Projected Climate Scenarios Reveal an Expanding Suitable Habitat for the Critically Endangered African White-Backed Vulture Gyps africanus

Mark Zvidzai , Fadzai M. Zengeya , Mhosisi Masocha , Amon Murwira , Paradzayi Tagwireyi

Integrative Conservation ›› 2024, Vol. 3 ›› Issue (4) : 398 -409.

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Integrative Conservation ›› 2024, Vol. 3 ›› Issue (4) : 398 -409. DOI: 10.1002/inc3.81
RESEARCH ARTICLE

Projected Climate Scenarios Reveal an Expanding Suitable Habitat for the Critically Endangered African White-Backed Vulture Gyps africanus

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Abstract

Estimating the potential distribution of climatically suitable habitats for different species is important for developing targeted and adaptable biodiversity conservation strategies. However, such crucial information remains limited for obligate scavengers such as the Critically Endangered (CE) African White-backed Vulture (AWbVs) Gyps africanus. In this study, we applied two Species Distribution Modelling (SDM) algorithms, MaxEnt and BIOCLIM, within the Wallace interface to predict changes in the climatically suitable geographic ranges of the AWbVs under current, 2050, and 2070 climate scenarios in the Hwange ecosystem. Using 19 dynamic bioclimatic variables, five Global Circulation Models (GCMs), and two Representative Concentration Pathways (RCPs), we modelled the potential impacts of climatic changes on AWbVs geographic ranges. This analysis incorporated 89,809 GPS occurrence data points collected from six AWbVs that were captured and tracked in Hwange National Park and its surrounding areas. Model performance was robust, with a high overall mean AUC of 0.89. Our results indicate that climatic suitability within protected areas is expected to remain stable under future climate change scenarios. In addition, models developed in this study suggest that suitable habitats for the AWbVs are expected to expand significantly by 2050 and 2070, extending towards human-dominated landscapes. Given the critical conservation status of the AWbVs, these findings offer valuable insights that can inform current and future conservation strategies.

Keywords

african white-backed vulture / BIOCLIM / climate change / maxent / species distribution modelling

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Mark Zvidzai, Fadzai M. Zengeya, Mhosisi Masocha, Amon Murwira, Paradzayi Tagwireyi. Projected Climate Scenarios Reveal an Expanding Suitable Habitat for the Critically Endangered African White-Backed Vulture Gyps africanus. Integrative Conservation, 2024, 3(4): 398-409 DOI:10.1002/inc3.81

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References

[1]

Abolmaali,S. M.-R., M. Tarkesh, and H.Bashari. 2018. “MaxEnt Modeling for Predicting Suitable Habitats and Identifying the Effects of Climate Change on a Threatened Species, Daphne mucronata, in Central Iran.” Ecological Informatics 43: 116-123.

[2]

Anderson,M. D. 2004. “African White-Backed Vulture Gyps africanus.” The Vultures of Southern Africa-Quo Vadis 3: 15-27.

[3]

Araújo,M. B., and A. Guisan. 2006. “Five (or so) Challenges for Species Distribution Modelling.” Journal of Biogeography 33: 1677-1688.

[4]

Beaumont,L. J., L.Hughes, and A. J.Pitman. 2008. “Why Is the Choice of Future Climate Scenarios for Species Distribution Modelling Important?” Ecology Letters 11: 1135-1146.

[5]

Bildstein,K. L. 2022. Vultures of the World: Essential Ecology and Conservation. New York City: Cornell University Press.

[6]

BirdLife International. 2018. “ Gyps africanus.” In The IUCN Red List of Threatened Species 2018, e.T22695189A126667006. Cambridge University Press.

[7]

Booth,T. H. 2018. “Why Understanding the Pioneering and Continuing Contributions of BIOCLIM to Species Distribution Modelling Is Important.” Austral Ecology 43: 852-860.

[8]

Booth,T. H., H. A.Nix, J. R.Busby, and M. F. Hutchinson. 2014. “Bioclim: The First Species Distribution Modelling Package, Its Early Applications and Relevance to Most Current MAXENT Studies.” Diversity and Distributions 20: 1-9.

[9]

Botha,A., J.Andevski, C.Bowden, et al. 2017. “Multi-Species Action Plan to Conserve African-Eurasian Vultures.” CMS Raptors MOU Technical Publication 5: 1-164.

[10]

Buechley,E. R., M.Girardello, A.Santangeli, et al. 2022. “Priority Areas for Vulture Conservation in the Horn of Africa Largely Fall Outside the Protected Area Network.” Bird Conservation International 32: 188-205.

[11]

Campbell,M. O. N. 2015. Vultures: Their Evolution, Ecology and Conservation. Toronto: CRC Press.

