Abstract
Although there is an extensive literature demonstrating the impact of human activities on both species extinction risk and local ecological processes, the methodological tools that allow for the visualization and quantification of the intensity of the observed and forthcoming impacts are lacking. Here we propose a Footprint index for French Guiana, (northern Atlantic coast of South America) which sums up the expected and proven disturbances on biodiversity. The index was developed by superimposing geographical and human data, including human population densities, land use, settlements and camps, mining and forest activities, tracks, roads and rivers. The relevance of the index as a general measure of anthropic impact on large terrestrial fauna was estimated by investigating the structure of the large terrestrial vertebrate assemblages, including primates, large frugivorous birds, rodents and ungulates, in relation to the extent of disturbances. The abundance of large terrestrial fauna was assessed using the line-transect sampling method in 34 forest sites facing different disturbance levels, including hunting, logging and fragmentation, and consequently different footprint scores. A Self Organizing Map was used to combine species abundances and disturbance scores. It allowed us to rank species in accordance to their sensitivity towards disturbances, identifying the response of fauna to different concomitant threats. The index provided correct identification of sites with similar threats which proves it is a relevant estimator of human disturbance. In addition, the richness of animal communities and abundances of several seed dispersers and predators were negatively correlated to the index (e.g. large monkeys and frugivorous birds, r 2 = 0.49, P < 0.0001 and r 2 = 0.48, P < 0.0001, respectively), indicating its reliability in identifying areas where animal communities are disturbed. The index could, therefore, constitute a useful tool to identify areas where ecological processes supported by those species are expected to be disrupted, and where they are already disrupted. Furthermore, the footprint index can deal with lack of field data or with only partially valid information, and so may directly help land managers forecast and, hopefully, mitigate forthcoming impacts resulting from the development of human activities.
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References
Alhoniemi E, Himberg J, Parankangas J, Vesanto J (2003) SOM Toolbox 2.0. Laboratory of Computer and Information Science. Neural Networks Research Center, Helsinki, Finland. Available at http://www.cis.hut.fi/projects/somtoolbox/
Begazo AJ, Bodmer RE (1998) Use and conservation of Cracidae (Aves, Galliformes) in the Peruvian Amazon. Oryx 32:301–309
Bessa-Gomes C, Petrucci-Fonseca F (2003) Using artificial neural networks to assess wolf distribution patterns in Portugal. Anim Conserv 6:221–229
Blayo F, Demartines P (1991) Data analysis: How to compare Kohonen neural networks to other techniques? In: Prieto A (ed) Artificial neural networks. Springer-Verlag, Berlin, pp 469–475
Brosse S, Giraudel JL, Lek S (2001) Utilization of non-supervised neural networks and principal component analyses to study fish assemblages. Ecol Model 146:159–166
Brosse S, Grossman GD, Lek S (2007) Fish assemblage patterns in the littoral zone of a European reservoir. Freshwater Biol 52:448–458
Burgess ND, Balmford A, Cordeiro NJ, Fjeldså J, Küper W, Rahbek C, Sanderson EW, Scharlemann JPW, Sommer JH, Williams PH (2007) Correlations among species distributions, human density and human infrastructure across the high biodiversity tropical mountains of Africa. Biol Conserv 134:164–177
Carillo E, Wong G, Cuarón AD (2000) Monitoring mammal populations in Costa Rican protected areas under different hunting restrictions. Conserv Biol 14:1580–1591
