2022
DOI: 10.1186/s12931-022-01954-6
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COPD profiles and treatable traits using minimal resources: identification, decision tree and stability over time

Abstract: Background and objective Profiles of people with chronic obstructive pulmonary disease (COPD) often do not describe treatable traits, lack validation and/or their stability over time is unknown. We aimed to identify COPD profiles and their treatable traits based on simple and meaningful measures; to develop and validate a decision tree and to explore profile stability over time. Methods An observational, prospective study was conducted. Clinical ch… Show more

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Cited by 15 publications
(8 citation statements)
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“…We looked up currently published studies related to AECOPD prediction [ [57] , [58] , [59] , [60] , [61] , [62] ] and employed these methods within the optimal group of our experiments to compare with our approaches. Additionally, we introduce the state-of-the-art GNN model NAGphormer [ 63 ], as well as the state-of-the-art 3D deep learning model for 3D medical images, 3DMSVIT [ 64 ].…”
Section: Resultsmentioning
confidence: 99%
“…We looked up currently published studies related to AECOPD prediction [ [57] , [58] , [59] , [60] , [61] , [62] ] and employed these methods within the optimal group of our experiments to compare with our approaches. Additionally, we introduce the state-of-the-art GNN model NAGphormer [ 63 ], as well as the state-of-the-art 3D deep learning model for 3D medical images, 3DMSVIT [ 64 ].…”
Section: Resultsmentioning
confidence: 99%
“…However, crucial aspects that may complicate the use of the treatable traits approach are that COPD patients may change their treatable traits over time, and this indicates that regular assessments to deliver goal-targeted personalised treatments are needed, 24 and sex-related differences were found, with most traits more prevalent and severe among women. 25 Furthermore, the concept of the presence of supertraits is emerging.…”
Section: Treatable Traits Approachmentioning
confidence: 99%
“…Alpha1-antitrypsin deficiency (AATD) is an inherited monogenic disorder associated with reduced circulating levels of AAT, linked to increased susceptibility to chronic obstructive lung disease (COPD) [ 1 , 2 ]. COPD, one of the top five leading causes of death in the world, is a destructive lung condition with a slow progression [ 3 6 ]. AATD Individuals with COPD have a Two-to-eightfold increased rate of decline in FEV 1 (∆FEV 1 ) as compared to non-genetic COPD individuals [ 7 11 ].…”
Section: Introductionmentioning
confidence: 99%