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Plant invasion correlation with climate anomaly: an Indian retrospect

Abstract

Plant invasion is highly responsive to rising temperature, altered precipitation and various anthropogenic disturbances. Therefore, climate anomalies might provide opportunities to identify the relationship of past climate in deriving the distribution of invasive species and to detect their probable future distribution. In this work, we studied the correlation of climate anomaly i.e. temperature and precipitation with an indicative map of plant invasive species (1° grid) of India. The indicative map was generated through the plant data available from the project ‘Biodiversity Characterization at Landscape Level’. Climate anomaly was calculated and represented by average temperature and precipitation using ‘Climate Research Unit’ data for the period of 1901 to 2000. A comparison of local geographically weighted regression (GWR) model and a global ordinary least square regression (OLS) model was carried out for statistical analysis to depict the correlation at 1° spatial grids. Overall, 20,501 records with a total of 9112 unique plots and 161 unique invasive species were recorded in the database that shows a maximum of 15 invasive species in a 0.04 ha nested quadrat. Cumulative analysis showed a maximum of 53 invasive species at 1° grid. Individually, GWR could reveal a significant correlation with invasive species distribution for temperature anomaly (r2 = 0.73, AIC= 2206) and precipitation anomaly (r2 = 0.74, AIC= 2221), while OLS model did not offer a good correlation (r2 < 0.001, AIC > 2400) compared to GWR. Combination of temperature and precipitation anomaly (shared model) showed an improved spatial correlation (r2 > 0.75) using GWR. Variation partitioning revealed the dominant influence (> 0.40 of variation) of temperature anomaly over Deccan Peninsula, Himalaya and North East zone. Influence of precipitation anomaly was more prominent over arid and semi-arid zone explaining > 0.35 of variation. Results revealed the strength of GWR to see the interaction of invasive plant species w.r.t. climate anomalies that explain the influence of spatial variation due to heterogeneity at varying neighbour distances. The significant correlation of invasive species with both the anomalies revealed the affinity of invasive species towards warmer, drier and wet places. This gives an indication that the distribution of invasive species could be triggered by climate anomaly. The use of other predictor variables (i.e. edaphic and anthropogenic) could be an inclusive input in a future perspective.

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References

  • Adhikari D, Tiwary R, Barik SK (2015) Modelling hotspots for invasive alien plants in India. PLoS ONE 10(7):e0134665

    Article  Google Scholar 

  • Ashbacher AC, Cleland EE (2015) Native and exotic plant species show differential growth but similar functional trait responses to experimental rainfall. Ecosphere 6(11):1–4

    Article  Google Scholar 

  • Asner GP, Martin RE, Carlson KM, Rascher U, Vitousek PM (2006) Vegetation–climate interactions among native and invasive species in Hawaiian rainforest. Ecosystems 9(7):1106–1117

    Article  CAS  Google Scholar 

  • Baker HG (1965) Characteristics and modes of origin of weeds. Characteristics and modes of origin of weeds. Academic Press, New York, pp 147–172

    Google Scholar 

  • Baker HG (1974) The evolution of weeds. Annu Rev Ecol Syst 5(1):1–24

    Article  Google Scholar 

  • Banerjee S, Carlin BP, Gelfand AE (2004) Hierarchical analysis and modeling for spatial data. Chapman and Hall⁄CRC, Boca Raton

    Google Scholar 

  • Bansal S, James JJ, Sheley RL (2014) The effects of precipitation and soil type on three invasive annual grasses in the western United States. J Arid Environ 104:38–42

    Article  Google Scholar 

  • Barik SK, Adhikari D (2012) Predicting the geographical distribution of an invasive species (Chromolaena odorata L. (King) & HE Robins) in the Indian subcontinent under climate change scenarios. Invasive alien plants: an ecological appraisal for the Indian subcontinent, pp 77–88

  • Beale CM, Lennon JJ, Elston DA, Brewer MJ, Yearsley JM (2007) Red herrings remain in geographical ecology: a reply to Hawkins et al. (2007). Echography 30(6):845–847

