Changes in the potential distribution of the guava fruit fly Anastrepha striata (Diptera, Tephritidae)under current and possible future climate scenarios in Colombia
Climate change has affected the geographical distributions of most species worldwide; in particular, insects of economic importance inhabiting tropical regions have been impacted. Current and future predictions of change in geographic distribution are frequently included in species distribution mode...
- Autores:
-
Amat García, Eduardo Carlo
Altamiranda Saavedra, Mariano Augusto
Canal Daza, Nelson Augusto
Gómez Piñeres, Luz Miryam
- Tipo de recurso:
- Article of investigation
- Fecha de publicación:
- 2021
- Institución:
- Tecnológico de Antioquia
- Repositorio:
- Repositorio Tdea
- Idioma:
- eng
- OAI Identifier:
- oai:dspace.tdea.edu.co:tdea/3018
- Acceso en línea:
- https://dspace.tdea.edu.co/handle/tdea/3018
- Palabra clave:
- Climate Change
Changement climatique
Mudança de clima
Cambio climático
Global warming
Réchauffement global
Aquecimento global
Calentamiento global
Guava crops
Cultivos de guayaba
Modeling
Modelado
Species distribution
Distribución de especies
- Rights
- closedAccess
- License
- http://purl.org/coar/access_right/c_14cb
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| dc.title.none.fl_str_mv |
Changes in the potential distribution of the guava fruit fly Anastrepha striata (Diptera, Tephritidae)under current and possible future climate scenarios in Colombia |
| title |
Changes in the potential distribution of the guava fruit fly Anastrepha striata (Diptera, Tephritidae)under current and possible future climate scenarios in Colombia |
| spellingShingle |
Changes in the potential distribution of the guava fruit fly Anastrepha striata (Diptera, Tephritidae)under current and possible future climate scenarios in Colombia Climate Change Changement climatique Mudança de clima Cambio climático Global warming Réchauffement global Aquecimento global Calentamiento global Guava crops Cultivos de guayaba Modeling Modelado Species distribution Distribución de especies |
| title_short |
Changes in the potential distribution of the guava fruit fly Anastrepha striata (Diptera, Tephritidae)under current and possible future climate scenarios in Colombia |
| title_full |
Changes in the potential distribution of the guava fruit fly Anastrepha striata (Diptera, Tephritidae)under current and possible future climate scenarios in Colombia |
| title_fullStr |
Changes in the potential distribution of the guava fruit fly Anastrepha striata (Diptera, Tephritidae)under current and possible future climate scenarios in Colombia |
| title_full_unstemmed |
Changes in the potential distribution of the guava fruit fly Anastrepha striata (Diptera, Tephritidae)under current and possible future climate scenarios in Colombia |
| title_sort |
Changes in the potential distribution of the guava fruit fly Anastrepha striata (Diptera, Tephritidae)under current and possible future climate scenarios in Colombia |
| dc.creator.fl_str_mv |
Amat García, Eduardo Carlo Altamiranda Saavedra, Mariano Augusto Canal Daza, Nelson Augusto Gómez Piñeres, Luz Miryam |
| dc.contributor.author.none.fl_str_mv |
Amat García, Eduardo Carlo Altamiranda Saavedra, Mariano Augusto Canal Daza, Nelson Augusto Gómez Piñeres, Luz Miryam |
| dc.subject.agrovoc.none.fl_str_mv |
Climate Change Changement climatique Mudança de clima Cambio climático Global warming Réchauffement global Aquecimento global Calentamiento global |
| topic |
Climate Change Changement climatique Mudança de clima Cambio climático Global warming Réchauffement global Aquecimento global Calentamiento global Guava crops Cultivos de guayaba Modeling Modelado Species distribution Distribución de especies |
| dc.subject.proposal.none.fl_str_mv |
Guava crops Cultivos de guayaba Modeling Modelado Species distribution Distribución de especies |
| description |
Climate change has affected the geographical distributions of most species worldwide; in particular, insects of economic importance inhabiting tropical regions have been impacted. Current and future predictions of change in geographic distribution are frequently included in species distribution models (SDMs). The potential spatial distributions of the fruit fly Anastrepha striata Schiner, the main species of agricultural importance in guava crops, under current and possible future scenarios in Colombia were modeled, and the establishment risk was assessed for each guava-producing municipality in the country. SDMs were developed using 221 geographical records in conjunction with nine scenopoetic variables. The model for current climate conditions indicated an extensive suitable area for the establishment of A. striata in the Andean region, smaller areas in the Caribbean and Pacific, and almost no areas in the Orinoquia and Amazonian regions. A brief discussion regarding the area's suitability for the fly is offered. According to the results, altitude is one of the main factors that direct the distribution of A. striata in the tropics. The Colombian guava-producing municipalities were classified according to the degree of vulnerability to fly establishment as follows: 42 were high risk, 16 were intermediate risk, and 17 were low risk. The implementation of future integrated management plans must include optimal spatial data and must consider environmental aspects, such as those suggested by the models presented here. Control decisions should aim to mitigate the positive relationship between global warming and the increase in the dispersal area of the fruit fly. Keywords: Climate change; global warming; guava crops; modeling; species distribution. |
