Discriminant analysis and logistic regression on genetic history and environmental factors in children with asthma.

IF 1 Q3 PEDIATRICS Minerva Pediatrics Pub Date : 2024-04-01 Epub Date: 2021-04-12 DOI:10.23736/S2724-5276.21.06042-0
Mohamed Brahim Errahmani, Mériem Aichi, Mahdia Menaa
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Abstract

Background: Asthma is known to be related to genetic and environmental factors, we aimed to identify the predictors discriminating between children with asthma and a control group in order to build typical profiles of these children.

Methods: A multidimensional analysis covered children (58 with asthma and 217 as control group), under 17 years of age, involving environmental variables and medical history of these children and their families.

Results: Chi-square tests highlighted significant links between variables as rhinitis and conjunctivitis (P<0.001). The results showed, in group of asthmatic children, significant high frequencies of allergies, mainly seasonal (P<0.001), rhinitis, family history more present in mothers (P=0.002) and in maternal aunts and uncles (P<0.02). Allergies were mostly present in mothers of asthmatic children (P=0.03). Children whose father, mother or both had asthma were significantly more numerous in asthmatic group (P=0.0007). A multiple correspondence analysis (MCA) identified two typical profiles of children, a first group of asthmatic children with positive modalities of family history, medical and environmental factors, a second, the control group (nA, non-asthmatic children), with essentially negative modalities of the variables. Logistic regression (LR) resulted in a final model which retained four significant predictors, rhinitis (P=0.01), atopic dermatitis (P=0.04), mother antecedents (P=0.03) and paternal uncle antecedents (P=0.008) with a globally appreciable predictive value (82%) of the Hosmer-Lemeshow Test.

Conclusions: These results allowed the drafting of a typical profile quantifying through a function of a few predictors, the variation of the probability for a child to develop an asthma.

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对哮喘患儿的遗传史和环境因素进行判别分析和逻辑回归。
背景:众所周知,哮喘与遗传和环境因素有关:众所周知,哮喘与遗传和环境因素有关,我们的目的是确定区分哮喘儿童和对照组儿童的预测因素,以建立这些儿童的典型特征:我们对 17 岁以下的儿童(58 名哮喘患儿和 217 名对照组儿童)进行了多维分析,涉及这些儿童及其家庭的环境变量和病史:结果:卡方检验结果表明,鼻炎和结膜炎等变量之间存在明显联系(p):根据这些结果,可以通过几个预测因素的函数来量化儿童患哮喘的概率变化,从而绘制出一个典型的轮廓图。
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