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The indirect effects of habitat disturbance on the bird communities in a tropical African forest

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Abstract

Tropical forests are increasingly threatened by anthropogenic activities often resulting in habitat and biodiversity loss. To effectively manage and protect these areas, it is important to have an understanding of the factors affecting their biodiversity. Previous research has shown that birds in tropical regions are severely affected by human-induced habitat conversion and disturbance. The effects, however, are often area and guild-specific and the underlying mechanisms are frequently unclear. In this study, we disentangle and quantify the direct and indirect effects of human population density, distance to forest edge, habitat disturbance, and vegetation structure and composition on the total abundance and species richness of birds in Kakamega Forest, Kenya. Specifically, we use structural equation modeling to develop and test path models, which reflect the potential causal relationships between the bird assemblages and the chosen explanatory factors. Relationships were tested on the overall bird community and on five different guilds, classified according to birds’ forest specialization and feeding preferences (i.e. forest specialists, generalists and visitors, and frugivores and insectivores). Results showed that habitat disturbance, caused by logging, had a weak positive direct effect on the bird communities, but also had a strong detrimental indirect effect, particularly on the total abundance and species richness of forests specialists and insectivores. The negative effect was mediated through changes in the forest’s vegetation structure and composition. Shorter distances to the forest edge also had a negative effect, on all bird categories except on forest visitors, which also benefited from higher levels of disturbance. Our study shows that although in some cases habitat disturbance may have no strong direct negative effects it can still negatively influence bird communities in an indirect way. In the case of Kakamega Forest, we suggest that to conserve bird communities it is important to maintain the forest’s compositional and structural diversity by reducing human-induced habitat disturbance, such as illegal logging activities.

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References

  • Althof AJ (2005) Human impact on flora and vegetation of Kakamega forest, Kenya: structure, distribution and disturbance of plant communities in an East African rainforest. PhD Thesis, Universität Koblenz-Landau, Germany

  • Bennun L, Dranzoa C, Pomeroy D (1996) The forest birds of Kenya and Uganda. J East Afr Nat Hist 85(1):23–48

    Article  Google Scholar 

  • Bennun L, Njoroge P (2000) Important bird areas in Kenya. Ostrich 71(1–2):164–167

    Article  Google Scholar 

  • Bibby C, Burgess N, Hill D (1992) Bird census techniques. British trust for ornithology and the royal society for the protection of birds. Academic Press, London

    Google Scholar 

  • Blackett H (1994) Forest Inventory Report No. 3. Kakamega Forest Department/KIFCON, Nairobi, Kenya

  • Bleher B, Bohning-Gaese K (2006) S04-4 the role of birds in seed dispersal and its consequences for forest ecosystems. Acta Zool Sin 52(Supplement):116–1199

    Google Scholar 

  • Bleher B, Uster D, Bergsdorf T (2006) Assessment of threat status and management effectiveness in Kakamega forest, Kenya. Biodivers Conserv 15(4):1159–1177

    Article  Google Scholar 

  • Booth H, Purves DW, Newbold T, Scharlemann JP, Butchart SH, Sekercioglu ÇH, Alkemade R (2012) Ecological traits affect the response of tropical forest bird

  • Burnham KP, Anderson DR (2002) Model selection and multimodel inference: a practical information-theoretic approach. Springer Science & Business Media, New York

    Google Scholar 

  • Cincotta RP, Wisnewski J, Engelman R (2000) Human population in the biodiversity hotspots. Nature 404(6781):990–992

    Article  CAS  PubMed  Google Scholar 

  • Danoff-Burg J, Xu C (2006) Biodiversity calculator, http://www.columbia.edu/itc/cerc/danoff-burg/MBD_Links.html

  • Danson FM, Hetherington D, Morsdorf F, Koetz B, Allgower B (2007) Forest canopy gap fraction from terrestrial laser scanning. Geosci Remote Sens Lett IEEE 4(1):157–160

    Article  Google Scholar 

  • Dranzoa C (1998) The avifauna 23 years after logging in Kibale National Park, Uganda. Biodivers Conserv 7(6):777–797

    Article  Google Scholar 

  • Eshiamwata GW, Berens DG, Bleher B, Dean WRJ, Böhning-Gaese K (2006) Bird assemblages in isolated Ficus trees in Kenyan farmland. J Trop Ecol 22:723–726

