Modelagem de conectividade funcional para espécies guarda-chuva nos Andes colombianos: uma abordagem a partir da teoria dos circuitos e dos modelos de nicho
No. 16 | 27-07-2026Autor(es)
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Eduart Enrique Obando CertucheUniversidad del Cauca (Colombia)ORCID iD: https://orcid.org/0000-0001-9679-0382
Resumo
A fragmentação sistemática dos habitats nos Andes colombianos representa uma ameaça crítica à persistência biológica, o que exige estratégias robustas de conectividade funcional que vão além da simples união física dos fragmentos. Por esse motivo, o objetivo desta pesquisa foi elaborar uma proposta técnica de corredores ecológicos. O urso-andino (Tremarctos ornatus), a anta-da-montanha (Tapirus pinchaque) e a onça-parda (Puma concolor) foram escolhidos como espécies guarda-chuva para mitigar o isolamento populacional e favorecer o fluxo genético. Utilizou-se o algoritmo de Máxima Entropia (MaxEnt), por meio do pacote kuenm no R, para criar modelos de distribuição dos táxons, com base nos critérios de AICc para evitar o sobreajuste. Para a identificação dos nós focais, os modelos de distribuição foram integrados e aplicou-se uma análise de densidade de Kernel por meio da localização de núcleos de biodiversidade nos Parques Nacionais Naturais Los Nevados, Las Hermosas, Puracé e no setor da Laguna de la Cocha. A conectividade foi modelada por meio da construção de uma superfície de resistência que incorporou os modelos de distribuição de cada espécie e a pegada espacial humana. Por fim, aplicou-se a teoria dos circuitos utilizando o Linkage Mapper para delimitar trajetórias de menor custo. Os resultados revelaram três corredores principais (1, 2 e 3). Verifica-se que o corredor 1 (Nevados-Hermosas) apresenta a maior permeabilidade biológica com o menor custo de trajetória. Por outro lado, o corredor 3, embora se consolide como a espinha dorsal do fluxo biológico em direção ao sudoeste do país, enfrenta maiores desafios devido à resistência da matriz. Conclui-se que a estabilidade da rede depende da gestão da matriz antropogênica em zonas intermediárias críticas. A originalidade deste artigo consiste na integração multiescala de modelos de nicho e resistência biológica, o que proporciona uma ferramenta técnica de grande impacto para o planejamento do Sistema Nacional de Áreas Protegidas (SINAP) na Colômbia.
Referências
Barik, S., Saha, G. K. y Mazumdar, S. (2022). Conservation prioritization through combined approach of umbrella species selection, occupancy estimation, habitat suitability and connectivity analysis of kingfisher: A study from an internationally important wetland complex (Ramsar site) in India. Ecological Informatics, 72, 101833. https://doi.org/10.1016/J.ECOINF.2022.101833
Barve, N., Barve, V., Jiménez-Valverde, A., Lira-Noriega, A., Maher, S. P., Peterson, A. T., Soberón, J. y Villalobos, F. (2011). The crucial role of the accessible area in ecological niche modeling and species distribution modeling. Ecological Modelling, 222(11), 1810–1819. https://doi.org/10.1016/j.ecolmodel.2011.02.011
Bax, V. y Francesconi, W. (2019). Conservation gaps and priorities in the Tropical Andes biodiversity hotspot: Implications for the expansion of protected areas. Journal of Environmental Management, 232, 387–396. https://doi.org/10.1016/J.JENVMAN.2018.11.086
Boron, V., Payán, E., MacMillan, D. y Tzanopoulos, J. (2016). Achieving sustainable development in rural areas in Colombia: Future scenarios for biodiversity conservation under land use change. Land Use Policy, 59, 27–37. https://doi.org/10.1016/J.LANDUSEPOL.2016.08.017
Burgman, M. A. y Fox, J. C. (2003). Bias in species range estimates from minimum convex polygons: Implications for conservation and options for improved planning. Animal Conservation, 6(1), 19–28. https://doi.org/10.1017/S1367943003003044
Carmona, L. G., Cardenas, J., Navarreta, M., Cardenas, L. y Montenegro, P. (2015). Monitoring ad conservation program for umbrella species: The northern screamer as a strategic element for floodplain biodiversity in the Middle Magdalena region, Colombia. En SPE E and P Health, Safety, Security and Environmental Conference - Americas 2015 (pp. 533–545). Society of Petroleum Engineers. https://doi.org/10.2118/173551-MS
Carranza-Quiceno, J. A., Castaño, J. H., Muriel-Ruiz, S. B., Maruyama, P. K. y Armbrecht, I. (2024). Forest loss and habitat changes reduce hummingbird functional diversity and the specialization of their interactions with plants in the tropical Andes. Global Ecology and Conservation, 54, e03062. https://doi.org/10.1016/J.GECCO.2024.E03062
Chamberlain, M. S. (2021). Spocc-package.
