Analyze Diet
Frontiers in veterinary science2022; 9; 800735; doi: 10.3389/fvets.2022.800735

Descriptive and Time-Series Analysis of Rabies in Different Animal Species in Mexico.

Abstract: The spatio-temporal epidemiology of rabies has related the influence of environmental factors and anthropogenic changes on the movements of the hematophagous bat Desmodus rotundus. In Mexico, D. rotundus is the main transmitter of the rabies virus for different livestock species, modifying annually the fluctuation of the number of cases of rabies and its dissemination in subtropical areas and regions considered free of the disease. The purpose of this study was to perform a descriptive analysis of the distribution of cases of rabies in Mexico, and to perform a time-series analysis to evaluate stationarity and to predict the number of cases for the following year. A total of 3,469 cases were reported in the period of interest, of which the 89.1% occurred in cattle, 4.3% in horses, 1.5% in sheep, 0.6% in goats, 0.01% in pig, 3.1% in vampire bats, 0.3% in cervids, 0.2% in skunks, 0.1% in insectivorous bats, 0.1% in foxes, 0.1% in buffaloes, and 0.02% in coatis; 0.5% were not identified. The most frequent antigenic variants reported were AgV11, AgV5, and AgV3, associated with D. rotundus. The distribution of cases in bats correlates with the distribution of cases in domestic and wild animals; however, cases were observed in wild species in non-endemic areas of Mexico, like the State of Chihuahua. The additive model used in the time-series analysis showed a seasonal pattern with a peak of cases at the beginning of each year, from January to March. The model showed a good predicting value; the Pearson correlation coefficient R2 was 0.705. The highest probability for the occurrence of rabies cases in the different species estimated by Ordinary Kriging was in the coast of the Gulf of Mexico, involving the states of Tamaulipas, Veracruz, Tabasco, Chiapas, and Yucatan. This study confirms that rabies in domestic and wild species is endemic in tropical and subtropical areas-however, cases have been observed in new geographic areas-and provides useful information to support actions to stop the spread of the rabies virus or the reservoir, and for planning vaccination strategies considering time and place.
Publication Date: 2022-04-01 PubMed ID: 35433923PubMed Central: PMC9010467DOI: 10.3389/fvets.2022.800735Google Scholar: Lookup
The Equine Research Bank provides access to a large database of publicly available scientific literature. Inclusion in the Research Bank does not imply endorsement of study methods or findings by Mad Barn.
  • Journal Article

Summary

This research summary has been generated with artificial intelligence and may contain errors and omissions. Refer to the original study to confirm details provided. Submit correction.

This study investigates the occurrence of rabies in different animal species in Mexico and examines how environmental and human factors might influence its spread. It also attempts to predict future outbreaks using a time-series analysis.

Study Objective and Methods

  • The main aim of the study was to examine and describe the distribution of rabies cases in Mexico, looking at different animals. Additionally, the researchers wanted to carry out a time-series analysis to check for patterns over time and create forecasts for the following year.
  • A total of 3,469 cases were analyzed during the study period, occurring mainly in cattle, horses, sheep, goats, pigs, bats, cervids, skunks, foxes, buffaloes, and coatis. A small percentage of the cases were not identified to a specific animal.
  • The researchers primarily focused on a particular type of hematophagous (blood-eating) bat, thought to be a main transmitter of rabies among various livestock species in Mexico.

Findings

  • The results showed that the distribution of rabies cases among bats correlates with cases in domestic and wild animals. However, there were also cases observed in wild species in non-endemic regions, such as the State of Chihuahua.
  • The study found a regular pattern in rabies occurrences with a peak at the beginning of each year, from January to March, providing a potential indicator for future epidemic control strategies.
  • The model used demonstrated a good predictive value with a Pearson correlation coefficient R of 0.705, indicating a relatively strong correlation between variables.
  • The greatest likelihood of rabies occurring was on the Gulf of Mexico’s coast, particularly in the states of Tamaulipas, Veracruz, Tabasco, Chiapas, and Yucatan.

Implications

  • This research confirms that rabies in both domestic and wild animal species is endemic in tropical and subtropical areas. However, the occurrence of cases in previously untouched regions suggests a change in geographical spread.
  • The study’s findings could prove useful for health authorities in developing measures to prevent the further spread of the rabies virus and constructing effective vaccination strategies that take into account the time and location of likely outbreaks.

