Predicting Habitat Suitability for Tarantula in Peninsular Malaysia by Using Species Distribution Modelling (SDM)
Keywords:
species distribution modelling, Theraphosidae, Malaysia, habitat suitabilityAbstract
Theraphosidae, usually referred to as "Tarantula," is an infraorder of the Mygalomorh arachnid family of spiders. It is a large spider with downward-pointing fangs and a hairy body. As of now, few studies were done on Theraphosidaes in Peninsular Malaysia, but those were mainly concentrated on physical taxonomy with brief explanations of the spiders’ natural history. This study revealed the prediction of Theraphosidae habitat suitability in Peninsular Malaysia. Species Distribution Modelling (SDM) was used based on Theraphosidae points of occurrence in Peninsular Malaysia. Prediction for habitat suitability was determined from 274 coordinates of occurrence. In the study, a high AUC value of 0.857 indicated a high discrimination power of the predictive model. Tree canopy cover, elevation and forested area were the top three significant factors that could predict the distribution of Theraphosidae species, according to the SDM modelling by using MaxENT. Based on this species distribution modelling study, it was concluded that protecting the hilly forested area in Malaysia was crucial for the protection of Theraphosidae spiders. The study highlighted the influence of environmental factors on Theraphosidae distributions in Peninsular Malaysia and provided insights for future research and conservation efforts.
References
Arango, A.M., Rico-Gray, V., and Parra-Tabla, V. 2000. Population structure, seasonality, and habitat use by the green lynx spider Peucetia viridans (Oxyopidae) inhabiting Cnidoscolus aconitifolius (Euphorbiaceae). The Journal of Arachnology, 28: 185-194.
Barth, F.G., Seyfarth, E.A., Bleckmann, H., and Schüch, W. 1988. Spiders of the genus Cupiennius Simon 1891 (Araneae, Ctenidae) I. Range distribution, dwelling plants, and climatic characteristics of the habitats. Oecologia, 77: 187-193.
Bond, J.E., Beamer, D.A., Lamb, T., and Hedin, M. 2006. Combining genetic and geospatial analyses to infer population extinction in mygalomorph spiders endemic to the Los Angeles region. Animal Conservation, 9: 145-157.
Campbell, H., and Engelbrecht, I. 2018. The Baboon Spider Atlas–using citizen science and the ‘fear factor’ to map baboon spider (Araneae: Theraphosidae) diversity and distributions in Southern Africa. Insect Conservation and Diversity, 11: 143-151.
Canals, M., Taucare-Rios, A., Brescovit, A.D., Peña-Gomez, F., Bizama, G., Canals, A., Moreno, L., and Bustamante, R. 2016. Niche modelling of the Chilean recluse spider Loxosceles laeta and araneophagic spitting spider Scytodes globula and risk for loxoscelism in Chile. Medical and Veterinary Entomology, 30: 383-391.
Canning, G., Reilly, B., and Dippenaar-Schoeman, A. 2014. Burrow structure and microhabitat characteristics of Nesiergus insulanus (Araneae: Theraphosidae) from Frégate Island, Seychelles. Journal of Arachnology, 42: 293-298.
Chai, Y.Q., and Wilgers, D.J. 2015. Effects of temperature and light levels on refuge use and activity in the wolf spider Rabidosa punctulata. Transactions of the Kansas Academy of Science, 118: 194-200.
De Oca, L.M., Pérez-Miles, F., and Clavijo-Baquet, S. 2020. The reproductive period of tarantulas is constrained by their thermal preferences (Araneae, Theraphosidae). Journal of Thermal Biology, 92: 1-6.
Elith, J., and 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.
Ferretti, N., Copperi, S., and Pompozzi, G. 2019. Discovery of an isolated population of the dwarf tarantula Homoeomma uruguayense (Araneae, Theraphosidae) in central Argentina. Caldasia, 41: 436-441.
Fukushima, C., Mendoza, J.I., West, R.C., Longhorn, S.J., Rivera, E., Cooper, E.W., Hénaut, Y., Henriques, S., and Cardoso, P. 2019. Species conservation profiles of tarantula spiders (Araneae, Theraphosidae) listed on CITES. Biodiversity Data Journal, 7: 1-183.
Gabriel, R., and Sherwood, D. 2019. The revised taxonomic placement of some arboreal Ornithoctoninae Pocock, 1895 with description of a new species of Omothymus Thorell, 1891 (Araneae: Theraphosidae). Arachnology, 18: 137-147.
Gallon, R.C. 2000. The natural history of tarantula spiders. British Tarantula Society, 15: 1-5.
Global Forest Watch. 2019. Forest Monitoring Designed for Action. Available from: https://www.globalforestwatch.org/, (Accessed 28 October 2024).
Guisan, A., and Zimmermann, N.E. 2000. Predictive habitat distribution models in ecology. Ecological Modelling, 135: 147-186.