    Article  Google Scholar 

  • Farwig N, Berens DG (2012) Imagine a world without seed dispersers: a review of threats, consequences and future directions. Basic Appl Ecol 13(2):109–115

    Article  Google Scholar 

  • Farwig N, Böhning-Gaese K, Bleher B (2006) Enhanced seed dispersal of Prunus africana in fragmented and disturbed forests? Oecologia 147(2):238–252

    Article  PubMed  Google Scholar 

  • Farwig N, Sajita N, Böhning-Gaese K (2008) Conservation value of forest plantations for bird communities in western Kenya. For Ecol Manag 255(11):3885–3892

    Article  Google Scholar 

  • Farwig N, Sajita N, Böhning-Gaese K (2009) Corrigendum to conservation value of forest plantations for bird communities in western Kenya [Forest Ecol. Manag. 255 (2008) 3885–3892]. For Ecol Manag 258(7):1731–1734

    Article  Google Scholar 

  • Fashing PJ, Forrestel A, Scully C, Cords M (2004) Long-term tree population dynamics and their implications for the conservation of the Kakamega Forest, Kenya. Biodivers Conserv 13(4):753–771

    Article  Google Scholar 

  • Fashing PJ, Gathua JM (2004) Spatial variability in the vegetation structure and composition of an East African rain forest. Afr J Ecol 42(3):189–197

    Article  Google Scholar 

  • Frazer G, Canham C, Lertzman K (2000) Departments-technological tools-gap light analyzer (GPA), version 2.0. Bull Ecol Soc Am 81(3):191–197

    Article  Google Scholar 

  • García D, Martínez D (2012) Species richness matters for the quality of ecosystem services: a test using seed dispersal by frugivorous birds. Proc R Soc B 279(1740):3106–3113

    Article  PubMed Central  PubMed  Google Scholar 

  • Gardner TA, Barlow J, Chazdon R, Ewers RM, Harvey CA, Peres CA, Sodhi NS (2009) Prospects for tropical forest biodiversity in a human-modified world. Ecol Lett 12(6):561–582

    Article  PubMed  Google Scholar 

  • Gibson L, Lee TM, Koh LP, Brook BW, Gardner TA, Barlow J, Peres CA, Bradshaw CJ, Laurance WF, Lovejoy TE (2011) Primary forests are irreplaceable for sustaining tropical biodiversity. Nature 478(7369):378–381

    Article  CAS  PubMed  Google Scholar 

  • Grace JB (2006) Structural equation modeling and natural systems. University Press, Cambridge

    Book  Google Scholar 

  • Grace JB (2008) Structural equation modeling for observational studies. J Wildl Manag 72(1):14–22

    Article  Google Scholar 

  • Hewson CM, Austin GE, Gough SJ, Fuller RJ (2011) Species-specific responses of woodland birds to stand-level habitat characteristics: the dual importance of forest structure and floristics. For Ecol Manag 261:1224–1240

    Article  Google Scholar 

  • Howe HF, Smallwood J (1982) Ecology of seed dispersal. Annu Rev Ecol Syst 13:201–228

    Article  Google Scholar 

  • Kareiva P, Watts S, McDonald R, Boucher T (2007) Domesticated nature: shaping landscapes and ecosystems for human welfare. Science 316(5833):1866–1869

    Article  CAS  PubMed  Google Scholar 

  • Kirika JM, Farwig N, Böhning-Gaese K (2008a) Effects of local disturbance of tropical forests on frugivores and seed removal of a small-seeded afrotropical tree. Conserv Biol 22(2):318–328

    Article  PubMed  Google Scholar 

  • Kirika JM, Bleher B, Böhning-Gaese K, Chira R, Farwig N (2008b) Fragmentation and local disturbance of forests reduce frugivore diversity and fruit removal in Ficus thonningii trees. Basic Appl Ecol 9:663–672

    Article  Google Scholar 

  • Kissling WD, Rahbek C, Böhning-Gaese K (2007) Food plant diversity as broad-scale determinant of avian frugivore richness. Proc R Soc B 274(1611):799–808

    Article  PubMed Central  PubMed  Google Scholar 

  • Kissling WD, Field R, Böhning-Gaese K (2008) Spatial patterns of woody plant and bird diversity: functional relationships or environmental effects? Glob Ecol Biogeogr 17:327–339

