Bragazzi Nicola Luigi, Han Qing, Iyaniwura Sarafa Adewale, Omame Andrew, Shausan Aminath, Wang Xiaoying, Woldegerima Woldegebriel Assefa, Wu Jianhong, Kong Jude Dzevela
Africa-Canada Artificial Intelligence and Data Innovation Consortium (ACADIC), Toronto, Canada.
Department of Mathematics and Statistics, Laboratory for Industrial and Applied Mathematics (LIAM), York University, Toronto, Ontario, Canada.
J Med Virol. 2023 Apr;95(4):e28575. doi: 10.1002/jmv.28575.
Monkeypox, a zoonotic disease, is emerging as a potential sexually transmitted infection/disease, with underlying transmission mechanisms still unclear. We devised a risk-structured, compartmental model, incorporating sexual behavior dynamics. We compared different strategies targeting the high-risk population: a scenario of control policies geared toward the use of condoms and/or sexual abstinence (robust control strategy) with risk compensation behavior change, and a scenario of control strategies with behavior change in response to the doubling rate (adaptive control strategy). Monkeypox's basic reproduction number is 1.464, 0.0066, and 1.461 in the high-risk, low-risk, and total populations, respectively, with the high-risk group being the major driver of monkeypox spread. Policies imposing condom use or sexual abstinence need to achieve a 35% minimum compliance rate to stop further transmission, while a combination of both can curb the spread with 10% compliance to abstinence and 25% to condom use. With risk compensation, the only option is to impose sexual abstinence by at least 35%. Adaptive control is more effective than robust control where the daily sexual contact number is reduced proportionally and remains constant thereafter, shortening the time to epidemic peak, lowering its size, facilitating disease attenuation, and playing a key role in controlling the current outbreak.
猴痘是一种人畜共患病,正逐渐成为一种潜在的性传播感染/疾病,其潜在传播机制仍不清楚。我们设计了一个包含性行为动态的风险结构分区模型。我们比较了针对高危人群的不同策略:一种是针对使用避孕套和/或性禁欲的控制政策(稳健控制策略),伴有风险补偿行为改变的情况,另一种是随着翻倍率做出行为改变的控制策略(自适应控制策略)。猴痘在高危人群、低危人群和总人口中的基本繁殖数分别为1.464、0.0066和1.461,高危人群是猴痘传播的主要驱动因素。强制使用避孕套或性禁欲的政策需要达到至少35%的最低依从率才能停止进一步传播,而两者结合可以在10%的禁欲依从率和25%的避孕套使用依从率下遏制传播。在存在风险补偿的情况下,唯一的选择是强制至少35%的性禁欲。在每日性接触次数按比例减少并随后保持不变的情况下,自适应控制比稳健控制更有效,它缩短了疫情高峰到来的时间,降低了疫情规模,促进了疾病衰减,并在控制当前疫情中发挥关键作用。