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Influence of altitude and tree class on climate-growth relationships in a larch plantation in subtropical China

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Abstract

Precise quantification of climate-growth relationships can make a major contribution to scientific forest management. However, whether differences in the response of growth to climate at different altitudes remains unclear. To answer this, 264 trees of Larix kaempferi from 88 plots, representing different altitudinal ranges (1000–2100 m) and tree classes were sampled and used to develop tree-ring chronologies. Tree-ring growth (TRG) was either positively (dominant) or negatively (intermediate and suppressed) correlated with climate in different tree classes at different altitudes. TRG was strongly correlated with growing season at low altitudes, but was less sensitive to climate at middle altitudes. It was mainly limited by precipitation and was highly sensitive to climate at low altitudes. Climate-growth relationships at high altitudes were opposite compared to those at low altitudes. TRG of dominant trees was more sensitive to climate change compared to intermediate and suppressed trees. Climate factors (annual temperatures; moisture, the number of frost-free days) had different effects on tree-ring growth of different tree classes along altitudinal gradients. It was concluded that the increase in summer temperatures decreased water availability, resulting in a significant decline in growth rates after 2005 at lower altitudes. L. kaempferi is suitable for planting in middle altitudes and dominant trees were the best sampling choice for accurately assessing climate-growth relationships.

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Abbreviations

AHMI:

Annual heat: moisture index

AMMs:

Additive mixed models

CHR:

The \(n\times 1\) vector of the response variable

DBH:

Diameter at breast height

DD > 5:

Days above 5 °C

EMT:

Extreme minimum temperature > 30 years

ES:

Enshi City, Hubei Province

GAMM:

Generalized additive mixed model

G CHR :

The monotonic differentiable function

NFFD:

The number of frost-free days

PM:

Mean annual precipitation

T ave _ sm :

Summer (June to August) mean temperature

TM:

Mean annual temperature

T max _ sm :

Mean maximum summer temperature

T max _ wt :

Mean minimum winter temperature

TMC:

Mean temperature of the coldest month

TMW:

Mean temperature of the warmest month

TRG:

Tree-ring growth

References

  • Alikadic A, Pertot I, Eccel E, Dolci C, Zarbo C, Caffarra A, De Filippia R, Furlanello C (2019) The impact of climate change on grapevine phenology and the influence of altitude: a regional study. Agr Forest Meteorol 271:73–82

    Article  Google Scholar 

  • Anderegg WR (2015) Spatial and temporal variation in plant hydraulic traits and their relevance for climate change impacts on vegetation. New Phytol 205(3):1008–1014

    Article  PubMed  Google Scholar 

  • Arzac A, Tabakova MA, Khotcinskaia K, Koteneva A, Kirdyanov AV, Olano JM (2021) Linking tree growth and intra-annual density fluctuations to climate in suppressed and dominant Pinus sylvestris L. trees in the forest-steppe of Southern Siberia. Dendrochronologia 67:125842

    Article  Google Scholar 

  • Bai XP, Zhang XL, Li JX, Duan XY, Jin YT, Chen ZJ (2019) Altitudinal disparity in growth of Dahurian larch (Larix gmelinii Rupr.) in response to recent climate change in northeast China. Sci Total Environ 670:466–477

    Article  CAS  PubMed  Google Scholar 

  • Barger NN, Woodhouse C (2015) Piñon pine (Pinus edulis Engelm.) growth responses to climate and substrate in southern Utah, USA. Plant Ecol 216(7):913–923

    Article  Google Scholar 

  • Bowling DR, Logan BA, Hufkens K, Aubrecht DM, Richardson AD, Burns SP, Eiriksson DP (2018) Limitations to winter and spring photosynthesis of a Rocky mountain subalpine forest. Agr Forest Meteorol 252:241–255

    Article  Google Scholar 

  • Carrer M, Urbinati C (2006) Long responses to climate in climate in mate in the Larix decidua. New Phytol 170(4):861–872

    Article  PubMed  Google Scholar 

  • Chang YX, Chen ZJ, Zhang XL, Bai XP, Zhao XP, Li JX, Lu X (2017) Responses of radial growth to temperature in Larix gmelinii of the Da Xingan Ling under climate warming. Chin J Plant Ecol 41(3):279–289 (In Chinese)

    Article  Google Scholar 

  • Chen L, Yin YH, Zhao DS, Yuan QZ, Wu SH (2014) Climate response of tree growth along an altitudinal gradient in the Changbai mountains. Northeast China Acta Ecol Sin 34(6):1568–1574 (In Chinese)

    CAS  Google Scholar 

  • Chen DS, Sun XM, Zhang SG (2016) Biomass, carbon storage and nutrient characteristics in Larix kaempferi plantations at different stand ages. Chin J Appl Ecol 27(12):3759–3768 (In Chinese)

