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Distribution of Wildlife and Illegal Human Activities in the Lampi Marine National Park (Myanmar)

  • Francesco Bisi (a1) (a2), Alessandra Gagliardi (a1) (a2), Giacomo Cremonesi (a1), Roberto Colombo (a3), Maria Vittoria Mazzamuto (a1), Lucas Armand Wauters (a1), Damiano Giovanni Preatoni (a1) and Adriano Martinoli (a1)...

Asian tropical forests are among the most affected by overhunting of wildlife species. Bushmeat is not just a source of food, but is also often seen as an income source due to the increasing regional demand for wildlife products. In this study, we assess for the first time the medium- and large-size vertebrate species present in Lampi Marine National Park (Myanmar) using camera traps and opportunistic sightings, and we use data from law enforcement patrolling to identify areas where poaching activities occur. Nineteen different terrestrial vertebrate species were observed in the Park, five of which are listed as globally threatened, while illegal activities were recorded at 107 locations. We estimated wildlife and human distributions using the maximum-entropy (i.e., MaxEnt) algorithm. Human activities were widely distributed in the Park, and areas selected by people were those at lower elevations and mainly in evergreen or semi-evergreen forests where most of the species occur. These models could improve knowledge of species presence and of the potential risk to wildlife associated with human activities. The modelling of wildlife and human presence proved to be useful for identifying areas that would receive special attention during patrolling, management and conservation actions.

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*Author for correspondence: Dr Francesco Bisi, Email:
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Aguirre-Gutiérrez, J, Carvalheiro, LG, Polce, C, van Loon, EE, Raes, N, et al. (2013) Fit-for-purpose: species distribution model performance depends on evaluation criteria – Dutch hoverflies as a case study. PLoS One 8(5): e63708.
Ahumada, JA, Silva, CEF, Gajapersad, K, Hallam, C, Hurtado, J, et al. (2011) Community structure and diversity of tropical forest mammals: data from a global camera trap network. Philosophical Transactions of the Royal Society B: Biological Sciences 366: 27032711.
Algar, AC, Kharouba, HM, Young, ER, Kerr, JT (2009) Predicting the future of species diversity: macroecological theory, climate change, and direct tests of alternative forecasting methods. Ecography 32: 2223.
Aung, M, Khaing Swe, K, Oo, T, Kyaw Moe, K, Leimgruber, P, et al. (2004) The environmental history of Chatthin Wildlife Sanctuary, a protected area in Myanmar (Burma). Journal of Environmental Management 72: 205216.
Baldwin, RA (2009) Use of maximum entropy modeling in wildlife research. Entropy 11: 854866.
Bennet, D, Gaulke, M, Pianka, ER, Somaweera, R, Sweet, SS (2010) Varanus salvator. The IUCN Red List of Threatened Species e.T178214A7499172. URL
Boonratana, R, Das, J, Yongcheng, L, Htun, S, Timmins, RJ (2008) Macaca leonina. The IUCN Red List of Threatened Species e.T39792A10257933. URL
Bosso, L, Rebelo, H, Garonna, AP, Russo, D (2013) Modelling geographic distribution and detecting conservation gaps in Italy for the threatened beetle Rosalia alpina . Journal for Nature Conservation 21: 7280.
Brook, BW, Sodhi, NS, Ng, PKL (2003) Catastrophic extinctions follow deforestation in Singapore. Nature 424: 420426.
Buisson, L, Thuiller, W, Casajus, N, Lek, S, Grenouillet, G (2010) Uncertainty in ensemble forecasting of species distribution. Global Change Biology 16: 11451157.
Cayuela, L, Golicher, DJ, Newton, AC, Kolb, M, De Alburquerque, FS, et al. (2009) Species distribution modeling in the tropics: problems, potentialities, and the role of biological data for effective species conservation. Tropical Conservation Science 2: 319352.
Ceballos, G, Ehrlich, PR (2002) Mammal population losses and the extinction crisis. Science 296: 904907.
Ceballos, G, Ehrlich, PR, Soberon, J, Salazar, I, Fay, JP (2005) Global mammal conservation: what must we manage? Science 309: 603607
Challender, D, Nguyen Van, T, Shepherd, C, Krishnasamy, K, Wang, A, et al. (2014) Manis javanica. The IUCN Red List of Threatened Species e.T12763A45222303. URL
Challender, DWS, MacMillan, DC (2014) Poaching is more than an enforcement problem. Conservation Letters 7: 484494.
