A modern approach to identifying and characterizing child asthma and wheeze phenotypes based on clinical data

被引:20
作者
Brew, Bronwyn K. [1 ,2 ,3 ]
Chiesa, Flaminia [1 ,4 ]
Lundholm, Cecilia [1 ]
Ortqvist, Anne [1 ,5 ,6 ]
Almqvist, Catarina [1 ,7 ]
机构
[1] Karolinska Inst, Dept Med Epidemiol & Biostat, Stockholm, Sweden
[2] Univ New South Wales, Ctr Big Data Res Hlth, Natl Perinatal Epidemiol & Stat Unit, Sydney, NSW, Australia
[3] Univ New South Wales, Sch Women & Childrens Hlth, Sydney, NSW, Australia
[4] IQVIA Nord, Stockholm, Sweden
[5] Karolinska Inst, Dept Med, Clin Epidemiol Div, Stockholm, Sweden
[6] Visby Lasarett, Dept Obstet & Gynecol, Gotland, Sweden
[7] Karolinska Univ Hosp, Pediat Allergy & Pulmonol Unit, Stockholm, Sweden
基金
瑞典研究理事会;
关键词
LUNG-FUNCTION; ATOPY PHENOTYPES; ASSOCIATIONS; AGE; POPULATION; COUGH; TWINS; RISK;
D O I
10.1371/journal.pone.0227091
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
'Asthma' is a complex disease that encapsulates a heterogeneous group of phenotypes and endotypes. Research to understand these phenotypes has previously been based on longitudinal wheeze patterns or hypothesis-driven observational criteria. The aim of this study was to use data-driven machine learning to identify asthma and wheeze phenotypes in children based on symptom and symptom history data, and, to further characterize these phenotypes. The study population included an asthma-rich population of twins in Sweden aged 9-15 years (n = 752). Latent class analysis using current and historical clinical symptom data generated asthma and wheeze phenotypes. Characterization was then performed with regression analyses using diagnostic data: lung function and immunological biomarkers, parent-reported medication use and risk-factors. The latent class analysis identified four asthma/wheeze phenotypes: early transient wheeze (15%); current wheeze/asthma (5%); mild asthma (9%), moderate asthma (10%) and a healthy phenotype (61%). All wheeze and asthma phenotypes were associated with reduced lung function and risk of hayfever compared to healthy. Children with mild and moderate asthma phenotypes were also more likely to have eczema, allergic sensitization and a family history of asthma. Furthermore, those with moderate asthma phenotype had a higher eosinophil concentration (beta 0.21, 95%CI 0.12, 0.30) compared to healthy and used short-term relievers at a higher rate than children with mild asthma phenotype (RR 2.4, 95%CI 1.2-4.9). In conclusion, using a data driven approach we identified four wheeze/asthma phenotypes which were validated with further characterization as unique from one another and which can be adapted for use by the clinician or researcher.
引用
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页数:15
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