Cite This Article

APA
Ortega-Sánchez R, Bárcenas-Reyes I, Cantó-Alarcón GJ, Luna-Cozar J, E RA, Contreras-Magallanes YG, González-Ruiz S, Cortez-García B, Milián-Suazo F. (2022). Descriptive and Time-Series Analysis of Rabies in Different Animal Species in Mexico. Front Vet Sci, 9, 800735. https://doi.org/10.3389/fvets.2022.800735

Publication

ISSN: 2297-1769
NlmUniqueID: 101666658
Country: Switzerland
Language: English
Volume: 9
Pages: 800735

Researcher Affiliations

Ortega-Sánchez, Reyna
  • Doctorado en Ciencias Biológicas Facultad de Ciencias Naturales, Universidad Autónoma de Querétaro, Querétaro, Mexico.
  • Facultad de Ciencias Naturales, Universidad Autónoma de Querétaro, Querétaro, Mexico.
Bárcenas-Reyes, Isabel
  • Facultad de Ciencias Naturales, Universidad Autónoma de Querétaro, Querétaro, Mexico.
Cantó-Alarcón, Germinal Jorge
  • Facultad de Ciencias Naturales, Universidad Autónoma de Querétaro, Querétaro, Mexico.
Luna-Cozar, Jesús
  • Facultad de Ciencias Naturales, Universidad Autónoma de Querétaro, Querétaro, Mexico.
E, Rojas-Anaya
  • Instituto Nacional de Investigaciones Forestales, Agrícolas y Pecuarias-Centro de Investigación Regional Pacífico Centro, Guadalajara, Mexico.
Contreras-Magallanes, Yesenia G
  • Doctorado en Ciencias Biológicas Facultad de Ciencias Naturales, Universidad Autónoma de Querétaro, Querétaro, Mexico.
  • Facultad de Ciencias Naturales, Universidad Autónoma de Querétaro, Querétaro, Mexico.
González-Ruiz, Sara
  • Facultad de Ciencias Naturales, Universidad Autónoma de Querétaro, Querétaro, Mexico.
Cortez-García, Baltazar
  • Jefe de Departamento de Rabia Paralítica y Garrapata, Servicio Nacional de Sanidad, Inocuidad y Calidad Agroalimentaria (SENASICA), Ciudad de Mexico, Mexico.
Milián-Suazo, Feliciano
  • Facultad de Ciencias Naturales, Universidad Autónoma de Querétaro, Querétaro, Mexico.

