Takeuchi Fumihiko, Yamamoto Kenji
Department of Infection Control Science, Juntendo University, 2-1-1 Hongo, Bunkyo-ku, Tokyo 113-8421, Japan.
J Theor Biol. 2006 Nov 7;243(1):39-47. doi: 10.1016/j.jtbi.2006.05.033. Epub 2006 Jun 12.
A "contact network" that models infection transmission comprises nodes (or individuals) that are linked when they are in contact and can potentially transmit an infection. Through analysis and simulation, we studied the influence of the distribution of the number of contacts per node, defined as degree, on infection spreading and its control by vaccination. Three random contact networks of various degree distributions were examined. In a scale-free network, the frequency of high-degree nodes decreases as the power of the degree (the case of the third power is studied here); the decrease is exponential in an exponential network, whereas all nodes have the same degree in a constant network. Aiming for containment at a very early stage of an epidemic, we measured the sustainability of a specific network under a vaccination strategy by employing the critical transmissibility larger than which the epidemic would occur. We examined three vaccination strategies: mass, ring, and acquaintance. Irrespective of the networks, mass preventive vaccination increased the critical transmissibility inversely proportional to the unvaccinated rate of the population. Ring post-outbreak vaccination increased the critical transmissibility inversely proportional to the unvaccinated rate, which is the rate confined to the targeted ring comprising the neighbors of an infected node; however, the total number of vaccinated nodes could mostly be fewer than 100 nodes at the critical transmissibility. In combination, mass and ring vaccinations decreased the pathogen's "effective" transmissibility each by the factor of the unvaccinated rate. The amount of vaccination used in acquaintance preventive vaccination was lesser than the mass vaccination, particularly under a highly heterogeneous degree distribution; however, it was not as less as that used in ring vaccination. Consequently, our results yielded a quantitative assessment of the amount of vaccination necessary for infection containment, which is universally applicable to contact networks of various degree distributions.
一个模拟感染传播的“接触网络”由节点(或个体)组成,当它们相互接触且有可能传播感染时,这些节点就会相互连接。通过分析和模拟,我们研究了每个节点的接触数量分布(定义为度)对感染传播及其通过疫苗接种进行控制的影响。研究了三个具有不同度分布的随机接触网络。在无标度网络中,高度节点的频率随着度的幂次下降(这里研究的是三次幂的情况);在指数网络中,下降是指数形式的,而在常数网络中所有节点具有相同的度。为了在疫情的非常早期阶段实现遏制,我们通过采用大于该值疫情就会发生的临界传播率,来衡量特定网络在疫苗接种策略下的可持续性。我们研究了三种疫苗接种策略:大规模、环状和熟人策略。无论网络如何,大规模预防性疫苗接种都会增加临界传播率,且与人群的未接种率成反比。爆发后环状疫苗接种会增加临界传播率,且与未接种率成反比,这里的未接种率是限于包含感染节点邻居的目标环中的比率;然而,在临界传播率时,接种节点的总数大多可能少于100个。综合来看,大规模和环状疫苗接种分别将病原体的“有效”传播率降低了未接种率的倍数。熟人预防性疫苗接种所使用的疫苗量比大规模疫苗接种少,特别是在高度异质的度分布情况下;然而,它不像环状疫苗接种使用的那么少。因此,我们的结果对遏制感染所需的疫苗接种量进行了定量评估,这普遍适用于各种度分布的接触网络。