| publishDate |
2021 |
| dc.date.issued.none.fl_str_mv |
2021 |
| dc.date.accessioned.none.fl_str_mv |
2023-05-24T19:22:07Z |
| dc.date.available.none.fl_str_mv |
2023-05-24T19:22:07Z |
| dc.type.spa.fl_str_mv |
Artículo de revista |
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http://purl.org/coar/resource_type/c_2df8fbb1 |
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Text |
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info:eu-repo/semantics/article |
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http://purl.org/redcol/resource_type/ART |
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info:eu-repo/semantics/publishedVersion |
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http://purl.org/coar/version/c_970fb48d4fbd8a85 |
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http://purl.org/coar/resource_type/c_2df8fbb1 |
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publishedVersion |
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0007-4853 |
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https://dspace.tdea.edu.co/handle/tdea/3018 |
| dc.identifier.eissn.spa.fl_str_mv |
1475-2670 |
| identifier_str_mv |
0007-4853 1475-2670 |
| url |
https://dspace.tdea.edu.co/handle/tdea/3018 |
| dc.language.iso.spa.fl_str_mv |
eng |
| language |
eng |
| dc.relation.citationendpage.spa.fl_str_mv |
480 |
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4 |
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469 |
| dc.relation.citationvolume.spa.fl_str_mv |
112 |
| dc.relation.ispartofjournal.spa.fl_str_mv |
Bulletin of Entomological Research |
| dc.relation.references.spa.fl_str_mv |
Agronet (2018) Área, Producción y Rendimiento Nacional de la guayaba en Colombia. Red de Información y Comunicación Del Sector Agropecuario. Ministerio de Agricultura y Desarrollo Rural, Republica de Colombia. http://www.agronet.gov.co.Google Scholar Altamiranda-Saavedra, M, Arboleda, S, Parra, JL, Peterson, AT and Correa, MM (2017) Potential distribution of mosquito vector species in a primary malaria endemic region of Colombia. PLoS ONE 12, 1–14.CrossRefGoogle Scholar Aluja, M and Mangan, RL (2008) Fruit fly (Diptera: Tephritidae) host status determination: critical conceptual, methodological, and regulatory considerations. Annual Review of Entomology 53, 473–502.CrossRefGoogle ScholarPubMed Aluja, M, Rull, J, Sivinski, J, Norrbom, AL, Wharton, RA, Macías-Ordóñez, R, Díaz-Fleischer, F and López, M (2003) Fruit flies of the genus Anastrepha (Diptera: Tephritidae) and associated native parasitoids (Hymenoptera) in the Tropical Rainforest Biosphere Reserve of Montes Azules, Chiapas, Mexico. Environmental Entomology 32, 1377–1385.CrossRefGoogle Scholar Anderson, RP and Martínez-Meyer, E (2004) Modeling species’ geographic distributions for preliminary conservation assessments: an implementation with the spiny pocket mice (Heteromys) of Ecuador. Biological Conservation 116, 167–179.CrossRefGoogle Scholar Baker, AC, Stone, WE, Plummer, CC and McPhail, M (1944) A Review of Studies on the Mexican Fruitfly and Related Mexican species. USA: Department of Agriculture.Google Scholar Barbet-Massin, M, Jiguet, F, Albert, CH and Thuiller, W (2012) Selecting pseudo-absences for species distribution models: how, where, and how many? Methods in Ecology and Evolution 3, 327–338.CrossRefGoogle Scholar Barve, N, Barve, V, Jiménez-Valverde, A, Lira-Noriega, A, Maher, SP, Peterson, AT, Soberón, J and Villalobos, F (2011) The crucial role of the accessible area in ecological niche modeling and species distribution modeling. Ecological Modelling 222, 1810–1819.CrossRefGoogle Scholar Basanta, MD, Rebollar, EA and Parra-Olea, G (2019) Potential risk of Batrachochytrium salamandrivorans in Mexico. PLoS ONE 14, 1–13.CrossRefGoogle ScholarPubMed Beckler, AA, French, BW and Chandler, LD (2005) Using GIS in areawide pest management: a case study in South Dakota. Transactions in GIS 9, 109–127.CrossRefGoogle Scholar Beever, E and Belant, J (2016) Ecological Consequences of Climate Change Mechanisms, Conservation, and Management. Boca Raton, USA: CRC Press.CrossRefGoogle Scholar Bouyer, J, Cox, ST, Guerrini, L, Lancelot, R, Dicko, AHH and Vreysen, MJV (2021) Using geographic information systems and spatial modelling in area-wide integrated pest management programmes that integrate the sterile insect technique. In Dyck, VA, Hendrichs, J, Robinson, AS (eds), Sterile Insect Technique Principles and Practice in Area-Wide Integrated Pest Management, 2nd Edn. New York: CRC Press, pp. 703–729, 1200.CrossRefGoogle Scholar Campo, BVH, Hyman, G and Bellotti, A (2011) Threats to cassava production: known and potential geographic distribution of four key biotic constraints. Food Security 3, 329–345.CrossRefGoogle Scholar Canal, NA (2010) New species and records of Anastrepha (Diptera: Tephritidae) from Colombia. Zootaxa 44, 32–44.CrossRefGoogle Scholar Castañeda, M, Osorio, FA, Canal, NA and Galeano, P (2010) Species, distribution and hosts of the genus Anastrepha Schiner in the Department of Tolima, Colombia. Agronomía Colombiana 28, 264–272.Google Scholar CEPAL (2015) The Economics of Climate Change