Conflict of Interest Statement

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

References

This article includes 47 references
  1. Mochizuki N, Kobayashi Y, Sato G, Hirano S, Itou T, ITO FH. Determination and molecular analysis of the complete genome sequence of two wild-type rabies viruses isolated from a haematophagous bat and a frugivorous bat in Brazil. J Vet Sci (2011) 1101250445–1101250445.
    doi: 10.1292/jvms.10-0238pubmed: 21301181google scholar: lookup
  2. De La Rosa ES, Kotait I, Barbosa TF, Carrieri ML, Brandão PE, Pinheiro AS. Bat-transmitted human rabies outbreaks, Brazilian Amazon. Emerg Infect Dis (2006) 12:1197.
    doi: 10.3201/eid1208.050929pmc: PMC3291204pubmed: 16965697google scholar: lookup
  3. Loza-Rubio E, Rojas-Anaya E, López J, Olivera-Flores MT, Gómez-Lim M, Tapia-Pérez G. Induction of a protective immune response to rabies virus in sheep after oral immunization with transgenic maize, expressing the rabies virus glycoprotein. Vaccine (2012) 30:5551–6.
    doi: 10.1016/j.vaccine.2012.06.039pubmed: 22749836google scholar: lookup
  4. PAHO. (2019). Available onlne at: https://www.paho.org/es/noticias/16-12-2019-mexico-recibe-certificado-validacion-eliminacion-rabia-humana-transmitida-por
  5. Lee S, Thiem D, Anh D, Duong N, Lee M, Grace D. Geographical and temporal patterns of rabies post exposure prophylaxis (PEP) incidence in humans in the Mekong River Delta and Southeast Central Coast regions in Vietnam from 2005 to 2015. PLoS (2012) 13:e0194943.
  6. Peel DS, Mathews KH Jr, Johnson RJ. Trade, the Expanding Mexican Beef Industry, Feedlot Stocker Cattle Production in Mexico. Washington, DC: U.S. Department of Agriculture, Economic Research Service; (2011).
  7. Bárcenas-Reyes I, Nieves-Martínez DP, Cuador-Gil JQ, Loza-Rubio E, González-Ruiz S, Cantó-Alarcón GJ. Spatiotemporal analysis of rabies in cattle in central Mexico. Geospat Health (2019) 14:805.
    doi: 10.4081/gh.2019.805pubmed: 31724374google scholar: lookup
  8. Romero-Barrera CE, Osorio-Rodriguez AN, Juárez-Agis A. Distribución. abundancia, control y registros de casos de murciélagos vampiro, Desmodus rotundus (geoffroy) e, infectados de rabia en ambientes pecuarios de guerrero, Mexico: population control of the vampire bat. Acta Agrícola y Pecuaria (2021) 7.
  9. SIAP. Población ganadera. (2020). Available onlne at: https://www.gob.mx/siap/documentos/poblacion-ganadera-136762.
  10. Turner C. The Vampire Bat. Baltimore, Md: Johns Hopkins University Press. (1975).
  11. Greenhall M, Joermann G, Schmidt U. The use of precipitin test to determine the host preferences of the vampire bats Desmodus rotundus and Diaemus youngi. Bijd Dierkunde (1983) 40:36–9.
    doi: 10.1163/26660644-04001011google scholar: lookup
  12. Fornes A, Lord RD, Kuns ML, Largui OP, Fuenzalida E, Lazara L. Control of bovine rabies through vampire bats control. J Wildl Dis (1974) 10:310–6.
    doi: 10.7589/0090-3558-10.4.310pubmed: 4436917google scholar: lookup
  13. Escobar Cifuentes E. Rabies transmitted by vampires. Biomédica (2004) 24:231–6.
    doi: 10.7705/biomedica.v24i3.1268pubmed: 15551874google scholar: lookup
  14. Benavides J, Valderrama W, Streicker D. Spatial expansions and travelling waves of rabies in vampire bats. Proc R Coc B (2017) 283:20160328.
    doi: 10.1098/rspb.2016.0328google scholar: lookup
  15. Leos-Rodríguez JA, Serrano-Páez A, Salas-González JM, Ramírez-Moreno PP, Sagarnaga-Villegas M. Caracterización de ganaderos y unidades de producción pecuaria beneficiarios del programa de estímulos a la productividad ganadera (PROGAN) en México. Agricultura, sociedad y desarrollo (2008) 5:213–30.
  16. SADER. (2018). Available onlne at: https://www.gob.mx/pronabive/articulos/la-importancia-de-controlar-la-rabia-paralitica-bovina?idiom=es
  17. SADER. Dirección de Campañas Zoosanitarias. (2019). Available onlne at: https://www.gob.mx/senasica/acciones-y-programas/programas-y-campanas-zoosanitarias (consultado 5/03/2020).
  18. . Norma Oficial Mexicana, Campaña nacional para la prevención y control de la rabia en bovinos y especies ganaderas. Diario Oficial de la Federación 20 de mayo de 2011.
  19. Bárcenas-Reyes I, Loza-Rubio E, Zendejas-Martínez H, Luna-Soria H, Cantó-Alarcón GJ, Milián-Suazo F. Comportamiento epidemiológico de la rabia paralítica bovina en la región central de Mexico, 2001-2013. RPSP (2015) 38:396–402.
    pubmed: 26837525
  20. Bárcenas-Reyes I, Loza-Rubio E, Cantó-Alarcón GJ, Luna-Cozar J, Enríquez-Vázquez A, Barrón-Rodríguez RJ. Whole genome sequence phylogenetic analysis of four Mexican rabies viruses isolated from cattle. Res Vet Sci (2017) 113:21–4.
    doi: 10.1016/j.rvsc.2017.08.004pubmed: 28818750google scholar: lookup
  21. Mendoza-Sáenz VH, Navarrete-Gutiérrez DA, Jiménez-Ferrer G, Kraker-Castañeda C, Saldaña-Vázquez RA. Abundance of the common vampire bat and feeding prevalence on cattle along a gradient of landscape disturbance in southeastern Mexico. Mammal Research (2021) 66:481–95.
  22. Chatfield C. The Analysis of Time Series, 5th ed. London: Chapman and Hall. (1996).
  23. Makridakis SG, Wheelwright SC, Hyndman RJ. Forecasting: Methods and Applications, 3rd ed. New York: John Wiley and Sons. (1998).
