Table 3.
connectivity assumption | advantages | disadvantages | application |
---|---|---|---|
distance based | easy to obtain data can be incorporated into all types of model can be used as a proxy for shared characteristics that cannot be observed |
oversimplifies process of transmission misses connectivity between distant regions difficult to define how ‘close’ regions should be to be considered connected |
small-scale studies where unobservable processes, such as shared behaviours, create spatial connectivity. Not appropriate where long-distance connections are expected to exist due to travel. Basis of most statistical approaches identified in this review, e.g. GWR and mixed effect models |
human movement | shown to be an important part of disease transmission for mosquito-borne diseases can account for connectivity between distant observations as well as close |
difficult to quantify and obtain data, often requiring a proxy such as distance to be used data often have a number of biases may not be necessary for malaria studies in small-scale studies of endemic areas |
Aedes or Culex-borne diseases in endemic settings where commuting leads to increased exposure, studies in areas that are disease-naive or nearing elimination at risk of (re-)introduction from long-distance movement such as immigration. More popular in mechanistic approaches such as metapopulation or agent-based models that allow complex movement matrices to incorporated. Only spatial covariates were able to reflect this connectivity in statistical methods |
vector movement | an important part of the disease transmission process for all mosquito-borne diseases | difficult or impossible to obtain data due to the short flight distances of most mosquitoes, would not be necessary if considering a large area or a short-term study |
small-scale studies or long-term forecasts, particularly malaria studies where transmission generally occurs at night. Due to a lack of data, a proxy must be used such as distance based on known flight distances of mosquitoes. May be included to account for differences in exposure levels across space |