[12]

Cheng,X., Y.Han, J.Lin, et al. 2023. “Time to Step Up Conservation: Climate Change Will Further Reduce the Suitable Habitats for the Vulnerable Species Marbled Polecat (Vormela peregusna).” Animals 13: 2341.

[13]

R Core Team. 2022. R: A Language and Environment For Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing.

[14]

Dodge,S., G.Bohrer, K.Bildstein, et al. 2014. “Environmental Drivers of Variability in the Movement Ecology of Turkey Vultures (Cathartes aura) in North and South America.” Philosophical Transactions of the Royal Society, B: Biological Sciences 369: 20130195.

[15]

Duerr,A. E., T. A.Miller, M.Lanzone, et al. 2015. “Flight Response of Slope-Soaring Birds to Seasonal Variation in Thermal Generation.” Functional Ecology 29: 779-790.

[16]

Elith,J., and J. R. Leathwick. 2009. “Species Distribution Models: Ecological Explanation and Prediction Across Space and Time.” Annual Review of Ecology, Evolution, and Systematics 40: 677-697.

[17]

Eustace,A., L. F.Esser, R.Mremi, P. K. Malonza, and R. T.Mwaya. 2021. “Protected Areas Network Is Not Adequate to Protect a Critically Endangered East Africa Chelonian: Modelling Distribution of Pancake Tortoise, Malacochersus tornieri Under Current and Future Climates.” PLoS One 16: e0238669.

[18]

Fischer,G., M.Shah, F. N.Tubiello, and H.Van Velhuizen. 2005. “Socio-Economic and Climate Change Impacts on Agriculture: An Integrated Assessment, 1990-2080.” Philosophical Transactions of the Royal Society, B: Biological Sciences 360: 2067-2083.

[19]

Hannah,L. 2011. “Climate Change, Connectivity, and Conservation Success.” Conservation Biology 25: 1139-1142.

[20]

Hannah,L., G.Midgley, S.Andelman, et al. 2007. “Protected Area Needs in a Changing Climate.” Frontiers in Ecology and the Environment 5: 131-138.

[21]

Harel,R., N.Horvitz, and R.Nathan. 2016. “Adult Vultures Outperform Juveniles in Challenging Thermal Soaring Conditions.” Scientific Reports 6: 27865.

[22]

Van Den Heever,L. V., L. J. Thompson, W. W.Bowerman, et al. 2021. “Reviewing the Role of Vultures at the Human-Wildlife-Livestock Disease Interface: An African Perspective.” Journal of Raptor Research 55: 311-327.

[23]

Henriques,M., R.Buij, H.Monteiro, et al. 2020. “Deliberate Poisoning of Africa’s Vultures.” Science 370: 304.

[24]

Henriques,M., J. P.Granadeiro, H.Monteiro, et al. 2018. “Not in Wilderness: African Vulture Strongholds Remain in Areas With High Human Density.” PLoS One 13: e0190594.

[25]

Hijmans,R., S.Phillips, J.Leathwick, and J.Elith. 2020. Dismo: Species Distribution Modeling. R-Package Version 1.3-3. CRAN.

[26]

Hijmans,R. J., S. E.Cameron, J. L.Parra, P. G.Jones, and A.Jarvis. 2005. “Very High Resolution Interpolated Climate Surfaces for Global Land Areas.” International Journal of Climatology 25: 1965-1978.

[27]

Kaky,E., V.Nolan, A.Alatawi, and F. Gilbert. 2020. “A Comparison Between Ensemble and MaxEnt Species Distribution Modelling Approaches for Conservation: A Case Study With Egyptian Medicinal Plants.” Ecological Informatics 60: 101150.

[28]

Kane,A., A.Monadjem, H. K. O.Aschenborn, et al. 2022. “Understanding Continent-Wide Variation in Vulture Ranging Behavior to Assess Feasibility of Vulture Safe Zones in Africa: Challenges and Possibilities.” Biological Conservation 268: 109516.

[29]

Kane,A., K.Wolter, W.Neser, A.Kotze, V.Naidoo, and A.Monadjem. 2016. “Home Range and Habitat Selection of Cape Vultures Gyps coprotheres in Relation to Supplementary Feeding.” Bird Study 63: 387-394.

[30]

Kass,J. M., R.Muscarella, P. J.Galante, et al. 2021. “ENMeval 2.0: Redesigned for Customizable and Reproducible Modeling of Species’ Niches and Distributions.” Methods in Ecology and Evolution 12: 1602-1608.

[31]

Kass,J. M., G. E.Pinilla-Buitrago, A.Paz, et al. 2023. “wallace 2: A Shiny App for Modeling Species Niches and Distributions Redesigned to Facilitate Expansion via Module Contributions.” Ecography 2023: e06547.