in Latin America and the Caribbean: Paradoxes and Challenges of Sustainable Development. Santiago, Chile: United Nations: Comisión Económica para América Latina y el Caribe.Google Scholar Cruz-B, MI, Bacca, T and Canal, NA (2017) Diversidad de las moscas de las frutas (Diptera: Tephritidae) y sus parasitoides en siete municipios del departamento de Nariño. Boletín Científico Centro de Museos Museo de Historia Natural de la Universidad de Caldas 21, 81–98.Google Scholar Cruz-López, L, Malo, EA and Rojas, JC (2015) Sex pheromone of Anastrepha striata. Journal of Chemical Ecology 41, 458–464.CrossRefGoogle ScholarPubMed Diniz-Filho, JAF, Nabout, JC, Telles, MPC, Soares, TN and Rangel, TFLVB (2009) A review of techniques for spatial modeling in geographical, conservation and landscape genetics. Genetics and Molecular Biology 32, 203–211.CrossRefGoogle ScholarPubMed Duyck, P-F, David, P and Quilici, S (2004) A review of relationships between interspecific competition and invasions in fruit flies (Diptera: Tephritidae). Ecological Entomology 29, 511–520.CrossRefGoogle Scholar EPPO (2021) European and Mediterranean Plant Protection Organization (EPPO) Global Database (available online). https://gd.eppo.int.Google Scholar Freeman, BG, Scholer, MN, Ruiz-Gutierrez, V and Fitzpatrick, JW (2018) Climate change causes upslope shifts and mountaintop extirpations in a tropical bird community. Proceedings of the National Academy of Sciences 115, 11982–11987.CrossRefGoogle Scholar Fu, L, Li, ZH, Huang, GS, Wu, XX, Ni, WL and Qü, WW (2014) The current and future potential geographic range of West Indian fruit fly, Anastrepha obliqua (Diptera: Tephritidae). Insect Science 21, 234–244.CrossRefGoogle Scholar Gallo-Franco, JJ, Velasco-Cuervo, SM, Aguirre-Ramírez, E, González, OR, Carrejo, NS and Toro-Perea, N (2017) Genetic diversity and population structure of Anastrepha striata (Diptera: Tephritidae) in three natural regions of southwestern Colombia using mitochondrial sequences. Genetica 145, 79–89.CrossRefGoogle ScholarPubMed Gamaliel, I, Buba, Y, Guy-Haim, T, Garval, TD, Rilov, G and Belmaker, J (2020) Incorporating physiology into species distribution models moderates the projected impact of warming on selected Mediterranean marine species. Ecography 43, 1090–1106.CrossRefGoogle Scholar Godefroid, M, Cruaud, A, Rossi, JP and Rasplus, JY (2015) Assessing the risk of invasion by tephritid fruit flies: intraspecific divergence matters. PLoS ONE 10, 1–19.CrossRefGoogle ScholarPubMed Guisan, A and Zimmermann, NE (2000) Predictive habitat distribution models in ecology. Ecological Modelling 135, 147–186.CrossRefGoogle Scholar Hernández-Camacho, J and Sanchez-Páez, H (1992) Biomas terrestres de Colombia and Halffter, D (ed.), La Diversidad Biológica Iberoamericana I. Xalapa, México: Acta Zoológica Mexicana, pp. 153–173.Google Scholar Hernández-Ortiz, V, Canal, NA, Salas, JO, Ruíz-Hurtado, FM and Dzul-Cauich, JF (2015) Taxonomy and phenotypic relationships of the Anastrepha fraterculus complex in the Mesoamerican and Pacific Neotropical dominions (Diptera, Tephritidae). ZooKeys 540, 95–124.CrossRefGoogle Scholar Hijmans, RJ, Cameron, SE, Parra, JL, Jones, PG and Jarvis, A (2005) Very high resolution interpolated climate surfaces for global land areas. International Journal of Climatology 25, 1965–1978.CrossRefGoogle Scholar ICA (2016) Plan de manejo moscas de la fruta. In Plan nacional moscas de la fruta. Boletín Epidemiológico. Web page: https://www.ica.gov.co/getattachment/eb152406-4b6d-4d4f-b363-08c7acda6697/Plan-de-Manejo-de-Moscas-de-La-Fruta.aspx.Google Scholar ICA (2020) Reporte de producción Agrícola – Instituto Colombiano Agropecuario (ICA) – Ministerio de Agricultura. Web Page: http://www.ica.gov.co/.Google Scholar IGAC (2021) Regiones Naturales de Colombia - Instituto Geográfico Agustín Codazzi. Web Page: https://www.colombiaenmapas.gov.co/#.Google Scholar Insuasty, OI, Cuadro, MJ, Monroy, RJ and Bautista, DJ (2007) Manejo Integrado de Moscas de la Fruta de la Guayaba (Anastrepha spp.). Colombia: Corpoica, Agrosavia, Sena, Colciencias.Google Scholar Lehmann, P, Ammunét, T, Barton, M, Battisti, A, Eigenbrode, SD, Jepsen, JU, Kalinkat, G, Neuvonen, S, Niemelä, P, Terblanche, JS, Økland, B and Björkman, C (2020) Complex responses of global insect pests to climate warming. Frontiers in Ecology and the Environment 18, 141–150.CrossRefGoogle Scholar Lira-Noriega, A, Soberón, J and Miller, CP (2013) Process-based and correlative modeling of desert mistletoe distribution: a multiscalar approach. Ecosphere (Washington, D.C.) 4, art99.Google Scholar Martinez-Alava, JO (2007) Nuevos registros en el género Anastrepha (Diptera: Tephritidae) para Colombia. Revista Colombiana de Entomología 33, 36–42.CrossRefGoogle Scholar Martinez, JO and Serna, FJ (2005) Identificación y localización geográfica de especies del género Anastrepha Schiner (Diptera: Tephritidae) en Cundinamarca (Colombia). Agronomía Colombiana 23, 102–111.Google Scholar Martínez-Ardila, NJ, Jaramillo-Rodríguez, O and Robertson, K (2005) Amenazas naturales en el litoral Pacífico colombiano asociadas al ascenso del nivel del mar. Cuadernos de Geografía 14, 83–96.Google Scholar Martínez-Freiría, F, Tarroso, P, Rebelo, H and Brito, JC (2016) Contemporary niche contraction affects climate change predictions for elephants and giraffes. Diversity and Distributions 22, 432–444.CrossRefGoogle Scholar