  24. Betancourt Betancourt J, Santana Brito H, Ortiz Hernández E, Rodríguez Socarrás N. Caracterización y análisis de series de tiempo de enfermedades respiratorias agudas en la provincia de Camagüey. AMC (2009) 13: ISSN 1025–0255.
  25. Rocha F, Ulloa-Stanojlovic FM, Rabaquim VCV, Fadil P, Pompei JC, Brandão PE. Relations between topography, feeding sites, and foraging behavior of the vampire bat, Desmodus rotundus. J Mammal (2020) 101:164–71.
    doi: 10.1093/jmammal/gyz177google scholar: lookup
  26. SPSS IBM Corp. IBM SPSS Statistics for windows, V 22.0. Armonk, NY: IBM Corp. (2013).
  27. ESRI. ArcGIS Desktop: Release 10. Redlands: Environmental Systems Research Institute. (2011).
  28. Matheron G. La teoría de las variables regionalizadas y sus aplicaciones. En: Los Cuadernos del Centro de Morfología Matemática de Fontainebleau. Fascículo 5. París: Centro de Geoestadística de la Escuela de Minas de París. (1970). p. 125.
  29. Caro A. Modelización Geoestadística para la predicción de actividad de 137Cs en el suelo. Doctoral dissertation, Tesis Doctoral. Ed. Madrid: Universidad Autónoma de..
  30. Linden A, Adams JL, Roberts N. Evaluating disease management program effectiveness: an introduction to time-series analysis. Dis Manag (2003) 6:243–55.
    doi: 10.1089/109350703322682559pubmed: 14736348google scholar: lookup
  31. Zarza H, Martínez-Meyer E, Suzán G, Ceballos G. Geographic distribution of Desmodus rotundus in Mexico under current and future climate change scenarios: Implications for bovine paralytic rabies infection. Vet Mex (2017) 3:1–16.
    doi: 10.21753/vmoa.4.3.390google scholar: lookup
  32. Cárdenas Contreras ZL. Análisis espacio temporal de la rabia bovina de origen silvestre en. Colombia. (2017).
  33. Jiménez-Guzmán A, Zúñiga R. Nuevos registros de mamíferos para Nuevo León, Mexico. Publ Biol (1992) 6:189–91.
  34. Hayes MA, Piaggio AJ. Assessing the potential impacts of a changing climate on the distribution of a rabies virus vector. PLoS One (2018) 13: e0192887.
  35. Mayen F. Haematophagous bats in Brazil, their role in rabies transmission, impact on public health, livestock industry and alternatives to an indiscriminate reduction of bat population. J Vet Med, Series B (2003) 50:469–72.
  36. Lanzagorta-Valencia K, Fernández-Méndez JI, Medellín RA, Rodas-Martínez AZ, Ávila-Flores R. Landscape cattle management attributes associated with the incidence of Desmodus rotundus attacks on cattle Características del paisaje y de manejo ganadero asociadas a la incidencia de ataques al ganado bovino por Desmodus rotundus. Landscape (2020) 7:1–10.
    doi: 10.19136/era.a7n1.2164google scholar: lookup
  37. Aréchiga-Ceballos N, Almazán-Marín C, Aguilar-Setién Á. Transmisión vertical del virus de la rabia cría-madre, fenómeno que podría mantener al virus en especies reservorios de vida silvestre. Gac Med Mex (2019) 155:249–53.
    doi: 10.24875/GMM.19005013pubmed: 31219468google scholar: lookup
  38. Jaramillo-Reyna E, Almazán-Marín C, de la O-Cavazos ME, Valdéz-Leal R, Bañuelos-Álvarez AH, Zúñiga-Ramos MA. Public veterinary medicine: public health rabies virus variants identified in Nuevo Leon State, Mexico, from 2008 to 2015. JAVMA (2020) 256: 438–443.
    doi: 10.2460/javma.256.4.438pubmed: 31999515google scholar: lookup
  39. Lord RD, Delpietro H, Fuezauda E, De Diaz AMO, Lazaro L. Presence of rabies neutralizing antibodies in wild carnivores following an outbreak of bovine rabies. J Wildl Dis (1975) 11:210–3.
    doi: 10.7589/0090-3558-11.2.210pubmed: 1142554google scholar: lookup
  40. Safi K. Social bats: the males' perspective. J Mammal (2008) 89:1342–50.
    doi: 10.1644/08-MAMM-S-058.1google scholar: lookup
  41. Blackwood JC, Streicker DG, Altizer S, Rohani P. Resolving the roles of immunity, pathogenesis, and immigration for rabies persistence in vampire bats. PNAS (2013) 110:20837–42.
    doi: 10.1073/pnas.1308817110pmc: PMC3870737pubmed: 24297874google scholar: lookup
  42. Johnson N, Aréchiga-Ceballos N, Aguilar-Setien A. Vampire bat rabies: ecology, epidemiology and control. Viruses (2014) 6:1911–28.
    doi: 10.3390/v6051911pmc: PMC4036541pubmed: 24784570google scholar: lookup
  43. Kobayashi M. Atributos Anatómicos del Músculo Cuádriceps Femoral Responsable de la Limitada Capacidad de Arrastre en el Murciélago Grande de Herradura (Rhinolophus ferrumequinum). J Morphol (2018) 36:69–73.
  44. Correa K, Iamamoto K, Miyuki K, Mori E, Estevez A, Achkar S. Murciélagos hematófagos como reservorios de la rabia. Rev Peru Med Exp Salud Publica (2014) 31:302–9.
    doi: 10.17843/rpmesp.2014.312.51pubmed: 25123871google scholar: lookup
  45. Tolosa-Quintero NJ, Loboa-Rodríguez NJ, Gutiérrez-Lesmes OA, Gongora-Orjuela A. Indicador compuesto en salud: riesgo de transmisión del virus de la rabia. Rev Esp Salud (2020) 20:752–8.
    doi: 10.15446/rsap.v20n6.74695pubmed: 33206901google scholar: lookup
  46. Ortiz Badillo RM. Diversidad de murciélagos en un gradiente altitudinal en el estado de Nuevo León, Mexico. Doctoral dissertation. Universidad Autónoma de Nuevo León. (2015).
  47. Benavides JA, Valderrama W, Recuenco S, Uieda W, Suzán G, Avila-Flores R. Defining new pathways to manage the ongoing emergence of bat rabies in Latin America. Viruses (2020) 12:1002.
    doi: 10.3390/v12091002pmc: PMC7551776pubmed: 32911766google scholar: lookup

