Abstract
Chitwan-Annapurna Landscape (CHAL) in central Nepal is known for its rich biodiversity and the landscape is expected to provide corridors for species range shift in response to climate change. Environmental assessments have identified biological invasions and other anthropogenic activities as major threats to the biodiversity in the CHAL. One of the rapidly spreading Invasive Alien Plant species (IAPs) in the CHAL is Parthenium hysterophorus L., a neotropical invasive weed of global significance. This study aimed to investigate the current and future projected suitable habitat of P. hysterophorus in the CHAL using MaxEnt modelling in three “Representative Concentration Pathways” (RCPs 2.6, 4.5 and 8.5) corresponding to different greenhouse gases emission trajectories for the year 2050 and 2070. A total of 288 species occurrence points, six bioclimatic variables - mean diurnal range, isothermality, annual precipitation, precipitation of driest month, precipitation seasonality, precipitation of driest quarter and two topographic variables (aspect and slope) were selected for MaxEnt modelling. Potential range shift in terms of increase or decline in the suitable habitat areas under the projected scenarios were calculated. Slope and annual precipitation were the most important variables that explained the current distribution of P. hysterophorus. Twenty percent of the total area of CHAL was predicted to be suitable habitat for the growth of P. hysterophorus in the current climatic condition. Highest gain in the suitable habitat of this noxious weed was found under RCP 4.5 scenario in 2050 and 2070, whereas there will be a loss in the suitable habitat under RCP 8.5 scenario in 2050 and 2070. Out of four physiographic regions present in CHAL, three regions - Siwalik, Middle Mountain and High Mountain have suitable habitat for P. hysterophorus under current climatic condition. The mountainous region is likely to be affected more than the Siwalik region by further spread of P. hysterophorus in the future under low (RCP 2.6) to medium (RCP 4.5) emission scenarios. The suitable habitat for this weed is likely to increase in the protected areas of mountain regions (Langtang National Park, Annapurna Conservation Area and Manaslu Conservation Area) in the future. The results have revealed a risk of spreading P. hysterophorus from present localities to non-invaded areas in the current and future climatic condition. Such risk needs to be considered by decision makers and resource managers while planning for effective management of this weed to reduce its ecological and economic impacts in the CHAL.
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References
Allouche O, Tsoar A, Kadmon R (2006) Assessing the accuracy of species distribution models: prevalence, kappa and the true skill statistic (TSS). Journal of Applied Ecology 43: 1223–1232. https://doi.org/10.1111/j.1365-2664.2006.01214.x
Austin MP, Niel KP Van (2011) Improving species distribution models for climate change studies: Variable selection and scale. Journal of Biogeography 38: 1–8. https://doi.org/10.1111/j.1365-2699.2010.02416.x
Bajwa AA, Nguyen T, Navie S, et al. (2018) Weed seed spread and its prevention: The role of roadside wash down. Journal of Environmental Management 208: 8–14. https://doi.org/10.1016/j.jenvman.2017.12.010
Bennie J, Hill MO, Baxter R, et al. (2006) Influence of slope and aspect on long-term vegetation change in British chalk grasslands. Journal of Ecology 94: 355–368. https://doi.org/10.1111/j.1365-2745.2006.01104.x
Bennie J, Huntley B, Wiltshire A, et al. (2008) Slope, aspect and climate: Spatially explicit and implicit models of topographic microclimate in chalk grassland. Ecological Modelling 216: 47–59. https://doi.org/10.1016/j.ecolmodel.2008.04.010
Bhattarai KR, Måren IE, Subedi SC (2014) Biodiversity and invasibility: Distribution patterns of invasive plant species in the Himalayas, Nepal. Journal of Mountain Science 11: 688–696. https://doi.org/10.1007/s11629-013-2821-3
Boria RA, Olson LE, Goodman SM, et al. (2014) Spatial filtering to reduce sampling bias can improve the performance of ecological niche models. Ecological Modelling 275: 73–77. https://doi.org/10.1016/j.ecolmodel.2013.12.012
Bradley BA, Wilcove DS, Oppenheimer M (2010) Climate change increases risk of plant invasion in the Eastern United States. Biological Invasions 12: 1855–1872. https://doi.org/10.1007/s10530-009-9597-y
Dale IJ (1989) Parthenium weed in the Americas: A report on the ecology of Parthenium hysterophorus in South, Central and North America, in: Australian Weeds. pp 8–14.
