Geo-environmental model for the prediction of potential transmission risk of Dirofilaria in an area with dry climate and extensive irrigated crops. The case of Spain
Abstract
Zoonotic filarioses caused by Dirofilaria immitis and Dirofilaria repens are transmitted by culicid mosquitoes. Therefore Dirofilaria transmission depends on climatic factors like temperature and humidity. In spite of the dry climate of most of the Spanish territory, there are extensive irrigated crops areas providing moist habitats favourable for mosquito breeding. A GIS model to predict the risk of Dirofilaria transmission in Spain, based on temperatures and rainfall data as well as in the distribution of irrigated crops areas, is constructed. The model predicts that potential risk of Dirofilaria transmission exists in all the Spanish territory. Highest transmission risk exists in several areas of Andalucía, Extremadura, Castilla-La Mancha, Murcia, Valencia, Aragón and Cataluña, where moderate/high temperatures coincide with extensive irrigated crops. High risk in Balearic Islands and in some points of Canary Islands, is also predicted. The lowest risk is predicted in Northern cold and scarcely or non-irrigated dry Southeastern areas. The existence of irrigations locally increases transmission risk in low rainfall areas of the Spanish territory. The model can contribute to implement rational preventive therapy guidelines in accordance with the transmission characteristics of each local area. Moreover, the use of humidity-related factors could be of interest in future predictions to be performed in countries with similar environmental characteristics.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The spatial distribution of positive cases presents a clear association with geo-environmental factors such as expected annual generations of mosquitoes, irrigated areas and rivers in valleys protected from winds, and proximity to the coast.
“This spatial distribution of the positive cases presents a clear association with different geo-environmental factors, such as the number of expected annual generations of mosquitoes (linked to temperature), the existence of irrigated areas and rivers in valleys protected from the winds, and the proximity to the coast, all of which are considered as risk factors for D. immitis transmission [10].”
From Expansion of canine heartworm in Spain (2022) · cites this paper as [10]
In Spain, a GIS model based on temperature, rainfall, and location of irrigated crops predicted the highest risk of D. immitis transmission in several areas from the centre, east, and south of the Iberian Peninsula, where moderate/high temperatures concurred with extensive irrigated crops, and high risk in some places of the Canary Islands and Balearic Islands; the lowest risk was predicted in the
“In Spain, a GIS model was developed to predict the risk of D. immitis transmission in the country, based on data of temperature, rainfall, and the location of irrigated crops, concluding that the highest risk of transmission was located in several areas from the centre, east, and south of the Iberian Peninsula, where moderate/high temperatures concurred with the presence of extensive irrigated”
From What has happened to heartworm disease in Europe in the last 10 years? (2022) · cites this paper as [177]
The distribution of feline heartworm confirms the distribution pattern previously observed in canine prevalence studies and infection risk studies in Spain.
“confirming the distribution pattern previously observed in canine prevalence studies and the infection risk studies carried out in Spain (7, 24).”
From Seroprevalence of Feline Heartworm in Spain: Completing the Epidemiological Puzzle of a Neglected Disease in the Cat (2022) · cites this paper as [24]
The highest antibody seroprevalences appear in areas of the southern peninsula, the Mediterranean regions, and the Canary Islands.
“The highest antibody seroprevalences appear in areas of the southern peninsula and the Mediterranean regions, as well as the Canary Islands”
From Seroprevalence of Feline Heartworm in Spain: Completing the Epidemiological Puzzle of a Neglected Disease in the Cat (2022) · cites this paper as [24]
The highest canine D. immitis prevalences were found in dogs from 1 to 6 years old, with the highest in dogs 1-3 years followed by 3-6 years.
“By age ranges, the highest prevalences were found in dogs from 1 to 6 years, and significant differences were only observed between dogs betwee 9–12 year-old compared with dogs between 1 and 6 year-old (χ 2 = 2.753, df = 5, P = 0.738) (Table 1).”
From Prevalence of heartworm in dogs and cats of Madrid, Spain (2017) · cites this paper as [23]
The area included in this study is at high risk of D. immitis infection according to GIS research.
