Department of Industrial Engineering and Management Sciences, Northwestern University, 2145 Sheridan Road, Evanston, IL, 60208, USA.
Health Care Manag Sci. 2014 Jun;17(2):182-93. doi: 10.1007/s10729-013-9245-z. Epub 2013 Jun 11.
Recent studies found a substantial fraction of 'extended high viremics' among HIV-1 subtype C, the most common subtype in southern Africa. Extended high viremics are HIV infected individuals who maintain a high viral load for a longer time period than usual after the initial infection. They are more infectious during this period, and their infection progresses to full-blown AIDS and death much faster than usual. This study investigates the impact of extended high viremics on the spread of the HIV epidemic in South Africa. We develop a simple deterministic compartmental model for HIV infection that includes extended high viremics. As the available data on extended high viremics are limited, we parameterize this model using only the fraction of extended high viremics among new infections and the reduced life-span of extended high viremics. We find that without extended high viremics, the HIV prevalence in South Africa would have remained close to its 1990 level, instead of increasing to the current epidemic levels. We also find that the greater the fraction of extended high viremics among susceptibles, the greater the steady-state HIV prevalence and the more sensitive the steady-state prevalence is to the HIV transmission probability. These results suggest that extended high viremics have an impact on the HIV epidemic in South Africa; justify the need for comprehensive epidemiological studies since the current data is limited; and suggest that future models of HIV for southern Africa should explicitly model extended high viremics.
最近的研究发现,在 HIV-1 亚型 C 中,存在相当一部分“延长高病毒血症”,这是南部非洲最常见的亚型。延长高病毒血症是指在初始感染后,比通常情况下更长时间维持高病毒载量的 HIV 感染者。在此期间,他们更具传染性,并且他们的感染进展到全面艾滋病和死亡的速度比通常情况下更快。本研究调查了延长高病毒血症对南非 HIV 流行的影响。我们开发了一种简单的 HIV 感染确定性 compartmental 模型,其中包括延长高病毒血症。由于关于延长高病毒血症的可用数据有限,我们仅使用新感染中延长高病毒血症的比例和延长高病毒血症的预期寿命缩短来参数化此模型。我们发现,如果没有延长高病毒血症,南非的 HIV 流行率将接近 1990 年的水平,而不是增加到目前的流行水平。我们还发现,易感人群中延长高病毒血症的比例越大,稳态 HIV 流行率越高,稳态流行率对 HIV 传播概率越敏感。这些结果表明,延长高病毒血症对南非的 HIV 流行有影响;证明了需要进行全面的流行病学研究的必要性,因为目前的数据有限;并表明南部非洲未来的 HIV 模型应明确建模延长高病毒血症。