MedElevator Войти в исследования
← Поиск публикаций

DOI 10.1111/cea.14475

Медицинская библиотека · Clinical and experimental allergy : journal of the British Society for Allergy and Clinical Immunology · 2024

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

Böck Andreas, Urner Kathrin, Eckert Jana Kristin, Salvermoser Michael, Laubhahn Kristina, Kunze Sonja, Kumbrink Jörg, Hoeppner Marc P, Kalkbrenner Kathrin, Kreimeier Simone, Beyer Kirsten, Hamelmann Eckard, Kabesch Michael, Depner Martin, Hansen Gesine, Riedler Josef, Roponen Marjut, Schmausser-Hechfellner Elisabeth, Barnig Cindy, Divaret-Chauveau Amandine, Karvonen Anne M, Pekkanen Juha, Frei Remo, Roduit Caroline, Lauener Roger, Schaub Bianca, CHAMP study group; PASTURE study group

СтатьяПоддержка исследования: вне правительства СШАПеревод в очереди

Аннотация

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.

Для цитирования: Böck Andreas, Urner Kathrin, Eckert Jana Kristin, Salvermoser Michael, Laubhahn Kristina, Kunze Sonja, Kumbrink Jörg, Hoeppner Marc P, Kalkbrenner Kathrin, Kreimeier Simone, Beyer Kirsten, Hamelmann Eckard, Kabesch Michael, Depner Martin, Hansen Gesine, Riedler Josef, Roponen Marjut, Schmausser-Hechfellner Elisabeth, Barnig Cindy, Divaret-Chauveau Amandine, Karvonen Anne M, Pekkanen Juha, Frei Remo, Roduit Caroline, Lauener Roger, Schaub Bianca, CHAMP study group; PASTURE study group. An integrated molecular risk score early in life for subsequent childhood asthma risk.. Clinical and experimental allergy : journal of the British Society for Allergy and Clinical Immunology. 2024. DOI: 10.1111/cea.14475.

Предметные рубрики MeSH

Подготовка и перевод публикации
Обработка статьи · этапы, ошибки и управление
Загрузка состояния…

История · было → стало

Состояние обновляется каждые 5 секунд, пока блок открыт. Процент показывается только там, где известен объём работы. Пауза останавливает продолжение этапа; текущий запрос к источнику может завершиться.

Тип публикации указан по данным источника. Уровень доказательности автоматически не присваивается.