Occurrence and ecological niche modelling of Irvingia gabonensis at cross river state, Nigeria

Authors

  • Akwaji Patrick Ishoro Department of Plant and Ecological Studies, Faculty of Biological Sciences, University of Calabar, P.M.B. 1115, Calabar, Cross River State, Nigeria
  • Ugbogu Omokafe Alaba Department of Forest Conservation and Protection, Forestry Research Institute of Nigeria (FRIN), Jericho Hills, Ibadan, Oyo State, Nigeria
  • Chukwuma Emmanuel Chukwudi Department of Forest Conservation and Protection, Forestry Research Institute of Nigeria (FRIN), Jericho Hills, Ibadan, Oyo State, Nigeria
  • Tanimu Yahuza Department of Botany, Ahmadu Bello University, Zaria, Kaduna State, Nigeria
  • Soyewo Temitope Luke Department of Forest Conservation and Protection, Forestry Research Institute of Nigeria (FRIN), Jericho Hills, Ibadan, Oyo State, Nigeria

DOI:

https://doi.org/10.5281/zenodo.10023259

Keywords:

Biodiversity, climate change, conservation

Abstract

The African bush mango, Irvingia gabonensis Baill, 1884 (Aubry-lecomte ex o’rorke) is a diverse species whose edible seeds are commonly used as a delicacy in soups and as a main source of income throughout Cross River State, Nigeria. Given its enormous economic value for the rural population, we investigated current and future occurrence, geographic distribution, and suitable and unsuitable habitats in the face of unsustainable use and changing climate scenarios. Our study assessed and marked the occurrence of I. gabonensis using Global Positioning System (GPS) software in 36 forested areas encompassing northern, central and southern geographical zones of Cross River State, Nigeria. Maximum Entropy (MaxEnt) was applied to forecast the ecological niche of I. gabonensis currently and in the future under the AfriClim (RCP 8.5) 2070 scenario. The performance of the MaxEnt model was gauged by the ‘area under the receiver operating characteristic curve’ (ROC) and the complementary ‘area under the curve’ (AUC), ‘variable contribution rate, ‘jackknife tests’ and true skill statistics (TSS). MaxEnt results set quadruple BioClim variables (‘BIO 6 - minimum temperature of coldest month’, ‘BIO 12 - annual precipitation’, ‘BIO 13 - precipitation of coldest month’, and ‘BIO 14 - precipitation of driest month’ as most important decisive variables playing a role in the geographic distribution of the species. Currently, 94.79% of Cross River State is suitable habitat for I. gabonensis, with future projections showing a significant 79.59% reduction in suitable habitat at the ‘minimum training presence’ threshold. Only a few secure areas (20.41%); Afi Mountain Wildlife Sanctuary (central zone), Cross River National Park, Okwangwo Division (central zone) and Oban Division (southern zone) will continue to exist as suitable habitats for the species. The results achieved call attention to the need to protect, cultivate breed and initiate the species in the preferred areas.

References

Abrahms, B., DiPietro, D., Graffis, A. & Hollander, A. (2017). Managing biodiversity under climate change: challenges, frameworks, and tools for adaptation. Biodiversity Conservation, 1-17.

Adeyemi, A. A., Ibe, A. E. & Okedimma, F. C. (2015). Tree structural and species diversities in Okwangwo Forest, Cross River State, Nigeria. Journal of Research in Forestry, Wildlife and Environment, 7, 36-53.

Adeyemi, A. A., Jimoh, S. O. & Adesoye, P. O. (2013). Assessment of tree diversities in Oban Division of the Cross River National Park (CRNP), Nigeria. Journal of Agriculture, Forestry and the Social Sciences, 11(1), 216-230.