    Article  Google Scholar 

  • Bradley BA, Mustard JF (2006) Characterizing the landscape dynamics of an invasive plant and risk of invasion using remote sensing. Ecol Appl 16(3):1132–1147

    Article  Google Scholar 

  • Cleverly JR, Smith SD, Sala A, Devitt DA (1997) Invasive capacity of Tamarix ramosissima in a Mojave Desert floodplain: the role of drought. Oecologia 111(1):12–18

    Article  Google Scholar 

  • Compagnoni A, Adler PB (2014) Warming, competition, and Bromus tectorum population growth across an elevation gradient. Ecosphere 5(9):1–34

    Article  Google Scholar 

  • Cox JR, Ruyle GB (1986) Influence of climatic and edaphic factors on the distribution of Eragrostis lehmanniana Nees in Arizona, USA. J Grassl Soc Southern Afr 3(1):25–29

    Article  Google Scholar 

  • Dogra KS, Kohli RK, Sood SK (2009) An assessment and impact of three invasive species in the Shivalik hills of Himachal Pradesh, India. Int J Biodivers Conserv 1(1):4–10

    Google Scholar 

  • Domenech R, Vila M, Pino J, Gesti J (2005) Historical land-use legacy and Cortaderia selloana invasion in the Mediterranean region. Glob Change Biol 11(7):1054–1064

    Article  Google Scholar 

  • Easterling DR, Meehl GA, Parmesan C, Changnon SA, Karl TR, Mearns LO (2000) Climate extremes: observations, modeling, and impacts. Science 289(5487):2068–2074

    Article  CAS  Google Scholar 

  • Eiserhardt WL, Bjorholm S, Svenning JC, Rangel TF, Balslev H (2011) Testing the water–energy theory on American palms (Arecaceae) using geographically weighted regression. PLoS ONE 6(11):e27027

    Article  CAS  Google Scholar 

  • Eskelinen A, Harrison S (2014) Exotic plant invasions under enhanced rainfall are constrained by soil nutrients and competition. Ecology 95(3):682–692

    Article  Google Scholar 

  • Fotheringham AS, Brunsdon C, Charlton M (2002) Geographically weighted regression: the analysis of spatially varying relationships. Wiley, Chichester

    Google Scholar 

  • Funk JL, Vitousek PM (2007) Resource-use efficiency and plant invasion in low-resource systems. Nature 446(7139):1079

    Article  CAS  Google Scholar 

  • Gao J, Li S, Zhao Z, Cai Y (2012) Investigating spatial variation in the relationships between NDVI and environmental factors at multi-scales: a case study of Guizhou Karst Plateau, China. Int J Remote Sens 33(7):2112–2129

    Article  Google Scholar 

  • Gelbard JL, Belnap J (2003) Roads as conduits for exotic plant invasions in a semiarid landscape. Conserv Biol 17(2):420–432

    Article  Google Scholar 

  • Han Y, Buckley YM, Firn J (2012) An invasive grass shows colonization advantages over native grasses under conditions of low resource availability. Plant Ecol 213(7):1117–1130

    Article  Google Scholar 

  • Hellmann JJ, Byers JE, Bierwagen BG, Dukes JS (2008) Five potential consequences of climate change for invasive species. Conserv Biol 22(3):534–543

    Article  Google Scholar 

  • Inderjit S (ed) (2005) Invasive plants: ecological and agricultural aspects. Springer, Berlin

    Google Scholar 

  • Inderjit PJ, van Kleunen M, Hejda M, Babu CR, Majumdar S, Singh P, Singh SP, Salamma S, Rao BRP, Pyšek P (2017) Naturalized alien flora of the Indian states: biogeographic patterns, taxonomic structure and drivers of species richness. Biol Invasions 20(6):1625–1638

    Article  Google Scholar 

  • IndianStat (2017) Formatted numbers of India. Galitein Technologies, Gujarat. http://www.indianstat.in. Accessed 2016

