Suppr超能文献

气道过敏患者遗传易感性分析的启发式方法。

A Heuristic Approach to Analysis of the Genetic Susceptibility Profile in Patients Affected by Airway Allergies.

机构信息

University Research Center "Migrate", University of Palermo, 90100 Palermo, Italy.

Department of Health Promotion Sciences, Maternal and Infant Care, Internal Medicine and Medical Specialties (PROMISE), University of Palermo, 90100 Palermo, Italy.

出版信息

Genes (Basel). 2024 Aug 22;15(8):1105. doi: 10.3390/genes15081105.

Abstract

Allergic respiratory diseases such as asthma might be considered multifactorial diseases, having a complex pathogenesis that involves environmental factors and the activation of a large set of immune response pathways and mechanisms. In addition, variations in genetic background seem to play a central role. The method developed for the analysis of the complexities, as association rule mining, nowadays may be applied to different research areas including genetic and biological complexities such as atopic airway diseases to identify complex genetic or biological markers and enlighten new diagnostic and therapeutic targets. A total of 308 allergic patients and 205 controls were typed for 13 single nucleotide polymorphisms (SNPs) of cytokine and receptors genes involved in type 1 and type 2 inflammatory response (IL-4 rs2243250 C/T, IL-4R rs1801275A/G, IL-6 rs1800795 G/C, IL-10 rs1800872 A/C and rs1800896 A/G, IL-10RB rs2834167A/G, IL-13 rs1800925 C/T, IL-18 rs187238G/C, IFNγ rs 24030561A/T and IFNγR2 rs2834213G/A), the rs2228137C/T of CD23 receptor gene and rs577912C/T and rs564481C/T of Klotho genes, using KASPar SNP genotyping method. Clinical and laboratory data of patients were analyzed by formal statistic tools and by a data-mining technique-market basket analysis-selecting a minimum threshold of 90% of rule confidence. Formal statistical analyses show that IL-6 rs1800795GG, IL-10RB rs2834167G positive genotypes, IL-13 rs1800925CC, CD23 rs2228137TT Klotho rs564481TT, might be risk factors for allergy. Applying the association rule methodology, we identify 10 genotype combination patterns associated with susceptibility to allergies. Together these data necessitate being confirmed in further studies, indicating that the heuristic approach might be a straightforward and useful tool to find predictive and diagnostic molecular patterns that might be also considered potential therapeutic targets in allergy.

摘要

过敏性呼吸道疾病,如哮喘,可被视为多因素疾病,其发病机制复杂,涉及环境因素以及大量免疫反应途径和机制的激活。此外,遗传背景的差异似乎也起着核心作用。目前,用于分析关联规则挖掘等复杂性的方法可应用于包括遗传和生物学复杂性在内的不同研究领域,例如特应性气道疾病,以识别复杂的遗传或生物学标志物,并为新的诊断和治疗靶点提供启示。总共对 308 名过敏性患者和 205 名对照者进行了 13 个细胞因子和受体基因的单核苷酸多态性(SNP)分型,这些基因参与 1 型和 2 型炎症反应(IL-4 rs2243250 C/T、IL-4R rs1801275A/G、IL-6 rs1800795 G/C、IL-10 rs1800872 A/C 和 rs1800896 A/G、IL-10RB rs2834167A/G、IL-13 rs1800925 C/T、IL-18 rs187238G/C、IFNγ rs 24030561A/T 和 IFNγR2 rs2834213G/A)、CD23 受体基因的 rs2228137C/T 和 Klotho 基因的 rs577912C/T 和 rs564481C/T,采用 KASPar SNP 基因分型方法。使用正式的统计工具和数据挖掘技术-市场篮子分析,对患者的临床和实验室数据进行分析,选择规则置信度至少为 90%的最小阈值。正式的统计分析表明,IL-6 rs1800795GG、IL-10RB rs2834167G 阳性基因型、IL-13 rs1800925CC、CD23 rs2228137TT、Klotho rs564481TT 可能是过敏的危险因素。应用关联规则方法,我们确定了 10 种与过敏易感性相关的基因型组合模式。这些数据需要在进一步的研究中得到证实,表明启发式方法可能是一种简单而有用的工具,可以找到预测和诊断分子模式,也可以被认为是过敏的潜在治疗靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/be1c/11353610/0c238c47ca81/genes-15-01105-g001.jpg

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验