Corlett, RT (2007) The impact of hunting on the mammalian fauna of tropical Asian forests. Biotropica 39: 292303.
de Silva, P, Khan, WA, Kanchanasaka, B, Reza Lubis, I, Feeroz, MM, Al-Sheikhly, OF (2015) Lutrogale perspicillatae. The IUCN Red List of Threatened Species T12427A21934884. URL
Di Febbraro, M, Martinoli, A, Russo, D, Preatoni, D, Bertolino, S (2016) Modelling the effects of climate change on the risk of invasion by alien squirrels. Hystrix 27: 2229.
Di Marco, M, Boitani, L, Mallon, D, Hoffmann, M, Iacucci, A, et al. (2014) A retrospective evaluation of the global decline of carnivores and ungulates: global decline of carnivores and ungulates. Conservation Biology 28: 11091118.
Dubuis, A, Pottier, J, Rion, V, Pellissier, L, Theurillat, JP, Guisan, A (2011) Predicting spatial patterns of plant species richness: a comparison of direct macroecological and species stacking modelling approaches. Diversity and Distribution 17: 11221131.
Elith, J, Graham, CH, Anderson, RP, Dudík, M, Ferrier, S, et al. (2006) Novel methods improve prediction of species’ distributions from occurrence data. Ecography 29: 129151.
Fa, JE, Peres, CA, Meeuwig, J (2002) Bushmeat exploitation in tropical forests: an intercontinental comparison. Conservation Biology 16: 232237.
Ferrier, S (2002) Mapping spatial pattern in biodiversity for regional conservation planning: where to from here? Systematic biology 51: 331363.
Fielding, A, Bell, J (1997) A review of methods for the assessment of prediction errors in conservation presence/absence models. Environmental Conservation 24: 3849.
Fitzpatrick, MC, Sanders, NJ, Ferrier, S, Longino, JT, Weiser, MD, Dunn, R (2011) Forecasting the future of biodiversity: a test of single‐and multi‐species models for ants in North America. Ecography 34: 836847.
Fordham, DA, Brook, BW (2010) Why tropical island endemics are acutely susceptible to global change. Biodiversity and Conservation 19: 329342.
Funk, VA, Richardson, KS (2002) Systematic data in biodiversity studies: use it or lose it. Systematic biology 51: 303316.
Giardino, C, Bresciani, M, Fava, F, Matta, E, Brando, VE, Colombo, R (2015) Mapping submerged habitats and mangroves of Lampi Island Marine National Park (Myanmar) from in situ and satellite observations. Remote Sensing 8: 2.
Gomes-Vale, C, Campos, JC, Silva, TL, Gonçalves, DV, Sow, AS, et al. (2016) Biogeography and conservation of mammals from the West Sahara-Sahel: an application of ecological niche-based models and GIS. Hystrix, 27: 3037.
Graham, CH, Moritz, C, Williams, SE (2006) Habitat history improves prediction of biodiversity in rainforest fauna. Proceedings of the National Academy of Sciences of the United States of America 103: 632636.
Guisan, A, Tingley, R, Baumgartner, JB, Naujokaitis-Lewis, I, Sutcliffe, PR, et al. (2013). Predicting species distributions for conservation decisions. Ecology Letters 16: 14241435.
Hijmans, RJ, Phillips, SJ, Leathwick, J, Elith, J (2017) dismo: Species Distribution Modeling. R package version 1.1-4. URL
Jackson, CR, Robertson, MP (2011) Predicting the potential distribution of an endangered cryptic subterranean mammal from few occurrence records. Journal for Nature Conservation 19: 8794.
Jenks, KE, Howard, J, Leimgruber, P (2012) Do ranger stations deter poaching activity in national parks in Thailand? Biotropica 44: 826833.
Jerozolimski, A, Peres, CA (2003) Bringing home the biggest bacon: a cross-site analysis of the structure of hunter–kill profiles in Neotropical forests. Biological Conservation 111: 415425.
