Prolonged coccidioidomycosis transmission seasons in a warming California: a Markov state transition model of shifting disease dynamics.

IF 3.7 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES
Journal of The Royal Society Interface Pub Date : 2025-02-01 Epub Date: 2025-02-26 DOI:10.1098/rsif.2024.0821
Simon K Camponuri, Jennifer R Head, Philip A Collender, Amanda K Weaver, Alexandra K Heaney, Kate A Colvin, Abinash Bhattachan, Gail Sondermeyer-Cooksey, Duc J Vugia, Seema Jain, Justin V Remais
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Abstract

Coccidioidomycosis, an emerging fungal disease in the southwestern United States, exhibits pronounced seasonal transmission, yet the influence of current and future climate on the timing and duration of transmission seasons remains poorly understood. We developed a distributed-lag Markov state transition model to estimate the effects of temperature and precipitation on the timing of transmission season onset and end, analysing reported coccidioidomycosis cases (n = 72 125) in California from 2000 to 2023. Using G-computation substitution estimators, we examined how hypothetical changes in seasonal meteorology impact transmission season timing. Transitions from cooler, wetter conditions to hotter, drier conditions were found to significantly accelerate season onset. Dry conditions (10th percentile of precipitation) in the spring shifted season onset an average of 2.8 weeks (95% CI: 0.43-3.58) earlier compared with wet conditions (90th percentile of precipitation). Conversely, transitions back to cooler, wetter conditions hastened season end, with dry autumn conditions extending the season by an average of 0.69 weeks (95% CI: 0.37-1.41) compared with wet conditions. When dry conditions occurred in the spring and autumn, the transmission season extended by 3.70 weeks (95% CI: 1.23-4.22). With prolonged dry seasons expected in California with climate change, our findings suggest this shift will extend the period of elevated coccidioidomycosis risk.

延长球孢子菌病传播季节在变暖的加利福尼亚:转移疾病动力学的马尔可夫状态转变模型。
球孢子菌病是美国西南部一种新出现的真菌疾病,具有明显的季节性传播,但目前和未来气候对传播季节的时间和持续时间的影响仍然知之甚少。我们开发了一个分布滞后马尔可夫状态转换模型来估计温度和降水对传播季节开始和结束时间的影响,分析了2000年至2023年加利福尼亚州报告的球虫菌病病例(n = 72 125)。使用g计算替代估计器,我们检查了季节性气象的假设变化如何影响传输季节时间。从较冷、较湿的环境过渡到较热、较干燥的环境,显著地加速了季节的开始。春移季干燥条件(第10百分位降水)比湿润条件(第90百分位降水)平均早2.8周(95% CI: 0.43-3.58)。相反,回归到更凉爽、更潮湿的环境加速了季节的结束,与潮湿的条件相比,干燥的秋季条件平均延长了0.69周(95% CI: 0.37-1.41)。当春季和秋季发生干旱时,传播季节延长了3.70周(95% CI: 1.23-4.22)。随着气候变化,预计加州旱季将延长,我们的研究结果表明,这种转变将延长球虫菌病风险升高的时期。
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来源期刊
Journal of The Royal Society Interface
Journal of The Royal Society Interface 综合性期刊-综合性期刊
CiteScore
7.10
自引率
2.60%
发文量
234
审稿时长
2.5 months
期刊介绍: J. R. Soc. Interface welcomes articles of high quality research at the interface of the physical and life sciences. It provides a high-quality forum to publish rapidly and interact across this boundary in two main ways: J. R. Soc. Interface publishes research applying chemistry, engineering, materials science, mathematics and physics to the biological and medical sciences; it also highlights discoveries in the life sciences of relevance to the physical sciences. Both sides of the interface are considered equally and it is one of the only journals to cover this exciting new territory. J. R. Soc. Interface welcomes contributions on a diverse range of topics, including but not limited to; biocomplexity, bioengineering, bioinformatics, biomaterials, biomechanics, bionanoscience, biophysics, chemical biology, computer science (as applied to the life sciences), medical physics, synthetic biology, systems biology, theoretical biology and tissue engineering.
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