Closset-Kopp, D., Wasof, S. y Decocq, G. (2016). Using process-based indicator species to evaluate ecological corridors in fragmented landscapes. Biological Conservation, 201, 152–159. https://doi.org/10.1016/J.BIOCON.2016.06.030
Cobos, M. E., Townsend Peterson, A., Barve, N. y Osorio-Olvera, L. (2019). kuenm: An R package for detailed development of ecological niche models using Maxent. PeerJ, 7, 1–15. https://doi.org/10.7717/peerj.6281
Correa Ayram, C. A., Etter, A., Díaz-Timoté, J., Rodríguez Buriticá, S., Ramírez, W. y Corzo, G. (2020). Spatiotemporal evaluation of the human footprint in Colombia: Four decades of anthropic impact in highly biodiverse ecosystems. Ecological Indicators, 117, 106630. https://doi.org/10.1016/j.ecolind.2020.106630
Deng, X. y Sun, Q. (2025). Prediction of climate change impacts on the distribution of an umbrella species in Western Sichuan province, China: Insights from the MaxEnt model and circuit theory. Diversity, 17(1), 67. https://doi.org/10.3390/d17010067
Díez-Echavarría, L., Villegas-Palacio, C. y Arango-Aramburo, S. (2026). Governance as a determinant of land use decisions in strategic basins of the Colombian Andes. Land Use Policy, 161, 107889. https://doi.org/10.1016/J.LANDUSEPOL.2025.107889
Dong, J., Peng, J., Liu, Y., Qiu, S. y Han, Y. (2020). Integrating spatial continuous wavelet transform and kernel density estimation to identify ecological corridors in megacities. Landscape and Urban Planning, 199, 103815. https://doi.org/10.1016/J.LANDURBPLAN.2020.103815
Elith, J. y Leathwick, J. R. (2009). Species distribution models: Ecological explanation and prediction across space and time. Annual Review of Ecology, Evolution, and Systematics, 40, 677–697. https://doi.org/10.1146/annurev.ecolsys.110308.120159
Ferrarini, A., Celada, C. y Gustin, M. (2021). Preserving the Mediterranean bird flyways: Assessment and prioritization of 38 main wetlands under human and climate threats in Sardinia and Sicily (Italy). Science of The Total Environment, 751, 141556. https://doi.org/10.1016/J.SCITOTENV.2020.141556
Fick, S. E. y Hijmans, R. J. (2017). WorldClim 2: new 1-km spatial resolution climate surfaces for global land areas. International Journal of Climatology, 37(12), 4302–4315. https://doi.org/10.1002/joc.5086
Franklin, J. y Miller, J. A. (2010). Mapping species distributions: Spatial inference and prediction. Cambridge University Press. https://doi.org/10.1017/CBO9780511810602
GBIF.org. (2023, 23 de febrero). Página de Inicio de GBIF. https://www.gbif.org
Giangrande, A., Gambi, M. C. y Gravina, M. F. (2017). Paradigm shifts in community ecology: Open versus closed units, challenges and limits of connectivity studies. Marine Ecology, 38(6), e12480. https://doi.org/10.1111/maec.12480
Gonzalez, C., Rodewald, A. D., Arcese, P., Bennett, R. E., Hernandez-Aguilera, J. N., Rueda, X., Gómez, M. I. y Wilson, S. (2024). Effect of local habitat and landscape attributes on bird communities in shade coffee plantations in the Colombian Andes. Global Ecology and Conservation, 55, e03207. https://doi.org/10.1016/J.GECCO.2024.E03207