[32]

Kass,J. M., B.Vilela, M. E.Aiello-Lammens, R.Muscarella, C.Merow, and R. P.Anderson. 2018. “Wallace: A Flexible Platform for Reproducible Modeling of Species Niches and Distributions Built for Community Expansion.” Methods in Ecology and Evolution, 9: 1151-1156.

[33]

Kendall,C. J., D. I.Rubenstein, P. L.Slater, and A.Monadjem. 2018. “An Assessment of Tree Availability as a Possible Cause of Population Declines in Scavenging Raptors.” Journal of Avian Biology 49: jav-01497.

[34]

Kumar Jha,K., and R.Jha. 2020. “Habitat Suitability Mapping for Migratory and Resident Vultures: A Case of Indian Stronghold and Species Distribution Model.” Journal of Wildlife and Biodiversity 4: 91-111.

[35]

Margalida,A., and D.Ogada. 2018. “ Old World Vultures in a Changing Environment.” In Birds of Prey. New York City: Springer.

[36]

Mpakairi,K. S., H.Ndaimani, P.Tagwireyi, M.Zvidzai, and T. H. Madiri. 2020. “Futuristic Climate Change Scenario Predicts a Shrinking Habitat for the African Elephant (Loxodonta africana): Evidence From Hwange National Park, Zimbabwe.” European Journal of Wildlife Research 66: 1-10.

[37]

Mundy,P., D.Butchart, J.Ledger, and S.Piper. 1992. The Vultures of Africa. London: Academic Press.

[38]

Nhemachena,C., L.Nhamo, G.Matchaya, et al. 2020. “Climate Change Impacts on Water and Agriculture Sectors in Southern Africa: Threats and Opportunities for Sustainable Development.” Water 12: 2673.

[39]

Ogada,D., P.Shaw, R. L.Beyers, et al. 2016. “Another Continental Vulture Crisis: Africa’s Vultures Collapsing Toward Extinction: African Vultures Collapsing Toward Extinction.” Conservation Letters 9: 89-97.

[40]

Ogada,D., M. Z.Virani, J. M.Thiollay, et al. 2022. “Evidence of Widespread Declines in Kenya’s Raptor Populations Over a 40-year Period.” Biological Conservation 266: 109361.

[41]

Ogada,D. L., F.Keesing, and M. Z.Virani. 2012. “Dropping Dead: Causes and Consequences of Vulture Population Declines Worldwide.” Annals of the New York Academy of Sciences 1249: 57-71.

[42]

Phillips,S., and M. S. Phillips 2021. Package ‘maxnet’. Version 0.1, 4.

[43]

Phillips,S. J., R. P.Anderson, and R. E.Schapire. 2006. “Maximum Entropy Modeling of Species Geographic Distributions.” Ecological Modelling 190: 231-259.

[44]

Phillips,S. J., and M.Dudík. 2008. “Modeling of Species Distributions With MaxEnt: New Extensions and a Comprehensive Evaluation.” Ecography 31: 161-175.

[45]

Phipps,W. L., M.Diekmann, L. M.MacTavish, et al. 2017. “Due South: A First Assessment of the Potential Impacts of Climate Change on Cape Vulture Occurrence.” Biological Conservation 210: 16-25.

[46]

Phipps,W. L., S. G.Willis, K.Wolter, and V.Naidoo. 2013. “Foraging Ranges of Immature African White-Backed Vultures (Gyps africanus) and Their Use of Protected Areas in Southern Africa.” PLoS One 8: e52813.

[47]

Praveen,B., and P.Sharma. 2019. “A Review of Literature on Climate Change and Its Impacts on Agriculture Productivity.” Journal of Public Affairs 19: e1960.

[48]

Reading,R. P., J.Bradley, P.Hancock, R.Garbett, M.Selebatso, and G.Maude. 2019. “Home-Range Size and Movement Patterns of Hooded Vultures Necrosyrtes monachus in Southern Africa.” Ostrich 90: 73-77.

[49]

Román-Palacios,C., and J. J.Wiens. 2020. “Recent Responses to Climate Change Reveal the Drivers of Species Extinction and Survival.” Proceedings of the National Academy of Sciences 117: 4211-4217.

[50]

Sáenz-Jiménez,F., O.Rojas-Soto, J.Pérez-Torres, E.Martínez-Meyer, and J. K.Sheppard. 2021. “Effects of Climate Change and Human Influence in the Distribution and Range Overlap Between Two Widely Distributed Avian Scavengers.” Bird Conservation International 31: 77-95.

[51]

Safford,R., J.Andevski, A.Botha, et al. 2019. “Vulture Conservation: The Case for Urgent Action.” Bird Conservation International 29: 1-9.

[52]

Safi,K., B.Kranstauber, R.Weinzierl, et al. 2013. “Flying With the Wind: Scale Dependency of Speed and Direction Measurements in Modelling Wind Support in Avian Flight.” Movement Ecology 1: 4.