Aigbe, H. I. & Omokhua, G. E. (2015). Tree species composition and diversity in Oban Forest Reserve, Nigeria. Journal of Agricultural Studies, 3(1), 10-24. doi:10.529/jas.v3 i1.6461

Aigbe, H. I. Akindele, S. O. & Onyekwelu, J. C. (2014). Tree species diversity and density pattern in Afi River Forest Reserve, Nigeria. International Journal of Scientific and Technology Research, 3(10), 178-185.

Aju, P. C. & Ezeibekwe, I. O. (2010). Understanding and appreciating the need for biodiversity conservation in Nigeria. Journal of Medicinal Plants Research, 42, 2605-2608.

Akwaji, P. I. & Edu, E. A. (2017). Population frequency, density, abundance and diversity of tree species in ten communal forests of Northern Cross River State, Nigeria. International Journal of Current Research, 9(10), 59581- 59596.

Allouche, O., Tsoar, A. & Kadmon, R. (2006). Assessing the accuracy of species distribution models: prevalence, kappa and true skill statistic (TSS). Journal of Applied Ecology, 43, 1223-1232. doi: 10.1111/j.1365-2664.2006.01214.x

Anadon, J. D., Sala, O. E. & Maestre, F. T. (2014). Climate change will increase savannahs at the expense of forests and treeless vegetation in tropical and subtropical. Americas Journal of Ecology, 102, 1363-1373.

Barve, N., Barve, V., Jiménez-Valverde, A., Lira-Noriega, A., Maher, P. S., Peterson, A. T., Soberón, J. & Villalobos, F. (2011). The crucial role of the accessible area in ecological niche modelling and species distribution modelling. Ecological Modelling, 222, 1810-1819. https ://doi. org/10.1016/j.ecolm odel.2011.02.011

Bentz B. J., Régnière, J., Fettig, C. J., Hansen, E. M., Hayes, J. L., Hicke, J. A., Kelsey, R. G., Negrón, J. F. & Seybold, S. J. (2010). Climate change and bark beetles of the Western United States and Canada: direct and indirect effects. Bioscience, 60, 602-613.

Bisong, F. E. and Mfon, P. Jnr (2006). Effect of logging on stand damage in rainforest of south-eastern Nigeria. West African Journal of Applied Ecology, 10, 119- 129.

Blach-Overgaard, A., Svenning, J. C., Dransfield, J., Greve, M. & Balslev, H. (2010). Determinants of palm species distributions across Africa: the relative roles of climate, non-climatic environmental factors, and spatial constraints. Ecography, 33, 380-391.

Bowe, C. & Haq, N. (2010). Quantifying the global environmental niche of an underutilised tropical fruit tree (Tamarindus indica) using herbarium records. Agriculture, Ecosystems and Environment, 139, 51-58.

Breiner, F. T., Guisan, A., Nobis, M. P. & Bergamini, A. (2017). Including environmental niche information to improve IUCN red list assessments. Diversity and Distribution. 23, 484-495. https ://doi.org/10.1111/ ddi.12545

Busby, J. W., Smith, T. G., White, K .L. & Strange, S. M. (2010). Locating climate insecurity: where are the most vulnerable places in Africa? Austin, TX, USA: University of Texas, The Robert Strauss Centre for International Security and Law, Climate Change and African Political Stability (CCAPS) Programme.

Cuni-Sanchez, A., Osborne, P. E. and Haq, N. (2010). Identifying the global potential for baobab tree cultivation using ecological niche modelling. Agroforestry Systems, 80, 191-201.

Darrah, S. E., Bland, L. M., Bachman, S. P., Clubbe, C. P. & Trias-Blasi, A. (2017). Using coarse-scale species distribution data to predict extinction risk in plants. Diversity and Distribution. 23, 435-447.

Doxa, A., Albert, C. H., Leriche, A. & Saatkamp, A. (2017). Priotizing conservation areas for coastal plant diversity under increasing urbanization. Journal of Environment and Management, 201, 425-434. https ://doi.org/10.1016/j. jenvm an.2017.06.021

Edet, D. I., Ijeoma, H. M. and Ogogo, A. U. (2012). Preliminary assessment of tree species diversity in Afi Mountain Wildlife Sanctuary, Southern Nigeria. Agriculture and Biology Journal of North America, 3(12), 486-492.