Harvey, C. A., Pritts, A. A., Zwetsloot, M. J., Jansen, K., Pulleman, M. M., Armbrecht, I., Avelino, J., Barrera, J. F., Bunn, C., García, J. H., Isaza, C., Munoz-Ucros, J., Pérez-Alemán, C. J., Rahn, E., Robiglio, V., Somarriba, E. y Valencia, V. (2021). Transformation of coffee-growing landscapes across Latin America. A review. Agronomy for Sustainable Development 2021, 41(5), 62. https://doi.org/10.1007/S13593-021-00712-0
Hashemi, R., Darabi, H., Hashemi, M. y Wang, J. (2024). Graph theory in ecological network analysis: A systematic review for connectivity assessment. Journal of Cleaner Production, 472. https://doi.org/10.1016/j.jclepro.2024.143504
Heuner, M., Weber, A., Schröder, U., Kleinschmit, B. y Schröder, B. (2016). Facilitating political decisions using species distribution models to assess restoration measures in heavily modified estuaries. Marine Pollution Bulletin, 110(1), 250–260. https://doi.org/10.1016/J.MARPOLBUL.2016.06.056
Huang, G., Hu, W., Du, J., Jia, Y., Zhou, Z., Lei, G., Saintilan, N., Wen, L. y Wang, Y. (2025). Identification and scenario-based optimization of ecological corridor networks for waterbirds in typical coastal wetlands. Ecological Indicators, 171, 113147. https://doi.org/10.1016/J.ECOLIND.2025.113147
Instituto Geográfico Agustín Codazzi [IGAC]. (2023). Datos abiertos - geoespaciales | Instituto Geográfico Agustín Codazzi. https://www.igac.gov.co/datos-abiertos/datos-abiertos-geoespaciales
Martínez-Richart, A. I., Zolles, A., Oettel, J., Petermann, J. S., Essl, F., Lapin, K., Martínez-Richart, A., Zolles, A., Oettel, J., Lapin, K., Essl, F. y Petermann, J. S. (2024). A review of structural and functional connectivity studies in European forests. Landscape Ecology, 40(1), 10. https://doi.org/10.1007/S10980-024-02028-2
Kavanagh, D., Nuñez, T. y Mcrae, B. (2017). Climate Linkage Mapper User Guide. http://www.circuitscape.org/linkagemapper
Lamberti, M., Hess, M., Dias, I., van Putten, M., le Feber, J. y Marzen, S. (2022). Maximum entropy models provide functional connectivity estimates in neural networks. Scientific Reports, 12(1), 9656-. https://doi.org/10.1038/s41598-022-13674-4
Lamounier, W. L., Santos, J. S. dos, Rodrigues, E. L. y Drumond, M. A. (2024). Defining priority areas for conservation based on multispecies functional connectivity. Biological Conservation, 290, 110438. https://doi.org/10.1016/J.BIOCON.2023.110438
Lenzi, D., Balvanera, P., Arias-Arévalo, P., Eser, U., Guibrunet, L., Martin, A., Muraca, B. y Pascual, U. (2023). Justice, sustainability, and the diverse values of nature: why they matter for biodiversity conservation. Current Opinion in Environmental Sustainability, 64, 101353. https://doi.org/10.1016/J.COSUST.2023.101353
Leroy, B., Meynard, C. N., Bellard, C. y Courchamp, F. (2016). virtualspecies, an R package to generate virtual species distributions. Ecography, 39(6), 599–607. https://doi.org/10.1111/ECOG.01388
Li, X., Zhu, G., Sun, J., Wu, L. y Peng, Y. (2025). Research on the coordination of transportation network and ecological corridors based on MaxEnt model and circuit theory in the Giant Panda National Park, China. Land, 14(7), 1465. https://doi.org/10.3390/LAND14071465
Liczner, A. R., Pither, R., Bennett, J. R., Bowman, J., Hall, K. R., Fletcher, R. J., Ford, A. T., Michalak, J. L., Rayfield, B., Wittische, J. y Pither, J. (2024). Advances and challenges in ecological connectivity science. Ecology and Evolution, 14(9), e70231. https://doi.org/10.1002/ece3.70231
