利用金融时间序列分析方法分析日本耐药细菌的季节性:一项全国性的纵向研究。

IF 2.6 4区 医学 Q3 INFECTIOUS DISEASES
Hiroshi Ito, Jura Oshida, Minori Fujita, Daiki Kobayashi
{"title":"利用金融时间序列分析方法分析日本耐药细菌的季节性:一项全国性的纵向研究。","authors":"Hiroshi Ito, Jura Oshida, Minori Fujita, Daiki Kobayashi","doi":"10.1155/cjid/5590467","DOIUrl":null,"url":null,"abstract":"<p><p><b>Introduction:</b> Bacterial infections exhibit seasonal variation, particularly in respiratory pathogens; however, whether similar trends exist for bacterial infections and resistance in Japan is unclear. This study examined seasonal and annual patterns of bacterial isolation rates and antimicrobial resistance in Japanese hospitals, utilizing data from the Ministry of Health, Labour, and Welfare's Nosocomial Infection Control Surveillance Project (JANIS) between 2014 and 2020. <b>Methods:</b> Data from JANIS included isolation rates and antimicrobial resistance for four bacterial species: <i>Staphylococcus aureus</i>, <i>Escherichia coli</i>, <i>Klebsiella pneumoniae</i>, and <i>Pseudomonas aeruginosa</i>. We modeled seasonal and annual trends using a generalized autoregressive conditional heteroskedasticity (GARCH) (1, 1) model, controlling for hospital size. Analyses examined seasonal and annual trends in isolation rates and resistance patterns, including methicillin-resistant <i>S. aureus</i> (MRSA), multidrug-resistant <i>P. aeruginosa</i> (MDRP), and carbapenem-resistant <i>P. aeruginosa</i> (CRPA), among others. <b>Results:</b> The isolation rate of <i>S. aureus</i> decreased annually, with the most pronounced decline observed from the second to the fourth quarters, particularly in smaller hospitals. The isolation rates of <i>E. coli</i> and <i>K. pneumoniae</i> increased annually, with significant seasonal peaks in the third and fourth quarters. Antimicrobial resistance showed annual declines for MRSA, MDRP, and CRPA, particularly in smaller hospitals. However, resistance rates for third-generation cephalosporin-resistant <i>E. coli</i> and <i>K. pneumoniae</i> increased during the study period. <b>Conclusion:</b> This study demonstrates the distinct seasonal and annual trends in bacterial isolation and antimicrobial resistance in Japan. Smaller hospitals showed higher resistance rates, likely because of limited antimicrobial stewardship resources, underscoring the need for targeted interventions in these settings. These findings highlight the importance of monitoring seasonal patterns in bacterial infections and resistance to inform effective infection control and antimicrobial stewardship strategies.</p>","PeriodicalId":50715,"journal":{"name":"Canadian Journal of Infectious Diseases & Medical Microbiology","volume":"2025 ","pages":"5590467"},"PeriodicalIF":2.6000,"publicationDate":"2025-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11986954/pdf/","citationCount":"0","resultStr":"{\"title\":\"Analysis of Drug-Resistant Bacteria Seasonality in Japan Using Financial Time Series Analysis Method: A Nationwide Longitudinal Study.\",\"authors\":\"Hiroshi Ito, Jura Oshida, Minori Fujita, Daiki Kobayashi\",\"doi\":\"10.1155/cjid/5590467\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p><b>Introduction:</b> Bacterial infections exhibit seasonal variation, particularly in respiratory pathogens; however, whether similar trends exist for bacterial infections and resistance in Japan is unclear. This study examined seasonal and annual patterns of bacterial isolation rates and antimicrobial resistance in Japanese hospitals, utilizing data from the Ministry of Health, Labour, and Welfare's Nosocomial Infection Control Surveillance Project (JANIS) between 2014 and 2020. <b>Methods:</b> Data from JANIS included isolation rates and antimicrobial resistance for four bacterial species: <i>Staphylococcus aureus</i>, <i>Escherichia coli</i>, <i>Klebsiella pneumoniae</i>, and <i>Pseudomonas aeruginosa</i>. We modeled seasonal and annual trends using a generalized autoregressive conditional heteroskedasticity (GARCH) (1, 1) model, controlling for hospital size. Analyses examined seasonal and annual trends in isolation rates and resistance patterns, including methicillin-resistant <i>S. aureus</i> (MRSA), multidrug-resistant <i>P. aeruginosa</i> (MDRP), and carbapenem-resistant <i>P. aeruginosa</i> (CRPA), among others. <b>Results:</b> The isolation rate of <i>S. aureus</i> decreased annually, with the most pronounced decline observed from the second to the fourth quarters, particularly in smaller hospitals. The isolation rates of <i>E. coli</i> and <i>K. pneumoniae</i> increased annually, with significant seasonal peaks in the third and fourth quarters. Antimicrobial resistance showed annual declines for MRSA, MDRP, and CRPA, particularly in smaller hospitals. However, resistance rates for third-generation cephalosporin-resistant <i>E. coli</i> and <i>K. pneumoniae</i> increased during the study period. <b>Conclusion:</b> This study demonstrates the distinct seasonal and annual trends in bacterial isolation and antimicrobial resistance in Japan. Smaller hospitals showed higher resistance rates, likely because of limited antimicrobial stewardship resources, underscoring the need for targeted interventions in these settings. These findings highlight the importance of monitoring seasonal patterns in bacterial infections and resistance to inform effective infection control and antimicrobial stewardship strategies.</p>\",\"PeriodicalId\":50715,\"journal\":{\"name\":\"Canadian Journal of Infectious Diseases & Medical Microbiology\",\"volume\":\"2025 \",\"pages\":\"5590467\"},\"PeriodicalIF\":2.6000,\"publicationDate\":\"2025-02-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11986954/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Canadian Journal of Infectious Diseases & Medical Microbiology\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1155/cjid/5590467\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/1/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q3\",\"JCRName\":\"INFECTIOUS DISEASES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Canadian Journal of Infectious Diseases & Medical Microbiology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1155/cjid/5590467","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q3","JCRName":"INFECTIOUS DISEASES","Score":null,"Total":0}
引用次数: 0