Chon TS, Park YS, Moon KH, Cha E, Pa Y (1996) Patternizing communities by using an artificial neural network. Ecol Model 90:69–78
CI (Conservation International) (2002) Conservation priorities for the Guyana shield, 2002 Consensus, CI/CBS/UNDP/IUCN/GSI
Coppolillo P, Gomez H, Maisels F, Wallace R (2004) Selection criteria for suites of landscapes species as a basis for site-based conservation. Biol Conserv 115:419–430
de Thoisy B, Renoux F, Julliot C (2005) Hunting in northern French Guiana and its impacts on primate communities. Oryx 39:149–157
de Thoisy B, Brosse S, Dubois MA (2008) Assessment of large-vertebrate species richness and relative abundance in Neotropical forest using line-transect censuses: What is the minimal effort required? Biodiv Conserv 17:2627–2644
de Thoisy B, Richard-Hansen C, Peres CA (2009) Impacts of subsistence game hunting on Amazonian primates. In: Garber PA, Estrada A, Bicca-Marques JC, Heyman EW, Strier KB (eds) South American primates: comparative perspectives in the study of behavior, ecology, and conservation. Book Series Developments in Primatology: Progress and Prospects, vol 15. Springer Press, New York, pp 389–412
Dinerstein E, Loucks C, Wikramanayake E, Ginsberg J, Sanderson E, Seidensticker J, Forrest J, Bryja B, Heydlauff A, Klenzendorf S, Leimgruber P, Mills J, O’Brien TG, Shrestha M, Simons R, Songer M (2007) The fate of wild tigers. Bioscience 57:508–514
FAO (2005) Évaluation des ressources forestières mondiales 2005: Progrès vers la gestion forestière durable. Etude FAO/Forêts n° 147, 321 pp
Freese CH, Heltne PG, Castro N, Whitesides G (1982) Patterns and determinants of monkey densities in Peru and Bolivia, with notes on distribution. Int J Primatol 3:53–90
Giraudel JL, Lek S (2001) A comparison of self-organizing map algorithm and some conventional statistical methods for ecological community ordination. Ecol Model 146:329–339
Gond V, Bernard JZ, Brognoli C, Brunaux O, Coppel A, Demenois J, Engel J, Galarraga D, Gaucher P, Guitet S, Ingrassia F, Lelièvre M, Linarès S, Lokonadinpoulle F, Nasi R, Pekel JF, Sabatier D, Thierron V, de Thoisy B, Trébuchon JF, Verger G (2009). In: Philippe J (ed) Ecosystèmes forestiers des Caraïbes. Paris: Karthala. Colloque International et Pluridisciplinaire sur Les Ecosystèmes Forestiers des Caraïbes: entre Ecologie et Developpement (de la Connaissance fondamentale à la Gestion Durable), Trois-Ilets, Martinique, pp 461-481
Groenendijk J (1998) A review of the distribution and conservation status of the giant otter (Pteronura brasiliensis), with special emphasis on the Guayana Shield Region. Netherlands Committee for IUCN, Amsterdam
Hammond DS (2005) Ancient land in a modern world. In: Hammond DS (ed) Tropical forests of the Guiana shield. Cabi Publishing, Cambridge, pp 1–14
Hammond DS, Gond V, de Thoisy B, Forget PM, DeDijn B (2007) Causes and consequences of a tropical forest gold rush in the Guiana Shield, South America. Ambio 36:661–670
Haugaasen T, Peres CA (2005) Mammal assemblage structure in Amazonian flooded and unflooded forests. J Trop Ecol 21:133–145
Hill K, McMillan G, Fariña R (2003) Hunting-related changes in game encounter rates from 1994 to 2001 in the Mbaracayu Reserve, Paraguay. Conserv Biol 17:1312–1323
Johns AD (1985) Differential detectability in primates between primary and selectively logged habitatsand implications for population surveys. Am J Primatol 8:31–36
Kareiva P, Watts S, McDonald R, Boucher T (2007) Domesticated nature: shaping landscapes and ecosystems for human welfare. Science 316:1866–1869
Keller V, Bollmann K (2004) From Red Lists to species of conservation concern. Conserv Biol 18:1636–1644
Kohonen T (2001) Self-organizing maps. Springer series in information sciences 30. Heidelberg, Germany
Laliberte AS, Ripple W (2004) Range contraction of north American carnivores and ungulates. Bioscience 54:123–138