Linero, D., Cuervo-Robayo, A. P. y Etter, A. (2020). Assessing the future conservation potential of the Amazon and Andes protected areas: Using the woolly monkey (Lagothrix lagothricha) as an umbrella species. Journal for Nature Conservation, 58, 125926. https://doi.org/10.1016/J.JNC.2020.125926
Linero-Triana, D., Correa-Ayram, C. A. y Velásquez-Tibatá, J. (2023). Prioritizing ecological connectivity among protected areas in Colombia using a functional approach for birds. Global Ecology and Conservation, 48, e02713. https://doi.org/10.1016/J.GECCO.2023.E02713
Liu, C., Newell, G., White, M. y Bennett, A. F. (2018). Identifying wildlife corridors for the restoration of regional habitat connectivity: A multispecies approach and comparison of resistance surfaces. PLOS ONE, 13(11), e0206071. https://doi.org/10.1371/JOURNAL.PONE.0206071
Maslo, B., Leu, K., Faillace, C., Weston, M. A., Pover, T. y Schlacher, T. A. (2016). Selecting umbrella species for conservation: A test of habitat models and niche overlap for beach-nesting birds. Biological Conservation, 203, 233–242. https://doi.org/10.1016/J.BIOCON.2016.09.012
Merenlender, A., Keeley, A. y Hilty, J. (2025). Habitat connectivity and ecological corridors for biodiversity conservation. En Reference Module in Earth Systems and Environmental Sciences. Elsevier. https://doi.org/10.1016/B978-0-443-21964-1.00028-8
Metzger, J. P. y Decamps, H. (1997). The structural connectivity threshold: An hypothesis in conservation biology at the landscape scale. Acta Oecologica, 18(1), 1–12. https://doi.org/10.1016/S1146-609X(97)80075-6
Meza-Mori, G., Nematollahi, S., Amasifuen Guerra, C. A., Oliva-Cruz, M., Coronel-Castro, E., Guzmán, C. T. y Darvishi, A. (2025). Integrating MaxEnt and InVEST modeling methods to identify priority areas for the conservation of emblematic and endemic wildlife in the Peruvian Tropical Andes. Global Ecology and Conservation, 62, e03626. https://doi.org/10.1016/J.GECCO.2025.E03626
Morrone, J. J. (2014). Biogeographical regionalisation of the neotropical region. Zootaxa, 3782(1), 1–110. https://doi.org/10.11646/zootaxa.3782.1.1
Ojeda, R. A. y Novillo, A. (2024). Diversity and conservation of neotropical mammals. Encyclopedia of Biodiversity, Third Edition, 2, 204–222. https://doi.org/10.1016/B978-0-12-822562-2.00150-X
Peng, J., Yang, Y., Liu, Y., Hu, Y., Du, Y., Meersmans, J. y Qiu, S. (2018). Linking ecosystem services and circuit theory to identify ecological security patterns. Science of The Total Environment, 644, 781–790. https://doi.org/10.1016/J.SCITOTENV.2018.06.292
Pérez, C. F., Alonso Vicario, S., van Cauwenbergh, N., Garcia, M. y Werner, M. (2024). Disentangling the socio-natural dynamics of drought and water scarcity in Colombia’s Tropical Andes. Journal of Hydrology: Regional Studies, 56, 102068. https://doi.org/10.1016/J.EJRH.2024.102068
Peterson, A. T., Soberón, J., Pearson, R. G., Anderson, R. P., Martínez-Meyer, E., Nakamura, M. y Araújo, M. B. (2011). Ecological Niches and Geographic Distributions (MPB-49). Princeton University Press. https://doi.org/10.23943/princeton/9780691136868.001.0001
Peykanpour Fard, R., Soffianian, A., Ahmadi, M. y Pourmanafi, S. (2025). From pixels to objects: Integrated indicators for balancing sustainable management in protected areas. Ecological Informatics, 91, 103371. https://doi.org/10.1016/J.ECOINF.2025.103371
