An integrated molecular risk score early in life for subsequent childhood asthma risk

被引:2
作者
Boeck, Andreas [1 ,2 ]
Urner, Kathrin [1 ,2 ]
Eckert, Jana Kristin [1 ,2 ]
Salvermoser, Michael [1 ,2 ]
Laubhahn, Kristina [1 ,3 ]
Kunze, Sonja [4 ,5 ]
Kumbrink, Joerg [6 ]
Hoeppner, Marc P. [7 ]
Kalkbrenner, Kathrin [1 ,2 ]
Kreimeier, Simone [2 ,8 ]
Beyer, Kirsten [2 ,9 ]
Hamelmann, Eckard [2 ,10 ]
Kabesch, Michael [2 ,11 ,12 ]
Depner, Martin [2 ,13 ]
Hansen, Gesine [2 ,14 ,15 ,16 ,17 ]
Riedler, Josef [18 ]
Roponen, Marjut [19 ]
Schmausser-Hechfellner, Elisabeth [13 ]
Barnig, Cindy [20 ,21 ]
Divaret-Chauveau, Amandine [22 ,23 ,24 ]
Karvonen, Anne M. [25 ]
Pekkanen, Juha [25 ,26 ]
Frei, Remo [27 ,28 ]
Roduit, Caroline [27 ,28 ,29 ,30 ]
Lauener, Roger [27 ,29 ]
Schaub, Bianca [1 ,2 ,3 ]
机构
[1] Ludwig Maximilians Univ Munchen, Dr Von Hauner Childrens Hosp, Univ Hosp, Dept Pediat,Pediat Allergol, Munich, Germany
[2] Ludwig Maximilians Univ Munchen, CHildhood Allergy & Tolerance Consortium CHAMP, Munich, Germany
[3] German Ctr Lung Res DZL, Comprehens Pneumol Ctr Munich CPC M, Munich, Germany
[4] German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Res Unit Mol Epidemiol, Neuherberg, Germany
[5] German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Inst Epidemiol, Neuherberg, Germany
[6] Ludwig Maximilians Univ Munchen, Med Fac, Inst Pathol, Munich, Germany
[7] Christian Albrechts Univ Kiel, Inst Clin Mol Biol, Kiel, Germany
[8] Bielefeld Univ, Sch Publ Hlth, Dept Hlth Econ & Hlth Care Management, Bielefeld, Germany
[9] Charite Univ Med Berlin, Dept Pediat Resp Med Immunol & Crit Care Med, Berlin, Germany
[10] Bielefeld Univ, Univ Hosp OWL, Childrens Ctr Bethel, Dept Pediat, Bielefeld, Germany
[11] St Hedwigs Hosp Order St John, Univ Childrens Hosp Regensburg KUNO, Regensburg, Germany
[12] Univ Regensburg, Regensburg, Germany
[13] German Res Ctr Environm Hlth, Helmholtz Zentrum Munchen, Inst Asthma & Allergy Prevent, Neuherberg, Germany
[14] Hannover Med Sch, Dept Pediat Pneumol Allergol & Neonatol, Hannover, Germany
[15] Biomed Res Endstage & Obstruct Lung Dis BREATH, Biomed Res Endstage & Obstruct Lung Dis, Hannover, Germany
[16] German Ctr Lung Res DZL, Hannover, Germany
[17] Hannover Med Sch, Deutsch Forschungsgemeinsch, Excellence Cluster Resolving Infect Susceptibil R, Hannover, Germany
[18] Childrens Hosp Schwarzach, Schwarzach, Austria
[19] Univ Eastern Finland, Dept Environm & Biol Sci, Kuopio, Finland
[20] Univ Hosp Besancon, Dept Resp Dis, Besancon, France
[21] Univ Bourgogne Franche Comte, Interact Hote Greffon Tumeur Ingn Cellulaire & Ge, EFS BFC, INSERM,UMR1098,LabEx LipSTIC,UMR109, Besancon, France
[22] Univ Hosp Nancy, Childrens Hosp, Pediat Allergy Dept, Vandoeuvre Les Nancy, France
[23] Univ Lorraine, Pediat Allergy Dept, Dev Adaptat & Handicap devah EA3450, Nancy, France
[24] Univ Franche Comte, UMR CNRS 6249, Chrono Environm, Besancon, France
[25] Finnish Inst Hlth & Welf, Dept Hlth Secur, Kuopio, Finland
[26] Univ Helsinki, Dept Publ Hlth, Helsinki, Finland
[27] Christine Kuhne Ctr Allergy Res & Educ CK CARE, Davos, Switzerland
[28] Univ Bern, Dept Paediat, Inselspital, Div Resp Med & Allergol, Bern, Switzerland
[29] Childrens Hosp Eastern Switzerland, St Gallen, Switzerland
[30] Univ Zurich, Childrens Hosp, Zurich, Switzerland
关键词
asthma; epidemiology; genetics; paediatrics; prevention; PRESCHOOL-CHILDREN; GENE-EXPRESSION; DNA METHYLATION; HAY-FEVER; PREDICTION; ASSOCIATION; ADOLESCENTS; SIMULATION; DISEASES; MODELS;
D O I
10.1111/cea.14475
中图分类号
R392 [医学免疫学];
学科分类号
100102 ;
摘要
Background Numerous children present with early wheeze symptoms, yet solely a subgroup develops childhood asthma. Early identification of children at risk is key for clinical monitoring, timely patient-tailored treatment, and preventing chronic, severe sequelae. For early prediction of childhood asthma, we aimed to define an integrated risk score combining established risk factors with genome-wide molecular markers at birth, complemented by subsequent clinical symptoms/diagnoses (wheezing, atopic dermatitis, food allergy). Methods Three longitudinal birth cohorts (PAULINA/PAULCHEN, n = 190 + 93 = 283, PASTURE, n = 1133) were used to predict childhood asthma (age 5-11) including epidemiological characteristics and molecular markers: genotype, DNA methylation and mRNA expression (RNASeq/NanoString). Apparent (ap) and optimism-corrected (oc) performance (AUC/R2) was assessed leveraging evidence from independent studies (Naive-Bayes approach) combined with high-dimensional logistic regression models (LASSO). Results Asthma prediction with epidemiological characteristics at birth (maternal asthma, sex, farm environment) yielded an ocAUC = 0.65. Inclusion of molecular markers as predictors resulted in an improvement in apparent prediction performance, however, for optimism-corrected performance only a moderate increase was observed (upto ocAUC = 0.68). The greatest discriminate power was reached by adding the first symptoms/diagnosis (up to ocAUC = 0.76; increase of 0.08, p = .002). Longitudinal analysis of selected mRNA expression in PASTURE (cord blood, 1, 4.5, 6 years) showed that expression at age six had the strongest association with asthma and correlation of genes getting larger over time (r = .59, p < .001, 4.5-6 years). Conclusion Applying epidemiological predictors alone showed moderate predictive abilities. Molecular markers from birth modestly improved prediction. Allergic symptoms/diagnoses enhanced the power of prediction, which is important for clinical practice and for the design of future studies with molecular markers.
引用
收藏
页码:314 / 328
页数:15
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