S, Wong J, Gentile ME, Reddy D, Wei J, Palashikar G, Quansah KK, Vaughan AE. ΔNp63 drives dysplastic alveolar remodeling and restricts epithelial plasticity upon severe lung injury. Cell Rep 2022; 41:111805. [PMID: 36516758 PMCID: PMC9808897 DOI: 10.1016/j.celrep.2022.111805] [Citation(s) in RCA: 30] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Revised: 10/13/2022] [Accepted: 11/18/2022] [Indexed: 12/15/2022] Open
Abstract
The lung exhibits a robust, multifaceted regenerative response to severe injuries such as influenza infection, during which quiescent lung-resident epithelial progenitors participate in two distinct reparative pathways: functionally beneficial regeneration via alveolar type 2 (AT2) cell proliferation and differentiation, and dysplastic tissue remodeling via intrapulmonary airway-resident basal p63+ progenitors. Here we show that the basal cell transcription factor ΔNp63 is required for intrapulmonary basal progenitors to participate in dysplastic alveolar remodeling following injury. We find that ΔNp63 restricts the plasticity of intrapulmonary basal progenitors by maintaining either active or repressive histone modifications at key differentiation gene loci. Following loss of ΔNp63, intrapulmonary basal progenitors are capable of either airway or alveolar differentiation depending on their surrounding environment both in vitro and in vivo. Uncovering these regulatory mechanisms of dysplastic repair and lung basal cell fate choice highlight potential therapeutic targets to promote functional alveolar regeneration following severe lung injuries.
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Affiliation(s)
- Aaron I Weiner
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Penn Lung Biology Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Gan Zhao
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Penn Lung Biology Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Hanna M Zayas
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Nicolas P Holcomb
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Stephanie Adams-Tzivelekidis
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Penn Lung Biology Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Joanna Wong
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Penn Lung Biology Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Maria E Gentile
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Penn Lung Biology Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Dyuthi Reddy
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Joey Wei
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Gargi Palashikar
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Penn Lung Biology Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Kwaku K Quansah
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Penn Lung Biology Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Andrew E Vaughan
- Department of Biomedical Sciences, School of Veterinary Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Penn Lung Biology Institute, University of Pennsylvania, Philadelphia, PA 19104, USA.
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15
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Vásconez-González J, Izquierdo-Condoy JS, Fernandez-Naranjo R, Ortiz-Prado E. A Systematic Review and Quality Evaluation of Studies on Long-Term Sequelae of COVID-19. Healthcare (Basel) 2022; 10:2364. [PMID: 36553888 PMCID: PMC9778202 DOI: 10.3390/healthcare10122364] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2022] [Revised: 11/08/2022] [Accepted: 11/19/2022] [Indexed: 11/27/2022] Open
Abstract
COVID-19 made its debut as a pandemic in 2020; since then, more than 607 million cases and at least 6.5 million deaths have been reported worldwide. While the burden of disease has been described, the long-term effects or chronic sequelae are still being clarified. The aim of this study was to present an overview of the information available on the sequelae of COVID-19 in people who have suffered from the infection. A systematic review was carried out in which cohort studies, case series, and clinical case reports were included, and the PubMed, Scielo, SCOPUS, and Web of Science databases were extracted. Information was published from 2020 to 1 June 2022, and we included 26 manuscripts: 9 for pulmonary, 6 for cardiac, 2 for renal, 8 for neurological and psychiatric, and 6 for cutaneous sequelae. Studies showed that the most common sequelae were those linked to the lungs, followed by skin, cutaneous, and psychiatric alterations. Women reported a higher incidence of the sequelae, as well as those with comorbidities and more severe COVID-19 history. The COVID-19 pandemic has not only caused death and disease since its appearance, but it has also sickened millions of people around the globe who potentially suffer from serious illnesses that will continue to add to the list of health problems, and further burden healthcare systems around the world.
