Romero-Severson Ethan O, Alam Shah Jamal, Volz Erik M, Koopman James S
University of Michigan, Ann Arbor.
Stat Commun Infect Dis. 2012 Nov 4;4(1). doi: 10.1515/1948-4690.1042.
HIV transmission models include heterogeneous individuals with different sexual behaviors including contact rates, mixing patterns, and sexual practices. However, heterogeneity can also exist within individuals over time. In this paper we analyze a two year prospective cohort of 882 gay men with observations at six month intervals focusing on heterogeneity both within and between individuals in sexual contact rates and sexual roles. The total number of sexual contacts made over the course of the study (mean 1.55 per month) are highly variable between individuals (standard deviation 9.82 per month) as expected. At the individual level, contacts were also heterogeneous over time. For a homogeneous count process the variance should scale with the mean; however, at the individual level the variance scaled with the square root of the mean implying the presence of heterogeneity within individuals over time. We also observed a high level of movement between dichotomous sexual roles (insertive/receptive, protected/unprotected, anal/oral, and HIV status of partners). On average periods of exclusively unprotected sexual contacted lasted 16 months. Our results suggest that future HIV models should consider heterogeneities both between and within individuals in sexual contact rates and sexual roles.
艾滋病病毒传播模型纳入了具有不同性行为的异质个体,这些性行为包括接触率、混合模式和性行为方式。然而,个体内部随着时间推移也可能存在异质性。在本文中,我们分析了一个由882名男同性恋者组成的为期两年的前瞻性队列,每六个月进行一次观察,重点关注个体内部和个体之间在性接触率和性角色方面的异质性。正如预期的那样,在研究过程中发生的性接触总数(平均每月1.55次)在个体之间差异很大(标准差为每月9.82次)。在个体层面,随着时间的推移,接触情况也存在异质性。对于一个同质计数过程,方差应与均值成比例;然而,在个体层面,方差与均值的平方根成比例,这意味着个体内部随着时间的推移存在异质性。我们还观察到在二分性角色(插入/接受、有保护措施/无保护措施、肛门/口腔以及性伴侣的艾滋病毒感染状况)之间存在高度的变动。平均而言,完全无保护措施的性接触持续时间为16个月。我们的结果表明,未来的艾滋病病毒模型应考虑个体之间以及个体内部在性接触率和性角色方面的异质性。