Egras, A. M., Hamilton, W. R., Lenz, T. C. & Monaghan, M. S. (2011). An evidence based review of fat modifying supplement weight loss products. Journal of Obesity, 1-7.

Elith, J., Phillips, S. J., Hastie, T., Dudik, R., Chee, Y. E. & Yates, C. J. (2011). A statistical Explanation of MaxEnt for ecologists. Diversity and Distributions, 17, 43-57. doi: 10.1111/j.1472-4642.2010.007 25.x

Elith, J. & Graham, H. C. (2009). Do they? How do they? Why do they differ? on finding reasons for differing performances of species distribution models. Ecography, 32, 66-77.

Elith, J. & Leathwick, J. R. (2009). Species distribution models: ecological explanation and prediction across space and time. Annual Review of Ecology, Evolution and Systematics, 40(1), 677-697. doi: 10.1146/annurev.ecolsys.110308.120159

Elith, J., Graham, C. H., Anderson, R. P., Dudik, M., Ferrier, S., Guisan, A., Hijmans, R. J., Huettmann, F., Leathwick, J. R., Lehmann, A., Li, J., Lohmann, L. G., Loiselle, B. A., Manion, G., Moritz, C., Nakamura, M., Nakazawa, Y., Overton, J. M., Peterson, A. T., Phillips, S. J., Richardson, K., ScachettiPereira, R., Schapire, R. E., Soberon, J., Williams, S., Wisz, M. S. & Zimmermann, N. E. (2006). Novel methods improve prediction of species distributions from occurrence data. Ecography, 29, 129-151. doi: 10.1111/j.2006.0906-7590.04596.x

Fandohan, A. B., Koko, I .K. E. D., Avocevou-Ayisso, C., Gouwakinnou, G. N., Savi, M. K., Assogbadjo, A. E. & Kakai, R. G. (2015). Lantana camara (verbenaceae): a potential threat to the effectiveness of protected areas to conserve flora and fauna in Benin. Agronomy Africa, 27(2), 115-126.

FAO (2007). Ecocrop: Irvingia gabonensis. Food and Agricultural Organization, FAO Report 1993-2007.

FAO (2005). Global Forest Resources Assessment: Progress Towards Sustainable Forest Management. FAO Forestry Paper 147, FAO, Rome. http://www.fao .org/forestry/site/fra/en/.

Ferguson, H. M. (1959). The Role of Water in plant growth. In: Musser HB. (ed) Turf Management. USGA, 40 East 38th Street, New York 16, NY.

Fischer, J. & Lindenmayer, D. B. (2007). Landscape modification and habitat fragmentation: a synthesis. Global Ecology and Biogeography, 16, 265-280.

FME (2006). Federal Government of Nigeria Approved National Forest Policy 2006. Federal Ministry of Environment of Nigeria, Abuja.

Ganglo, J. C., Djotan, G. K., Gbetoho, J. A., Kakpo, S. B., Aoudji, A. K. N., Koura, K. & YehouenouTessi, D. R. (2017). Ecological niche modelling and strategies for the conservation of Dialium guineense Willd. (Black velvet) in West Africa. International Journal of Biodiversity Conservation, 9(12), 373-388. https ://doi.org/10.5897/IJBC2 017.1151

Gbetoho, A. J., Aoudji, A. K. N., Roxburgh, L. & Ganglo, J. C. (2017). Assessing the suitability of pioneer species for secondary forest restoration in Benin in the context of global climate change. Bois et Forets des Tropiques, 332(2), 43-55.