摘要

细菌感染表现出季节性变化,特别是呼吸道病原体;然而,日本的细菌感染和耐药性是否存在类似的趋势尚不清楚。本研究利用2014年至2020年日本厚生劳动省医院感染控制监测项目(JANIS)的数据,调查了日本医院细菌分离率和抗菌素耐药性的季节性和年度模式。方法:JANIS的数据包括4种细菌的分离率和耐药性:金黄色葡萄球菌、大肠杆菌、肺炎克雷伯菌和铜绿假单胞菌。我们使用广义自回归条件异方差(GARCH)(1,1)模型模拟季节和年度趋势,控制医院规模。分析检查了分离率和耐药模式的季节性和年度趋势,包括耐甲氧西林金黄色葡萄球菌(MRSA)、耐多药铜绿假单胞菌(MDRP)和耐碳青霉烯类铜绿假单胞菌(CRPA)等。结果:金黄色葡萄球菌的分离率逐年下降,从第二季度到第四季度下降最为明显,特别是在较小的医院。大肠杆菌和肺炎克雷伯菌的分离率呈逐年上升趋势,在第三季度和第四季度出现明显的季节性高峰。抗微生物药物耐药性显示MRSA、MDRP和CRPA的年度下降,特别是在较小的医院。然而,第三代耐头孢菌素大肠杆菌和肺炎克雷伯菌的耐药率在研究期间有所增加。结论:本研究显示了日本细菌分离和抗菌药物耐药性的明显季节性和年度趋势。较小的医院显示出较高的耐药率,可能是由于抗菌素管理资源有限,这突出了在这些环境中需要有针对性的干预措施。这些发现强调了监测细菌感染和耐药性的季节性模式的重要性,以便为有效的感染控制和抗微生物药物管理战略提供信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysis of Drug-Resistant Bacteria Seasonality in Japan Using Financial Time Series Analysis Method: A Nationwide Longitudinal Study.

Introduction: Bacterial infections exhibit seasonal variation, particularly in respiratory pathogens; however, whether similar trends exist for bacterial infections and resistance in Japan is unclear. This study examined seasonal and annual patterns of bacterial isolation rates and antimicrobial resistance in Japanese hospitals, utilizing data from the Ministry of Health, Labour, and Welfare's Nosocomial Infection Control Surveillance Project (JANIS) between 2014 and 2020. Methods: Data from JANIS included isolation rates and antimicrobial resistance for four bacterial species: Staphylococcus aureus, Escherichia coli, Klebsiella pneumoniae, and Pseudomonas aeruginosa. We modeled seasonal and annual trends using a generalized autoregressive conditional heteroskedasticity (GARCH) (1, 1) model, controlling for hospital size. Analyses examined seasonal and annual trends in isolation rates and resistance patterns, including methicillin-resistant S. aureus (MRSA), multidrug-resistant P. aeruginosa (MDRP), and carbapenem-resistant P. aeruginosa (CRPA), among others. Results: The isolation rate of S. aureus decreased annually, with the most pronounced decline observed from the second to the fourth quarters, particularly in smaller hospitals. The isolation rates of E. coli and K. pneumoniae increased annually, with significant seasonal peaks in the third and fourth quarters. Antimicrobial resistance showed annual declines for MRSA, MDRP, and CRPA, particularly in smaller hospitals. However, resistance rates for third-generation cephalosporin-resistant E. coli and K. pneumoniae increased during the study period. Conclusion: This study demonstrates the distinct seasonal and annual trends in bacterial isolation and antimicrobial resistance in Japan. Smaller hospitals showed higher resistance rates, likely because of limited antimicrobial stewardship resources, underscoring the need for targeted interventions in these settings. These findings highlight the importance of monitoring seasonal patterns in bacterial infections and resistance to inform effective infection control and antimicrobial stewardship strategies.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
4.30
自引率
0.00%
发文量
108
审稿时长
>12 weeks
期刊介绍: Canadian Journal of Infectious Diseases and Medical Microbiology is a peer-reviewed, Open Access journal that publishes original research articles, review articles, and clinical studies related to infectious diseases of bacterial, viral and parasitic origin. The journal welcomes articles describing research on pathogenesis, epidemiology of infection, diagnosis and treatment, antibiotics and resistance, and immunology.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信