Meinshausen, M, Smith, SJ, Calvin, K, Daniel, JS, Kainuma, MLT, Lamarque, J-F, Matsumoto, K, Montzka, SA, Raper, SCB, Riahi, K, Thomson, A, Velders, GJM and van Vuuren, DPP (2011) The RCP greenhouse gas concentrations and their extensions from 1765 to 2300. Climatic Change 109, 213–241.CrossRefGoogle Scholar Muscarella, R, Galante, PJ, Soley-Guardia, M, Boria, RA, Kass, JM, Uriarte, M and Anderson, RP (2014) ENMeval: an R package for conducting spatially independent evaluations and estimating optimal model complexity for Maxent ecological niche models. Methods in Ecology and Evolution 5, 1198–1205.CrossRefGoogle Scholar Norrbom, AL (2004) Host plant database for Anastrepha and Toxotrypana (Diptera: Tephritdae Toxotrypanini) – Diptera Dissemination Disk2.Google Scholar Núñez, L, Gómez, R, Guarín, G and León, G (2004) Moscas de las frutas (Díptera: Tephritidae) y parasitoides asociados con Psidium guajava L. y Coffea arabica L. en tres municipios de la Provincia de Vélez (Santander, Colombia). Revista Corpoica 5, 13–21.Google Scholar Olson, DM, Dinerstein, E, Wikramanayake, ED, Burgess, ND, Powell, GVN, Underwood, EC, D'amico, JA, Itoua, I, Strand, HE, Morrison, JC, Loucks, CJ, Allnutt, TF, Ricketts, TH, Kura, Y, Lamoreux, JF, Wettengel, WW, Hedao, P and Kassem, KR (2001) Terrestrial ecoregions of the world: A new map of life on earth: a new global map of terrestrial ecoregions provides an innovative tool for conserving biodiversity. BioScience 51, 933–938.CrossRefGoogle Scholar Parra, OC (2014) Sinopsis de la familia Myrtaceae y clave para la identificación de los géneros nativos e introducidos en Colombia. Revista de La Academia Colombiana de Ciencias Exactas, Físicas y Naturales 38, 261–277.CrossRefGoogle Scholar Parra, JL, Graham, CC and Freile, JF (2004) Evaluating alternative data sets for ecological niche models of birds in the Andes. Ecography 27, 350–360.CrossRefGoogle Scholar Pérez-Staples, D and Aluja, M (2004) Anastrepha striata (Diptera: Tephritidae) females that mate with virgin males live longer. Annals of the Entomological Society of America 6, 1336–1341.CrossRefGoogle Scholar Peterson, AT (2006) Uses and requirements of ecological niche models and related distributional models. Biodiversity Informatics 3, 59–72.CrossRefGoogle Scholar Peterson, AT, Papes, M and Soberón, J (2008) Rethinking receiver operating characteristic analysis applications in ecological niche modeling. Ecological Modelling 3, 63–72.CrossRefGoogle Scholar Peterson, AT, Soberón, J, Pearson, RG, Anderson, RP, Martínez-Meyer, E, Nakamura, M and Araújo, MB (2011) Ecological Niches and Geographic Distributions. New Jersey: Princeton University Press.CrossRefGoogle Scholar Peterson, AT, Cobos, ME and Jiménez-García, D (2018) Major challenges for correlational ecological niche model projections to future climate conditions. Annals of the New York Academy of Sciences 1429, 66–77.CrossRefGoogle ScholarPubMed Phillips, SJ, Anderson, RP and Schapire, RE (2006) Maximum entropy modeling of species geographic distributions. Ecological Modelling 190, 231–259.CrossRefGoogle Scholar Porter, JH, Parry, ML and Carter, TR (1991) The potential effects of climatic change on agricultural insect pests. Agricultural and Forest Meteorology 57, 221–240.CrossRefGoogle Scholar Raghavan, RK, Barker, SC, Cobos, ME, Barker, D, Teo, EJM, Foley, DH, Nakao, R, Lawrence, K, Heath, ACG and Peterson, AT (2019) Potential spatial distribution of the newly introduced long-horned tick, Haemaphysalis longicornis in North America. Scientific Reports 9, 498.CrossRefGoogle ScholarPubMed Régnière, J, Powell, J, Bentz, B and Nealis, V (2012) Effects of temperature on development, survival and reproduction of insects: experimental design, data analysis and modeling. Journal of Insect Physiology 58, 634–647.CrossRefGoogle ScholarPubMed Reyes, J and Lira-Noriega, A (2020) Current and future global potential distribution of the fruit fly Drosophila suzukii (Diptera: Drosophilidae). The Canadian Entomologist 152, 587–599.CrossRefGoogle Scholar Rodriguez, CPA, Norrbom, AL, Arevalo, PE, Balseiro, TF, Diaz, PA, Benitez, MC, Gallego, J, Cruz, MI, Montes, JM, Rodriguez, EJ, Steck, GJ, Sutton, BD, Quisberth, RE, Lagrava, SJJ and Colque, F (2018) New records of Anastrepha (Diptera: Tephritidae) primarily from Colombia. Zootaxa 4390, 1–63.Google Scholar Ruíz-Hurtado, F, Ramírez, J, Rojas, B, Galeano, P and Canal, NA (2013) Diversidad de parasitoides (Hymenoptera) de moscas frugívoras (Diptera:Tephritoidea) en dos áreas cafeteras del departamento del Tolima, Colombia. Revista Tumbaga 8, 29–53.Google Scholar Saavedra-Díaz, J, Galeano-Olaya, PE and Canal, NA (2017) Relaciones ecológicas entre frutos hospederos, moscas frugívoras y parasitoides en un fragmento de bosque seco tropical. Revista de Ciencias Agrícolas 34, 32–49.CrossRefGoogle Scholar Salazar-Mendoza, P, Peralta-Aragón, I, Romero-Rivas, L, Salamanca, J and Rodriguez-Saona, C (2021) The abundance and diversity of fruit flies and their parasitoids change with elevation in guava orchards in a tropical Andean forest of Peru, independent of seasonality. PLoS ONE 16, e0250731.CrossRefGoogle Scholar Sequeira, R, Millar, L and Bartels, D (2001) Identification of Susceptible Areas for the Establishment of Anastrepha spp. Fruit Flies in the United States and Analysis of Selected Pathways. Raleigh, NC: USDA-APHISPPQ Center for Plant Health Science and Technology, p. 47.Google