Graham, C. H., Elith, J., Hijmans, R. J., Guisan, A., Townsend, P. A. & Loiselle, B. A. (2008). The influence of spatial errors in species occurrence data used in distribution models. Journal of Applied Ecology, 45, 239-247. doi: 10.1111/j.1365-2664.2007.01408.x

Grimm, N. B., Faeth, S. H., Golubiewski, N. E., Redman, C. I., Wu, J. G., Bai, X. M. & Briggs, J.M. (2008). Global change and the ecology of cities. Science, 319, 756-760.

Haferkamp, M. R. (1987). Environmental factors affecting plant productivity. In: White RS, Short RE (Eds) Achieving efficient use of rangeland resources. Montana Agricultural Experiment Station.

Hatfield, J. L. & Prueger, J. H. (2015). Temperature extremes: Effect on plant growth and development. Weather and Climate Extremes, 10, 4-10.

Hijmans, R. J., Cameron, S. E., Parra, J. L., Jones, P. G. and Jarvis, A. (2005). Very high resolution interpolated climate surfaces for global land areas. International Journal of Climatology, 25, 1965-1978. doi: 10.1002/joc.1276

Hutchinson, G. E. (1957). Concluding remarks. Cold Harbour Symposia on Quantitative Biology, 22(2), 415-427.

IPCC (2013). Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Stocker, T. F., Qin, D., Plattner, G. K., Tignor, M., Allen, S. K., Boschung, J., Nauels, A., Xia, Y., Bex, V. & Midgley, P. M. (eds.) Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA

IPCC (2014). Climate Change 2014: Impacts, Adaptation, and Vulnerability, Summaries, Frequently Asked Questions, and Cross Chapter Boxes. A Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Field, C. B., Barros, V. R., Dokken, D. J., Mach, K. J., Mastrandrea, M. D., Bilir, T. E., Chatterjee, M., Ebi, K. L., Estrada, Y. O., Genova, R. C., Girma, B., Kissel, E. S., Levy, A. N., MacCracken, S., Mastrandrea, P. R. & White, L.L. (eds). World Meteorological Organization, Geneva, Switzerland.

Iponga, A. M., Mikolo-Yobo, C., Lescuyer, G., Assoumou, F. M., Levang, P. T., Tieguhong, J. C. & Ngoye, A. (2018). The contribution of NTFP-gathering to rural peoples livelihoods around two timber concessions in Gabon. Agroforestry Systems, 92(1), 157-168.

IUCN (2020). Summary statistics – IUCN Red List of Threatened Species Version 2020-3, International Union for the Conservation of Nature, Gland, Switzerland. Available at: www.iucnredlist.org.

Johnson, O. M. & Marcellinus, A. H. (2013). The Nagi forest and need for protection. Journal of Research in Forestry, Wildlife and Environment, 7(2), 14-26.

Kakpo, S. B., Aoudji, A. K. N., Gnanguenon Guesse, D., Gbetoho, A.J., Koura, K., Djotan, G. K. & Ganglo, J. C. (2019). Spatial distribution and impacts of climate change on Milicia excelsa in Benin, West Africa. Journal of Forestry Research, https//doi.org/10.1007/s11676-019-01069-7.

Khanum, R., Mumtaz, A. S. & Kumar, S. (2013). Predicting impacts of climate change on medicinal asclepiads of Pakistan using MaxEnt modelling. Acta Oecologica. 49, 23-31. doi: 10.1016/j.actao. 2013.02.007

Kruess, A. & Tscharntke, T. (1994). Habitat fragmentation, species loss, and biological control. Science, 264, 1581-1584.

Kumar, A., Gupta, A. K., Marcot, B. G., Saxena, A., Singh, S. P. & Marak, T. T. C. (2002). Management of forests in India for biological diversity and forest productivity, a new perspective. Volume IV: Garo Hills Conservation Area (GCA). Wildlife Institute of India- USDA Forest Service collaborative project report, Wildlife Institute of India, Dehra Dun.

MEA (2005). Ecosystems and Human Well-being: biodiversity synthesis. World Resources Institute, Washington, DC.