DHM (2017) Observed climate trend analysis in the districts and physiographic zones of Nepal. Department of Hydrology and Meteorology, Government of Nepal, Kathmandu.
Doley D (1977) Parthenium weed (Parthenium hysterophorus L.): Gas exchange characteristics as a basis for prediction of its geographical distribution. Australian Journal of Agricultural Research 28: 449–460. https://doi.org/10.1071/AR9770449
Douglas TD, Kirkby SJ, Critchley RW, et al. (1994) Agricultural terrace abandonment in the Alpujarra, Andalucia, Spain. Land Degradation and Rehabilitation 5: 281–291.
Dukes JS, Mooney HA (1999) Does global change increase the success of biological invaders? Tree 14: 135–139.
Elith J, Kearney M, Phillips S (2010) The art of modelling range-shifting species. Methods in Ecolgy and Evolution 1: 330–342. https://doi.org/10.1111/j.2041-210X.2010.00036.x
Fielding AH, Bell JF (1997) A review of methods for the assessment of prediction errors in conservation presence/absence models. Environmental Conservation 24: 38–49.
Franklin J (2009) Mapping species distributions: spatial inference and prediction. Cambridge University Press.
Guisan A, Thuiller W (2005) Predicting species distribution: offering more than simple habitat models. Ecologial Letters 8: 993–1009. https://doi.org/10.1111/j.1461-0248.2005.00792.x
Haseler WH (1976) Parthenium hysterophorus L. in Australia. PANS 22: 515–517. https://doi.org/10.1080/09670877609414342
Hellmann JJ, Byers JE, Bierwagen BG, et al. (2008) Five potential consequences of climate change. Conservation Biology 22: 534–543. https://doi.org/10.1111/j.1523-1739.2008.00951.x
Hijmans RJ, Cameron SE, Parra JL, et al. (2005) Very high resolution interpolated climate surfaces for global land areas. Int J Climatol 25: 1965–1978. https://doi.org/10.1002/joc.1276
IPCC (2014) Climate Change 2014: Synthesis report. Contribution of working groups I, II and III to the fifth assessment report of the Intergovernmental Panel on Climate Change. IPCC, Geneva, Switzerland.
Jimenez-Valverde A, Peterson AT, Soberon J, et al. (2011) Use of niche models in invasive species risk assessments. Biological Invasions 13: 2785–2797. https://doi.org/10.1007/s10530-011-9963-4
Joshi S (1991) Biocontrol of Parthenium hysterophorus L. Crop Protection 10:429–431.
Khan N, George D, Shabbir A, et al. (2014) Rising CO2 can alter fodder-weed interactions and suppression of Parthenium hysterophorus. Weed Research 55: 113–117. https://doi.org/10.1111/wre.12127
Lamsal P, Kumar L, Aryal A, et al. (2018) Invasive alien plant species dynamics in the Himalayan region under climate change. Ambio 47: 697–710. https://doi.org/10.1007/s13280-018-1017-z
Lasanta T, Arnaez J, Flano PR, et al. (2013) Agricultural terraces in the Spanish mountains: An abandoned landscape and a potential resource. Boletin de la Asociacion de Geografos Espanoles 63: 487–492.
Lassueur T, Joost S, Randin CF (2006) Very high resolution digital elevation models: Do they improve models of plant species distribution? Ecological Modelling 198: 139–153. https://doi.org/10.1016/j.ecolmodel.2006.04.004
Liu C, Berry PM, Dawson TP, et al. (2005) Selecting thresholds of occurrence in the prediction of species distributions. Ecography (Cop.) 28: 385–393.