Hatley, C., and MacMahon, J. 1980. Spider community organization: seasonal variation and the role of vegetation architecture. Environmental Entomology, 9: 632-639.
Johnson, C.J., Nielsen, S.E., Merrill, E.H., McDonald, T.L., and Boyce, M.S. 2006. Resource selection functions based on use-availability data: Theoretical motivation and evaluation methods. The Journal of Wildlife Management, 70: 347-357.
Jiménez-Valverde, A. 2011. Insights into the area under the ROC curve (AUC) as a discrimination measure in species distribution modelling. Global Ecology and Biogeography, 21: 498-507.
Langlands, P.R., Brennan, K.E.C., and Pearson, D.J. 2006. Spiders, spinifex, rainfall and fire: Long-term changes in an arid spider assemblage. Journal of Arid Environments, 67: 36-59.
Lima, V., and Calado, D. 2020. Mapping the habitat suitability of Andira humilis Mart. ex Benth. (Fabaceae) as a means to detect its associated galling species in Brazil. Acta Scientiarum Biological Sciences, 42.
Kardol, P., Reynolds, W.N., Norby, R.J., and Classen, A.T. 2011. Climate change effects on soil microarthropod abundance and community structure. Applied Soil Ecology, 47: 37-44.
MacKenzie, D.I., Nichols, J.D., Royle, J.A., Pollock, K.H., Bailey, L.L., and Hines, J.E. 2006. Occupancy estimation and modeling: Inferring patterns and dynamics of species occurrence. Academic Press, New York, NY.
Manly, B.F., McDonald, L.L., Thomas, D.L., McDonald, T.L., and Erickson, W.P. 2002. Introduction to resource selection studies. In: Manly, B.F., McDonald, L.L., Thomas, D.L., McDonald, T.L., and Erickson, W.P. (Eds). Resource selection by animals: Statistical design and analysis for field studies. Kluwer Academic Publishers, Dordrecht, The Netherlands, pp. 15.
Manzoni, S., Schimel, J.P., and Porporato, A. 2012. Responses of soil microbial communities to water stress: results from a meta-analysis. Ecology, 93: 930-938.
Merow, C., Smith, M.J., and Silander, J.A. 2013. A practical guide to MaxEnt for modeling species’ distributions: What it does, and why inputs and settings matter. Ecography, 36: 1058-1069.
Moradmand, M., and Yousefi, M. 2022. Ecological niche modelling and climate change in two species groups of huntsman spider genus Eusparassus in the Western Palearctic. Scientific Reports, 12.
Machkour-M’Rabet, S., Pérez-Miles, F., Hebets, E., García, L.F., and Heredia, C. 2007. Soil preference and burrow structure of an endangered tarantula, Brachypelma vagans (Mygalomorphae: Theraphosidae). Journal of Natural History, 41: 1025-1033.
Nadkarni, N., Parker, G., Rinker, H.B., and Jarzen, D.M. 2004. The nature of forest canopies. In: Lowman, M.D. and Rinker, H.B. (Eds). Forest Canopies, Academic Press, pp. 5-18.
Nazeri, M., Jusoff, K., Madani, N., Mahmud, A.R., Bahman, A.R., and Kumar, L. 2012. Predictive modeling and mapping of Malayan Sun Bear (Helarctos malayanus) distribution using maximum entropy. PLoS ONE, 7: 1-10.
Norma-Rashid, Y., and Li, D. 2009. A checklist of spiders (Arachnida: Araneae) from Peninsular Malaysia inclusive of twenty new records. Raffles Bulletin of Zoology, 57: 305-322.
Palacios, S., and Chirivi, D. 2023. Ecological niche modeling in a whip spider, Heterophrynus boterorum (Phrynidae), from the Colombian Central Andes. Biota Colombiana, 24: 1-11.
Pearson, R.G., and Dawson, T.P. 2003. Predicting the impacts of climate change on the distribution of species: Are bioclimate envelope models useful? Global Ecology and Biogeography, 12: 361-371.
Pérez-Miles, F., Costa, F.G., Toscano-Gadea, C., and Mignone, A. 2005. Ecology and behaviour of the ‘road tarantulas’ Eupalaestrus weijenberghi and Acanthoscurria suina (Araneae, Theraphosidae) from Uruguay. Journal of Natural History, 39: 483-498.
Pérez-Miles, F., Postiglioni, R., Montes-de-Oca, L., Baruffaldi, L., and Costa, F.G. 2007. Mating system in the tarantula spider Eupalaestrus weijenberghi (Thorell, 1894): evidences of monandry and polygyny. Zoology, 110: 253-260.
Peterson, A.T., Papeş, M., and Soberón, J. 2015. Mechanistic and correlative models of ecological niches. European Journal of Ecology, 1.
Phillips, S.J. 2017. A brief tutorial on Maxent. Available from: http://biodiversityinformatics.amnh.org/open_source/maxent/ (accessed 20 Jan 2018).
