Abstract
Integration of non-wood forest products (NWFPs) into forest management planning has become an increasingly important issue in forestry over the last decade. Among NWFPs, mushrooms are valued due to their medicinal, commercial, high nutritional and recreational importance. Commercial mushroom harvesting also provides important income to local dwellers and contributes to the economic value of regional forests. Sustainable management of these products at the regional scale requires information on their locations in diverse forest settings and the ability to predict and map their spatial distributions over the landscape. This study focuses on modeling the spatial distribution of commercially harvested Lactarius deliciosus and L. salmonicolor mushrooms in the Kızılcasu Forest Planning Unit, Turkey. The best models were developed based on topographic, climatic and stand characteristics, separately through logistic regression analysis using SPSS™. The best topographic model provided better classification success (69.3 %) than the best climatic (65.4 %) and stand (65 %) models. However, the overall best model, with 73 % overall classification success, used a mix of several variables. The best models were integrated into an Arc/Info GIS program to create spatial distribution maps of L. deliciosus and L. salmonicolor in the planning area. Our approach may be useful to predict the occurrence and distribution of other NWFPs and provide a valuable tool for designing silvicultural prescriptions and preparing multiple-use forest management plans.
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Alexander SJ, Pilz D, Weber NS, Brown E, Rockwell VA (2002) Mushrooms, trees, and money: value estimates of commercial mushrooms and timber in the Pacific Northwest. Environ Manag 30(1):129–141
Amaranthus M, Pilz D (1996) Productivity and sustainable harvest of wild mushrooms. In: Pilz D, Molina R (eds) Managing forest ecosystems to conserve fungus diversity and sustain wild mushroom harvests. Gen. Tech. Rep. PNW-GTR-371. Portland, OR; U.S. Department of Agriculture, Forest Service, Pacific Northwest Research Station. 42-61
Amaranthus M, Trappe JM, Bednar L, Arthur D (1994) Hypogeous fungal production in mature Douglas-fir forest fragments and surrounding plantations and its relation to coarse woody debris and animal mycophagy. Can J For Res 24:2157–2165
Arnolds E (1991) Decline of ectomycorrhizal fungi in Europe. Agric Ecosyst Environ 35:209–244
Austin MP (2002) Spatial prediction of species distribution: an interface between ecological theory and statistical modelling. Ecol Model 157(2/3):101–118
Bonet J, Fischer C, Colinas C (2004) The relationship between forest age and aspect on the production of sporocarps of ectomycorrhizal fungi in Pinus sylvestris forest of the central Pyrenees. For Ecol Manag 203:157–175
Bonet JA, Pukkala T, Fischer CR, Palahí M, Martínez de Aragón J, Colinas C (2008) Empirical models for predicting the production of wild mushrooms in Scots pine (Pinus sylvestris L.) forests in the Central Pyrenees. Ann For Sci 65:206–214
Bonet JA, Palahí M, Colinas C, Pukkala T, Fischer CR, Miina J, Martínez de Aragón J (2010) Modelling the production and species richness of wild mushrooms in pine forests of the Central Pyrenees in northeastern Spain. Can J For Res 40:347–356
Bonet JA, De-Miguel S, Martínez de Aragón J, Pukkala T, Palahí M (2012) Immediate effect of thinning on the yield of Lactarius group deliciosus in Pinus pinaster forests in North-Eastern Spain. For Ecol Manag 265:211–217
De La Varga H, Águeda B, Águeda T, Martínez-Peña F, Parladé J, Pera J (2013) Seasonal dynamics of Boletus edulis and Lactarius deliciosus extraradical mycelium in pine forests of central Spain. Mycorrhiza 23:391–402
DMİ (2008) Meteoroloji bülteni, Meteoroloji İşleri Müdürlüğü, Ankara. Meteorology bulletin. Turkish State Meteorological Service, Ankara
Egli S (2011) Mycorrhizal mushroom diversity and productivity—an indicator of forest health? Ann For Sci 68(1):81–88
Egli S, Ayer F (1997) Est-il possible d’améliorer la production de champignons comestibles en forêt? L’exemple de la réserve mycologique de La Chanéaz en Suisse. Rev For Fr 49(No. Spec.): 235–243
Egli S, Ayer F, Peter M, Eilmann B, Rigling A (2010) Is forest mushroom productivity driven by tree growth? Results from a thinning experiment. Ann For Sci 67(5):509–518
Erinç S (1996) Klimatoloji ve metodları. 4. Baskı, Alfa Basım Yayım Dağıtım, İstanbul. [Climatology and methods, 4th edition.] Alfa Press, Istanbul