“A GIS research on the general prediction for the distribution of dirofilariosis in Spain showed that the area included in this study is at high risk of D. immitis infection [23]”
From Prevalence of heartworm in dogs and cats of Madrid, Spain (2017) · cites this paper as [23]
Other studies showed the highest canine heartworm prevalences in older dogs.
“other studies showed the highest prevalences in older dogs [14, 23].”
From Prevalence of heartworm in dogs and cats of Madrid, Spain (2017) · cites this paper as [23]
The spatial distribution of positive cases has a clear association with different geo-environmental factors, humidity and temperature, the existence of irrigated areas, areas with abundant water, rivers in valleys protected from winds, and proximity to the coast, which are considered risk factors for the transmission of dirofilariasis.
“The spatial distribution of positive cases has a clear association with different geo-environmental factors, humidity and temperature, the existence of irrigated areas, areas with abundant water, rivers in valleys protected from winds, and proximity to the coast, which are considered risk factors for the transmission of dirofilariasis (43).”
From Seroepidemiological Study of Canine and Human Dirofilariasis in the Endemic Region of Northern Serbia (2020) · cites this paper as [43]
Cites
Climate Change 2023 Synthesis Report
The Core Writing Team, Pachauri, R. K., & Reisinger, A. R. (2024) · Climate Change and Law Collection · doi:10.1163/9789004322714_cclc_2023-0258-1193 · Cited by 2,374 · see citing works
Human and animal dirofilariasis: The emergence of a zoonotic mosaic
Simón, F., Siles-Lucas, M., Morchón, R., González-Miguel, J., Mellado, I., Carretón, E., & Montoya-Alonso, J. A. (2012) · Clinical Microbiology Reviews · doi:10.1128/cmr.00012-12 · Cited by 834 · see citing works
Self-citationClimate change and infectious diseases in Europe
Semenza, J. C., & Menne, B. (2009) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(09)70104-5 · Cited by 679 · see citing works
Climate and Dirofilaria infection in Europe
Genchi, C., Rinaldi, L., Mortarino, M., Genchi, M., & Cringoli, G. (2009) · Veterinary parasitology · doi:10.1016/j.vetpar.2009.03.026 · Cited by 349 · see citing works
Surveillance of Arthropod Vector-Borne Infectious Diseases Using Remote Sensing Techniques: A Review
Kalluri, S. N. V., Gilruth, P. T., Rogers, D. J., & Szczur, M. R. (2007) · PLoS Pathogens · doi:10.1371/journal.ppat.0030116 · Cited by 291 · see citing works
Is heartworm disease really spreading in Europe?
Genchi, C., Rinaldi, L., Cascone, C., Mortarino, M., & Cringoli, G. (2005) · Veterinary Parasitology · doi:10.1016/j.vetpar.2005.04.009 · Cited by 222 · see citing works
Human dirofilariasis due to Dirofilaria (Nochtiella) repens: a review of world literature.
Pampiglione, S., Trotti, G. C., & Rivasi, F. (1995) · PubMed · Cited by 218 · see citing works
Dirofilarial Infections in Europe
Genchi, C., Kramer, L. H., & Rivasi, F. (2011) · Vector-Borne and Zoonotic Diseases · doi:10.1089/vbz.2010.0247 · Cited by 214 · see citing works
What is happening outside North America regarding human dirofilariasis?
Simón, F., López-Belmonte, J., Marcos-Atxutegi, C., Morchón, R., & Martín-Pacho, J. R. (2005) · Veterinary Parasitology · doi:10.1016/j.vetpar.2005.03.033 · Cited by 126 · see citing works
Self-citationRinaldi, L., Musella, V., Biggeri, A., & Cringoli, G. (2006) · Geospatial health · doi:10.4081/gh.2006.279 · Cited by 102 · see citing works
The prevalence of Dirofilaria immitis in Gran Canaria, Canary Islands, Spain (1994–1996)
Montoya-Alonso, J. A., Morales, M., Ferrer, O., Molina, J. M., & Sánchez, J. A. C. (1998) · Veterinary Parasitology · doi:10.1016/s0304-4017(97)00175-1 · Cited by 90 · see citing works
Self-citationProceedings of the Heartworm Symposium '80
Eberhard, M. L. (1982) · American Journal of Tropical Medicine and Hygiene · doi:10.4269/ajtmh.1982.31.1069 · Cited by 81 · see citing works
Current Surveys on the Prevalence and Distribution of Dirofilaria spp. in Dogs in Germany
Pantchev, N., Norden, N., Lorentzen, L., Rossi, M., Rossi, U., Brand, B., & Dyachenko, V. (2009) · Parasitology Research · doi:10.1007/s00436-009-1497-7 · Cited by 66 · see citing works
Medlock, J. M., Barrass, I., Kerrod, E., Taylor, M. A., & Leach, S. (2007) · Vector-Borne and Zoonotic Diseases · doi:10.1089/vbz.2006.0564 · Cited by 62 · see citing works
Fortin, J., & Slocombe, J. O. D. (1981) · Mosquito news · Cited by 62 · see citing works
Human dirofilariosis in Poland: the first cases of autochthonous infections with Dirofilaria repens.
