Idit Lachover-Roth, Anat Cohen-Engler, Yossi Rosman, Daniel Sarusi, Neta Biran, Noreen Abd-Elkader, Saray Sity-Harel, Ran Gilad-Bachrach, Tzipi Hornik-Lurie, Ronit Confino-Cohen
{"title":"了解食物过敏的危险因素:目前的知识和最近的进展,使用大型回顾性队列分析。","authors":"Idit Lachover-Roth, Anat Cohen-Engler, Yossi Rosman, Daniel Sarusi, Neta Biran, Noreen Abd-Elkader, Saray Sity-Harel, Ran Gilad-Bachrach, Tzipi Hornik-Lurie, Ronit Confino-Cohen","doi":"10.1159/000548032","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>Immunoglobulin E-mediated food allergies (FA) are a growing concern in the Western world. Established risk-factors include a personal or familial history of other atopic comorbidities, genetic predisposition, male sex, and hygienic environment. However, these factors fail to explain most FA cases.</p><p><strong>Objective: </strong>The study aimed to discover additional risk factors for FA by analyzing a large database.</p><p><strong>Methods: </strong>This retrospective study utilized data from Clalit Health Services, Israel's largest healthcare provider. Employing explainable artificial intelligence methods, the investigation sought to identify variables in the first 6 months of life and parental factors correlated with FA diagnosis, among children born from 1.1.2006, to 31.8.2021.</p><p><strong>Results: </strong>The analysis encompassed 370,298 children, with FA diagnosed in 6,911 infants (1.87%). Key findings revealed that high socio-economic score (relative risk[RR]=9.92), Jewish origin (RR=3.83), and personal history of atopic dermatitis (RR=5.3) were the most significant variables associated with FA development. Other variables with lesser correlation strength included parental atopic comorbidities, blood type, and antibiotics and anti-acid drugs use. Surprisingly, prematurity and birth-weight<2,500 grams were correlated with a lower risk of FA development.</p><p><strong>Conclusions: </strong>The correlations found between those variables and FA do not explain most FA cases. Moreover, the impact of socio-economic scores and ethnicity might be explained by differences in cultural behaviors that influence the development of FA. This could not be determined as data such as the age of allergenic foods introduction were unavailable in the database. Further investigation is warranted to establish causal links and the clinical significance of these suggested risk-factors.</p>","PeriodicalId":13652,"journal":{"name":"International Archives of Allergy and Immunology","volume":" ","pages":"1-24"},"PeriodicalIF":1.8000,"publicationDate":"2025-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Understanding Food Allergy Risk Factors: Current Knowledge and Recent Advances Using a Large Retrospective Cohort Analysis.\",\"authors\":\"Idit Lachover-Roth, Anat Cohen-Engler, Yossi Rosman, Daniel Sarusi, Neta Biran, Noreen Abd-Elkader, Saray Sity-Harel, Ran Gilad-Bachrach, Tzipi Hornik-Lurie, Ronit Confino-Cohen\",\"doi\":\"10.1159/000548032\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Introduction: </strong>Immunoglobulin E-mediated food allergies (FA) are a growing concern in the Western world. Established risk-factors include a personal or familial history of other atopic comorbidities, genetic predisposition, male sex, and hygienic environment. However, these factors fail to explain most FA cases.</p><p><strong>Objective: </strong>The study aimed to discover additional risk factors for FA by analyzing a large database.</p><p><strong>Methods: </strong>This retrospective study utilized data from Clalit Health Services, Israel's largest healthcare provider. Employing explainable artificial intelligence methods, the investigation sought to identify variables in the first 6 months of life and parental factors correlated with FA diagnosis, among children born from 1.1.2006, to 31.8.2021.</p><p><strong>Results: </strong>The analysis encompassed 370,298 children, with FA diagnosed in 6,911 infants (1.87%). Key findings revealed that high socio-economic score (relative risk[RR]=9.92), Jewish origin (RR=3.83), and personal history of atopic dermatitis (RR=5.3) were the most significant variables associated with FA development. Other variables with lesser correlation strength included parental atopic comorbidities, blood type, and antibiotics and anti-acid drugs use. Surprisingly, prematurity and birth-weight<2,500 grams were correlated with a lower risk of FA development.</p><p><strong>Conclusions: </strong>The correlations found between those variables and FA do not explain most FA cases. Moreover, the impact of socio-economic scores and ethnicity might be explained by differences in cultural behaviors that influence the development of FA. This could not be determined as data such as the age of allergenic foods introduction were unavailable in the database. Further investigation is warranted to establish causal links and the clinical significance of these suggested risk-factors.</p>\",\"PeriodicalId\":13652,\"journal\":{\"name\":\"International Archives of Allergy and Immunology\",\"volume\":\" \",\"pages\":\"1-24\"},\"PeriodicalIF\":1.8000,\"publicationDate\":\"2025-08-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Archives of Allergy and Immunology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1159/000548032\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"ALLERGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Archives of Allergy and Immunology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1159/000548032","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ALLERGY","Score":null,"Total":0}
Understanding Food Allergy Risk Factors: Current Knowledge and Recent Advances Using a Large Retrospective Cohort Analysis.
Introduction: Immunoglobulin E-mediated food allergies (FA) are a growing concern in the Western world. Established risk-factors include a personal or familial history of other atopic comorbidities, genetic predisposition, male sex, and hygienic environment. However, these factors fail to explain most FA cases.
Objective: The study aimed to discover additional risk factors for FA by analyzing a large database.
Methods: This retrospective study utilized data from Clalit Health Services, Israel's largest healthcare provider. Employing explainable artificial intelligence methods, the investigation sought to identify variables in the first 6 months of life and parental factors correlated with FA diagnosis, among children born from 1.1.2006, to 31.8.2021.
Results: The analysis encompassed 370,298 children, with FA diagnosed in 6,911 infants (1.87%). Key findings revealed that high socio-economic score (relative risk[RR]=9.92), Jewish origin (RR=3.83), and personal history of atopic dermatitis (RR=5.3) were the most significant variables associated with FA development. Other variables with lesser correlation strength included parental atopic comorbidities, blood type, and antibiotics and anti-acid drugs use. Surprisingly, prematurity and birth-weight<2,500 grams were correlated with a lower risk of FA development.
Conclusions: The correlations found between those variables and FA do not explain most FA cases. Moreover, the impact of socio-economic scores and ethnicity might be explained by differences in cultural behaviors that influence the development of FA. This could not be determined as data such as the age of allergenic foods introduction were unavailable in the database. Further investigation is warranted to establish causal links and the clinical significance of these suggested risk-factors.
期刊介绍:
''International Archives of Allergy and Immunology'' provides a forum for basic and clinical research in modern molecular and cellular allergology and immunology. Appearing monthly, the journal publishes original work in the fields of allergy, immunopathology, immunogenetics, immunopharmacology, immunoendocrinology, tumor immunology, mucosal immunity, transplantation and immunology of infectious and connective tissue diseases.