FAO (2002) Impact of cultivation and gathering of medicinal plants on biodiversity: global trends and issues. Inter-departmental working group on biological diversity for food and agriculture. http://www.fao.org/docrep/005/aa010e/aa010e00.htm. Accessed 18 March 2013
Fernández-Toirán LM, Ágreda T, Olano JM (2006) Stand age and sampling year effect on the fungal fruit body community in Pinus pinaster forests in central Spain. Can J Bot 84:1249–1258
Franklin J (1995) Predictive vegetation mapping: geographic modeling of biospatial patterns in relation to environmental gradients. Prog Phys Geogr 19(4):474–499
Kantarcı MD (1995) Doğu Karadeniz bölümünde bölgesel ekolojik birimler. In: I. Ulusal Karadeniz Ormancılık Kongresi, Trabzon, 23–25 Ekim 1995 [Regional ecological units in Eastern Black Sea]. In: 1th National Black sea Forestry Congress, Trabzon, 23–25 October 1995]
Kranabetter JM, Trowbridge R, Macadam A, McLennan D, Friesen J (2002) Ecological descriptions of pine mushroom habitat and estimates and of its extent in northwestern British Colombia. For Ecol Manag 158(1–3):249–261
Martínez de Aragón J, Bonet JA, Fischer CR, Colinas C (2007) Productivity of ectomycorrhizal and selected edible saprotrophic fungi in pine forests of the pre-Pyrenees mountains, Spain: predictive equations for forest management of mycological resources. For Ecol Manag 252:239–256
Martínez-Peña F, Ágreda T, Águeda B, Ortega-Martínez P, Fernández-Toirán LM (2012a) Edible sporocarp production by age class in a Scots pine stand in Northern Spain. Mycorrhiza 22:167–174
Martínez-Peña F, De-Miguel S, Pukkala T, Bonet JA, Ortega-Martínez P, Aldea J, Martínez de Aragón J (2012b) Yield models for ectomycorrhizal mushrooms in Pinus sylvestris forests with special focus on Boletus edulis and Lactarius group deliciosus. For Ecol Manag 282:63–69
Ortega-Martínez P, Águeda B, Fernández-Toirán LM, Martínez-Peña F (2011) Tree age influences on the development of edible ectomycorrhizal fungi sporocarps in Pinus sylvestris stands. Mycorrhiza 21:65–70
Palahí M, Pukkala T, Bonet JA, Colinas C, Fischer CR, Martínez de Aragón J (2009) Effect of the inclusion of mushroom values on the optimal management of even-aged pine stands of Catalonia. For Sci 55(6):503–511
Pilz D, Molina R (2002) Commercial harvests of edible mushrooms from the forests of the Pacific Northwest United States: issues, management, and monitoring for sustainability. For Ecol Manag 155:3–16
Pilz D, Smith J, Amaranthus MP, Alexander S, Molina R, Luoma D (1999) Mushrooms and timber: managing commercial harvesting in the Oregon Cascades. J For 97(3):4–11
Smith JE, Molina R, Huso MMP, Luoma DL, McKay D, Castellano MA, Lebel T, Valachovic Y (2002) Species richness, abundance, and composition of hypogeous and epigeous ectomycorrhizal fungal sporocarps in young, rotation-age, and old-growth stands of Douglas-fir (Pseudotsuga menziesii) in the Cascade range of Oregon, U.S.A. Can J Bot 80:186–204
Termorshuizen AJ (1990) Succession of mychorrizal fungi in stands of Pinus sylvestris in the Netherland. In: Termorshuizen AJ (ed) Decline of carpophores of mychorrizal fungi in stands of Pinus sylvestris. PhD thesis, University of Wageningen, in the Netherland, pp 41–50
TUIK (2009) Türkiye İstatistik Kurumu, İhracat kayıtları, Ankara [Turkish Statistical Institute, Exportation records, Ankara]
Yang X, Skidmore AK, Melick DR, Zhou Z, Xu J (2006) Mapping non-wood forest product (Matsutake mushrooms) using logistic regression and a GIS expert system. Ecol Modell 198:208–218
Zaniewski AE, Lehmann A, Overton JM (2002) Predicting species spatial distributions using presence-only data: a case study of native New Zealand ferns. Ecol Modell 157(2/3):261–280
Acknowledgments
We gratefully acknowledge the financial support of TUBITAK (The Scientific and Technological Resource Council of Turkey) through a PhD student fellowship. Further financial support was provided by KTU under project No: 2008.113.01.1. Special thanks go to Dr. Özgül Vupa for her statistical advice.
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Mumcu Kucuker, D., Baskent, E.Z. Spatial prediction of Lactarius deliciosus and Lactarius salmonicolor mushroom distribution with logistic regression models in the Kızılcasu Planning Unit, Turkey. Mycorrhiza 25, 1–11 (2015). https://doi.org/10.1007/s00572-014-0583-6
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DOI: https://doi.org/10.1007/s00572-014-0583-6