Pisso-Florez, G. A., Gómez-Lora, I., Mauricio Vela-Vargas, I., Pizo, H., Dorado, I. B. y Ramírez-Chaves, H. E. (2021). What’s on the menu? A presumed attack of Andean bear on a Mountain tapir at the Puracé National Natural Park, Colombia. Neotropical Biology and Conservation, 16(1), 19–25. https://doi.org/10.3897/NEOTROPICAL.16.E57140
Puentes, V., Mejía-Falla, P. A., Ramirez, J. G., Manjarrés-Martínez, L. M., Rguez-Baron, J. M., Zapata, L. A., Tavera, J., Gómez-Delgado, F., Barreto, C. G., Zambrano, E., Villa, Á. A. y Navia, A. F. (2022). Sharks and marine batoids management in Colombia: Policy instruments, management duty and implications for their populations and stakeholders. Marine Policy, 145, 105264. https://doi.org/10.1016/J.MARPOL.2022.105264
Qiu, X., He, W. y Zheng, S. (2024). Research on ecological network identification in rare animal habitats based on the MaxEnt model and ant colony algorithm: a case study of Giant Panda National Park, China. Biodiversity and Conservation, 33(11), 3207–3229. https://doi.org/10.1007/S10531-024-02909-7
R Core Team. (2025). R: The R Project for Statistical Computing. https://www.r-project.org/
Ribeiro, J. W., Silveira dos Santos, J., Dodonov, P., Martello, F., Brandão Niebuhr, B. y Ribeiro, M. C. (2017). LandScape Corridors (lscorridors): a new software package for modelling ecological corridors based on landscape patterns and species requirements. Methods in Ecology and Evolution, 8(11), 1425–1432. https://doi.org/10.1111/2041-210X.12750
Ríos-Orjuela, J. C., Falcón-Espitia, N., Arias-Escobar, A. y Plazas-Cardona, D. (2024). Conserving biodiversity in coffee agroecosystems: Insights from a herpetofauna study in the Colombian Andes with sustainable management proposal. Perspectives in Ecology and Conservation, 22(2), 196–204. https://doi.org/10.1016/J.PECON.2024.04.001
Saha, A., Rahman, S. y Alam, S. (2021). Modeling current and future potential distributions of desert locust Schistocerca gregaria (Forskål) under climate change scenarios using MaxEnt. Journal of Asia-Pacific Biodiversity, 14(3), 399–409. https://doi.org/10.1016/J.JAPB.2021.05.001
Samways, M. J., Bazelet, C. S. y Pryke, J. S. (2009). Provision of ecosystem services by large scale corridors and ecological networks. Biodiversity and Conservation, 19(10), 2949–2962. https://doi.org/10.1007/S10531-009-9715-2
Smith, D., Strout, N., Harder, C., Moore, S., Ormsby, T., y Balstrom, T. (2017). Understanding GIS: The ARC/INFO method (PC version). Environmental Systems Research Institute Inc. Fahrig, L. (2017). Ecological responses to habitat fragmentation per se. Annual Review of Ecology, Evolution, and Systematics, 48, 1–23. https://doi.org/10.1146/annurev-ecolsys-110316-022612
Soberón, J. (2007). Grinnellian and Eltonian niches and geographic distributions of species. Ecology Letters, 10(12), 1115–1123. https://doi.org/10.1111/J.1461-0248.2007.01107.X
Soberón, J., Llorente, J. B. y Oñate, L. (2000). The use of specimen-label databases for conservation purposes: An example using Mexican Papilionid and Pierid butterflies. Biodiversity and Conservation, 9(10), 1441–1466. https://doi.org/10.1023/A:1008987010383