Knapp, EJ, Rentsch, D, Schmitt, J, Lewis, C, Polasky, S (2010) A tale of three villages: choosing an effective method for assessing poaching levels in western Serengeti, Tanzania. Oryx 44: 178184.
Laurance, WF, Carolina Useche, D, Rendeiro, J, Kalka, M, Bradshaw, CJA, et al. (2012) Averting biodiversity collapse in tropical forest protected areas. Nature 489: 290294.
Linkie, M, Chapron, G, Martyr, DJ, Holden, J, leader-Williams, N (2006) Assessing the viability of tiger subpopulations in a fragmented landscape. Journal of Applied Ecology 43: 576586.
Liu, C, Berry, P, Dawson, T, Pearson, RG (2005) Selecting thresholds of occurrence in the prediction of species distributions. Ecography 3: 385393.
Margules, CR, Pressey, RL (2000) Systematic conservation planning. Nature 405: 243253.
Mayol, M, Riba, M, González-Martínez, SC, Bagnoli, F, Beaulieu, JL, et al. (2015) Adapting through glacial cycles: insights from a long-lived tree (Taxus baccata). New Phytologist 208: 973986.
McCarthy, JL, Wibisono, HT, McCarthy, KP, Fuller, TK, Andayani, N (2015) Assessing the distribution and habitat use of four felid species in Bukit Barisan Selatan National Park, Sumatra, Indonesia. Global Ecology and Conservation 3: 210221.
Meijaard, E, Sheil, D, Nasi, R, Augeri, D, Rosenbaum, B, et al. (2005) Life after Logging: Reconciling Wildlife Conservation and Production Forestry in Indonesian Borneo. Jakarta, Indonesia: Center for International Forestry Research (CIFOR).
Merow, C, Smith, MJ, Silander, JA (2013) A practical guide to MaxEnt for modeling species’ distributions: what it does, and why inputs and settings matter. Ecography 36: 10581069.
Milton, O, Estes, RD (1963) Myanmar Wildlife Survey: 1959–1960. New York, NY, USA: International Union for Conservation of Nature and Natural Resources and the American Committee for International Wildlife Protection.
Naimi, B, Hamm, NAS, Groen, TA, Skidmore, AK, Toxopeus, AG (2014) Where is positional uncertainty a problem for species distribution modelling? Ecography 37: 191203.
Nekaris, KAI, Nijman, V (2007) CITES proposal highlights rarity of asian nocturnal primates (Lorisidae: Nycticebus). Folia Primatologica 78: 211214.
Nijman, V, Shepherd, CR (2017) Ethnozoological assessment of animals used by Mon traditional medicine vendors at Kyaiktiyo, Myanmar. Journal of ethnopharmacology 206: 101106.
Nijman, V, Zhang, MX, Shepherd, CR (2016) Pangolin trade in the Mong La wildlife market and the role of Myanmar in the smuggling of pangolins into China. Global Ecology and Conservation 5: 118126.
Pearson, RG, Dawson, TP (2003) Predicting the impacts of climate change on the distribution of species: are bioclimate envelope models useful? Global Ecology & Biogeography 12: 361371.
Phillips, SJ, Anderson, RP, Schapire, RE (2006) Maximum entropy modeling of species geographic distributions. Ecological Modelling 190: 231259.
QGIS Development Team (2018) QGIS Geographic Information System. Open Source Geospatial Foundation Project. URL
Ramirez-Villegas, J, Cuesta, F, Devenish, C, Peralvo, M, Jarvis, A, Arnillas, CA (2014) Using species distributions models for designing conservation strategies of Tropical Andean biodiversity under climate change. Journal for Nature Conservation 22: 391404.
Rao, M, Htun, S, Zaw, T, Myint, T (2010) Hunting, livelihoods and declining wildlife in the Hponkanrazi Wildlife Sanctuary, North Myanmar. Environmental Management 46: 143153.
Rao, M, Myint, T, Zaw, T, Htun, S (2005) Hunting patterns in tropical forests adjoining the Hkakaborazi National Park, north Myanmar. Oryx 39: 292300.
Rao, M, Rabinowitz, A, Khaing, ST (2002) Status review of the protected-area system in Myanmar, with recommendations for conservation planning. Conservation Biology 16: 360368.