Larsen FW, Bladt J, Rahbek C (2007) Improving the performance of indicator groups for the identification of important areas for species conservation. Conserv Biol 21:731–740
Lee WS, Kwon YS, Yoo JC, Song MY, Chon TS (2006) Multivariate analysis and self-organizing mapping applied to analysis of nest-site selection in Blacktailed Gulls. Ecol Model 193:602–614
Lehman SM (2000) Primate community structure in Guyana: a biogeographic analysis. Int J Primatol 21:333–351
Lek S, Scardi M, Verdonschot PFM, Descy JP, Park YS (2005) Modelling community structure in freshwater ecosystems. Springer-Verlag, Berlin
Levin N, Lahav H, Ramon U, Heller A, Nizry G, Tsoar A, Sagi Y (2007) Landscape continuity analysis: a new approach to conservation planning in Israel. Landsc Urban Plann 79:53–64
Lopes MA, Ferrari SF (2000) Effects of human colonization on the abundance and diversity of mammals in eastern Brazilian Amazonia. Conserv Biol 14:1658–1665
Manne LL, Williams PH (2003) Building indicator groups based on species characteristics can improve conservation planning. Anim Cons 6:291–297
Meffe GK, Carroll R (1997) Principles of conservation biology. Sinauer Ass, Sunderland, 729 pp
Miller JR, Hobbs RJ (2002) Conservation where people live and work. Conserv Biol 16:330–337
Milner JM, Nilsen EB, Andreassen HP (2007) Demographic side effects of selective hunting in ungulates and carnivores. Conserv Biol 21:36–47
Noss RF (1983) A regional landscape approach to maintain diversity. Bioscience 33:700–706
Nuñez-Iturri G, Howe HF (2007) Bushmeat and the fate of trees with seeds dispersed by large primates in a lowland rainforest in western Amazonia. Biotropica 39:348–354
Ohl-Schacherer J, Shepard GH, Kaplan H, Peres CA, Levi T, Yu DW (2007) The sustainability of subsistence hunting by Matsigenka Native communities in Manu National Park, Peru. Conserv Biol 21:1174–1185
Orme CDL, Davies RG, Burgess M, Eigenbrod F, Pickup N, Olson VA, Webster AJ, Ding TS, Rasmussen PC, Ridgely RS, Stattersfield AJ, Benett PM, Blackburn TM, Gaston KJ, Owens IPF (2005) Global hotspots of species richness are not congruent with endemism or threats. Nature 436:1016–1019
Park YS, Chang J, Lek S, Cao W, Brosse S (2003) Conservation strategies for endemic fish species threatened by the Three Gorges dam. Conserv Biol 17:1748–1758
Pearman PB, Weber D (2007) Common species determine richness patterns in biodiversity indicator taxa. Biol Conserv 138:109–119
Peres CA, Lake IR (2003) Extent of nontimber resource extraction in tropical forest: accessibility to game vertebrates by hunters in the Amazon basin. Conserv Biol 17:521–535
Peres CA, Palacios E (2007) Basin-wide effects of game harvest on vertebrate population densities in Amazonian forests: implications for animal-mediated seed dispersal. Biotropica 39:304–315
Peres CA, van Roosmalen M (2002) Patterns of primate frugivory in Amazonia and the Guianan shield: implications to the demography of large-seeded plants in overhunted tropical forests. In: Levey D, Silva W, Galetti M (eds) Seed dispersal and frugivory: ecology, evolution and conservation. CABI International, Oxford, pp 407–423
Prendergast JR, Quinn RM, Lawton JH (1999) The gaps between theory and practices in selecting nature reserves. Conserv Biol 13:484–492
Pulliam HR (1988) Sources, sinks, and population regulation. Am Nat 132:652–661
Redford KH, Coppolillo P, Sanderson EW, Da Fonseca GAB, Dinerstein E, Groves C, Mace G, Maginnis S, Mittermeier RA, Noss R, Olson D, Robinson JG, Vedder A, Wright M (2003) Mapping the conservation landscape. Conserv Biol 2003:116–131
Reyjol Y, Fisher P, Lek S, Rosch R, Eckmann R (2005) Studying the spatiotemporal variation of the littoral fish community in a large prealpine lake, using self-organizing mapping. Can J Fish Aquatic Sci 62:2294–2302
Richard-Hansen C, Hansen E (2004) Hunting and wildlife management in French Guiana: current aspects and future prospects. In: People in nature: Wildlife conservation in South and Central America. Columbia University Press, New York, pp 400–410