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Affiliation(s)
- Jorge Vásconez-González
- One Health Research Group, Faculty of Health Science, Universidad de Las Américas, Quito 170507, Ecuador
| | - Juan S. Izquierdo-Condoy
- One Health Research Group, Faculty of Health Science, Universidad de Las Américas, Quito 170507, Ecuador
- Health Management and Research Area, Universidad Internacional Iberoamericana, Arecibo, PR 00613, USA
| | - Raul Fernandez-Naranjo
- One Health Research Group, Faculty of Health Science, Universidad de Las Américas, Quito 170507, Ecuador
| | - Esteban Ortiz-Prado
- One Health Research Group, Faculty of Health Science, Universidad de Las Américas, Quito 170507, Ecuador
- Facultad de Ciencias de la Salud, Universidad Latina de Costa Rica, San José 11501, Costa Rica
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16
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Bos LDJ, Ware LB. Acute respiratory distress syndrome: causes, pathophysiology, and phenotypes. Lancet 2022; 400:1145-1156. [PMID: 36070787 DOI: 10.1016/s0140-6736(22)01485-4] [Citation(s) in RCA: 313] [Impact Index Per Article: 104.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Revised: 07/14/2022] [Accepted: 07/27/2022] [Indexed: 12/15/2022]
Abstract
Acute respiratory distress syndrome (ARDS) is a common clinical syndrome of acute respiratory failure as a result of diffuse lung inflammation and oedema. ARDS can be precipitated by a variety of causes. The pathophysiology of ARDS is complex and involves the activation and dysregulation of multiple overlapping and interacting pathways of injury, inflammation, and coagulation, both in the lung and systemically. Mechanical ventilation can contribute to a cycle of lung injury and inflammation. Resolution of inflammation is a coordinated process that requires downregulation of proinflammatory pathways and upregulation of anti-inflammatory pathways. The heterogeneity of the clinical syndrome, along with its biology, physiology, and radiology, has increasingly been recognised and incorporated into identification of phenotypes. A precision-medicine approach that improves the identification of more homogeneous ARDS phenotypes should lead to an improved understanding of its pathophysiological mechanisms and how they differ from patient to patient.
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Affiliation(s)
- Lieuwe D J Bos
- Intensive Care, Amsterdam UMC-location AMC, University of Amsterdam, Amsterdam, Netherlands
| | - Lorraine B Ware
- Vanderbilt University School of Medicine, Medical Center North, Vanderbilt University, Nashville, TN, USA.
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17
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di Filippo L, Compagnone N, Frara S, Allora A, Doga M, Rovere Querini P, Cremona G, Giustina A. Vertebral fractures at hospitalization predict impaired respiratory function during follow-up of COVID-19 survivors. Endocrine 2022; 77:392-400. [PMID: 35676466 DOI: 10.1007/s12020-022-03096-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Accepted: 05/24/2022] [Indexed: 12/15/2022]
Abstract
PURPOSE Morphometric vertebral fractures (VFs) have been recently reported as an important component of the endocrine phenotype of COVID-19 and emerging data show negative respiratory sequelae at long-term follow-up in COVID-19 survivors. The aim of this study was to evaluate the impact of VFs on respiratory function in COVID-19 survivors. METHODS We included patients referred to our Hospital Emergency Department and re-evaluated during follow-up. VFs were detected on lateral chest X-rays on admission using a qualitative and semiquantitative assessment and pulmonary function tests were obtained by Jaeger-MasterScreen-Analyzer Unit 6 months after discharge. RESULTS Fifty patients were included. Median age was 66 years and 66% were males. No respiratory function data were available at COVID-19 diagnosis. VFs were detected in 16 (32%) patients. No differences between fractured and non-fractured patients regarding age and sex were observed. Although no difference was observed between VF and non-VF patient groups in the severity of pneumonia as assessed by Radiological-Assessment-of-Lung-Edema score at admission, (5 vs. 6, p = 0.69), patients with VFs were characterized as compared to those without VFs by lower Forced Vital Capacity (FVC, 2.9 vs. 3.6 L, p = 0.006; 85% vs. 110% of predicted, respectively, p = 0.001), Forced Expiratory Volume 1st s (FEV1, 2.2 vs. 2.8 L, p = 0.005; 92% vs. 110% of predicted, respectively, p = 0.001) and Diffusing Capacity of the Lungs for Carbon Monoxide (DLCO 5.83 vs. 6.98 mmol/min/kPa, p = 0.036, 59% vs. 86.3% of predicted, respectively, p = 0.043) at 6-month follow up. CONCLUSIONS VFs, expression of the endocrine phenotype of the disease, appear to influence medium-term impaired respiratory function of COVID-19 survivors which may significantly influence their recovery. Therefore, our findings suggest that a VFs assessment at baseline may help in identifying patients needing a more intensive respiratory follow-up and patients showing persistent respiratory impairment without evidence of pulmonary disease may benefit from VFs assessment to preventing the vicious circle of further fractures and respiratory deterioration.
