دورية أكاديمية

Cluster Analysis of Inhalant Allergens in South Korea: A Computational Model of Allergic Sensitization

التفاصيل البيبلوغرافية
العنوان: Cluster Analysis of Inhalant Allergens in South Korea: A Computational Model of Allergic Sensitization
المؤلفون: Dong-Kyu Kim, Young-Sun Park, Kyung-Joon Cha, Daeil Jang, Seungho Ryu, Kyung Rae Kim, Sang-Heon Kim, Ho Joo Yoon, Seok Hyun Cho
المصدر: Clinical and Experimental Otorhinolaryngology, Vol 14, Iss 1, Pp 93-99 (2021)
بيانات النشر: Korean Society of Otorhinolaryngology-Head and Neck Surgery
سنة النشر: 2021
المجموعة: Directory of Open Access Journals: DOAJ Articles
مصطلحات موضوعية: allergen, skin test, cluster analysis, computational biology, Medicine, Otorhinolaryngology, RF1-547
الوصف: Objectives. Sensitization to specific inhalant allergens is a major risk factor for the development of atopic diseases, which impose a major socioeconomic burden and significantly diminish quality of life. However, patterns of inhalant allergic sensitization have yet to be precisely described. Therefore, to enhance the understanding of aeroallergens, we performed a cluster analysis of inhalant allergic sensitization using a computational model. Methods. Skin prick data were collected from 7,504 individuals. A positive skin prick response was defined as an allergen-to-histamine wheal ratio ≥1. To identify the clustering of inhalant allergic sensitization, we performed computational analysis using the four-parameter unified-Richards model. Results. Hierarchical cluster analysis grouped inhalant allergens into three clusters based on the Davies-Bouldin index (0.528): cluster 1 (Dermatophagoides pteronyssinus and Dermatophagoides farinae), cluster 2 (mugwort, cockroach, oak, birch, cat, and dog), and cluster 3 (Alternaria tenus, ragweed, Candida albicans, Kentucky grass, and meadow grass). Computational modeling revealed that each allergen cluster had a different trajectory over the lifespan. Cluster 1 showed a high level (>50%) of sensitization at an early age (before 19 years), followed by a sharp decrease in sensitization. Cluster 2 showed a moderate level (10%–20%) of sensitization before 29 years of age, followed by a steady decrease in sensitization. However, cluster 3 revealed a low level (<10%) of sensitization at all ages. Conclusion. Computational modeling suggests that allergic sensitization consists of three clusters with distinct patterns at different ages. The results of this study will be helpful to allergists in managing patients with atopic diseases.
نوع الوثيقة: article in journal/newspaper
اللغة: English
تدمد: 1976-8710
2005-0720
العلاقة: http://www.e-ceo.org/upload/pdf/ceo-2019-01921.pdfTest; https://doaj.org/toc/1976-8710Test; https://doaj.org/toc/2005-0720Test; https://doaj.org/article/9d935d3f903c48589c377905ba6c3415Test
DOI: 10.21053/ceo.2019.01921
الإتاحة: https://doi.org/10.21053/ceo.2019.01921Test
https://doaj.org/article/9d935d3f903c48589c377905ba6c3415Test
رقم الانضمام: edsbas.5FE1E45
قاعدة البيانات: BASE
الوصف
تدمد:19768710
20050720
DOI:10.21053/ceo.2019.01921