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Clinical phenotypes in α 1 -antitrypsin deficiency: a cluster analysis on EARCO data

  • Anse Somers
  • , Kenneth Verstraete
  • , Ella Demesmaeker
  • , María Torres-Duran
  • , Alice M. Turner
  • , Hanan Tanash
  • , Carlota Rodríguez-García
  • , Jens-Ulrik Stæhr Jensen
  • , Angelo Guido Corsico
  • , José Luis López-Campos
  • , Kenneth R. Chapman
  • , Christian F. Clarenbach
  • , Catarina Guimarães
  • , Eva Bartošovská
  • , José María Hernández-Pérez
  • , Juan Luis Rodriguez-Hermosa
  • , Beatriz Lara
  • , Marc Miravitlles
  • , Wim Janssens
  • , Stephanie Everaerts
  • null null, Mariano Fernandez-Acquier, Andrés L. Echazarreta, Georg-Christian Funk, Karen Schmid-Scherzer, Wim Janssens, Silvia Pérez-Bogerd, Kenneth R. Chapman, Leidy Prada, Ana Hecimovic, Eva Bartošovská, Alan Altraja, Jaanus Martti, Eric Y. E. Derom, Maeva Zysman, Jean-François Mornex, Martine Reynaud-Gaubert, Timm Greulich, Felix J. F. Herth, Franziska Trudzinski, Rembert Koczulla, Matthias Welsner, Gerry McElvaney, Angelo G. Corsico, Ilaria Ferrarotti, Simone Scarlata, Mario MALERBA, Luciano Corda, Jan Stolk, Emily F. van 't Wout, Joanna Chorowstoska-Wyminko, Catarina Guimaraes, Maria Sucena, Ana Caldas, Raquel Marçoa, Isabel Ruivo dos Santos, Bebiana Conde, Maria Joana Reis Amado, Maia Da Silva, Rita Boaventura, Cristina Santos, Gabriela Santos, Filipa Costa, Teresa Martin, Joana Gomes, Sonia Isabel Silva Guerra, Ruxandra Ulmeanu, María Torres-Duran, Marc Miravitlles, Miriam Barrecheguren, Juan Luis Rodriguez-Hermosa, Myriam Calle-Rubio, José María Hernández-Pérez, José Luis López-Campos, Francisco Casas-Maldonado, Ana Bustamante, Carlota Rodriguez-García, Marta García-Clemente, Cruz González, Eva Tabernero, Lourdes Lázaro, Virginia Almadana, Mar Fernández-Nieto, Francisco Javier Michel de la Rosa, Carlos Martínez-Rivera, Layla Diab, María Isabel Parra, Nuria Rodríguez-Lázaro, Susana Martínez, Rosanel Amaro, Ramon-Antonio Tubio, Hanan Tanash, Eeva Piitulainen, Christian F. Clarenbach, Serap Argun Baris, Dilek Karadogan, Sebahat Genç, Ouksel Hakima, Alice M. Turner, Beatriz Lara, David G. Parr, Charlotte Bolton, John Hurst, Ravi Mahadeva, Nicholas Hopkinson, null null, Christian F. Clarenbach, Marc Miravitlles, David G. Parr, Catarina Guimaraes, Hanan Tanash, Karen O'Hara, Marion Wilkens, Alice M. Turner, Jens-Ulrik Stæhr Jensen, Maria Torres-Duran, Angelo Corsico

Risultato della ricerca: Contributo su rivista › Articolo in rivista › peer review

Abstract

Background: α-1 antitrypsin deficiency (AATD) is a rare, monogenic disorder predisposing individuals to liver and lung diseases. Yet, even within the same genotype, AATD is very heterogeneous in clinical presentation. This heterogeneity suggests a complex interplay of environmental and (epi)genetic factors, highlighting the need for a detection and study of clinical phenotypes. Methods: Here, we performed a cluster analysis using baseline data from the European Alpha-1 Research Collaboration (EARCO) to identify distinct clinical phenotypes in AATD. Results: We identified six clusters of AATD clinical phenotypes using K-prototypes with a cross-validated weighted F1 score of 0.926. Moreover, using a trained random forest classifier, we identified age at diagnosis, lung function and tobacco consumption as the most important features in distinguishing these clusters, in addition to the AATD-associated genotype. Conclusions: Overall, these findings underscore the fact that, beyond genotype, a multitude of other factors significantly influence AATD clinical phenotypes. Accordingly, this emphasises the importance of integrating (epi)genetic, environmental and behavioural data in future fundamental and translational research to unravel the complex mechanisms underlying patient heterogeneity. Moreover, longitudinal follow-up of individuals allocated to these clusters will help to better understand disease progression and to assess the potential benefits of specific therapies in different phenotypes.
Lingua originaleInglese
pagine (da-a)01597-2025
Numero di pagine429
RivistaERJ Open Research
Volume12
Numero di pubblicazione4
DOI
Stato di pubblicazionePubblicato - 2026

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