{"title":"花粉暴露与轻度过敏:中国多城市研究","authors":"Shihan Zhen, Zhouxin Yin, Jiahao Duan, Qian Li, Haolong Pei, Qingyao Wu, Qian Li, Yanhui Zhang, Haijian Zhang, Naiyue Chen, Fengchao Liang","doi":"10.1016/j.jhazmat.2025.140122","DOIUrl":null,"url":null,"abstract":"Pollen exposure is a key trigger for allergic diseases, yet limited monitoring and mild symptoms hinder conventional surveillance from capturing its immediate impact. This study used social media data to explore real-time links between pollen exposure and allergy-related posts in 25 mainland Chinese cities from May 2022 to December 2023. Pollen levels were obtained from monitoring data, and daily allergy-related posts on Weibo were collected via a two-stage crawling method and classified with machine learning. City-specific effects were estimated using generalized linear models, and pooled via meta-regression. The average daily pollen concentration was 127.66 grains/10³ mm². Each 10 grains/10³ mm² increase in pollen was associated with a 0.3% (RR: 1.003; 95% CI: 1.002, 1.004) higher risk of allergies. The strongest associations were observed for upper respiratory tract symptoms (RR: 1.010; 95% CI: 1.007, 1.014), followed by lower respiratory tract symptoms (RR: 1.004; 95% CI: 0.999, 1.009) and dermatologic symptoms (RR: 1.001; 95% CI: 1.000, 1.002). Effects declined over longer lag periods and were strongest in northern cities and during autumn peaks. By integrating social media and environmental data, this study provides timely evidence of pollen’s short-term impacts, highlighting the need for region- and season-specific public health strategies.","PeriodicalId":361,"journal":{"name":"Journal of Hazardous Materials","volume":"102 1","pages":""},"PeriodicalIF":11.3000,"publicationDate":"2025-10-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Pollen Exposure and Mild Allergy: A Multi-City Study in China\",\"authors\":\"Shihan Zhen, Zhouxin Yin, Jiahao Duan, Qian Li, Haolong Pei, Qingyao Wu, Qian Li, Yanhui Zhang, Haijian Zhang, Naiyue Chen, Fengchao Liang\",\"doi\":\"10.1016/j.jhazmat.2025.140122\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Pollen exposure is a key trigger for allergic diseases, yet limited monitoring and mild symptoms hinder conventional surveillance from capturing its immediate impact. This study used social media data to explore real-time links between pollen exposure and allergy-related posts in 25 mainland Chinese cities from May 2022 to December 2023. Pollen levels were obtained from monitoring data, and daily allergy-related posts on Weibo were collected via a two-stage crawling method and classified with machine learning. City-specific effects were estimated using generalized linear models, and pooled via meta-regression. The average daily pollen concentration was 127.66 grains/10³ mm². Each 10 grains/10³ mm² increase in pollen was associated with a 0.3% (RR: 1.003; 95% CI: 1.002, 1.004) higher risk of allergies. The strongest associations were observed for upper respiratory tract symptoms (RR: 1.010; 95% CI: 1.007, 1.014), followed by lower respiratory tract symptoms (RR: 1.004; 95% CI: 0.999, 1.009) and dermatologic symptoms (RR: 1.001; 95% CI: 1.000, 1.002). Effects declined over longer lag periods and were strongest in northern cities and during autumn peaks. By integrating social media and environmental data, this study provides timely evidence of pollen’s short-term impacts, highlighting the need for region- and season-specific public health strategies.\",\"PeriodicalId\":361,\"journal\":{\"name\":\"Journal of Hazardous Materials\",\"volume\":\"102 1\",\"pages\":\"\"},\"PeriodicalIF\":11.3000,\"publicationDate\":\"2025-10-17\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Hazardous Materials\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://doi.org/10.1016/j.jhazmat.2025.140122\",\"RegionNum\":1,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, ENVIRONMENTAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Hazardous Materials","FirstCategoryId":"93","ListUrlMain":"https://doi.org/10.1016/j.jhazmat.2025.140122","RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ENVIRONMENTAL","Score":null,"Total":0}
Pollen Exposure and Mild Allergy: A Multi-City Study in China
Pollen exposure is a key trigger for allergic diseases, yet limited monitoring and mild symptoms hinder conventional surveillance from capturing its immediate impact. This study used social media data to explore real-time links between pollen exposure and allergy-related posts in 25 mainland Chinese cities from May 2022 to December 2023. Pollen levels were obtained from monitoring data, and daily allergy-related posts on Weibo were collected via a two-stage crawling method and classified with machine learning. City-specific effects were estimated using generalized linear models, and pooled via meta-regression. The average daily pollen concentration was 127.66 grains/10³ mm². Each 10 grains/10³ mm² increase in pollen was associated with a 0.3% (RR: 1.003; 95% CI: 1.002, 1.004) higher risk of allergies. The strongest associations were observed for upper respiratory tract symptoms (RR: 1.010; 95% CI: 1.007, 1.014), followed by lower respiratory tract symptoms (RR: 1.004; 95% CI: 0.999, 1.009) and dermatologic symptoms (RR: 1.001; 95% CI: 1.000, 1.002). Effects declined over longer lag periods and were strongest in northern cities and during autumn peaks. By integrating social media and environmental data, this study provides timely evidence of pollen’s short-term impacts, highlighting the need for region- and season-specific public health strategies.
期刊介绍:
The Journal of Hazardous Materials serves as a global platform for promoting cutting-edge research in the field of Environmental Science and Engineering. Our publication features a wide range of articles, including full-length research papers, review articles, and perspectives, with the aim of enhancing our understanding of the dangers and risks associated with various materials concerning public health and the environment. It is important to note that the term "environmental contaminants" refers specifically to substances that pose hazardous effects through contamination, while excluding those that do not have such impacts on the environment or human health. Moreover, we emphasize the distinction between wastes and hazardous materials in order to provide further clarity on the scope of the journal. We have a keen interest in exploring specific compounds and microbial agents that have adverse effects on the environment.