Moss, R. H., Edmonds, J. A., Hibbard, K. A., Manning, M. R., Rose, S. K., Van Vuuren, D. P., Carter, T. R., Emori, S., Kainuma, M., Kram, T., Meehl, G. A., Mitchell, J. F. B., Nakicenovic, N., Riahi, K., Smith, S. J., Stouffer, R. J., Thomson, A. M., Weyant, J. P. & Wilbanks, T. J. (2010). The next generation of scenarios for climate change research and assessment. Nature, 463, 747-756.

NIMET, (2015). National weather forecasting and climate research. Nigerian Meteorological Agency Agrometeorological Bulletin, 36(3), 21-31.

O’Donnell, M. S. & Ignizio, D. A. (2012). Bioclimatic predictors for supporting ecological applications in the conterminous United States: U. S. Geological Survey Data Series 691.

Olajide, O. (2004). Growth performance of trees in Akure Forest Reserve, Ondo State, Nigeria. Ph.D Thesis, University of Ibadan, Nigeria.

Orwa, C., Mutua, A., Kindt, R., Jamnadass, R. & Anthony, S. (2009). Agroforestry Database: a tree reference and selection guide version 4.0. (Irvingia gabonensis Aubry – Lecomte O’Rorke Baill.). Available at: www.worldforestry.org/sites/treedbs/treedatabases.asp.

Pablo, A., Mario, E. S., Cesar, V. & Faustino, R. (2018). The potential distribution of tree species in three periods of time under a climate change scenario. Forests. 9, 628 - 638.

Pearce, L. J. & Boyce, S. M. (2006). Modelling distribution and abundance with presence-only Data. Journal of Applied Ecology, 43, 405-412.

Pearson, G.R., Raxworthy, J.C., Nakamura, M. and Peterson, A.T. (2007). Predicting species distributions from small numbers of occurrence records: a test case using cryptic geckos in Madagascar. Journal of Biogeography, 34: 102-117.

Peterson, A. T., Papes, M. & Soberon, J. (2008). Rethinking receiver operating characteristic analysis applications in ecological niche modelling. Ecological Modelling. 2131, 63-72.

Phillips S (2010). A Brief Tutorial on Maxent. Network of Conservation Educators and Practitioners, Centre for Biodiversity and Conservation, American Museum of Natural History. Lessons in Conservation, 3, 108-135.

Phillips, S. J., Dudik, M., Elith, J., Graham, C. H., Lehmann, A., Leathwick, J. & Ferrier, S. (2009). Sample selection bias and presence-only distribution models: implications for background and pseudo-absence data. Ecological Applications, 19(1), 181-197.

Phillips, S. J. & Dudik, M. (2008). Modelling of species distributions with MaxEnt: new extensions and a comprehensive evaluation. Ecography. 31, 161-175.

Phillips, S. J., Anderson, R. P. & Schapire, R. E. (2006). Maximum entropy modelling of species geographic distributions. Ecological Modelling. 190, 231-259. doi:10.1016/j.ecol model.2005.03.026

Platts, P. J., Omeny, P. A. & Marchant, R. (2015). AFRICLIM: high-resolution climate projections for ecological applications in Africa. African Journal of Ecology. 53, 103-108.

Platts, J. P. H., Peter, A., Omeny, P. A. & Marchant, R. (2014). Africlim: high- resolution climate projections for ecological applications in Africa. African Journal of Ecology, 53, 103-108.

Purves, D. W. & Dushoff, J. (2005). Directed seed dispersal and Meta population response to habitat loss and disturbance: application to Eicchornia paniculata. Journal of Ecology, 93, 658-669.

Segurado, P. & Araújo, M. B. (2004). An evaluation of methods for modelling species distributions. Journal of Biogeography, 31, 1555-1568.

Soberón, J. & Nakamura, M. (2009). Niches and distributional areas: Concepts, methods, and assumptions. PNAS, 106, 19644-19650.

