Pinus pinea L. (Stone pine) is an important tree species in the Mediterranean basin, particularly in coastal regions characterized by a subtropical Mediterranean climate with dry summers. It is widely cultivated for its pine nuts and aesthetic appearance. The recent decrease in pine nut production in the Aegean Region has prompted us to investigate whether the growth of stone pine trees is affected by climate change. We collected 60 cores from 30 trees at two sites representing lower and higher elevations. Using standard dendrochronological analysis, two site chronologies were constructed for the lower and higher altitudes. Linear and non-linear analyses were performed to determine the climate-growth relationship of sampled trees. Furthermore, we calculated growth resilience to drought, including resistance and recovery components. We also examined the climatic trends in the study area to enhance our understanding of the climate-growth relationship. The air temperature time series analyzed in this study has shown a recent shift towards higher average temperatures, observed around the late 1980s and early 1990s. We observed a positive correlation between residual chronologies and total precipitation from December to July. Adequate precipitation in early autumn is essential for latewood formation. The positive correlation between tree-ring growth and winter temperatures indicates that milder winters extend the vegetation period and affects the radial growth of pines. Moreover, moving correlation analysis revealed a notable shift, with the limiting effect of drought significantly increasing and the limiting impact of winter cold diminishing in the early 1990s. Generalized additive mixed model (GAMM) analysis described thresholds for additional increment based on the non-linear relationship with precipitation and weakly non-linear relationship with temperature. Stone pine trees showed relatively low resistance, high recovery, and a general low resilience to drought.
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Köse N, Türkes M, Çelik H, Akkemik Ü (2025). Is Pinus pinea growth affected by climate change in western Anatolia?. iForest 18: 93-101. - doi: 10.3832/ifor4641-018
Academic Editor
Michele Colangelo
Paper history
Received: May 16, 2024
Accepted: Jan 24, 2025
First online: Apr 28, 2025
Publication Date: Apr 30, 2025
Publication Time: 3.13 months
© SISEF - The Italian Society of Silviculture and Forest Ecology 2025
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List of the papers citing this article based on CrossRef Cited-by.
(1)
Akhmetzyanov L, Sánchez-Salguero R, García-González I, Domínguez-Delmás M, Sass-Klaassen U (2023)Blue is the fashion in Mediterranean pines: new drought signals from tree-ring density in southern Europe. Science of the Total Environment 856 (8): 159291.
CrossRef |
Gscholar
(2)
Akkemik U (2000)Dendroclimatology of umbrella pine (
Pinus pinea L.) in Istanbul, Turkey. Tree-Ring Bulletin 56: 17-20.
Online |
Gscholar
(3)
Akkemik U, Kocabas U (2014)Woods of Byzantine trade ships of Yenikapi (Istanbul) and changes in wood use from 6th to 11th century. Mediterranean Archaeology and Archaeometry 14 (2): 317-327.
Online |
Gscholar
(4)
Beguería S, Vicente-Serrano SM, Angulo M (2010)A multi-scalar global drought data set: the SPEIbase. A new gridded product for the analysis of drought variability and impacts. Bulletin of the American Meteorological Society 91: 1351-1354.
CrossRef |
Gscholar
(5)
Biondi F, Swetnam TW (1987)Box-Jenkins models of forest interior tree-ring chronologies. Tree-Ring Bulletin 47: 71-96.
Gscholar
(6)
Bozkurt EA, Sahan EA, Köse N (2021)Growth responses of
Pinus sylvestris L. to climate from the southeastern limit of its natural distribution area, Turkey. Dendrochronologia 70: 125897.
CrossRef |
Gscholar
(7)
Bunn AG (2008)A dendrochronology program library in R (dplR). Dendrochronologia 26 (2): 115-124.
CrossRef |
Gscholar
(8)
Calama R, Gordo J, Mutke S, Conde M, Madrigal G, Garriga E, Arias MJ, Piqué M, Gandía R, Montero G, Pardos M (2020)Decline in commercial pine nut and kernel yield in Mediterranean stone pine (
Pinus pinea L.) in Spain. iForest 13: 251-260.
CrossRef |
Gscholar
(9)
Campelo F, Nabias C, Freitas H, Gutierrez E (2007)Climatic significance of tree-ring width and intra-annual density fluctuations in
Pinus pinea from a dry Mediterranean area in Portugal. Annals of Forest Science 64: 229-238.
CrossRef |
Gscholar
(10)
Cavin L, Jump A (2017)Highest drought sensitivity and lowest resistance to growth suppression are found in the range core of the tree
Fagus sylvatica L. not the equatorial range edge. Global Change Biology 23: 362-379.
CrossRef |
Gscholar
(11)
Cherubini P, Gartner B, Tognetti R, Braeker OU, Schoch W, Innes JL (2003)Identification, measurement and interpretation of tree rings in woody species from Mediterranean climates. Biological Reviews 78 (1): 119-148.
CrossRef |
Gscholar
(12)
Cook E (1985)A time series analysis approach to tree-ring standardization. PhD Thesis, University of Arizona, Tucson, AZ, USA, pp. 171.