Citations

This article has been cited 5 times.
  1. Soler-Tovar D, Escobar LE. Rabies transmitted from vampires to cattle: An overview. PLoS One 2025;20(1):e0317214.
    doi: 10.1371/journal.pone.0317214pubmed: 39804921google scholar: lookup
  2. Ali YH, Mohieddeen TAG, Abdellatif MM, Ahmed BM, Saeed IK, Attaalfadeel HM, Ali AA. Rabies in equids in Sudan. Onderstepoort J Vet Res 2024 Sep 26;91(1):e1-e10.
    doi: 10.4102/ojvr.v91i1.2181pubmed: 39354785google scholar: lookup
  3. Ghosh S, Hasan MN, Nath ND, Haider N, Jones DH, Islam MK, Rahaman MM, Mursalin HS, Mahmud N, Kamruzzaman M, Rabby MF, Kar S, Ullah SM, Ali Shah MR, Jahan AA, Rana MS, Chowdhury S, Uddin MJ, Sunil TS, Ahmed BN, Siddiqui UR, Kaisar SMG, Islam MN. Rabies control in Bangladesh and prediction of human rabies cases by 2030: a One Health approach. Lancet Reg Health Southeast Asia 2024 Aug;27:100452.
    doi: 10.1016/j.lansea.2024.100452pubmed: 39140082google scholar: lookup
  4. Shrestha SP, Chaisowwong W, Upadhyaya M, Shrestha SP, Punyapornwithaya V. Cross-correlation and time series analysis of rabies in different animal species in Nepal from 2005 to 2018. Heliyon 2024 Feb 15;10(3):e25773.
    doi: 10.1016/j.heliyon.2024.e25773pubmed: 38356558google scholar: lookup
  5. Punyapornwithaya V, Thanapongtharm W, Jainonthee C, Chinsorn P, Sagarasaeranee O, Salvador R, Arjkumpa O. Time series analysis and forecasting of the number of canine rabies confirmed cases in Thailand based on national-level surveillance data. Front Vet Sci 2023;10:1294049.
    doi: 10.3389/fvets.2023.1294049pubmed: 38094496google scholar: lookup