Reuter, HI, Nelson, A, Jarvis, A, (2007) An evaluation of void filling interpolation methods for SRTM data. International Journal of Geographic Information Science 21: 9831008.
Rödder, D, Lötters, S (2009) Niche shift versus niche conservatism? Climatic characteristics of the native and invasive ranges of the Mediterranean house gecko (Hemidactylus turcicus). Global Ecology and Biogeography 18: 674687.
Roscioni, F, Rebelo, H, Russo, D, Carranza, ML, Di Febbraro, M, Loy, A (2014) A modelling approach to infer the effects of wind farms on landscape connectivity for bats. Landscape Ecology 29: 891903.
Roscioni, F, Russo, D, Di Febbraro, M, Frate, L, Carranza, ML, Loy, A (2013) Regional scale modelling of the cumulative impact of wind farms on bats. Biodiversity and Conservation 22: 18211835.
Rosenzweig, M. (1995) Species Diversity in Space and Time. Cambridge, UK: Cambridge University Press.
Russo, D, Di Febbraro, M, Cistrone, L, Jones, G, Smeraldo, S, et al. (2015) Protecting one, protecting both? Scale-dependent ecological differences in two species using dead trees, the Rosalia longicorn beetle and the barbastelle bat. Journal of Zoology 297: 165175.
Russo, D, Di Febbraro, M, Rebelo, H, Mucedda, M, Cistrone, L, et al. (2014) What story does geographic separation of insular bats tell? A case study on Sardinian Rhinolophids. PLoS One 9: e110894.
Schipper, J, Chanson, JS, Chiozza, F, Cox, NA, Hoffmann, M, et al. (2008) The status of the world’s land and marine mammals: diversity, threat, and knowledge. Science 322: 225230.
Silveira, L, Jácomo, ATA, Diniz-Filho, JAF (2003) Camera trap, line transect census and track surveys: a comparative evaluation. Biological Conservation 114: 351355.
Slocum, TA (1999). Thematic Cartography and Visualization. Upper Saddle River, NJ, USA: Prentice-Hall.
Soe, KM, Swe Pyi, P, Zin, T (2010) Lampi Marine National Park Mammal Survey Research Report. Hlaing Township, Yangon, Myanmar: Biodiversity and Nature Conservation Association (BANCA) and Nature and Wildlife Conservation Division (NWCD).
Steinmetz, R, Srirattanaporn, S, Mor-Tip, J., Seuaturien, N (2014) Can community outreach alleviate poaching pressure and recover wildlife in South-East Asian protected areas? Journal of Applied Ecology 51: 14691478.
Streicher, U, Singh, M, Timmins, RJ, Brockelman, W (2008) Nycticebus bengalensis. The IUCN Red List of Threatened Species e.T39758A10263081. URL
Thorn, JS, Nijman, V, Smith, D, Nekaris, KAI (2009) Ecological niche modelling as a technique for assessing threats and setting conservation priorities for Asian slow lorises (Primates: Nycticebus). Diversity and Distributions 15: 289298.
Vié, J.-C, Hilton-Taylor, C, Stuart, SN (2009) Wildlife in a Changing World: An Analysis of the 2008 IUCN Red List of Threatened Species. Gland, Switzerland: IUCN.
Visconti, P, Pressey, RL, Giorgini, D, Maiorano, L, Bakkenes, M, et al. (2011) Future hotspots of terrestrial mammal loss. Philosophical Transactions of the Royal Society B: Biological Sciences 366: 26932702.
Weladji, RB, Tchamba, MN (2003) Conflict between people and protected areas within the Bénoué Wildlife Conservation Area, North Cameroon. Oryx 37: 7279.
Wisz, MS, Hijmans, RJ, Li, J, Peterson, AT, Graham, CH, Guisan, A, NCEAS Predicting Species Distributions Working Group (2008) Effects of sample size on the performance of species distribution models. Diversity and Distributions 14: 763773.
Zhang, H, Miller, MP, Yang, F, Chan, HK, Gaubert, P, Ades, G, Fischer, GA (2015) Molecular tracing of confiscated pangolin scales for conservation and illegal trade monitoring in Southeast Asia. Global Ecology and Conservation 4: 414422.
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