Functional phenotypes determined by fluctuation-based clustering of lung function measurements in healthy and asthmatic cohort participants

被引:15
作者
Delgado-Eckert, Edgar [1 ,2 ,3 ]
Fuchs, Oliver [4 ,5 ]
Kumar, Nitin [1 ]
Pekkanen, Juha [6 ,7 ]
Dalphin, Jean-Charles [8 ]
Riedler, Josef [9 ]
Lauener, Roger [10 ]
Kabesch, Michael [11 ,12 ]
Kupczyk, Maciej [13 ,14 ]
Dahlen, Sven-Erik [13 ]
von Mutius, Erika [4 ]
Frey, Urs [1 ]
机构
[1] Univ Basel, Univ Childrens Hosp UKBB, Spitalstr 33, CH-4031 Basel, Switzerland
[2] Univ Leeds, Sch Math, Sch Mol & Cellular Biol, Endothelial Cell Biol Unit, Leeds, W Yorkshire, England
[3] Univ Leeds, Sch Math, Sch Mol & Cellular Biol, Dept Appl Math, Leeds, W Yorkshire, England
[4] Ludwig Maximilians Univ Munchen, German Ctr Lung Res DZL, Dr von Hauner Childrens Hosp, Munich, Germany
[5] Univ Bern, Univ Childrens Hosp Bern, Inselspital, Dept Paediat Resp Med, Bern, Switzerland
[6] Natl Inst Hlth & Welf, Dept Hlth Protect, Kuopio, Finland
[7] Univ Helsinki, Dept Publ Hlth, Helsinki, Finland
[8] Univ Hosp Besancon, Dept Resp Dis, Besancon, France
[9] Childrens Hosp, Schwarzach, Austria
[10] Childrens Hosp Eastern Switzerland, St Gallen, Switzerland
[11] KUNO Childrens Univ Hosp, Dept Pediat Pneumol & Allergy Campus St Hedwig, Regensburg, Germany
[12] Hannover Med Sch, Clin Pediat Pneumol & Neonatol, Hannover, Germany
[13] Karolinska Inst, Natl Inst Environm Med, Expt Asthma & Allergy Res Unit, Stockholm, Sweden
[14] Med Univ Lodz, Dept Internal Med Asthma & Allergy, Lodz, Poland
基金
英国医学研究理事会;
关键词
CHILDREN; DISEASE; RISK; RESPONSIVENESS; ENDOTYPES; MARKERS; ATOPY;
D O I
10.1136/thoraxjnl-2016-209919
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
Rationale Asthma is characterised by inflammation and reversible airway obstruction. However, these features are not always closely related. Fluctuations of daily lung function contain information on asthma phenotypes, exacerbation risk and response to long-acting-agonists. Objectives In search of subgroups of asthmatic participants with specific lung functional features, we developed and validated a novel clustering approach to asthma phenotyping, which exploits the information contained within the fluctuating behaviour of twice-daily lung function measurements. Methods Forced expiratory volume during the first second (FEV1) and peak expiratory flow (PEF) were prospectively measured over 4 weeks in 696 healthy and asthmatic school children (Protection Against Allergy- Study in Rural Environments (PASTURE)/EFRAIM cohort), and over 1year in 138 asthmatic adults with mild-to-moderate or severe asthma (Pan-European Longitudinal Assessment of Clinical Course and BIOmarkers in Severe Chronic AIRway Disease (BIOAIR) cohort). Using enrichment analysis, we explored whether the method identifies clinically meaningful, distinct clusters of participants with different lung functional fluctuation patterns. Measurements and main results In the PASTURE/EFRAIM dataset, we found four distinct clusters. Two clusters were enriched in children with well-known clinical characteristics of asthma. In cluster 3, children from a farming environment predominated, whereas cluster 4 mainly consisted of healthy controls. About 79% of cluster 3 carried the asthma-risk allele rs7216389 of the 17q21 locus. In the BIOAIR dataset, we found two distinct clusters clearly discriminating between individuals with mild-to-moderate and severe asthma. Conclusions Our method identified dynamic functional asthma and healthy phenotypes, partly independent of atopy and inflammation but related to genetic markers on the 17q21 locus. The method can be used for disease phenotyping and possibly endotyping. It may identify participants with specific functional abnormalities, potentially needing a different therapeutic approach.
引用
收藏
页码:107 / 115
页数:9
相关论文
共 42 条
  • [1] From phenotypes to endotypes to asthma treatment
    Agache, Ioana O.
