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Karampitsakos T, Sotiropoulou V, Katsaras M, Tsiri P, Georgakopoulou VE, Papanikolaou IC, Bibaki E, Tomos I, Lambiri I, Papaioannou O, Zarkadi E, Antonakis E, Pandi A, Malakounidou E, Sampsonas F, Makrodimitri S, Chrysikos S, Hillas G, Dimakou K, Tzanakis N, Sipsas NV, Antoniou K, Tzouvelekis A. Post-COVID-19 interstitial lung disease: Insights from a machine learning radiographic model. Front Med (Lausanne) 2023; 9:1083264. [PMID: 36733935 PMCID: PMC9886681 DOI: 10.3389/fmed.2022.1083264] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Accepted: 12/30/2022] [Indexed: 01/19/2023] Open
Abstract
Introduction Post-acute sequelae of COVID-19 seem to be an emerging global crisis. Machine learning radiographic models have great potential for meticulous evaluation of post-COVID-19 interstitial lung disease (ILD). Methods In this multicenter, retrospective study, we included consecutive patients that had been evaluated 3 months following severe acute respiratory syndrome coronavirus 2 infection between 01/02/2021 and 12/5/2022. High-resolution computed tomography was evaluated through Imbio Lung Texture Analysis 2.1. Results Two hundred thirty-two (n = 232) patients were analyzed. FVC% predicted was ≥80, between 60 and 79 and <60 in 74.2% (n = 172), 21.1% (n = 49), and 4.7% (n = 11) of the cohort, respectively. DLCO% predicted was ≥80, between 60 and 79 and <60 in 69.4% (n = 161), 15.5% (n = 36), and 15.1% (n = 35), respectively. Extent of ground glass opacities was ≥30% in 4.3% of patients (n = 10), between 5 and 29% in 48.7% of patients (n = 113) and <5% in 47.0% of patients (n = 109). The extent of reticulation was ≥30%, 5-29% and <5% in 1.3% (n = 3), 24.1% (n = 56), and 74.6% (n = 173) of the cohort, respectively. Patients (n = 13, 5.6%) with fibrotic lung disease and persistent functional impairment at the 6-month follow-up received antifibrotics and presented with an absolute change of +10.3 (p = 0.01) and +14.6 (p = 0.01) in FVC% predicted at 3 and 6 months after the initiation of antifibrotic. Conclusion Post-COVID-19-ILD represents an emerging entity. A substantial minority of patients presents with fibrotic lung disease and might experience benefit from antifibrotic initiation at the time point that fibrotic-like changes are "immature." Machine learning radiographic models could be of major significance for accurate radiographic evaluation and subsequently for the guidance of therapeutic approaches.
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Affiliation(s)
| | - Vasilina Sotiropoulou
- Department of Respiratory Medicine, University General Hospital of Patras, Patras, Greece
| | - Matthaios Katsaras
- Department of Respiratory Medicine, University General Hospital of Patras, Patras, Greece
| | - Panagiota Tsiri
- Department of Respiratory Medicine, University General Hospital of Patras, Patras, Greece
| | | | | | - Eleni Bibaki
- Laboratory of Molecular and Cellular Pneumonology, Department of Thoracic Medicine, Medical School, University of Crete, Heraklion, Greece
| | - Ioannis Tomos
- 5th Department of Respiratory Medicine, Hospital for Thoracic Diseases, ‘SOTIRIA’, Athens, Greece
| | - Irini Lambiri
- Laboratory of Molecular and Cellular Pneumonology, Department of Thoracic Medicine, Medical School, University of Crete, Heraklion, Greece
| | - Ourania Papaioannou
- Department of Respiratory Medicine, University General Hospital of Patras, Patras, Greece
| | - Eirini Zarkadi
- Department of Respiratory Medicine, University General Hospital of Patras, Patras, Greece
| | | | - Aggeliki Pandi
- Department of Respiratory Medicine, Corfu General Hospital, Corfu, Greece
| | - Elli Malakounidou
- Department of Respiratory Medicine, University General Hospital of Patras, Patras, Greece
| | - Fotios Sampsonas
- Department of Respiratory Medicine, University General Hospital of Patras, Patras, Greece
| | - Sotiria Makrodimitri
- Department of Infectious Diseases-COVID-19 Unit, Laiko General Hospital, Athens, Greece
| | - Serafeim Chrysikos
- 5th Department of Respiratory Medicine, Hospital for Thoracic Diseases, ‘SOTIRIA’, Athens, Greece
| | - Georgios Hillas
- 5th Department of Respiratory Medicine, Hospital for Thoracic Diseases, ‘SOTIRIA’, Athens, Greece
| | - Katerina Dimakou
- 5th Department of Respiratory Medicine, Hospital for Thoracic Diseases, ‘SOTIRIA’, Athens, Greece
| | - Nikolaos Tzanakis
- Laboratory of Molecular and Cellular Pneumonology, Department of Thoracic Medicine, Medical School, University of Crete, Heraklion, Greece
| | - Nikolaos V. Sipsas
- Department of Infectious Diseases-COVID-19 Unit, Laiko General Hospital, Athens, Greece,Medical School, National and Kapodistrian University of Athens, Zografou, Greece
| | - Katerina Antoniou
- Laboratory of Molecular and Cellular Pneumonology, Department of Thoracic Medicine, Medical School, University of Crete, Heraklion, Greece
| | - Argyris Tzouvelekis
- Department of Respiratory Medicine, University General Hospital of Patras, Patras, Greece,*Correspondence: Argyris Tzouvelekis, ,
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Bal C, Falster C, Carvalho A, Hersch N, Brock J, Laursen CB, Walsh S, Annema J, Gompelmann D. ERS International Congress 2021: highlights from the Clinical Techniques, Imaging and Endoscopy Assembly. ERJ Open Res 2022; 8:00116-2022. [PMID: 35615419 PMCID: PMC9124868 DOI: 10.1183/23120541.00116-2022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 03/15/2022] [Indexed: 11/05/2022] Open
Abstract
This article summarises the highlights from the European Respiratory Society's “Clinical techniques, imaging and endoscopy” Assembly 14 presented at the virtual 2021 European Respiratory Society International Congress. Cutting-edge innovative developments in both diagnostic approaches and therapeutic strategies in patients with lung cancer, interstitial lung disease, obstructive airway disorders and infectious diseases were presented on this year's interactive congress platform. In this article, the Assembly 14 subgroups summarise the key take home messages given new research outcomes and place them in the context of the current knowledge.
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