Liu Y, Oduor AMO, Zhang Z, et al. (2016) Do invasive alien plants benefit more from global environmental change than native plants? Global Change Biology 23: 3363–3370. https://doi.org/10.1111/gcb.13579
Lutz AF, ter Maat HW, Biemans H, et al. (2016) Selecting representative climate models for climate change impact studies: An advanced envelope-based selection approach. Internationa. Journal of Climatology 36: 3988–4005. https://doi.org/10.1002/joc.4608
Mackey BG, Lindenmayer DB (2001) Towards a hierarchical framework for modelling the spatial distribution of animals. Journal of Biogeography 28: 1147–1166. https://doi.org/10.1046/j.1365-2699.2001.00626.x
Mainali KP, Warren DL, Dhileepan K, et al. (2015) Projecting future expansion of invasive species: Comparing and improving methodologies for species distribution modeling. Global Change Biology 21: 4464–4480. https://doi.org/10.1111/gcb.13038
McConnachie AJ, Strathie LW, Mersie W, et al. (2011) Current and potential geographical distribution of the invasive plant Parthenium hysterophorus (Asteraceae) in eastern and southern Africa. Weed Research 51: 71–84. https://doi.org/10.1111/j.1365-3180.2010.00820.x
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: 1058–1069. https://doi.org/10.1111/j.1600-0587.2013.07872.x
MoFSC (2015) Strategy and action plan 2016–2025, Chitwan-Annapurna Landscape, Nepal. Ministry of Forests and Soil Conservation, Singha Durbar, Kathmandu, Nepal.
NCVST (2009) Vulnerability through the eyes of the vulberables: Climate change induced uncertainties and Nepal’s development predicaments. Institute for Social and Environmental Transition-Nepal (ISET-N), Nepal Climate Vulnerability Study Team (NCVST) Kathmandu National Disaster Report. UNDP-Nepal.
Neupane RP, Thapa GB (2001) Impact of agroforestry intervention on soil fertility and farm income under the subsistence farming system of the middle hills, Nepal. Agriculture, Ecosystems and Environment 84: 157–167.
OECD (2003) Development and climate change in Nepal: Focus on water resources and hydropower. Organization for Economic Cooperation and Development.
Paini DR, Sheppard AW, Cook DC, et al. (2016) Global threat to agriculture from invasive species. PNAS 113: 7575–7579. https://doi.org/10.1073/pnas.1602205113
Pandey DK, Palni LMS, Joshi SC (2003) Growth, reproduction, and photosynthesis of ragweed parthenium (Parthenium hysterophorus). Weed Science 52: 191–201.
Paudel GS, Thapa GB (2001) Changing farmers’ land management practices in the hills of Nepal. Environmental Management 28: 789–803. https://doi.org/10.1007/s002670010262
Pearson RG, Raxworthy CJ, Nakamura M, et al. (2007) Predicting species distributions from small numbers of occurrence records: A test case using cryptic geckos in Madagascar. Journal of Biogeography 34: 102–117. https://doi.org/10.1111/j.1365-2699.2006.01594.x
Pejchar L, Mooney HA (2009) Invasive species, ecosystem services and human well-being. Trends in Ecology and Evolution 24: 497–504.
Peterson AT, Vieglais DA (2001) Predicting species invasions using ecological niche modeling: New approaches from bioinformatics attack a pressing problem. Bioscience 51: 363–371.
Phillips SJ, Anderson RP, Schapire RE (2006) Maximum entropy modeling of species geographic distributions. Ecological Modelling 190: 231–259. https://doi.org/10.1016/j.ecolmodel.2005.03.026
Phillips SJ, Dudik M (2008) Modeling of species distributions with Maxent: New extensions and a comprehensive evaluation. Ecography 31: 161–175. https://doi.org/10.1111/j.2007.0906-7590.05203.x
Qin Z, Ditommaso A, Wu RS, et al. (2014) Potential distribution of two Ambrosia species in China under projected climate change. Weed Research 54: 520–531. https://doi.org/10.1111/wre.12100
Ricciardi A, Neves RJ, Rasmussen JB (1998) Impending extinctions of North American freshwater mussels (Unionoida) following the zebra mussel (Dreissena polymorpha) invasion. Journal of Animal Ecology 67: 613–619. https://doi.org/10.1046/j.1365-2656.1998.00220.x
Sanford T, Frumhoff PC, Luers A, et al. (2014) The climate policy narrative for a dangerously warming world. Nature Climate Change 4: 164–166. https://doi.org/10.1038/nclimate2148
Shabbir A, Dhileepan K, Khan N, et al. (2014) Weed-pathogen interactions and elevated CO2: Growth changes in favour of the biological control agent. Weed Research 54: 217–222. https://doi.org/10.1111/wre.12078
Shabbir A, Mcconnachie A, Adkins SW (2019) Spread. In: Adkins S, Shabbir A, Dhileepan K (ed), Parthenium Weed: Biology, Ecology and Management. CAB International. pp 40–56.
