An integrated molecular risk score early in life for subsequent childhood asthma risk
- PMID: 38556721
- DOI: 10.1111/cea.14475
An integrated molecular risk score early in life for subsequent childhood asthma risk
Abstract
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 (Naïve-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.
Keywords: asthma; epidemiology; genetics; paediatrics; prevention.
© 2024 The Authors. Clinical & Experimental Allergy published by John Wiley & Sons Ltd.
References
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Grants and funding
- Juho Vainion Säätiö
- Reasearch Committee of the Wellbeing Services County of North Savo (Kuopio University Hospital)for the State Research Funding (EVO/VTR)
- Farmers' Social Insurance Institution (Mela)
- Finnish Cultural Foundation
- Yrjö Jahnssonin Säätiö
- Kuopio Area Respiratory Foundation (AMK)
- Kühne Foundation
- 139021/Finnish Institute for Health and Welfare from the Academy of Finland
- 287675/Finnish Institute for Health and Welfare from the Academy of Finland
- 296814/Finnish Institute for Health and Welfare from the Academy of Finland
- 296817/Finnish Institute for Health and Welfare from the Academy of Finland
- 308254/Finnish Institute for Health and Welfare from the Academy of Finland
- SCHA 997/11-1/Deutsche Forschungsgemeinschaft
- 01GL1742A/Bundesministerium für Bildung und Forschung
- 01GL1742B/Bundesministerium für Bildung und Forschung
- 01GL1742C/Bundesministerium für Bildung und Forschung
- 01GL1742D/Bundesministerium für Bildung und Forschung
- 01GL1742E/Bundesministerium für Bildung und Forschung
- 01GL1742F/Bundesministerium für Bildung und Forschung
- Hauner Verein