Soberón, J. & Peterson, A. T. (2005). Interpretation of models of fundamental ecological niches and species’ distributional areas. Biodiversity Informatics, 2, 1-10.

Stockwell, R. B. D. & Peterson, A. T. (2001). Effects of sample size on accuracy of species distribution models. Ecological Modelling, 148, 1-13.

Svenning, J. C. & Skov, F. (2006). Potential impact of climate change on the northern nemoral forest herb flora of Europe. Biodiversity and Conservation. 15, 3341-3356.

Tchoundjeu, Z. & Atangana, A. R. (2007). Irvingia gabonensis (Aubry-Lecomte ex O’Rorke) Baill. Plant Resource of Tropical Africa (PROTA) van dar Vossen, H. A. M., Mkamilis, G. S. (Editors), Wageningen, Netherlands.

Tilman, D., Fargione, J., Wolff, B. D., Antonio, C., Dobson, A. & Howarth, R. (2001). Forecasting agriculturally driven global environmental change. Science, 292, 281-284.

Thuiller, W., Richardson, D. M., Pysek, P., Midgley, G. F., Greg, O. K., Hughes, R. O. & Rouget, M. (2005). Niche-based modelling as a tool for predicting the risk of alien plant invasions at a global scale. Global Change Biology, 11, 2234-2250.

USAID (2008). Biodiversity Analysis and Technical Support for the Sustainable and Thriving Environment for West African Regional Development Program (STEWARD). An Assessment of Environmental Threats and Trans-boundary Development Opportunities in the Upper Guinean Forest Region.

van Vuuren, D. P. & Carter, T. R. (2014). Climate and socio-economic scenarios for climate change research and assessment: reconciling the new with the old. Climate Change, 122, 415-429.

van Vuuren, P. D., Edmonds, J., Kainuma, M., Riahi, K., Thomson, A., Hibbard, K., Hurtt, G. C., Kram, T., Krey, V., Lamarque, J. F., Masui, T., Meinshausen, M., Nakicenovic, N., Smith, S. J. & Rose, S. K. (2011). The representative concentration pathways: an overview. Climatic Change, 109, 5-31.

Varshney, A. & Anis, M. (2014). Trees: Propagation and Conservation Biotechnological Approaches for Propagation of a Multipurpose Tree, Balanites aegyptiaca Del. Springer New Delhi, Dordrecht Heidelberg London, New York.

Vayreda, J., Gracia, M., Martinez-Vilalta, J. & Retana, J. (2013). Patterns and drivers of regeneration of tree species in forests of peninsular Spain. Journal of Biogeography. 40, 1252-1265.

Wakawa, L., Suleiman, A., Ibrahim, Y. & Adam, L. (2017). Tree species biodiversity of a Sahelian ecosystem in Noertheast Nigeria. Journal of Bartin Faculty of Forestry, 19(2), 166-173.

Warren, R., Van Der Wal, J., Price, J., Welbergen, J. A., Atkinson, I., Ramirez-Villegas, J., Osborn, T. J., Jarvis, A., Shoo, L. P., Williams, S. E. & Lowe, J. (2013). Quantifying the benefit of early climate change mitigation in avoiding biodiversity loss. Nature Climate Change, 3(7), 678-682.

Willis, K. J. & Whittaker, R. J. (2002). Species diversity – scale matters. Science, 295 (5558), 1245-1248.

Yang, Z. F., Cai, Y. P. & Mitsch, W. J. (2015). Ecological and hydrological responses to changing environmental conditions in China’s river basins. Ecological Engineering, 76, 1-6.

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2023-10-20

How to Cite

Ishoro, A. P. ., Omokafe Alaba, U. ., Chukwudi, C. E. ., Yahuza, T. ., & Temitope Luke, S. . (2023). Occurrence and ecological niche modelling of Irvingia gabonensis at cross river state, Nigeria . Journal of Wildlife and Biodiversity, 7(supplementary issue), 96–127. https://doi.org/10.5281/zenodo.10023259