Scholar Sheldon, KS (2019) Climate change in the tropics: ecological and evolutionary responses at low latitudes. Annual Review of Ecology, Evolution, and Systematics 50, 303–333.CrossRefGoogle Scholar Tigrero, JO and Norrbom, AL (2020) A new species of Anastrepha (Diptera: Tephritidae) reared from Passiflora putumayensis (Passifloraceae) in Ecuador. Proceedings of the Entomological Society of Washington 122, 982–991.CrossRefGoogle Scholar Vieira, IC (2019) Land use drives change in Amazonian tree species. Anais Da Academia Brasileira de Ciências 91, 1–5.CrossRefGoogle ScholarPubMed Villacide, JM and Corley, JC (2003) Distribución potencial del parasitoide Ibalia leucospoides (Hymenoptera: Ibaliidae) en la Argentina. Quebrancho – Revista de Ciencias Forestales 10, 7–13.Google Scholar Ward, JD, Mohr, SH, Myers, BR and Nel, WP (2012) High estimates of supply constrained emissions scenarios for long-term climate risk assessment. Energy Policy 51, 598–604.CrossRefGoogle Scholar Yañez-Arenas, C, Peterson, TA, Rodríguez-Medina, K and Barve, N (2016) Mapping current and future potential snakebite risk in the new world. Climatic Change 134, 697–711.CrossRefGoogle Scholar |
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Amat García, Eduardo Carlo3323f5c6-ac61-4e2d-99ea-b547f4750b7fAltamiranda Saavedra, Mariano Augusto24e8d03f-69f2-4f3b-9982-7a16d1d76798Canal Daza, Nelson Augusto9fd688cf-37f5-4af3-8c9c-675620c41902Gómez Piñeres, Luz Miryamf96a058d-0c93-424a-83bc-e7068c36a1512023-05-24T19:22:07Z2023-05-24T19:22:07Z20210007-4853https://dspace.tdea.edu.co/handle/tdea/30181475-2670Climate change has affected the geographical distributions of most species worldwide; in particular, insects of economic importance inhabiting tropical regions have been impacted. Current and future predictions of change in geographic distribution are frequently included in species distribution models (SDMs). The potential spatial distributions of the fruit fly Anastrepha striata Schiner, the main species of agricultural importance in guava crops, under current and possible future scenarios in Colombia were modeled, and the establishment risk was assessed for each guava-producing municipality in the country. SDMs were developed using 221 geographical records in conjunction with nine scenopoetic variables. The model for current climate conditions indicated an extensive suitable area for the establishment of A. striata in the Andean region, smaller areas in the Caribbean and Pacific, and almost no areas in the Orinoquia and Amazonian regions. A brief discussion regarding the area's suitability for the fly is offered. According to the results, altitude is one of the main factors that direct the distribution of A. striata in the tropics. The Colombian guava-producing municipalities were classified according to the degree of vulnerability to fly establishment as follows: 42 were high risk, 16 were intermediate risk, and 17 were low risk. The implementation of future integrated management plans must include optimal spatial data and must consider environmental aspects, such as those suggested by the models presented here. Control decisions should aim to mitigate the positive relationship between global warming and the increase in the dispersal area of the fruit fly. Keywords: Climate change; global warming; guava crops; modeling; species distribution.12 páginasimage/jpegengCambridge University PressInglaterrahttps://www.cambridge.org/core/journals/bulletin-of-entomological-research/article/abs/changes-in-the-potential-distribution-of-the-guava-fruit-fly-anastrepha-striata-diptera-tephritidae-under-current-and-possible-future-climate-scenarios-in-colombia/A5A4C559D63C86878DBE76162E14D074#articleChanges in the potential distribution of the guava fruit fly Anastrepha striata (Diptera, Tephritidae)under current and possible future climate scenarios in ColombiaArtículo de revistahttp://purl.org/coar/resource_type/c_2df8fbb1Textinfo:eu-repo/semantics/articlehttp://purl.org/redcol/resource_type/ARTinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/version/c_970fb48d4fbd8a85Colombia4804469112Bulletin of Entomological ResearchAgronet (2018) Área, Producción y Rendimiento Nacional de la guayaba en Colombia. Red de Información y Comunicación Del Sector Agropecuario. Ministerio de Agricultura y Desarrollo Rural, Republica de Colombia. http://www.agronet.gov.co.Google ScholarAltamiranda-Saavedra, M, Arboleda, S, Parra, JL, Peterson, AT and Correa, MM (2017) Potential distribution of mosquito vector species in a primary malaria endemic region of Colombia. PLoS ONE 12, 1–14.CrossRefGoogle ScholarAluja, M and Mangan, RL (2008) Fruit fly (Diptera: Tephritidae) host status determination: critical conceptual, methodological, and regulatory considerations. Annual Review of Entomology 53, 473–502.CrossRefGoogle ScholarPubMedAluja, M, Rull, J, Sivinski, J, Norrbom, AL, Wharton, RA, Macías-Ordóñez, R, Díaz-Fleischer, F and López, M (2003) Fruit flies of the genus Anastrepha (Diptera: Tephritidae) and associated native parasitoids (Hymenoptera) in the Tropical Rainforest Biosphere Reserve of Montes Azules, Chiapas, Mexico. Environmental Entomology 32, 1377–1385.CrossRefGoogle ScholarAnderson, RP and Martínez-Meyer, E (2004) Modeling species’ geographic distributions for preliminary conservation assessments: an implementation with the spiny pocket mice (Heteromys) of Ecuador. Biological