    Article  Google Scholar 

  • Kokwaro J (1988) Conservation status of the Kakamega Forest in Kenya: the easternmost relic of the equatorial rain forests of Africa. Monogr Syst Bot Mo Bot Gard 25:471–489

    Google Scholar 

  • Lindell CA, Riffell SK, Kaiser SA, Battin AL, Smith ML, Sisk TD (2007) Edge responses of tropical and temperate birds. Wilson J Ornithol 119(2):205–220

    Article  Google Scholar 

  • Lung T, Schaab G (2004) Change-detection in Western Kenya: the documentation of fragmentation and disturbance for Kakamega Forest and associated forest areas by means of remotely-sensed imagery. In: Proceedings of the ISPRS XXth Congress, Istanbul, Turkey, 12–23 July 2004

  • Lung T, Schaab G (2006) Assessing fragmentation and disturbance of west Kenyan rainforests by means of remotely sensed time series data and landscape metrics. Afr J Ecol 44(4):491–506

    Article  Google Scholar 

  • Lung T, Schaab G (2010) A comparative assessment of land cover dynamics of three protected forest areas in tropical eastern Africa. Environ Monit Assess 161(1–4):531–548

    Article  PubMed  Google Scholar 

  • Lung T, Peters MK, Farwig N, Böhning-Gaese K, Schaab G (2012) Combining long-term land cover time series and field observations for spatially explicit predictions on changes in tropical forest biodiversity. Int J Remote Sens 33(1):13–40

    Article  Google Scholar 

  • Lung T, Lübker T, Ngochoch JK, Schaab G (2013) Human population distribution modelling at regional level using very high resolution satellite imagery. Appl Geogr 41:36–45

    Article  Google Scholar 

  • Magurran AE (1998) Ecological diversity and its measurement. Princeton University Press, Princeton

    Google Scholar 

  • Maina, G. G. 2002. Effect of forest fragmentation on bird communities in Kakamega Forest, Kenya. PhD Thesis. University of Illinois at Chicago, USA

  • Menke S, Böhning-Gaese K, Schleuning M (2012) Plant–frugivore networks are less specialized and more robust at forest–farmland edges than in the interior of a tropical forest. Oikos 121(10):1553–1566

    Article  Google Scholar 

  • Mitchell RJ (1992) Testing evolutionary and ecological hypotheses using path analysis and structural equation modelling. Funct Ecol 6:123–129

    Article  Google Scholar 

  • Mitchell N (2004) The exploitation and disturbance history of Kakamega Forest, Western Kenya. Biota East Africa. In Bleher B. & Dalitz H. (Eds) BIOTA Report No. 1. Bielefelder Ökologische Beiträge 20

  • Mitchell N, Schaab G (2008) Developing a disturbance index for five East African forests using GIS to analyse historical forest use as an important driver of current land use/cover. Afr J Ecol 46:572–584

    Article  Google Scholar 

  • Mulwa RK, Böhning-Gaese K, Schleuning M (2012) High bird species diversity in structurally heterogeneous farmland in Western Kenya. Biotropica 44(6):801–809

    Article  Google Scholar 

  • Mulwa RK, Neuschulz EL, Böhning-Gaese K, Schleuning M (2013) Seasonal fluctuations of resource abundance and avian feeding guilds across forest–farmland boundaries in tropical Africa. Oikos 122(4):524–532

    Article  Google Scholar 

  • Nakagawa S, Freckleton RP (2011) Model averaging, missing data and multiple imputation: a case study for behavioural ecology. Behav Ecol Sociobiol 65:103–116

    Article  Google Scholar 

  • Newbold T, Scharlemann JP, Butchart SH, Sekercioglu ÇH, Alkemade R, Booth H, Purves DW (2013) Ecological traits affect the response of tropical forest bird species to land-use intensity. Proc R Soc B 280(1750):1471–2954

    Google Scholar 

  • Paradis E, Claude J, Strimmer K (2004) APE: analyses of phylogenetics and evolution in R language. Bioinformatics 20:289–290

    Article  CAS  PubMed  Google Scholar 

  • Pugesek BH, Tomer A, Von Eye A (eds) (2003) Structural equation modeling: applications in ecological and evolutionary biology. University Press, Cambridge

    Google Scholar 

  • R Core Team (2015) R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. http://www.R-project.org/