  • Kannan R, Shackleton CM, Shaanker RU (2013) Reconstructing the history of introduction and spread of the invasive species, Lantana, at three spatial scales in India. Biol Invasions 15(6):1287–1302

    Article  Google Scholar 

  • Kawale J, Chatterjee S, Kumar A, Liess S, Steinbach M, Kumar V (2011) Anomaly construction in climate data: issues and challenges. In: NASA conference on intelligent data understanding, CIDU, pp 189–203

  • Khuroo AA, Rashid I, Reshi Z, Dar GH, Wafai BA (2007) The alien flora of Kashmir Himalaya. Biol Invasions 9(3):269–292

    Article  Google Scholar 

  • Khuroo AA, Reshi ZA, Malik AH, Weber E, Rashid I, Dar GH (2012) Alien flora of India: taxonomic composition, invasion status and biogeographic affiliations. Biol Invasions 14(1):99–113

    Article  Google Scholar 

  • Kimball S, Gremer JR, Barron-Gafford GA, Angert AL, Huxman TE, Venable DL (2014) High water-use efficiency and growth contribute to success of non-native Erodium cicutarium in a Sonoran Desert winter annual community. Conserv Physiol. https://doi.org/10.1093/conphys/cou006

    Article  PubMed  PubMed Central  Google Scholar 

  • Kohli RK, Dogra KS, Batish DR, Singh HP (2004) Impact of invasive plants on the structure and composition of natural vegetation of northwestern Indian Himalayas. Weed Technol 18(1):1296–1300

    Article  Google Scholar 

  • Kolar CS, Lodge DM (2001) Progress in invasion biology: predicting invaders. Trends Ecol Evol 16(4):199–204

    Article  Google Scholar 

  • Kosaka Y, Saikia B, Mingki T, Tag H, Riba T, Ando K (2010) Roadside distribution patterns of invasive alien plants along an altitudinal gradient in Arunachal Himalaya, India. Mt Res Dev 30(3):252–258

    Article  Google Scholar 

  • Kumschick S, Bacher S, Evans T, Markova´ Z, Pergl J, Pysˇek P, Vaes-Petignat S, van der Veer G, Vila` M, Nentwig W (2015) Comparing impacts of alien plants and animals using a standard scoring system. J Appl Ecol 52:552–561

    Article  Google Scholar 

  • Latimer AM, Banerjee S, Sang H Jr, Mosher ES, Silander JA Jr (2009) Hierarchical models facilitate spatial analysis of large data sets: a case study on invasive plant species in the northeastern United States. Ecol Lett 12(2):144–154

    Article  CAS  Google Scholar 

  • Maclean IMD, Wilson RJ (2012) Recent ecological responses to climate change support predictions of high extinction risk. PNAS 108:12337–12342

    Article  Google Scholar 

  • Majumdar RB, Karthikeyan S (1989) Flora Indicae, Enumeratio Monocotyledonae. Botanical Survey of India, Calcutta, pp 274–283

    Google Scholar 

  • Martín-Queller E, Gil-Tena A, Saura S (2011) Species richness of woody plants in the landscapes of Central Spain: the role of management disturbances, environment and non-stationarity. J Veg Sci 22(2):238–250

    Article  Google Scholar 

  • Mitchell TD, Jones PD (2005) An improved method of constructing a database of monthly climate observations and associated high-resolution grids. Int J Climatol 25(6):693–671

    Article  Google Scholar 

  • Nagar PS, Pathak SJ, Pandya SM (2004) The alien flora of the Barda hills and its surroundings in Gujarat, India. Indian J For 27:25–38

    Google Scholar 

  • Nentwig W (ed) (2007) Biological invasions, vol 193. Springer, Berlin

    Google Scholar 

  • New M, Hulme M, Jones P (1999) Representing twentieth-century space–time climate variability. Part I: development of a 1961–90 mean monthly terrestrial climatology. J Clim 12(3):829–856