Russo SE, Portnoy S, Augspurger CK (2006) Incorporating animal behavior into seed dispersal models: implications for seed shadows and an example for a primate-dispersed tree. Ecology 87:3160–3174
Sanderson EW, Jaiteh M, Levy MA, Redford KH, Wannebo V, Woolmer G (2002a) The human footprint and the last of the wild. Bioscience 52:891–904
Sanderson EW, Redford KH, Chetkiewicz CLB, Medellin RA, Rabinowitz AR, Robinson JG, Taber AB (2002b) Planning to save a species: the jaguar as a model. Conserv Biol 16:58–72
Sanderson EW, Redford KH, Weber B, Aune K, Baldes D, Berger J, Carter D, Curtin C, Derr J, Dobrott S, Fearn E, Fleener C, Forrest S, Gerlach C, Gates CC, Gross JE, Gogan P, Grassel S, Hilty JA, Jensen M, Kunkel K, Lammers D, List R, Minkowsky K, Olson T, Pague C, Roberston PB, Stephenson B (2008) The ecological future of the North American Bison: conceiving long-term, large-scale conservation of wildlife. Conserv Biol 22:252–266
Silva JL, Strahl SD (1991) Human impact on populations of Chachalacas, Guans, and Curassows (Galliformes, Cracidae) in Venezuela. In: Robinson JG, Redford KH (eds) Neotropical wildlife use and conservation. University of Chicago Press, Chicago, pp 37–52
Solidoro C, Bandelj V, Barbieri P, Cossarini G, Umani SF (2007) Understanding dynamic of biogeochemical properties in the northern Adriatic Sea by using self-organizing maps and k-means clustering. J Geophys Res 112:C7S90
Stoner KE, Vulinec K, Wright SJ, Peres CA (2007) Hunting and plant community dynamics in tropical forests: a synthesis. Biotropica 39:385–392
Taber A, Chalukian SC, Altrichter M, Minkowski K, Lizárraga L, Sanderson E, Rumiz D, Edsel AM, de Angelo, C, Antúnez M, Ayala G, Beck H, Bodmer R, Salvador BB, Cartes JL, de Bustos S, Eaton D, Emmons L, Estrada N, Flamarion de Oliviera L, Fragoso J, Garcia R, Gomez C, Gómez H, Keuroghlian A, Ledesma K, Lizcano D, Lozano C, Montenegro O, Neris N, Noss A, Palacio Vieira JA, Paviolo A, Perovic P, Portillo H, Radachowsky J, Reyna-Hurtado R, Rodriguez Ortiz J, Salas L, Sarmiento Dueñas A, Sarria Perea JA, Schiaffino K, de Thoisy B, Tobler M, Utreras V, Varela D, Wallace R, Zapata Rios G (2008). El Destino de los Arquitectos de los Bosques Neotropicales: Evaluación de la Distribución y el Estado de Conservación de los Pecaríes Labiados y los Tapires de Tierras Bajas. New York, Pigs, Peccaries and Hippos Specialist Group (IUCN/SSC); Tapir Specalist Group (IUCN/SSC); Wildlife Conservation Society; and Wildlife Trust
Thioulouse J, Chessel D, Doledec S, Olivier JM (1997) ADE-4: a multivariate analysis and graphical display software. Stat Comput 7:75–83
Tognelli MF (2005) Assessing the utility of indicator groups for the conservation of South American terrestrial mammals. Biol Conserv 121:409–417
Urbani B (2006) A survey of primate populations in Northeastern Venezuelan Guayana. Primate Cons 20:47–52
Zhang J, Dong Y, Xi Y (2008) A comparison of SOFM ordination with DCA and PCA in gradient analysis of plant communities in the midst of Taihang Mountains, China. Ecol Inform 3:367–374
Acknowledgments
Field surveys (BT, CRH) were funded by the Office National des Forêts, Office National de la Chasse et de la Faune Sauvage, Direction Régionale de l’Environnement de la Guyane, zoological parks of “La Vallée des Singes”, France, “Doué la Fontaine”, France, Nature reserve of La Trinité. CRH also acknowledges all those people who provided field help during her surveys.
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de Thoisy, B., Richard-Hansen, C., Goguillon, B. et al. Rapid evaluation of threats to biodiversity: human footprint score and large vertebrate species responses in French Guiana. Biodivers Conserv 19, 1567–1584 (2010). https://doi.org/10.1007/s10531-010-9787-z
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DOI: https://doi.org/10.1007/s10531-010-9787-z