Conservation 116, 167–179.CrossRefGoogle ScholarBaker, AC, Stone, WE, Plummer, CC and McPhail, M (1944) A Review of Studies on the Mexican Fruitfly and Related Mexican species. USA: Department of Agriculture.Google ScholarBarbet-Massin, M, Jiguet, F, Albert, CH and Thuiller, W (2012) Selecting pseudo-absences for species distribution models: how, where, and how many? Methods in Ecology and Evolution 3, 327–338.CrossRefGoogle ScholarBarve, N, Barve, V, Jiménez-Valverde, A, Lira-Noriega, A, Maher, SP, Peterson, AT, Soberón, J and Villalobos, F (2011) The crucial role of the accessible area in ecological niche modeling and species distribution modeling. Ecological Modelling 222, 1810–1819.CrossRefGoogle ScholarBasanta, MD, Rebollar, EA and Parra-Olea, G (2019) Potential risk of Batrachochytrium salamandrivorans in Mexico. PLoS ONE 14, 1–13.CrossRefGoogle ScholarPubMedBeckler, AA, French, BW and Chandler, LD (2005) Using GIS in areawide pest management: a case study in South Dakota. Transactions in GIS 9, 109–127.CrossRefGoogle ScholarBeever, E and Belant, J (2016) Ecological Consequences of Climate Change Mechanisms, Conservation, and Management. Boca Raton, USA: CRC Press.CrossRefGoogle ScholarBouyer, J, Cox, ST, Guerrini, L, Lancelot, R, Dicko, AHH and Vreysen, MJV (2021) Using geographic information systems and spatial modelling in area-wide integrated pest management programmes that integrate the sterile insect technique. In Dyck, VA, Hendrichs, J, Robinson, AS (eds), Sterile Insect Technique Principles and Practice in Area-Wide Integrated Pest Management, 2nd Edn. New York: CRC Press, pp. 703–729, 1200.CrossRefGoogle ScholarCampo, BVH, Hyman, G and Bellotti, A (2011) Threats to cassava production: known and potential geographic distribution of four key biotic constraints. Food Security 3, 329–345.CrossRefGoogle ScholarCanal, NA (2010) New species and records of Anastrepha (Diptera: Tephritidae) from Colombia. Zootaxa 44, 32–44.CrossRefGoogle ScholarCastañeda, M, Osorio, FA, Canal, NA and Galeano, P (2010) Species, distribution and hosts of the genus Anastrepha Schiner in the Department of Tolima, Colombia. Agronomía Colombiana 28, 264–272.Google ScholarCEPAL (2015) The Economics of Climate Change in Latin America and the Caribbean: Paradoxes and Challenges of Sustainable Development. Santiago, Chile: United Nations: Comisión Económica para América Latina y el Caribe.Google ScholarCruz-B, MI, Bacca, T and Canal, NA (2017) Diversidad de las moscas de las frutas (Diptera: Tephritidae) y sus parasitoides en siete municipios del departamento de Nariño. Boletín Científico Centro de Museos Museo de Historia Natural de la Universidad de Caldas 21, 81–98.Google ScholarCruz-López, L, Malo, EA and Rojas, JC (2015) Sex pheromone of Anastrepha striata. Journal of Chemical Ecology 41, 458–464.CrossRefGoogle ScholarPubMedDiniz-Filho, JAF, Nabout, JC, Telles, MPC, Soares, TN and Rangel, TFLVB (2009) A review of techniques for spatial modeling in geographical, conservation and landscape genetics. Genetics and Molecular Biology 32, 203–211.CrossRefGoogle ScholarPubMedDuyck, P-F, David, P and Quilici, S (2004) A review of relationships between interspecific competition and invasions in fruit flies (Diptera: Tephritidae). Ecological Entomology 29, 511–520.CrossRefGoogle ScholarEPPO (2021) European and Mediterranean Plant Protection Organization (EPPO) Global Database (available online). https://gd.eppo.int.Google ScholarFreeman, BG, Scholer, MN, Ruiz-Gutierrez, V and Fitzpatrick, JW (2018) Climate change causes upslope shifts and mountaintop extirpations in a tropical bird community. Proceedings of the National Academy of Sciences 115, 11982–11987.CrossRefGoogle ScholarFu, L, Li, ZH, Huang, GS, Wu, XX, Ni, WL and Qü, WW (2014) The current and future potential geographic range of West Indian fruit fly, Anastrepha obliqua (Diptera: Tephritidae). Insect Science 21, 234–244.CrossRefGoogle ScholarGallo-Franco, JJ, Velasco-Cuervo, SM, Aguirre-Ramírez, E, González, OR, Carrejo, NS and Toro-Perea, N (2017) Genetic diversity and population structure of Anastrepha striata (Diptera: Tephritidae) in three natural regions of southwestern Colombia using mitochondrial sequences. Genetica 145, 79–89.CrossRefGoogle ScholarPubMedGamaliel, I, Buba, Y, Guy-Haim, T, Garval, TD, Rilov, G and Belmaker, J (2020) Incorporating physiology into species distribution models moderates the projected impact of warming on selected Mediterranean marine species. Ecography 43, 1090–1106.CrossRefGoogle ScholarGodefroid, M, Cruaud, A, Rossi, JP and Rasplus, JY (2015) Assessing the risk of invasion by tephritid fruit flies: intraspecific divergence matters. PLoS ONE 10, 1–19.CrossRefGoogle ScholarPubMedGuisan, A and Zimmermann, NE (2000) Predictive habitat distribution models in ecology. Ecological Modelling 135, 147–186.CrossRefGoogle ScholarHernández-Camacho, J and Sanchez-Páez, H (1992) Biomas terrestres de Colombia and Halffter, D (ed.), La Diversidad Biológica Iberoamericana I. Xalapa, México: Acta Zoológica Mexicana, pp. 153–173.Google ScholarHernández-Ortiz, V, Canal, NA, Salas, JO, Ruíz-Hurtado, FM and Dzul-Cauich, JF (2015) Taxonomy and phenotypic relationships of the Anastrepha fraterculus complex in the Mesoamerican and Pacific Neotropical dominions (Diptera, Tephritidae). ZooKeys 540, 95–124.CrossRefGoogle ScholarHijmans, RJ, Cameron, SE, Parra, JL, Jones, PG and Jarvis, A (2005) Very