QGIS Development Team. 2022. QGIS Geographic Information System (Version 3.22.0) [Software]. Available from: https://qgis.org.
Razak, I., Nasir, D., and Ahmad, A. 2024. Acoustic stridulating responses of various tarantula species in Peninsular Malaysia. Sains Malaysiana, 53: 733-746.
Razak, I., Lokman, M.I.N., Zaharin, S., Haris, H., Faudzir, N., Ramli, F., Sariyati, N., Abdullah, M.T., and Abdul-Latiff, M.A.B. 2023. First checklist of arachnids in Tasik Chini Biosphere Reserve, Pahang, Malaysia, with notes on important tarantula species. Malayan Nature Journal, 75: 311-319.
Razak, I., Nasir, D., Jengkeng, M., Ariff, A., Dean, D., Aqmal-Naser, M., Wahab, A.Z., and Ahmad, A. Year. Checklist of arachnids in the highlands area of Gunung Ledang National Park, Johor, Malaysia. Serangga, 29: 63-78.
Reichling, S.B. 2000. Group dispersal in juvenile Brachypelma vagans (Araneae, Theraphosidae). Journal of Arachnology, 28: 248-251.
Royle, J.A., and Dorazio, R.M. 2008. Hierarchical modeling and inference in ecology: The analysis of data from populations, metapopulations, and communities. Academic Press, San Diego, CA.
Rydgren, K., Økland, R.H., and Økland, T. 2003. Species response curves along environmental gradients: A case study from SE Norwegian swamp forests. Journal of Vegetation Science, 14: 869-880.
Schultz, S.A., and Schultz, M.J. 2009. The Tarantula Keeper’s Guide (3rd ed.). Barron’s Educational Series, New York, 354 pp.
Shillington, C., and McEwen, B. 2006. Activity of juvenile tarantulas in and around the maternal burrow. Journal of Arachnology, 34: 261-266.
Starrett, J., and Hedin, M. 2007. Multilocus genealogies reveal multiple cryptic species and biogeographical complexity in the California turret spider Antrodiaetus riversi (Mygalomorphae, Antrodiaetidae). Molecular Ecology, 16: 583-604.
Tang, K.H.D. 2019. Climate change in Malaysia: Trends, contributors, impacts, mitigation and adaptations. Science of the Total Environment, 650: 1858-1871.
Valavi, R., Guillera-Arroita, G., Lahoz-Monfort, J.J., and Elith, J. 2022. Predictive performance of presence-only species distribution models: A benchmark study with reproducible code. Ecological Monographs, 92: 1-27.
Vodka, Š., and Cizek, L. 2013. The effects of edge-interior and understorey-canopy gradients on the distribution of saproxylic beetles in a temperate lowland forest. Forest Ecology and Management, 304: 33-41.
Warren, D.L., Glor, R.E., and Turelli, M. 2010. ENMTools: A toolbox for comparative studies of environmental niche models. Ecography, 33: 607-611.
West, R.C., and Nunn, S.C. 2010. A taxonomic revision of the tarantula spider genus Coremiocnemis Simon 1892 (Araneae, Theraphosidae), with further notes on the Selenocosmiinae. Zootaxa, 2443: 1-64.
West, R.C., Nunn, S.C., and Hogg, S. 2012. A new tarantula genus, Psednocnemis, from west Malaysia (Araneae: Theraphosidae), with cladistic analysis and biogeography of Selenocosmiinae Simon 1889. Zootaxa, 3299: 1-43.
Wilting, A., Cord, A., Hearn, A.J., Hesse, D., Mohamed, A., Traeholdt, C., Shapiro, A.C., and S. N. V. S. T. A. W. 2010. Modelling the species distribution of flat-headed cats (Prionailurus planiceps), an endangered South-East Asian small felid. PloS ONE, 5: 1-19.
Wise, D.H. 1993. Spiders in Ecological Webs. Cambridge University Press, New York, 1521 pp.
World Spider Catalog. (2023). World Spider Catalog. Version 23.0. Natural History Museum Bern. Available online at http://wsc.nmbe.ch (12 September 2023).
Yáñez, M., & Floater, G. (2000). Spatial distribution and habitat preference of the endangered tarantula, Brachypelma klaasi (Araneae: Theraphosidae) in Mexico. Biodiversity & Conservation, 9(6): 795-810.
Zaller, J. G., Simmer, L., Santer, N., Tabi Tataw, J., Formayer, H., Murer, E., & Baumgarten, A. (2014). Future rainfall variations reduce abundances of aboveground arthropods in model agroecosystems with different soil types. Frontiers in Environmental Science, 2(44): 1-12.
Downloads
Published
How to Cite
Issue
Section
Categories
License
Chulalongkorn University. All rights reserved. No part of this publication may be reproduced, translated, stored in a retrieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying, recording or otherwise, without prior written permission of the publisher