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Alpha-1-antitrypsin-deficiency is associated with lower cardiovascular risk: an approach based on federated learning.
Zöller, Daniela; Haverkamp, Christian; Makoudjou, Adeline; Sofack, Ghislain; Kiefer, Saskia; Gebele, Denis; Pfaffenlehner, Michelle; Boeker, Martin; Binder, Harald; Karki, Kapil; Seidemann, Christian; Schmeck, Bernd; Greulich, Timm; Renz, Harald; Schild, Stefanie; Seuchter, Susanne A; Tibyampansha, Dativa; Buhl, Roland; Rohde, Gernot; Trudzinski, Franziska C; Bals, Robert; Janciauskiene, Sabina; Stolz, Daiana; Fähndrich, Sebastian.
Affiliation
  • Zöller D; Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Centre - University of Freiburg, Freiburg, Germany. daniela.zoeller@uniklinik-freiburg.de.
  • Haverkamp C; Freiburg Centre for Data Analysis and Modelling, University of Freiburg, Freiburg, Germany. daniela.zoeller@uniklinik-freiburg.de.
  • Makoudjou A; Institute of Digitalization in Medicine, Faculty of Medicine and Medical Centre - University of Freiburg, Freiburg, Germany.
  • Sofack G; Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Centre - University of Freiburg, Freiburg, Germany.
  • Kiefer S; Freiburg Centre for Data Analysis and Modelling, University of Freiburg, Freiburg, Germany.
  • Gebele D; Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Centre - University of Freiburg, Freiburg, Germany.
  • Pfaffenlehner M; Freiburg Centre for Data Analysis and Modelling, University of Freiburg, Freiburg, Germany.
  • Boeker M; Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Centre - University of Freiburg, Freiburg, Germany.
  • Binder H; Freiburg Centre for Data Analysis and Modelling, University of Freiburg, Freiburg, Germany.
  • Karki K; Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Centre - University of Freiburg, Freiburg, Germany.
  • Seidemann C; Freiburg Centre for Data Analysis and Modelling, University of Freiburg, Freiburg, Germany.
  • Schmeck B; Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Centre - University of Freiburg, Freiburg, Germany.
  • Greulich T; Freiburg Centre for Data Analysis and Modelling, University of Freiburg, Freiburg, Germany.
  • Renz H; Institute of Artificial Intelligence and Informatics in Medicine, Medical Centre Rechts der Isar, School of Medicine, Technical University of Munich, Munich, Germany.
  • Schild S; Institute of Medical Biometry and Statistics, Faculty of Medicine and Medical Centre - University of Freiburg, Freiburg, Germany.
  • Seuchter SA; Freiburg Centre for Data Analysis and Modelling, University of Freiburg, Freiburg, Germany.
  • Tibyampansha D; Data Integration Centre, Medical Faculty, Philipps-University Marburg, Marburg, Germany.
  • Buhl R; Data Integration Centre, Medical Faculty, Philipps-University Marburg, Marburg, Germany.
  • Rohde G; Institute for Lung Research, Universities of Giessen and Marburg Lung Centre, Philipps-University Marburg, Marburg, Germany.
  • Trudzinski FC; Department of Medicine, Pulmonary and Critical Care Medicine, University Hospital Giessen and Marburg, Philipps-University Marburg, Marburg, Germany.
  • Bals R; German Centres for Lung Research (DZL) and for Infectious Disease Research (DZIF), SYNMIKRO Centre for Synthetic Microbiology, Philipps-University Marburg, Marburg, Germany.
  • Janciauskiene S; Department of Medicine, Pulmonary and Critical Care Medicine, University Hospital Giessen and Marburg, Philipps-University Marburg, Marburg, Germany.
  • Stolz D; German Centres for Lung Research (DZL) and for Infectious Disease Research (DZIF), SYNMIKRO Centre for Synthetic Microbiology, Philipps-University Marburg, Marburg, Germany.
  • Fähndrich S; Institute of Laboratory Medicine, German Centre for Lung Research (DZL) and the Universities of Giessen and Marburg Lung Centre (UGMLC), Philipps-University Marburg, Marburg, Germany.
Respir Res ; 25(1): 38, 2024 Jan 18.
Article in En | MEDLINE | ID: mdl-38238846
ABSTRACT

BACKGROUND:

Chronic obstructive pulmonary disease (COPD) is an inflammatory multisystemic disease caused by environmental exposures and/or genetic factors. Inherited alpha-1-antitrypsin deficiency (AATD) is one of the best recognized genetic factors increasing the risk for an early onset COPD with emphysema. The aim of this study was to gain a better understanding of the associations between comorbidities and specific biomarkers in COPD patients with and without AATD to enable future investigations aimed, for example, at identifying risk factors or improving care.

METHODS:

We focused on cardiovascular comorbidities, blood high sensitivity troponin (hs-troponin) and lipid profiles in COPD patients with and without AATD. We used clinical data from six German University Medical Centres of the MIRACUM (Medical Informatics Initiative in Research and Medicine) consortium. The codes for the international classification of diseases (ICD) were used for COPD as a main diagnosis and for comorbidities and blood laboratory data were obtained. Data analyses were based on the DataSHIELD framework.

RESULTS:

Out of 112,852 visits complete information was available for 43,057 COPD patients. According to our findings, 746 patients with AATD (1.73%) showed significantly lower total blood cholesterol levels and less cardiovascular comorbidities than non-AATD COPD patients. Moreover, after adjusting for the confounder factors, such as age, gender, and nicotine abuse, we confirmed that hs-troponin is a suitable predictor of overall mortality in COPD patients. The comorbidities associated with AATD in the current study differ from other studies, which may reflect geographic and population-based differences as well as the heterogeneous characteristics of AATD.

CONCLUSION:

The concept of MIRACUM is suitable for the analysis of a large healthcare database. This study provided evidence that COPD patients with AATD have a lower cardiovascular risk and revealed that hs-troponin is a predictor for hospital mortality in individuals with COPD.
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Full text: 1 Database: MEDLINE Main subject: Cardiovascular Diseases / Alpha 1-Antitrypsin Deficiency / Pulmonary Disease, Chronic Obstructive Type of study: Diagnostic_studies / Etiology_studies / Prognostic_studies / Risk_factors_studies Limits: Humans Language: En Journal: Respir Res Year: 2024 Type: Article Affiliation country: Germany

Full text: 1 Database: MEDLINE Main subject: Cardiovascular Diseases / Alpha 1-Antitrypsin Deficiency / Pulmonary Disease, Chronic Obstructive Type of study: Diagnostic_studies / Etiology_studies / Prognostic_studies / Risk_factors_studies Limits: Humans Language: En Journal: Respir Res Year: 2024 Type: Article Affiliation country: Germany