Cielecka, D., Hanna, Ż.-P., Masny, A., Sałamatin, R., Wesołowska, M., & Gołąb, E. (2012) · PubMed · Cited by 60 · see citing works
Factors Affecting Dirofilaria immitis Prevalence in Red Foxes in Northeastern Spain
Gortazar, C., Castillo, J. A., Lucientes, J., Blanco, J. C., Arriolabengoa, A., & Calvete, C. (1994) · Journal of Wildlife Diseases · doi:10.7589/0090-3558-30.4.545 · Cited by 44 · see citing works
Canine filariasis in Salamanca (northwest Spain)
Perez-Sanchez, R., Gomez-Bautista, M., & Grandes, A. E. (1989) · Annals of Tropical Medicine & Parasitology · doi:10.1080/00034983.1989.11812322 · Cited by 40 · see citing works
Montoya-Alonso, J. A., Mellado, I., Carretón, E., Cabrera-Pedrero, E. D., Morchón, R., & Simón, F. (2010) · Parasitology Research · doi:10.1007/s00436-010-1987-7 · Cited by 40 · see citing works
Self-citationGIS modeling for canine dirofilariosis risk assessment in central Italy
Mortarino, M., Musella, V., Costa, V., Genchi, C., Cringoli, G., & Rinaldi, L. (2008) · Geospatial health · doi:10.4081/gh.2008.248 · Cited by 33 · see citing works
Zoonotic<i>Dirofilaria immitis</i>infections in a province of Northern Spain
MORCHÓN, R., MOYA, I., GONZÁLEZ-MIGUEL, J., MONTOYA, M. N., & SIMÓN, F. (2010) · Epidemiology and Infection · doi:10.1017/s0950268809990434 · Cited by 32 · see citing works
Self-citationBiology of filarial worms parasitizing dogs and cats.
Manfredi, M. T., Cerbo, A. D., & Genchi, M. (2007) · Cited by 26 · see citing works
Greene, S. L., Hart, T. C., & Afonin, A. N. (1999) · Crop Science · doi:10.2135/cropsci1999.0011183x003900030037x · Cited by 25 · see citing works
Self-citation(1992) · Cited by 24 · see citing works
Heartworm (Dirofilaria immitis) infection in dogs: current update in Spain.
Montoya, J. A., Morales, M., Juste, M. C., & Sánchez, J. A. C. (2007) · Cited by 6 · see citing works
75-jährige Patientin mit Augensymptomen
Hempel, F., Poppert, S., Böker, T., et al. (2012) · DMW - Deutsche Medizinische Wochenschrift · doi:10.1055/s-0032-1304889 · Cited by 6 · see citing works
A NOTE ON THE EXTREMES OF SPANISH CLIMATE†
Tout, D. G. (1985) · Weather · doi:10.1002/j.1477-8696.1985.tb06808.x · Cited by 3 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
The Complexity of Zoonotic Filariasis Episystem and Its Consequences: A Multidisciplinary View
Simón, F., González-Miguel, J., Diosdado, A., Gómez, P. J., Morchón, R., & Kartashev, V. (2017) · BioMed Research International · doi:10.1155/2017/6436130 · Cited by 76 · see citing works
Self-citationWhat has happened to heartworm disease in Europe in the last 10 years?