  • Rogo LM, Lwande W, Chapya A, Herren HR, Miller SE An Integrated Conservation Initiative to Conserve Kakamega Forest and its Biodiversity. In: Ganeshaiah KN, Shaanker RUA, Bawa KS (eds) Proceedings of the International Conference of Tropical Ecosystems, Bangalore, 2001. ATREE, pp 56–60

  • Saracco JF, Collazo JA, Groom MJ (2004) How do frugivores track resources? Insights from spatial analyses of bird foraging in a tropical forest. Oecologia 139:235–245

    Article  PubMed  Google Scholar 

  • Schleuning M, Farwig N, Peters MK, Bergsdorf T, Bleher B, Brandl R, Dalitz H, Fischer G, Freund W, Gikungu MW (2011a) Forest fragmentation and selective logging have inconsistent effects on multiple animal-mediated ecosystem processes in a tropical forest. PLoS One 6(11):e27785

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Schleuning M, Blüthgen N, Flörchinger M, Braun J, Schaefer HM, Böhning-Gaese K (2011b) Specialization and interaction strength in a tropical plant–frugivore network differ among forest strata. Ecology 92:26–36

    Article  PubMed  Google Scholar 

  • Schumacker RE, Lomax RG (2004) A beginner’s guide to structural equation modeling. Lawrence Erlbaum Associates, Mahwah

    Google Scholar 

  • Sekercioglu CH, Daily GC, Ehrlich PR (2004) Ecosystem consequences of bird declines. Proc Natl Acad Sci 101:18042–18047

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  • Sekercioglu CH (2006) Increasing awareness of avian ecological function. Trends Ecol Evol 21(8):464–471

    Article  PubMed  Google Scholar 

  • Sodhi NS, Posa MRC, Lee TM, Warkentin IG (2008) Perspectives in ornithology: effects of disturbance or loss of tropical rainforest on birds. Auk 125(3):511–519

    Article  Google Scholar 

  • Tscharntke T, Sekercioglu CH, Dietsch TV, Sodhi NS, Hoehn P, Tylianakis JM (2008) Landscape constraints on functional diversity of birds and insects in tropical agroecosystems. Ecology 89(4):944–951

    Article  PubMed  Google Scholar 

  • Tsingalia MH (1990) Habitat disturbance, severity and patterns of abundance in Kakamega Forest, western Kenya. Afr J Ecol 28(3):213–226

    Article  Google Scholar 

  • Waltert M, Bobo KS, Sainge NM, Fermon H, Mühlenberg M (2005) From forest to farmland: habitat effects on Afrotropical forest bird diversity. Ecol Appl 15(4):1351–1366

    Article  Google Scholar 

  • Watson JE, Whittaker RJ, Dawson TP (2004) Habitat structure and proximity to forest edge affect the abundance and distribution of forest-dependent birds in tropical coastal forests of southeastern Madagascar. Biol Conserv 120(3):311–327

    Article  Google Scholar 

  • Wootton JT (1994) Predicting direct and indirect effects: an integrated approach using experiments and path analysis. Ecology 75:151–165

    Article  Google Scholar 

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Acknowledgments

We are thankful to Nixon Sajita, Jackson Welesi and Joash Ogutu for their assistance in the field and to two anonymous reviewers and the associate editor for their constructive feedback. This project was mainly funded by the Research Promotion Foundation in Cyprus, with co-funding from the European Union’s Structural Funds (Protocol Number PENK/SUPPORT/0308/42). Financial support for this study was also provided by the German Federal Ministry of Education and Research as part of the BIOTA Africa project (Grant numbers: 01LC0025, 01LC0405, 01LC0625) and by the research funding program “Landes-Offensive zur Entwicklung wissenschaftlich ökonomischer Exzellenz” (LOEWE) of Hesse’s Ministry of Higher Education, Research, and the Arts. TC acknowledges support of an ERC advanced grant.

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Correspondence to Christos Mammides.

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Communicated by Kwek Yan Chong.

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See Table 4.

Table 4 List of all models with a ΔAIC of less than two, for each bird category tested

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Mammides, C., Schleuning, M., Böhning-Gaese, K. et al. The indirect effects of habitat disturbance on the bird communities in a tropical African forest. Biodivers Conserv 24, 3083–3107 (2015). https://doi.org/10.1007/s10531-015-1001-x

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