Analysis of predictors of rabies-positive biting animals in Cambodia using spatio-temporal Bayesian regression modelling.

IF 3.4 2区 医学 Q1 PARASITOLOGY
PLoS Neglected Tropical Diseases Pub Date : 2025-09-05 eCollection Date: 2025-09-01 DOI:10.1371/journal.pntd.0013478
Jerome N Baron, Yik Sik Peng, Beatriz Martínez-López, Sowath Ly, Philippe Dussart, Véronique Chevalier
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Abstract

Cambodia is endemic for rabies, a fatal zoonotic viral disease transmitted through dog bites. The Institut Pasteur du Cambodge through its Rabies Prevention Center is the main institution in charge of rabies prevention and surveillance in the country. Its main tool for prevention is post-exposure prophylaxis (PEP) for bite victims. Allocation of specific PEP regimen is done based on the assessment of the severity of the wound and the information collected by IPC doctors from patients regarding the attack's characteristics and the attacking animal's health status. Furthermore, a small proportion of patients bring animals for testing, 60% of which were tested positive for rabies. Using the data collected from patient interviews from 2000 to 2016, we used a Bayesian spatio-temporal regression model to identify predictors for two outcomes: i) a patient bringing an animal for testing and ii) an animal testing positive for rabies. The ultimate aim of the analysis was to provide information that could help with allocation of PEP resources. Notably non-owned animals, a large number of bite victims, and unprovoked attacks were all predictive of a positive test. A suspected rabies status assigned by doctor based on animal symptom description was also highly predictive of a rabies test, with 94.6% of tested animals that were assigned as sick being positive for rabies. Furthermore, we identified three Provinces of Cambodia with higher odds of positive tests: Kampong Cham, Kandal and Kampong Thom. This information could help allocate limited PEP resources, though this study showed IPC already a strong protocol to identify patients exposed to a rabies suspect dog.

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利用时空贝叶斯回归模型分析柬埔寨狂犬病阳性咬人动物的预测因子。
柬埔寨流行狂犬病,这是一种致命的人畜共患病毒性疾病,通过狗咬传播。柬埔寨巴斯德研究所通过其狂犬病预防中心是该国负责狂犬病预防和监测的主要机构。其预防的主要工具是对咬伤受害者的暴露后预防(PEP)。根据对伤口严重程度的评估以及IPC医生从患者那里收集的关于攻击特征和攻击动物健康状况的信息,分配特定的PEP方案。此外,一小部分患者携带动物进行检测,其中60%的动物狂犬病检测呈阳性。利用从2000年至2016年收集的患者访谈数据,我们使用贝叶斯时空回归模型来确定两种结果的预测因子:i)患者携带动物进行检测,ii)动物狂犬病检测呈阳性。分析的最终目的是提供有助于PEP资源分配的信息。特别是无人饲养的动物,大量的咬伤受害者,以及无端攻击都预示着测试呈阳性。医生根据动物症状描述确定的疑似狂犬病状态也可高度预测狂犬病测试,被确定为患病的测试动物中有94.6%为狂犬病阳性。此外,我们确定了柬埔寨三个阳性检测几率较高的省份:磅湛、干达和磅同。这些信息可以帮助分配有限的PEP资源,尽管本研究表明IPC已经有一个强有力的方案来识别暴露于狂犬病疑似犬的患者。
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来源期刊
PLoS Neglected Tropical Diseases
PLoS Neglected Tropical Diseases PARASITOLOGY-TROPICAL MEDICINE
自引率
10.50%
发文量
723
期刊介绍: PLOS Neglected Tropical Diseases publishes research devoted to the pathology, epidemiology, prevention, treatment and control of the neglected tropical diseases (NTDs), as well as relevant public policy. The NTDs are defined as a group of poverty-promoting chronic infectious diseases, which primarily occur in rural areas and poor urban areas of low-income and middle-income countries. Their impact on child health and development, pregnancy, and worker productivity, as well as their stigmatizing features limit economic stability. All aspects of these diseases are considered, including: Pathogenesis Clinical features Pharmacology and treatment Diagnosis Epidemiology Vector biology Vaccinology and prevention Demographic, ecological and social determinants Public health and policy aspects (including cost-effectiveness analyses).
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