    Article  Google Scholar 

  • Panda RM, Behera MD, Roy PS (2018) Assessing distributions of two invasive species of contrasting habits in future climate. J Environ Manag 213:478–488

    Article  Google Scholar 

  • Pandey RP, Parmar PJ (1994) The exotic flora of Rajasthan. J Econ Taxon Bot 18(1):105–136

    Google Scholar 

  • Pantoja PO, Paine CT, Vallejo-Marín M (2018) Natural selection and outbreeding depression suggest adaptive differentiation in the invasive range of a clonal plant. Proc R Soc B 285(1882):20181091

    Article  Google Scholar 

  • Pergl J, van Kleunen M, Hejda M, Babu CR, Majumdar S, Singh P, Singh SP, Salamma S, Rao BRP, Pyšek P (2017) Naturalized alien flora of the Indian states: biogeographic patterns, taxonomic structure and drivers of species richness. Biol Invasions 20(6):1625–1638

    Google Scholar 

  • Pyšek P, Richardson DM (2010) Invasive species, environmental change and management, and health. Ann Rev Environ Resour 35:25–55

    Article  Google Scholar 

  • Rangel TF, Diniz-Filho JA, Bini LM (2010) SAM: a comprehensive application for spatial analysis in macroecology. Ecography 33(1):46–50

    Article  Google Scholar 

  • Richardson DM, Bond WJ, Dean WR, Higgins SI, Midgley GF, Milton SJ, Powrie LW, Rutherford MC, Samways MJ, Schulze RE (2000) Invasive alien species and global change: a South African perspective. Invasive species in a changing world, pp 303–349

  • Rodgers WA, Panwar HS (1988) Planning a wildlife protected area network in India. A report for the ministry of Environment and forests and wildlife, Government of India, vol 1& 2

  • Rosenzweig C, Iglesias A, Yang XB, Epstein PR, Chivian E (2000) Climate change and US agriculture: the impacts of warming and extreme weather events on productivity, plant diseases, and pests. Center for Health and the Global Environment, Harvard Medical School, Boston

    Google Scholar 

  • Roy PS, Behera MD, Murthy MS, Roy A, Singh S, Kushwaha SP, Jha CS, Sudhakar S, Joshi PK, Reddy CS et al (2015) New vegetation type map of India prepared using satellite remote sensing: comparison with global vegetation maps and utilities. Int J Appl Earth Observ Geoinform 39:142–159

    Article  Google Scholar 

  • Rumlerova´ Z, Vila` M, Pergl J, Nentwig W, Pysˇek P (2016) Scoring environmental and socioeconomic impacts of alien plants invasive in Europe. Biol Invasions 18:3697–3711

    Article  Google Scholar 

  • Sajeev TV, Sankaran KV, Suresh TA (2012) Are alien invasive plants a threat to forests of Kerala?. KFRI occasional papers, Forest Health Programme Division. Kerala Forest Research Institute, Peechi

  • Seastedt TR, Pyšek P (2011) Mechanisms of plant invasions of North American and European grasslands. Annu Rev Ecol Evol Syst 42(1):133

    Article  Google Scholar 

  • Sharma BD, Pandey DS (1984) Exotic flora of Allahabad District. Bot Surv India, Kolkata

    Google Scholar 

  • Sharma GP, Singh JS, Raghuvanshi AS (2005) Plant invasions: emerging trends and future implications. Curr Sci 88:726–734

    Google Scholar 

  • Shrestha PM (2006) Comparison of ordinary least square regression, spatial autoregression, and geographically weighted regression for modeling forest structural attributes using a geographical information system (GIS)/remote sensing (RS) approach. PhD Thesis. University of Calgary

  • Smith AL, Hewitt N, Klenk N, Bazley DR, Norman Y et al (2012) Effects of climate change on the distribution of invasive alien species in Canada: a knowledge synthesis of range change projections in a warming world. Environ Rev 20:1–16

    Article  Google Scholar 

  • Thapa S, Chitale V, Rijal SJ, Bisht N, Shrestha BB (2018) Understanding the dynamics in distribution of invasive alien plant species under predicted climate change in Western Himalaya. PLoS ONE 13(4):e0195752