Online |
Gscholar
(13)
Cook ER, Briffa K, Shiyatov SG, Mazepa V (1990)Tree-ring standardization and growth-trend estimation. In: “Methods of Dendrochronology” (Cook ER, Kairiukstis LA eds). Kluwer Academic Publishers, Dordrecht, Netherlands, pp. 104-122.
Online |
Gscholar
(14)
DeSoto L, Cailleret M, Sterck F (2020)Low growth resilience to drought is related to future mortality risk in trees. Nature Communications 11 (1): 988.
CrossRef |
Gscholar
(15)
Eriz A, Eriz O, Ozdöl T, Yildirim H (2022)Kozak Yaylasi ve Madra Dagi’nin (Bergama/Izmir) Florasina Katkilar [Contributions to the Flora of Kozak Plateu and Madra Mountain (Bergama/Izmir)]. Herbarium Turcicum 1: 25-35. [in Turkish]
CrossRef |
Gscholar
(16)
Fang O, Zhang Q (2019)Tree resilience to drought increases in the Tibetan Plateau. Global Change Biology 25 (1): 245-253.
CrossRef |
Gscholar
(17)
Fritts HC (1976)Tree rings and climate. Academic Press, New York, USA, pp. 567.
Gscholar
(18)
Gazol A, Camarero JJ, Anderegg WRL, Vicente-Serrano SM (2017)Impacts of droughts on the growth resilience of Northern Hemisphere forests. Global Ecology and Biogeography 26: 166-176.
CrossRef |
Gscholar
(19)
Hofgaard A, Ols C, Drobyshev I, Kirchhefer AJ, Sandberg S, Söderström L (2019)Non-stationary response of tree growth to climate trends along the Arctic margin. Ecosystems 22: 434-451.
CrossRef |
Gscholar
(20)
Holmes RL (1983)Computer-assisted quality control in tree-ring data and measurements. Tree-Ring Bulletin 43: 69-78.
Online |
Gscholar
(21)
Hunsicker ME, Kappel CV, Selkoe KA, Halpern BS, Scarborough C, Mease L, Amrhein A (2016)Characterizing driver-response relationships in marine pelagic ecosystems for improved ocean management. Ecological Applications 26 (3): 651-663.
CrossRef |
Gscholar
(22)
IPCC (2023)Climate change 2023: synthesis report. Contribution of Working Groups I, II and III to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change (Core Writing Team, Lee H, Romero J eds). IPCC, Geneva, Switzerland, pp. 184.
Gscholar
(23)
Konter O, Büntgen U, Carrer M, Timonen M, Esper J (2016)Climate signal age effects in boreal tree-rings: Lessons to be learned for paleoclimatic reconstructions. Quaternary Science Reviews 142: 164-172.
CrossRef |
Gscholar
(24)
Lloret F, Keeling EG, Sala A (2011)Components of tree resilience: effects of successive low-growth episodes in old ponderosa pine forests. Oikos 120: 1909-1920.
CrossRef |
Gscholar
(25)
Lloyd J, Bloomfield K, Domingues TF, Farquhar GD (2013)Photosynthetically relevant foliar traits correlating better on a mass
vs. an area basis: of ecophysiological relevance or just a case of mathematical imperatives and statistical quicksand? New Phytologist 199: 311-321.
CrossRef |
Gscholar
(26)
Maaten-Theunissen MVD, Maaten EVD, Bouriaud O (2015)pointRes: an R package to analyze pointer years and components of resilience. Dendrochronologia 35: 34-38.
CrossRef |
Gscholar
(27)
Martin-Benito D, Pederson N, Köse N, Dogan M, Bugmann H, Mosulishvili M, Bigler C (2018)Pervasive effects of drought on tree growth across a wide climatic gradient in the temperate forests of the Caucasus. Global Ecology and Biogeography 27 (11): 1314-1325.
CrossRef |
Gscholar
(28)
Matisons R, Elferts D, Krišans O, Schneck V, Gärtner H, Bast A, Wojda T, Kowalczyk J, Jansons S (2021)Non-linear regional weather-growth relationships indicate limited adaptability of the eastern Baltic Scots pine. Forest Ecology and Management 479: 118600.
CrossRef |
Gscholar
(29)
Mazza G, Cutini A, Manetti MC (2014)Site-specific growth responses to climate drivers of
Pinus pinea L. tree rings in Italian coastal stands. Annals of Forest Science 71: 927-936.
CrossRef |
Gscholar
(30)
Natalini F, Correia AC, Vazquez-Pique J, Alejano R (2015)Tree rings reflect growth adjustments and enhanced synchrony among sites in Iberian stone pine (
Pinus pinea L.) under climate change. Annals of Forest Science 72 (8): 1023-1033.
