Predicting mammal species suitable for Chagas disease spread
Rocha-Ortega, M.; Botto-Mahan, C.; Rojo, G.; Cordoba-Aguilar, A.
Show abstract
Given the risk of neglected diseases to humanity, can we predict how zoonotic diseases spread out? We have explored this by predicting mammal species reservoirs in the American continent that can act as potential blood-feeding sources of kissing bugs. Kissing bugs include 139 insect species of the Triatomine family that act as primary hosts of Trypanosoma cruzi, the causal agent of Chagas disease. T. cruzi also requires mammals as secondary hosts, yet our knowledge of which mammal species play such a role is uncertain. We analyzed trait data of mammal species documented as feeding sources to predict which other non-documented mammal species could then act as potential hosts. Using extreme gradient-boosted regression and having mammal traits as predictive variables, we found that 573 mammal species out of 1,923 species could be potential feeding sources of triatomines and, thus, reservoirs of T. cruzi. According to our analysis, triatomines overlap with these 573 mammal species on the basis of habitats, ambient temperature, and humidity. These insects also make use of mammals species that are heavier than 1 kg. Our estimate implies that controlling Chagas diseases is far more complex as the variety of potential mammal host species is extremely high. Also, the dynamics of Chagas disease may impose negative selection on many mammals in the wild. The data can be gathered from: 10.6084/m9.figshare.28385720
Matching journals
The top 1 journal accounts for 50% of the predicted probability mass.
Similar papers in this journal
- Modelling geospatial distributions of the triatomine vectors of Trypanosoma cruzi in Latin America 96%
- Invasive plants facilitated by socioeconomic change shelter vectors of scrub typhus and spotted fever 95%
- Rodent trapping studies as an overlooked information source for understanding endemic and novel zoonotic spillover. 94%
Similar papers in this journal
- Assessing the potential of plains zebra to maintain African horse sickness in the Western Cape Province, South Africa 95%
- Parasitized or non-parasitized, why? A study of factors influencing tick burden in roe deer neonates. 94%
- Protected areas network is not adequate to protect a critically endangered East Africa Chelonian: Modelling distribution of pancake tortoise, Malacochersus tornieri under current and future climates 94%
Similar papers in this journal
- Prediction of mosquito vector abundance for three species in the Anopheles gambiae complex 95%
- Triatoma dimidiata, domestic animals and acute Chagas disease: A 10 year follow-up after an eco-bio-social intervention 95%
- Under pressure: phenotypic divergence and convergence associated with microhabitat adaptations in Triatominae 94%
Similar papers in this journal
- Multiple invasions, Wolbachia and human-aided transport drive the genetic variability of Aedes albopictus in the Iberian Peninsula 95%
- Multiple incursion pathways for Helicoverpa armigera in Brazil show its genetic diversity spreading in a connected world 93%
- A multidimensional analysis of the risk of infection with Ehrlichia canis among urban dogs in Iquitos, Peru. 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.