    Article  Google Scholar 

  • Tilman D, Lehman C (2001) Human-caused environmental change: impacts on plant diversity and evolution. Proc Natl Acad Sci 98(10):5433–5440

    Article  CAS  Google Scholar 

  • Tripathi P, Behera MD, Roy PS (2017) Optimized grid representation of plant species richness in India—utility of an existing national database in integrated ecological analysis. PLoS ONE 12(3):e0173774

    Article  Google Scholar 

  • Velazco SJE, Galvão F, Villalobos F, Júnior PDM (2017) Using worldwide edaphic data to model plant species niches: an assessment at a continental extent. PLoS ONE 12(10):e0186025

    Article  Google Scholar 

  • Visser ME (2008) Keeping up with a warming world; assessing the rate of adaptation to climate change. Proc R Soc Lond B 275(1635):649–659

    Article  Google Scholar 

  • Vitousek PM, D’Antonio CM, Loope LL, Westbrooks R (1996) Biological invasions as global environmental change. Am Sci 84(5):468–478

    Google Scholar 

  • Walther GR, Roques A, Hulme PE, Sykes MT, Pysek P, Kuhn I, Zobel M, Bacher S, Botta-Dukat Z, Bugmann H, Czucz B, Dauber J, Hickler T, Jarosik V, Kenis M, Klotz S, Minchin D, Moora M, Nentwig W, Ott J, Panov VE, Reineking B, Robinet C, Semenchenko V, Solarz W, Thuiller W, Vila M, Vohland K, Settele J (2009) Alien species in a warmer world: risks and opportunities. Trends Ecol Evol 24(12):686–693

    Article  Google Scholar 

  • White T, Campbell BD, Kemp PD, Hunt CL (2001) Impacts of extreme climatic events on competition during grassland invasions. Glob Change Biol 7(1):1–13

    Article  Google Scholar 

  • Wolkovich EM, Cleland EE (2011) The phenology of plant invasions: a community ecology perspective. Front Ecol Environ 9(5):287–294

    Article  Google Scholar 

  • Wolkovich EM, Davies TJ, Schaefer H, Cleland EE, Cook BI, Travers SE, Willis CG, Davis CC (2013) Temperature-dependent shifts in phenology contribute to the success of exotic species with climate change. Am J Bot 100(7):1407–1421

    Article  Google Scholar 

  • Wu SH, Sun HT, Teng YC, Rejmánek M, Chaw SM, Yang TY, Hsieh CF (2010) Patterns of plant invasions in China: taxonomic, biogeographic, climatic approaches and anthropogenic effects. Biol Invasions 12(7):2179–2206

    Article  Google Scholar 

  • Xu X, Wang Z, Rahbek C, Sanders NJ, Fang J (2016) Geographical variation in the importance of water and energy for oak diversity. J Biogeogr 43(2):279–288

    Article  Google Scholar 

  • Zhao Z, Gao J, Wang Y, Liu J, Li S (2015) Exploring spatially variable relationships between NDVI and climatic factors in a transition zone using geographically weighted regression. Theor Appl Climatol 120(3–4):507–519

    Article  Google Scholar 

  • Zimmermann H, Brandt P, Fischer J, Welk E, von Wehrden H (2014) The human release hypothesis for biological invasions: human activity as a determinant of the abundance of invasive plant species. F1000Research. https://doi.org/10.12688/f1000research.3740.2

    Article  PubMed  PubMed Central  Google Scholar 

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Communicated by M. D. Behera, S. K. Behera and S. Sharma.

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Tripathi, P., Behera, M.D. & Roy, P.S. Plant invasion correlation with climate anomaly: an Indian retrospect. Biodivers Conserv 28, 2049–2062 (2019). https://doi.org/10.1007/s10531-019-01711-0

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Keywords

  • Climate change
  • Anomaly
  • Invasive species
  • GWR
  • OLS
  • India