high resolution interpolated climate surfaces for global land areas. International Journal of Climatology 25, 1965–1978.CrossRefGoogle ScholarICA (2016) Plan de manejo moscas de la fruta. In Plan nacional moscas de la fruta. Boletín Epidemiológico. Web page: https://www.ica.gov.co/getattachment/eb152406-4b6d-4d4f-b363-08c7acda6697/Plan-de-Manejo-de-Moscas-de-La-Fruta.aspx.Google ScholarICA (2020) Reporte de producción Agrícola – Instituto Colombiano Agropecuario (ICA) – Ministerio de Agricultura. Web Page: http://www.ica.gov.co/.Google ScholarIGAC (2021) Regiones Naturales de Colombia - Instituto Geográfico Agustín Codazzi. Web Page: https://www.colombiaenmapas.gov.co/#.Google ScholarInsuasty, OI, Cuadro, MJ, Monroy, RJ and Bautista, DJ (2007) Manejo Integrado de Moscas de la Fruta de la Guayaba (Anastrepha spp.). Colombia: Corpoica, Agrosavia, Sena, Colciencias.Google ScholarLehmann, P, Ammunét, T, Barton, M, Battisti, A, Eigenbrode, SD, Jepsen, JU, Kalinkat, G, Neuvonen, S, Niemelä, P, Terblanche, JS, Økland, B and Björkman, C (2020) Complex responses of global insect pests to climate warming. Frontiers in Ecology and the Environment 18, 141–150.CrossRefGoogle ScholarLira-Noriega, A, Soberón, J and Miller, CP (2013) Process-based and correlative modeling of desert mistletoe distribution: a multiscalar approach. Ecosphere (Washington, D.C.) 4, art99.Google ScholarMartinez-Alava, JO (2007) Nuevos registros en el género Anastrepha (Diptera: Tephritidae) para Colombia. Revista Colombiana de Entomología 33, 36–42.CrossRefGoogle ScholarMartinez, JO and Serna, FJ (2005) Identificación y localización geográfica de especies del género Anastrepha Schiner (Diptera: Tephritidae) en Cundinamarca (Colombia). Agronomía Colombiana 23, 102–111.Google ScholarMartínez-Ardila, NJ, Jaramillo-Rodríguez, O and Robertson, K (2005) Amenazas naturales en el litoral Pacífico colombiano asociadas al ascenso del nivel del mar. Cuadernos de Geografía 14, 83–96.Google ScholarMartínez-Freiría, F, Tarroso, P, Rebelo, H and Brito, JC (2016) Contemporary niche contraction affects climate change predictions for elephants and giraffes. Diversity and Distributions 22, 432–444.CrossRefGoogle ScholarMeinshausen, M, Smith, SJ, Calvin, K, Daniel, JS, Kainuma, MLT, Lamarque, J-F, Matsumoto, K, Montzka, SA, Raper, SCB, Riahi, K, Thomson, A, Velders, GJM and van Vuuren, DPP (2011) The RCP greenhouse gas concentrations and their extensions from 1765 to 2300. Climatic Change 109, 213–241.CrossRefGoogle ScholarMuscarella, R, Galante, PJ, Soley-Guardia, M, Boria, RA, Kass, JM, Uriarte, M and Anderson, RP (2014) ENMeval: an R package for conducting spatially independent evaluations and estimating optimal model complexity for Maxent ecological niche models. Methods in Ecology and Evolution 5, 1198–1205.CrossRefGoogle ScholarNorrbom, AL (2004) Host plant database for Anastrepha and Toxotrypana (Diptera: Tephritdae Toxotrypanini) – Diptera Dissemination Disk2.Google ScholarNúñez, L, Gómez, R, Guarín, G and León, G (2004) Moscas de las frutas (Díptera: Tephritidae) y parasitoides asociados con Psidium guajava L. y Coffea arabica L. en tres municipios de la Provincia de Vélez (Santander, Colombia). Revista Corpoica 5, 13–21.Google ScholarOlson, DM, Dinerstein, E, Wikramanayake, ED, Burgess, ND, Powell, GVN, Underwood, EC, D'amico, JA, Itoua, I, Strand, HE, Morrison, JC, Loucks, CJ, Allnutt, TF, Ricketts, TH, Kura, Y, Lamoreux, JF, Wettengel, WW, Hedao, P and Kassem, KR (2001) Terrestrial ecoregions of the world: A new map of life on earth: a new global map of terrestrial ecoregions provides an innovative tool for conserving biodiversity. BioScience 51, 933–938.CrossRefGoogle ScholarParra, OC (2014) Sinopsis de la familia Myrtaceae y clave para la identificación de los géneros nativos e introducidos en Colombia. Revista de La Academia Colombiana de Ciencias Exactas, Físicas y Naturales 38, 261–277.CrossRefGoogle ScholarParra, JL, Graham, CC and Freile, JF (2004) Evaluating alternative data sets for ecological niche models of birds in the Andes. Ecography 27, 350–360.CrossRefGoogle ScholarPérez-Staples, D and Aluja, M (2004) Anastrepha striata (Diptera: Tephritidae) females that mate with virgin males live longer. Annals of the Entomological Society of America 6, 1336–1341.CrossRefGoogle ScholarPeterson, AT (2006) Uses and requirements of ecological niche models and related distributional models. Biodiversity Informatics 3, 59–72.CrossRefGoogle ScholarPeterson, AT, Papes, M and Soberón, J (2008) Rethinking receiver operating characteristic analysis applications in ecological niche modeling. Ecological Modelling 3, 63–72.CrossRefGoogle ScholarPeterson, AT, Soberón, J, Pearson, RG, Anderson, RP, Martínez-Meyer, E, Nakamura, M and Araújo, MB (2011) Ecological Niches and Geographic Distributions. New Jersey: Princeton University Press.CrossRefGoogle ScholarPeterson, AT, Cobos, ME and Jiménez-García, D (2018) Major challenges for correlational ecological niche model projections to future climate conditions. Annals of the New York Academy of Sciences 1429, 66–77.CrossRefGoogle ScholarPubMedPhillips, SJ, Anderson, RP and Schapire, RE (2006) Maximum entropy modeling of species geographic distributions. Ecological Modelling 190, 231–259.CrossRefGoogle ScholarPorter, JH, Parry, ML and Carter, TR (1991) The potential effects of climatic change on agricultural insect pests. Agricultural and Forest Meteorology 