Song, L. L. y Qin, M. Z. (2016). Identification of ecological corridors and its importance by integrating circuit theory. Chinese Journal of Applied Ecology, 27(10), 3344–3352. https://doi.org/10.13287/J.1001-9332.201610.035
Stewart, F. E. C., Darlington, S., Volpe, J. P., McAdie, M. y Fisher, J. T. (2019). Corridors best facilitate functional connectivity across a protected area network. Scientific Reports, 9(1), 10852. https://doi.org/10.1038/s41598-019-47067-x
Sutherland, C., Fuller, A. K. y Royle, J. A. (2015). Modelling non-Euclidean movement and landscape connectivity in highly structured ecological networks. Methods in Ecology and Evolution, 6(2), 169–177. https://doi.org/10.1111/2041-210X.12316
Velzen, H. P. van. (1992). Prioridades para la conservación de la biodiversidad en los Andes colombianos. Revista Novedades Colombianas, 4(1). https://revistas.unicauca.edu.co/index.php/novedades/article/view/2109
Wainwright, J., Turnbull, L., Ibrahim, T. G., Lexartza-Artza, I., Thornton, S. F. y Brazier, R. E. (2011). Linking environmental régimes, space and time: Interpretations of structural and functional connectivity. Geomorphology, 126(3–4), 387–404. https://doi.org/10.1016/J.GEOMORPH.2010.07.027
Wang, G., Wang, C., Guo, Z., Dai, L., Wu, Y., Liu, H., Li, Y., Chen, H., Zhang, Y., Zhao, Y., Cheng, H., Ma, T. y Xue, F. (2020). Integrating Maxent model and landscape ecology theory for studying spatiotemporal dynamics of habitat: Suggestions for conservation of endangered Red-crowned crane. Ecological Indicators, 116, 106472. https://doi.org/10.1016/J.ECOLIND.2020.106472
Wang, Y., Qu, Z., Zhong, Q., Zhang, Q., Zhang, L., Zhang, R., Yi, Y., Zhang, G., Li, X. y Liu, J. (2022). Delimitation of ecological corridors in a highly urbanizing region based on circuit theory and MSPA. Ecological Indicators, 142, 109258. https://doi.org/10.1016/J.ECOLIND.2022.109258
Xie, C., Zeng, Y., He, C., Lu, G., Ning, Z. y Xie, T. (2025). Dynamic changes of structural and functional connectivity of tidal channels in the Yellow River Delta from 1988 to 2018, China. Journal of Hydrology, 661, 133697. https://doi.org/10.1016/J.JHYDROL.2025.133697
Zapata-Ríos, G. y Branch, L. C. (2016). Altered activity patterns and reduced abundance of native mammals in sites with feral dogs in the high Andes. Biological Conservation, 193, 9–16. https://doi.org/10.1016/J.BIOCON.2015.10.016
Zhang, L., Yu, H., Zhong, Q., Zhang, G., Wang, Z. y Zhang, Q. (2025). Ecological flow-driven multifunctionality: A Nature-based Solutions framework for urban ecological corridor planning in high-density cities. Ecological Indicators, 179, 114224. https://doi.org/10.1016/J.ECOLIND.2025.114224
Zhang, R., Zhang, Q., Zhang, L. y Zhong, Q. (2023). Impact of spatial structure on the functional connectivity of urban ecological corridors based on quantitative analysis. Urban Forestry y Urban Greening, 89, 128121. https://doi.org/10.1016/J.UFUG.2023.128121
Zhu, Y. liang, Xu, M., Zhang, L., Li, P., Jin, B., Zuo, A., Jiang, X. y Guan, Z. hua. (2025). Prediction of the potential dispersal corridors for Gaoligong hoolock gibbon in northern Yingjiang, Yunnan, China. Journal for Nature Conservation, 83, 126771. https://doi.org/10.1016/J.JNC.2024.126771
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