Morchón, R., Montoya-Alonso, J. A., Rodríguez-Escolar, I., & Carretón, E. (2022) · Pathogens · doi:10.3390/pathogens11091042 · Cited by 69 · see citing works
Self-citationCurrent Distribution of Selected Vector-Borne Diseases in Dogs in Spain
Montoya-Alonso, J. A., Morchón, R., Costa-Rodríguez, N., Matos, J. I., Falcón-Cordón, Y., & Carretón, E. (2020) · Frontiers in Veterinary Science · doi:10.3389/fvets.2020.564429 · Cited by 59 · see citing works
Self-citationDirofilaria infections in dogs in different areas of Greece
Diakou, A., Kapantaidakis, E., Tamvakis, A., Giannakis, V., & Strus, N. (2016) · Parasites & Vectors · doi:10.1186/s13071-016-1797-6 · Cited by 56 · see citing works
Dirofilarioses in cats: European guidelines from the ABCD on prevention and management
Pennisi, M. G., Tasker, S., Hartmann, K., Belák, S., Addie, D., Boucraut-Baralon, C., Egberink, H., Frymus, T., Hofmann-Lehmann, R., Hosie, M., et al. (2020) · Journal of Feline Medicine and Surgery · doi:10.1177/1098612x20917601 · Cited by 53 · see citing works
Bravo-Barriga, D., Parreira, R., Almeida, A. P. G., Calado, M., Blanco-Ciudad, J., Serrano-Aguilera, F. J., Pérez-Martín, J. E., Sánchez-Peinado, J., Pinto, J., Reina, D., et al. (2016) · Veterinary Parasitology · doi:10.1016/j.vetpar.2016.04.030 · Cited by 47 · see citing works
Montoya-Alonso, J. A., Carretón, E., Morchón, R., Silveira-Viera, L., Falcón, Y., & Simón, F. (2016) · Veterinary Parasitology · doi:10.1016/j.vetpar.2015.12.005 · Cited by 44 · see citing works
Self-citationExpansion of canine heartworm in Spain
Montoya-Alonso, J. A., Morchón, R., García-Rodríguez, S. N., Falcón-Cordón, Y., Costa-Rodríguez, N., Matos, J. I., Rodríguez Escolar, I., & Carretón, E. (2022) · Animals · doi:10.3390/ani12101268 · Cited by 35 · see citing works
Self-citationCiucă, L., Musella, V., Miron, L. D., Maurelli, M. P., Cringoli, G., Bosco, A., & Rinaldi, L. (2016) · Geospatial Health · doi:10.4081/gh.2016.499 · Cited by 35 · see citing works
Montoya-Alonso, J. A., Carretón, E., Simón, L., González-Miguel, J., García-Guasch, L., Morchón, R., & Simón, F. (2015) · Veterinary Parasitology · doi:10.1016/j.vetpar.2015.06.025 · Cited by 34 · see citing works
Self-citationPrevalence of heartworm in dogs and cats of Madrid, Spain
Montoya-Alonso, J. A., Morchón, R., Falcón-Cordón, Y., Falcón-Cordón, S., Simón, F., & Carretón, E. (2017) · Parasites & Vectors · doi:10.1186/s13071-017-2299-x · Cited by 34 · see citing works
Self-citationCuervo, P. F., Rinaldi, L., & Cringoli, G. (2015) · Veterinary Parasitology · doi:10.1016/j.vetpar.2015.02.010 · Cited by 34 · see citing works
Savić, S., Stosic, M. Z., Marcic, D., Hernández, I., Potkonjak, A., Otasevic, S., Ruzic, M., & Morchón, R. (2020) · Frontiers in Veterinary Science · doi:10.3389/fvets.2020.00571 · Cited by 22 · see citing works
Self-citationMorchón, R., Rodríguez-Escolar, I., Lambraño, R. E. H., Agudo, J. Á. S., Montoya-Alonso, J. A., Serafín-Pérez, I., Fernández-Serafín, C., & Carretón, E. (2023) · Animals · doi:10.3390/ani13203251 · Cited by 19 · see citing works
Montoya-Alonso, J. A., García Rodríguez, S. N., Carretón, E., Rodríguez Escolar, I., Costa-Rodríguez, N., Matos, J. I., & Morchón, R. (2022) · Frontiers in Veterinary Science · doi:10.3389/fvets.2022.900371 · Cited by 15 · see citing works