57, 221–240.CrossRefGoogle ScholarRaghavan, RK, Barker, SC, Cobos, ME, Barker, D, Teo, EJM, Foley, DH, Nakao, R, Lawrence, K, Heath, ACG and Peterson, AT (2019) Potential spatial distribution of the newly introduced long-horned tick, Haemaphysalis longicornis in North America. Scientific Reports 9, 498.CrossRefGoogle ScholarPubMedRégnière, J, Powell, J, Bentz, B and Nealis, V (2012) Effects of temperature on development, survival and reproduction of insects: experimental design, data analysis and modeling. Journal of Insect Physiology 58, 634–647.CrossRefGoogle ScholarPubMedReyes, J and Lira-Noriega, A (2020) Current and future global potential distribution of the fruit fly Drosophila suzukii (Diptera: Drosophilidae). The Canadian Entomologist 152, 587–599.CrossRefGoogle ScholarRodriguez, CPA, Norrbom, AL, Arevalo, PE, Balseiro, TF, Diaz, PA, Benitez, MC, Gallego, J, Cruz, MI, Montes, JM, Rodriguez, EJ, Steck, GJ, Sutton, BD, Quisberth, RE, Lagrava, SJJ and Colque, F (2018) New records of Anastrepha (Diptera: Tephritidae) primarily from Colombia. Zootaxa 4390, 1–63.Google ScholarRuíz-Hurtado, F, Ramírez, J, Rojas, B, Galeano, P and Canal, NA (2013) Diversidad de parasitoides (Hymenoptera) de moscas frugívoras (Diptera:Tephritoidea) en dos áreas cafeteras del departamento del Tolima, Colombia. Revista Tumbaga 8, 29–53.Google ScholarSaavedra-Díaz, J, Galeano-Olaya, PE and Canal, NA (2017) Relaciones ecológicas entre frutos hospederos, moscas frugívoras y parasitoides en un fragmento de bosque seco tropical. Revista de Ciencias Agrícolas 34, 32–49.CrossRefGoogle ScholarSalazar-Mendoza, P, Peralta-Aragón, I, Romero-Rivas, L, Salamanca, J and Rodriguez-Saona, C (2021) The abundance and diversity of fruit flies and their parasitoids change with elevation in guava orchards in a tropical Andean forest of Peru, independent of seasonality. PLoS ONE 16, e0250731.CrossRefGoogle ScholarSequeira, R, Millar, L and Bartels, D (2001) Identification of Susceptible Areas for the Establishment of Anastrepha spp. Fruit Flies in the United States and Analysis of Selected Pathways. Raleigh, NC: USDA-APHISPPQ Center for Plant Health Science and Technology, p. 47.Google ScholarSheldon, KS (2019) Climate change in the tropics: ecological and evolutionary responses at low latitudes. Annual Review of Ecology, Evolution, and Systematics 50, 303–333.CrossRefGoogle ScholarTigrero, JO and Norrbom, AL (2020) A new species of Anastrepha (Diptera: Tephritidae) reared from Passiflora putumayensis (Passifloraceae) in Ecuador. Proceedings of the Entomological Society of Washington 122, 982–991.CrossRefGoogle ScholarVieira, IC (2019) Land use drives change in Amazonian tree species. Anais Da Academia Brasileira de Ciências 91, 1–5.CrossRefGoogle ScholarPubMedVillacide, JM and Corley, JC (2003) Distribución potencial del parasitoide Ibalia leucospoides (Hymenoptera: Ibaliidae) en la Argentina. Quebrancho – Revista de Ciencias Forestales 10, 7–13.Google ScholarWard, JD, Mohr, SH, Myers, BR and Nel, WP (2012) High estimates of supply constrained emissions scenarios for long-term climate risk assessment. Energy Policy 51, 598–604.CrossRefGoogle ScholarYañez-Arenas, C, Peterson, TA, Rodríguez-Medina, K and Barve, N (2016) Mapping current and future potential snakebite risk in the new world. Climatic Change 134, 697–711.CrossRefGoogle Scholarinfo:eu-repo/semantics/closedAccesshttp://purl.org/coar/access_right/c_14cbClimate ChangeChangement climatiqueMudança de climaCambio climáticoGlobal warmingRéchauffement globalAquecimento globalCalentamiento globalGuava cropsCultivos de guayabaModelingModeladoSpecies distributionDistribución de especiesTHUMBNAILChanges in the potential distribution of the guava fruit fly Anastrepha striata _Diptera, Tephritidae_under current and possible future climate scenarios in Colombia .jpg.jpgChanges in the potential distribution of the guava fruit fly Anastrepha striata _Diptera, Tephritidae_under current and possible future climate scenarios in Colombia .jpg.jpgGenerated Thumbnailimage/jpeg16485https://dspace.tdea.edu.co/bitstream/tdea/3018/3/Changes%20in%20the%20potential%20distribution%20of%20the%20guava%20fruit%20fly%20Anastrepha%20striata%20_Diptera%2c%20Tephritidae_under%20current%20and%20possible%20future%20climate%20scenarios%20in%20Colombia%20.jpg.jpga845ed7b6f117d11066b7c8ea90c6eaeMD53open accessLICENSElicense.txtlicense.txttext/plain; charset=utf-814828https://dspace.tdea.edu.co/bitstream/tdea/3018/2/license.txt2f9959eaf5b71fae44bbf9ec84150c7aMD52open accessORIGINALChanges in the potential distribution of the guava fruit fly Anastrepha striata _Diptera, Tephritidae_under current and possible future climate scenarios in Colombia .jpgChanges in the potential distribution of the guava fruit fly Anastrepha striata _Diptera, Tephritidae_under current and possible future climate scenarios in Colombia .jpgDatos del documentoimage/jpeg346866https://dspace.tdea.edu.co/bitstream/tdea/3018/1/Changes%20in%20the%20potential%20distribution%20of%20the%20guava%20fruit%20fly%20Anastrepha%20striata%20_Diptera%2c%20Tephritidae_under%20current%20and%20possible%20future%20climate%20scenarios%20in%20Colombia%20.jpg4d3c3e2619bb5825073920b902e2afdeMD51open accesstdea/3018oai:dspace.tdea.edu.co:tdea/30182023-05-25 03:03:14.882open accessRepositorio Institucional Tecnologico de Antioquiabdigital@metabiblioteca.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