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Affiliation(s)
- Luigi di Filippo
- Institute of Endocrine and Metabolic Sciences, Università Vita-Salute San Raffaele, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Nicola Compagnone
- Division of Transplantation, Immunology and Infectious Diseases, Università Vita-Salute San Raffaele, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Stefano Frara
- Institute of Endocrine and Metabolic Sciences, Università Vita-Salute San Raffaele, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Agnese Allora
- Institute of Endocrine and Metabolic Sciences, Università Vita-Salute San Raffaele, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Mauro Doga
- Institute of Endocrine and Metabolic Sciences, Università Vita-Salute San Raffaele, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Patrizia Rovere Querini
- Division of Transplantation, Immunology and Infectious Diseases, Università Vita-Salute San Raffaele, IRCCS Ospedale San Raffaele, Milan, Italy
| | - George Cremona
- Unit of Respiratory Medicine, Università Vita-Salute San Raffaele, IRCCS Ospedale San Raffaele, Milan, Italy
| | - Andrea Giustina
- Institute of Endocrine and Metabolic Sciences, Università Vita-Salute San Raffaele, IRCCS Ospedale San Raffaele, Milan, Italy.
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18
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Mori M, Alborghetti L, Palumbo D, Broggi S, Raspanti D, Rovere Querini P, Del Vecchio A, De Cobelli F, Fiorino C. Atlas-Based Lung Segmentation Combined With Automatic Densitometry Characterization In COVID-19 Patients: Training, Validation And First Application In A Longitudinal Study. Phys Med 2022; 100:142-152. [PMID: 35839667 PMCID: PMC9250926 DOI: 10.1016/j.ejmp.2022.06.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 06/15/2022] [Accepted: 06/29/2022] [Indexed: 11/16/2022] Open
Abstract
Purpose To develop and validate an automated segmentation tool for COVID-19 lung CTs. To combine it with densitometry information in identifying Aerated, Intermediate and Consolidated Volumes in admission (CT1) and follow up CT (CT3). Materials and Methods An Atlas was trained on manually segmented CT1 of 250 patients and validated on 10 CT1 of the training group, 10 new CT1 and 10 CT3, by comparing DICE index between automatic (AUTO), automatic-corrected (AUTOMAN) and manual (MAN) contours. A previously developed automatic method was applied on HU lung density histograms to quantify Aerated, Intermediate and Consolidated Volumes. Volumes of subregions in validation CT1 and CT3 were quantified for each method. Results In validation CT1/CT3, manual correction of automatic contours was not necessary in 40% of cases. Mean DICE values for both lungs were 0.94 for AUTOVsMAN and 0.96 for AUTOMANVsMAN. Differences between Aerated and Intermediate Volumes quantified with AUTOVsMAN contours were always < 6%. Consolidated Volumes showed larger differences (mean: −95 ± 72 cc). If considering AUTOMANVsMAN volumes, differences got further smaller for Aerated and Intermediate, and were drastically reduced for consolidated Volumes (mean: −36 ± 25 cc). The average time for manual correction of automatic lungs contours on CT1 was 5 ± 2 min. Conclusions An Atlas for automatic segmentation of lungs in COVID-19 patients was developed and validated. Combined with a previously developed method for lung densitometry characterization, it provides a fast, operator-independent way to extract relevant quantitative parameters with minimal manual intervention.