Self-citationSerological Survey of Canine Vector-Borne Infections in North-Center Spain
Pérez Pérez, P., Rodríguez-Escolar, I., Carretón, E., Sánchez Agudo, J. Á., Lorenzo-Morales, J., Montoya-Alonso, J. A., & Morchón, R. (2021) · Frontiers in Veterinary Science · doi:10.3389/fvets.2021.784331 · Cited by 13 · see citing works
Self-citationCurrent status of canine dirofilariosis in an endemic area of western Spain
Diosdado, A., Gómez, P. J., González-Miguel, J., Simón, F., & Morchón, R. (2018) · Journal of Helminthology · doi:10.1017/s0022149x17000591 · Cited by 13 · see citing works
Self-citationMontoya-Alonso, J. A., García-Rodríguez, S. N., Matos, J. I., Costa-Rodríguez, N., Falcón-Cordón, Y., Carretón, E., & Morchón, R. (2024) · Animals · doi:10.3390/ani14142037 · Cited by 13 · see citing works
Current state of canine heartworm in Portugal
Esteves-Guimarães, J., Matos, J. I., Leal-Sousa, B., Oliveira, P., Lobo, L., Silvestre-Ferreira, A. C., Soares, C. S., Rodríguez-Escolar, I., Carretón, E., Morchón, R., et al. (2024) · Animals · doi:10.3390/ani14091300 · Cited by 11 · see citing works
Self-citationRodríguez-Escolar, I., Balmori-de la Puente, A., Infante González-Mohino, E., Collado-Cuadrado, M., Carretón, E., Montoya-Alonso, J. A., & Morchón, R. (2025) · Parasites & Vectors · doi:10.1186/s13071-025-07148-5 · Cited by 9 · see citing works
Self-citation
- Authors
- Simón, L., Afonin, A., López-Díez, L. I., González-Miguel, J., Morchón, R., Carretón, E., Montoya-Alonso, J. A., Kartashev, V., & Simón, F.
- Affiliations
- Universidad de Salamanca (ES)
- St Petersburg University (RU)
- Universidad de Las Palmas de Gran Canaria (ES)
- Rostov State Medical University (RU)
- Corresponding author
- Simón, Fernando
- ORCID
- Venue
- Veterinary Parasitology
- Publisher
- Elsevier BV
- Published
- 2014-03
- Volume
- 200
- Issue
- 3-4
- Pages
- 257-264
- ISSN
- 0304-4017 (ISSN-L)
- OpenAlex
- W1975298155
- Semantic Scholar
- 1e41f7e45a98632105fd8350b210ce2423a0074c
- Cited by
- 41
- References
- 27
- Citations by year
- 2026: 1 · 2025: 2 · 2024: 3 · 2023: 3 · 2022: 6 · 2021: 1 · 2020: 5 · 2019: 3 · 2018: 2 · 2017: 7 · 2016: 4 · 2015: 3 · 2014: 1
- FWCI
- 3.50
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Veterinary Parasitology (publishedVersion)
- PubMed (publishedVersion)
- Acceda (Universidad de Las Palmas de Gran Canaria) (submittedVersion)
- Topics
- Health Sciences › Medicine › Infectious Diseases › Parasitic Diseases Research and Treatment
- Life Sciences › Agricultural and Biological Sciences › Ecology, Evolution, Behavior and Systematics › Vector-Borne Animal Diseases
- Health Sciences › Veterinary › Small Animals › Helminth infection and control
- Keywords
- Dirofilaria immitis, Dirofilaria repens, canine heartworm disease, mosquito-borne transmission, risk prediction model, irrigated crops, climatic factors, temperature, rainfall, arid climate, Spain
- MeSH terms
- Animals, Climate, Dirofilaria, Dirofilariasis, Dog Diseases, Dogs, Humidity, Insect Vectors, Models, Theoretical, Culicidae, Spain, Temperature, Zoonoses, Risk Assessment, Geographic Information Systems, Agricultural Irrigation
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review