CrossRef |
Gscholar
(31)
OGM (2021)Türkiye Orman Varligi [Türkiye’s forest assets]. OGM Ofset, Ankara, Turkey, pp. 58. [in Turkish]
Gscholar
(32)
Oybak-Dönmez E (2010)Archaeobotanical studies at the Marmaray and Metro Excavations in Istanbul. In: Proceeding of the “1st Symposium on Marmaray-Metro Salvage Excavations” (Kocabas U ed). Istanbul (Turkey) 5-6 May 2008. Istanbul Archaeological Museums, Istanbul, Turkey, pp. 233-248.
Gscholar
(33)
Ozden S, Okan t Erkan Bugday S, Köse C (2022)Perspectives of farmers on the decline in
Pinus pinea nut yield and the sustainability of the production: a case study in Kozak Basin in Western Turkey. Agriculture 12 (7): 1070.
CrossRef |
Gscholar
(34)
Pasho E, Alla AQ (2015)Climate impacts on radial growth and vegetation activity of two co-existing Mediterranean pine species. Canadian Journal of Forest Research 45: 1748-1756.
CrossRef |
Gscholar
(35)
Piraino S, Camiz S, Di Filippo A, Piovesan G, Spada F (2013)A dendrochronological analysis of
Pinus pinea L. on the Italian mid-Tyrrhenian coast. Geochronometria 40 (1): 77-89.
CrossRef |
Gscholar
(36)
Pirano S (2020)Assessing
Pinus pinea L. resilience to three consecutive droughts in central-western Italian Peninsula. iForest 13 (3): 246-250.
CrossRef |
Gscholar
(37)
R Development Core Team (2009)R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna.
Online |
Gscholar
(38)
Sen PK (1968)Estimates of the regression coefficient based on Kendall’s Tau. Journal of the American Statistical Association 63: 1379-1389.
CrossRef |
Gscholar
(39)
Sneyers R (1990)On the statistical analysis of series of observations. World Meteorological Organization (WMO) Technical Note 43, Geneva, Switzerland, pp. 189.
Gscholar
(40)
Soykan A, Efe R, Cürebal I, Sönmez S (2011)Training for staff members of protected areas in Central and Eastern Europe in The Implementation of Volunteers in Park Programmes. Natural Environment and Culture in the Mediterranean Region II, Chapter 7, Cambridge Scholars Publishing, UK, pp. 67-74.
Online |
Gscholar
(41)
Tunçdilek N (1985)Ege Havzasi Topraklari. Türkiye [Aegean Basin Soils]. Topraksu Genel Müdürlügü Yayinlari, Ankara, no. 308. [in Turkish]
Gscholar
(42)
Türkes M (1999)Vulnerability of Turkey to desertification with respect to precipitation and aridity conditions. Turkish Journal of Engineering and Environmental Science 23: 363-380.
Gscholar
(43)
Türkes M, Sümer UM, Demir I (2002)Re-evaluation of trends and changes in mean, maximum and minimum temperatures of Turkey for the period 1929-1999. International Journal of Climatology 22: 947-977.
CrossRef |
Gscholar
(44)
Turkes M (2020)Climate and drought in Turkey. In: “Water Resources of Turkey” (Harmancioglu NB, Altinbilek D eds). World Water Resources, vol. 2, Springer, Cham, Switzerland, pp. 85-125.
Gscholar
(45)
Türkes M, Dede V, Dengiz O, Senol H, Serin S (2023)Periglacial landforms and soil formation on summit of the Mount lda (Kaz Dagi), Biga Peninsula-Turkey. Physical Geography 5: 531-580.
CrossRef |
Gscholar
(46)
Vatandaslar C, Türkes M, Semerci A, Karahan A (2023)Vatandaslar C, Türkes M, Semerci A, Karahan A (2023) Analyzing climate-induced mortality of Taurus fir based on temporal forest management plans and climatic variations and droughts in the Central Mediterranean sub-region of Turkey. European Journal of Forest Research, 142: 61-89.
CrossRef |
Gscholar
(47)
Vicente-Serrano SM, Beguería S, López-Moreno JI (2010)Vicente-Serrano SM, Beguería S, López-Moreno JI (2010) A multi-scalar drought index sensitive to global warming: the standardized precipitation evapotranspiration index - SPEI. Journal of Climate 23: 1696-1718.
CrossRef |
Gscholar
(48)
WMO (1966)Climatic Change. Technical Note 79, World Meteorological Organization - WMO, Geneva, Switzerland, pp. 46-48.
Gscholar
(49)
Wood SN (2011)Fast stable restricted maximum likelihood and marginal likelihood estimation of semiparametric generalized linear models. Journal of the Royal Statistical Society B 73: 3-36.
CrossRef |
Gscholar
(50)
Yilmaz H, Akkemik U, Karagöz S (2013)Identification of plant figures on stone statues and sarcophaguses and their symbols: the Hellenistic and Roman periods of the eastern Mediterranean basin in the Istanbul Archaeology Museum. Mediterranean Archaeology and Archaeometry 13 (2): 135-145.
Online |
Gscholar
(51)
Zang C, Biondi F (2015)treeclim: an R package for the numerical calibration of proxy-climate relationships. Ecography 38 (4): 431-436.
CrossRef |
Gscholar