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Affiliation(s)
- Martina Mori
- Medical Physics, San Raffaele Scientific Institute, Milano, Italy.
| | - Lisa Alborghetti
- Medical Physics, San Raffaele Scientific Institute, Milano, Italy
| | - Diego Palumbo
- Radiology, San Raffaele Scientific Institute, Milano, Italy
| | - Sara Broggi
- Medical Physics, San Raffaele Scientific Institute, Milano, Italy
| | | | - Patrizia Rovere Querini
- Internal Medecine, San Raffaele Scientific Institute, Milano, Italy; Faculty of Medicine and Surgery, Vita-Salute San Raffaele University, Milano, Italy
| | | | - Francesco De Cobelli
- Radiology, San Raffaele Scientific Institute, Milano, Italy; Faculty of Medicine and Surgery, Vita-Salute San Raffaele University, Milano, Italy
| | - Claudio Fiorino
- Medical Physics, San Raffaele Scientific Institute, Milano, Italy
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19
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Zangrillo A, Belletti A, Palumbo D, Calvi MR, Guzzo F, Fominskiy EV, Ortalda A, Nardelli P, Ripa M, Baiardo Redaelli M, Borghi G, Landoni G, D'Amico F, Marmiere M, Righetti B, Rocchi M, Saracino M, Tresoldi M, Dagna L, De Cobelli F. One-Year Multidisciplinary Follow-Up of Patients With COVID-19 Requiring Invasive Mechanical Ventilation. J Cardiothorac Vasc Anesth 2022; 36:1354-1363. [PMID: 34973891 PMCID: PMC8626145 DOI: 10.1053/j.jvca.2021.11.032] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2021] [Revised: 11/18/2021] [Accepted: 11/21/2021] [Indexed: 12/12/2022]
Abstract
OBJECTIVES Patients with COVID-19 frequently develop acute respiratory distress syndrome (ARDS) requiring intensive care unit (ICU) admission. Data on long-term survival of these patients are lacking. The authors investigated 1-year survival, quality of life, and functional recovery of patients with COVID-19 ARDS requiring invasive mechanical ventilation. DESIGN Prospective observational study. SETTING Tertiary-care university hospital. PARTICIPANTS All patients with COVID-19 ARDS receiving invasive mechanical ventilation and discharged alive from hospital. INTERVENTIONS Patients were contacted by phone after 1 year. Functional, cognitive, and psychological outcomes were explored through a questionnaire and assessed using validated scales. Patients were offered the possibility to undergo a follow-up chest computed tomography (CT) scan. MEASUREMENTS AND MAIN RESULTS The study included all adult (age ≥18 years) patients with COVID-19-related ARDS admitted to an ICU of the authors' institution between February 25, 2020, and April 27, 2020, who received at least 1 day of invasive mechanical ventilation (IMV). Of 116 patients who received IMV, 61 (52.6%) survived to hospital discharge. These survivors were assessed 1 year after discharge and 56 completed a battery of tests of cognition, activities of daily living, and interaction with family members. They had overall good functional recovery, with >80% reporting good recovery and no difficulties in usual activities. A total of 52 (93%) of patients had no dyspnea at rest. Severe anxiety/depression was reported by 5 (8.9%) patients. Comparing 2-month and 1-year data, the authors observed the most significant improvements in the areas of working status and exertional dyspnea. One-year chest CT scans were available for 36 patients; fibrotic-like changes were present in 4 patients. CONCLUSIONS All patients who survived the acute phase of COVID-19 and were discharged from the hospital were alive at the 1-year follow up, and the vast majority of them had good overall recovery and quality of life.