Shrestha B, Shrestha U, Sharma K, et al. (2019) Community perception and prioritization of invasive alien plants in Chitwan Annapurna Landscape, Nepal. Journal of Environmental Management 229: 38–47. https://doi.org/10.1016/j.jenvman.2018.06.034
Shrestha BB (2016) Invasive alien plant species in Nepal. Frontiers of Botany 2016: 269–284.
Shrestha BB (2014) Distribution of alien invasive weed Parthenium hysterophorus and its biological control agent in Nepal. A research report submitted to International Foundation for Science, Sweden (Unpublished).
Shrestha BB (2012) Parthenium weed in Chitwan National Park, Nepal. International Parthenium News 5: 6–7.
Shrestha BB, Kokh M, Karki JB (2016) Mapping of invasive alien plant species in Tarai Arc Landscape (TAL) and Chitwan — Annapurna Landscape (CHAL), Nepal. A report submitted to National Trust for Nature Conservation (NTNC), Kathmandu, Nepal (Unpublished).
Shrestha BB, Shabbir A, Adkins SW (2015) Parthenium hysterophorus in Nepal: A review of its weed status and possibilities for management. Weed Research 55: 132–144. https://doi.org/10.1111/wre.12133
Shrestha UB, Sharma KP, Devkota A, et al. (2018) Potential impact of climate change on the distribution of six invasive alien plants in Nepal. Ecological Indicators 95: 99–107. https://doi.org/10.1016/j.ecolind.2018.07.009
Simberloff D (2000) Global climate change and introduced species in United States. Science of the Total Environment 262: 253–261.
Siwakoti M, Shrestha BB, Devkota A, et al. (2016) Assessment of the effects of climate change on the distribution of invasive alien plant species in Nepal. A Report submitted to Nepal Academy of Science and Technology, Kathmandu (Unpublished).
Sutherst RW, Maywald GF, Russell BL (2000) Estimating vulnerability under global change: modular modelling of pests. Agriculture, Ecosystems and Environment 82: 303–319.
Swets JA (1988) Measuring the accuracy of diagnostic systems. Science 240: 1285–1293. https://doi.org/10.1126/science.3287615
Thapa S, Chitale V, Rijal SJ, et al. (2018) Understanding the dynamics in distribution of invasive alien plant species under predicted climate change in Western Himalaya. PLoS One: e0195752. https://doi.org/10.1371/journal.pone.0195752
Thapa GJ, Wikramanayake E, Forrest J (2015) Climate-change impacts on the biodiversity of the Terai Arc Landscape and the Chitwan-Annapurna Landscape. Hariyo Ban, WWF Nepal, Kathmandu, Nepal.
Thomas CD, Cameron A, Green RE, et al. (2004) Extinction risk from climate change. Nature 427: 145–148.
Thuiller W, RIchardson DM, Midgley GF (2007) Will climate change promote alien plant invasions? In: Nentwing W (ed.), Biological Invasions. pp 197–211. https://doi.org/10.1007/978-3-540-36920-2
Vitousek PM, D’Antonio CM, Loope LL, et al. (1997) Introduced species: A significant component of human-caused global change. New Zealand Journal of Ecology 21:1–16.
WWF (2013) Chitwan-Annapurna Landscape biodiversity important areas and linkages. WWF Nepal, Hariyo Ban Program.
Acknowledgement
This study was made possible through support provided by the Feed the Future Innovation Lab for Integrated Pest Management of the U.S. Agency for International Development, under the terms of Cooperative Agreement No. AID-OAA-L-15-00001. Some of the occurrence data used in this manuscript were collected by BBS during field works supported by International Foundation for Science (Sweden), Nepal Academy of Science and Technology (Nepal), and National Trust for Nature Conservation (Nepal). We are thankful to Dr. DN Shah for his guidance during data preparation. Thanks to Ms. Sara Hendery for editing the language of this manuscript.
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Maharjan, S., Shrestha, B.B., Joshi, M.D. et al. Predicting suitable habitat of an invasive weed Parthenium hysterophorus under future climate scenarios in Chitwan Annapurna Landscape, Nepal. J. Mt. Sci. 16, 2243–2256 (2019). https://doi.org/10.1007/s11629-019-5548-y
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DOI: https://doi.org/10.1007/s11629-019-5548-y