    [J]. CURRENT OPINION IN ALLERGY AND CLINICAL IMMUNOLOGY, 2013, 13 (03) : 249 - 256
  • [2] Ten-Year Follow-up of Cluster-based Asthma Phenotypes in Adults A Pooled Analysis of Three Cohorts
    Boudier, Anne
    Curjuric, Ivan
    Basagana, Xavier
    Hazgui, Hana
    Anto, Josep M.
    Bousquet, Jean
    Bridevaux, Pierre O.
    Dupuis-Lozeron, Elise
    Garcia-Aymerich, Judith
    Heinrich, Joachim
    Janson, Christer
    Kuenzli, Nino
    Leynaert, Benedicte
    de Marco, Roberto
    Rochat, Thierry
    Schindler, Christian
    Varraso, Raphaelle
    Pin, Isabelle
    Probst-Hensch, Nicole
    Sunyer, Jordi
    Kauffmann, Francine
    Siroux, Valerie
    [J]. AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2013, 188 (05) : 550 - 560
  • [3] Corren J, 2013, DISCOV MED, V15, P243
  • [4] Asthma phenotypes determined by a novel fluctuation based clustering method using a time window of lung function observations
    Delgado-Eckert, Edgar
    Kumar, Nitin
    Fuchs, Oliver
    Pekkanen, Juha
    Dalphin, Jean-Charles
    Riedler, Josef
    Lauener, Roger
    Karvonen, Anne M.
    Genuneit, Jon
    Von Mutius, Erika
    Frey, Urs
    [J]. EUROPEAN RESPIRATORY JOURNAL, 2015, 46
  • [5] Clinical and Epidemiologic Phenotypes of Childhood Asthma
    Depner, Martin
    Fuchs, Oliver
    Genuneit, Jon
    Karvonen, Anne M.
    Hyvarinen, Anne
    Kaulek, Vincent
    Roduit, Caroline
    Weber, Juliane
    Schaub, Bianca
    Lauener, Roger
    Kabesch, Michael
    Pfefferle, Petra Ina
    Frey, Urs
    Pekkanen, Juha
    Dalphin, Jean-Charles
    Riedler, Josef
    Braun-Fahrlaender, Charlotte
    von Mutius, Erika
    Ege, Markus J.
    [J]. AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2014, 189 (02) : 129 - 138
  • [6] Prenatal exposure to a farm environment modifies atopic sensitization at birth
    Ege, Markus Johannes
    Herzum, Ileana
    Buechele, Gisela
    Krauss-Etschmann, Susanne
    Lauener, Roger P.
    Roponen, Marjut
    Hyvaerinen, Anne
    Vuitton, Dominique A.
    Riedler, Josef
    Brunekreef, Bert
    Dalphin, Jean-Charles
    Braun-Fahrlaender, Charlotte
    Pekkanen, Juha
    Renz, Harald
    von Mutius, Erika
    [J]. JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY, 2008, 122 (02) : 407 - 412
  • [7] Heterogeneity of severe asthma in childhood: Confirmation by cluster analysis of children in the National Institutes of Health/National Heart, Lung, and Blood Institute Severe Asthma Research Program
    Fitzpatrick, Anne M.
    Teague, W. Gerald
    Meyers, Deborah A.
    Peters, Stephen P.
    Li, Xingnan
    Li, Huashi
    Wenzel, Sally E.
    Aujla, Shean
    Castro, Mario
    Bacharier, Leonard B.
    Gaston, Benjamin M.
    Bleecker, Eugene R.
    Moore, Wendy C.
    [J]. JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY, 2011, 127 (02) : 382 - U973
  • [8] Use of sputum eosinophil counts to guide management in children with severe asthma
    Fleming, Louise
    Wilson, Nicola
    Regamey, Nicolas
    Bush, Andrew
    [J]. THORAX, 2012, 67 (03) : 193 - 198
  • [9] Risk of severe asthma episodes predicted from fluctuation analysis of airway function
    Frey, U
    Brodbeck, T
    Majumdar, A
    Taylor, DR
    Town, GI
    Silverman, M
    Suki, B
    [J]. NATURE, 2005, 438 (7068) : 667 - 670
  • [10] Asthma and obesity in children: current evidence and potential systems biology approaches
    Frey, U.
    Latzin, P.
    Usemann, J.
    Maccora, J.
    Zumsteg, U.
    Kriemler, S.
    [J]. ALLERGY, 2015, 70 (01) : 26 - 40