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Affiliation(s)
- Alberto Zangrillo
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy; School of Medicine, Vita-Salute San Raffaele University, Milan, Italy
| | - Alessandro Belletti
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Diego Palumbo
- Department of Radiology, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Maria Rosa Calvi
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Francesca Guzzo
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Evgeny V Fominskiy
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Alessandro Ortalda
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Pasquale Nardelli
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Marco Ripa
- Unit of Infectious Diseases, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Martina Baiardo Redaelli
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Giovanni Borghi
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Giovanni Landoni
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy; School of Medicine, Vita-Salute San Raffaele University, Milan, Italy.
| | - Filippo D'Amico
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Marilena Marmiere
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Beatrice Righetti
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Margherita Rocchi
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Marco Saracino
- Department of Anesthesia and Intensive Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Moreno Tresoldi
- Unit of General Medicine and Advanced Care, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Lorenzo Dagna
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy; Unit of Immunology, Rheumatology, Allergy, and Rare Diseases (UnIRAR), IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Francesco De Cobelli
- School of Medicine, Vita-Salute San Raffaele University, Milan, Italy; Department of Radiology, IRCCS San Raffaele Scientific Institute, Milan, Italy
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20
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Cardiopulmonary sequelae of COVID-19. MEMO 2022; 15:161-164. [PMID: 35432619 PMCID: PMC8999985 DOI: 10.1007/s12254-022-00802-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
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21
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Boraldi F, Lofaro FD, Cossarizza A, Quaglino D. The "Elastic Perspective" of SARS-CoV-2 Infection and the Role of Intrinsic and Extrinsic Factors. Int J Mol Sci 2022; 23:ijms23031559. [PMID: 35163482 PMCID: PMC8835950 DOI: 10.3390/ijms23031559] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2021] [Revised: 01/20/2022] [Accepted: 01/28/2022] [Indexed: 02/07/2023] Open
Abstract
Elastin represents the structural component of the extracellular matrix providing elastic recoil to tissues such as skin, blood vessels and lungs. Elastogenic cells secrete soluble tropoelastin monomers into the extracellular space where these monomers associate with other matrix proteins (e.g., microfibrils and glycoproteins) and are crosslinked by lysyl oxidase to form insoluble fibres. Once elastic fibres are formed, they are very stable, highly resistant to degradation and have an almost negligible turnover. However, there are circumstances, mainly related to inflammatory conditions, where increased proteolytic degradation of elastic fibres may lead to consequences of major clinical relevance. In severely affected COVID-19 patients, for instance, the massive recruitment and activation of neutrophils is responsible for the profuse release of elastases and other proteolytic enzymes which cause the irreversible degradation of elastic fibres. Within the lungs, destruction of the elastic network may lead to the permanent impairment of pulmonary function, thus suggesting that elastases can be a promising target to preserve the elastic component in COVID-19 patients. Moreover, intrinsic and extrinsic factors additionally contributing to damaging the elastic component and to increasing the spread and severity of SARS-CoV-2 infection are reviewed.
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Affiliation(s)
- Federica Boraldi
- Department of Life Sciences, University of Modena and Reggio Emilia, 41125 Modena, Italy; (F.B.); (F.D.L.)
| | - Francesco Demetrio Lofaro
- Department of Life Sciences, University of Modena and Reggio Emilia, 41125 Modena, Italy; (F.B.); (F.D.L.)
| | - Andrea Cossarizza
- Department of Medical and Surgical Sciences for Children and Adults, University of Modena and Reggio Emilia, 41125 Modena, Italy;
| | - Daniela Quaglino
- Department of Life Sciences, University of Modena and Reggio Emilia, 41125 Modena, Italy; (F.B.); (F.D.L.)
- Correspondence:
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