[53]

Santangeli,A., M.Girardello, E.Buechley, A.Botha, E. D.Minin, and A.Moilanen. 2019. “Priority Areas for Conservation of Old World Vultures.” Conservation Biology 33: 1056-1065.

[54]

Shepherd,T. G., E.Boyd, R. A.Calel, et al. 2018. “Storylines: An Alternative Approach to Representing Uncertainty in Physical Aspects of Climate Change.” Climatic Change 151: 555-571.

[55]

Shrestha,N., X.Xu, J.Meng, and Z. Wang. 2021. “Vulnerabilities of Protected Lands in the Face of Climate and Human Footprint Changes.” Nature Communications 12: 1632.

[56]

Sillero,N., and A. M. Barbosa. 2021. “Common Mistakes in Ecological Niche Models.” International Journal of Geographical Information Science 35: 213-226.

[57]

Simmons,R. E., P.Barnard, W.Dean, G. F.Midgley, W.Thuiller, and G.Hughes. 2004. “Climate Change and Birds: Perspectives and Prospects From Southern Africa.” Ostrich 75: 295-308.

[58]

Simmons,R. E., and A. R. Jenkins. 2007. “Is Climate Change Influencing the Decline of Cape and Bearded Vultures in Southern Africa.” Vulture News 56: 41-51.

[59]

Sutton,L. J., C. J.McClure, S.Kini, and G.Leonardi. 2020. “Climatic Constraints on Laggar Falcon (Falco jugger) Distribution Predicts Multidirectional Range Movements Under Future Climate Change Scenarios.” Journal of Raptor Research 54: 1-17.

[60]

Sutton,L. J., D. L.Anderson, M.Franco, et al. 2021. “Geographic Range Estimates and Environmental Requirements for the Harpy Eagle Derived From Spatial Models of Current and Past Distribution.” Ecology and Evolution 11: 481-497.

[61]

Sutton,L. J., D. L.Anderson, M.Franco, et al. 2022. “Reduced Range Size and Important Bird and Biodiversity Area Coverage for the Harpy Eagle (Harpia harpyja) Predicted From Multiple Climate Change Scenarios.” Ibis 164: 649-666.

[62]

Thinda,K. T., A. A.Ogundeji, J. A.Belle, and T. O.Ojo. 2020. “Understanding the Adoption of Climate Change Adaptation Strategies Among Smallholder Farmers: Evidence From Land Reform Beneficiaries in South Africa.” Land Use Policy 99: 104858.

[63]

Thompson,L. J., D. R.Barber, M. J.Bechard, et al. 2020. “Variation in Monthly Sizes of Home-Ranges of Hooded Vultures Necrosyrtes monachus in Western, Eastern and Southern Africa.” Ibis 162: 1324-1338.

[64]

Valavi,R., G.Guillera-Arroita, J. J.Lahoz-Monfort, and J.Elith. 2022. “Predictive Performance of Presence-Only Species Distribution Models: A Benchmark Study With Reproducible Code.” Ecological Monographs 92: e01486.

[65]

Virani,M., P.Kirui, A.Monadjem, S. Thomsett, and M.Githiru. 2010. “Nesting Status of African White-Backed Vultures Gyps africanus in the Masai Mara National Reserve, Kenya.” Ostrich 81: 205-209.

[66]

Virani,M. Z., A.Monadjem, S.Thomsett, and C.Kendall. 2012. “Seasonal Variation in Breeding Rüppell’s Vultures Gyps rueppellii at Kwenia, Southern Kenya and Implications for Conservation.” Bird Conservation International 22: 260-269.

[67]

Warren,D. L., R. E.Glor, and M.Turelli. 2010. “ENMtools: A Toolbox for Comparative Studies of Environmental Niche Models.” Ecography 33: 607-611.

[68]

VanDerWal,J., H. T.Murphy, A. S.Kutt, et al. 2013. “Focus on Poleward Shifts in Species’ Distribution Underestimates the Fingerprint of Climate Change.” Nature Climate Change 3: 239-243.

[69]

Zvidzai,M., F. M.Zengeya, M.Masocha, H.Ndaimani, and A.Murwira. 2020. “Multiple GPS Fix Intervals Show Variations in the Manner African White-Backed Vultures Gyps africanus Utilise Space.” Ostrich 91: 343-355.

[70]

Zvidzai,M., F. M.Zengeya, M.Masocha, H.Ndaimani, and A.Murwira. 2022. “Application of GPS Occurrence Data to Understand African White-Backed Vultures Gyps africanus Spatial Home Range Overlaps.” Ecology and Evolution 12: e8778.

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2024 The Author(s). Integrative Conservation published by John Wiley & Sons Australia, Ltd on behalf of Xishuangbanna Tropical Botanical Garden (XTBG).

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