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Effect of spatial distribution of T-Cells and HIV load on HIV progression

机译:T细胞的空间分布和HIV负荷对HIV进展的影响

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Motivation: We present a spatial-temporal (ST) human immunodeficiency virus (HIV) simulation model to investigate the spatial distribution of viral load and T-cells during HIV progression. The proposed model uses the Finite Element (FE) method to divide a considered infected region into interconnected subregions each containing viral population and T-cells. HIV T-cells and viral load are traced and counted within and between subregions to estimate their effect upon neighboring regions. The objective is to estimate overall ST changes of HIV progression and to study the ST therapeutic effect upon HIV dynamics in spatial and temporal domains. We introduce sub-regional (spatial) parameters of T-cells and viral load production and elimination to estimate the spatial propagation and interaction of HIV dynamics under the influence of a 3TC D4T Reverse Transcriptase Inhibitors (RTI) drug regimen. Results: In terms of percentage change standard deviation, we show that the average rate per 10 weeks (throughout a 10-year clinical trial) of the ST CD4+ change is 5.35% 1.3 different than that of the CD4+ rate of change in laboratory datasets, and the average rate of change of the ST CD8+ is 4.98% 1.93 different than that of the CD8+ rate of change. The half-life of the ST CD4+ count is 1.68% 3.381 different than the actual half-life of the CD4+ count obtained from laboratory datasets. The distribution of the viral load and T-cells in a considered region tends to cluster during the HIV progression once a threshold of 86-89% viral accumulation is reached.
机译:动机:我们提出了一种时空(ST)人类免疫缺陷病毒(HIV)模拟模型,以研究HIV进程中病毒载量和T细胞的空间分布。提出的模型使用有限元(FE)方法将考虑的感染区域划分为相互连接的子区域,每个子区域均包含病毒种群和T细胞。追踪和计数HIV T细胞和病毒载量在亚区域内和亚区域之间,以估计它们对邻近区域的影响。目的是评估HIV进展的总体ST变化,并研究ST对HIV时空域动态的治疗作用。我们介绍了T细胞的亚区域(空间)参数以及病毒载量的产生和消除,以估计在3TC D4T逆转录酶抑制剂(RTI)药物治疗方案的影响下HIV动态的空间传播和相互作用。结果:就百分比变化标准偏差而言,我们显示ST CD4 +变化的每10周(在整个10年临床试验中)的平均速率与实验室数据集的CD4 +变化率的平均差异为5.35%1.3, ST CD8 +的平均变化率与CD8 +的变化率相差4.98%1.93。 ST CD4 +计数的半衰期与从实验室数据集获得的CD4 +计数的实际半衰期相差1.68%3.381。一旦达到86-89%的病毒蓄积阈值,在HIV进程中,病毒载量和T细胞的分布就会趋于聚集。

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