    Google Scholar 

  • Choudhury BJ (2000) A sensitivity analysis of the radiation use efficiency for gross photosynthesis and net carbon accumulation by wheat. Agr Forest Meteorol 101(2–3):217–234

    Article  Google Scholar 

  • Di Filippo A, Pederson N, Baliva M, Brunetti M, Dinella A, Kitamura K, Piovesan G (2015) The longevity of broadleaf deciduous trees in Northern hemisphere temperate forests: insights from tree-ring series. Front Ecol Evol 3:46

    Article  Google Scholar 

  • Dyderski MK, Paź S, Frelich LE, Jagodziński AM (2018) How much does climate change threaten European forest tree species distributions? Global Change Biol 24(3):1150–1163

    Article  Google Scholar 

  • Fancourt BA, Hawkins CE, Nicol SC (2019) Mechanisms of climate-change-induced species decline: spatial, temporal and long-term variation in the diet of an endangered marsupial carnivore, the eastern quoll. Wildl Res 45(8):737–750

    Article  Google Scholar 

  • Freeman BG, Lee-Yaw JA, Sunday JM, Hargreaves AL (2018) Expanding, shifting and shrinking: the impact of global warming on species’ elevational distributions. Global Ecol Biogeogr 27(11):1268–1276

    Article  Google Scholar 

  • Holmes RL (1983) Computer-assisted quality control in tree-ring dating and measurement. Tree Ring Bull 43:69–75

    Google Scholar 

  • Holmes RL, Adams RK, Fritts HC (1986) Tree-ring chronologies of Western North America: California, Eastern Oregon and Northern great basin with procedures used in the chronology development work including users manuals for computer programs COFECHA and ARSTAN. Laboratory of Tree-Ring Research, University of Arizona, Tucson.

  • IPCC (2013) Climate change 2013: the physical science basis. contribution of working group I to the fifth assessment report of the intergovern-mental panel on climate change [Stocker TFD, Qin GK, Plattner M, Tignor SK, Allen J, Boschung A, Nauels Y, Xia VB, Midgley PM, (eds)]. Cambridge University Press, Cambridge, pp. 1535.

  • Johansson K (1993) Influence of initial spacing and tree class on the basic density of Picea abies. Scand J Forest Res 8(1–4):18–27

    Article  Google Scholar 

  • Kang YC, Liu BH, Ren JY, Tan KL (2019) Effect of competition tree ring growth and climate factors of Pinus koraiensis. J Northeast for Univ 11(6–10):22 (In Chinese)

    Google Scholar 

  • Kemp KB, Higuera PE, Morgan P, Abatzoglou JT (2019) Climate will increasingly determine post-fire tree regeneration success in low-elevation forests, Northern Rockies, USA. Ecosphere 10(1):e02568

    Article  Google Scholar 

  • Khansaritoreh E, Dulamsuren C, Klinge M, Ariunbaatar T, Bat-Enerel B, Batsaikhan G, Ganbaatar K, Saindovdon D, Yeruult Y, Tsogtbaatar J, Tuya D, Leuschner C, Hauck M (2017) Higher climate warming sensitivity of Siberian larch in smaller than large forest islands in the fragmented Mongolian forest steppe. Global Change Biol 23(9):3675–3689

    Article  Google Scholar 

  • Kozlowski TT, Peterson TA (1962) Seasonal growth of dominant, intermediate, and suppressed red pine trees. Bot Gaz 124(2):146–154

    Article  Google Scholar 

  • Ladwig LM, Meiners SJ (2009) Impacts of temperate lianas on tree growth in young deciduous forests. Forest Ecol Manag 259(2):195–200

    Article  Google Scholar 

  • Lebourgeois F, Gomez N, Pinto P, Mérian P (2013) Mixed stands reduce Abies alba tree-ring sensitivity to summer drought in the Vosges mountains, western Europe. Forest Ecol Manag 303:61–71

    Article  Google Scholar 

  • Li W, Wang CK, Zhang QZ (2015) Differentiation of stand individuals impacts allometry and biomass allocation of Larix gmelinii trees. Acta Ecol Sin 35(6):1679–1687 (in Chinese)

    Google Scholar 

  • Li X, Rossi S, Liang E, Camarero JJ (2016) Temperature thresholds for the onset of xylogenesis in alpine shrubs on the Tibetan plateau. Trees 30(6):2091–2099

    Article  Google Scholar 

  • Liang E, Leuschner C, Dulamsuren C, Wagner B, Hauck M (2016) Global warming-related tree growth decline and mortality on the north-eastern Tibetan plateau. Clim Change 134(1–2):163–176

    Article  Google Scholar 

  • Liu Q, Fu YH, Zhu Z, Liu Y, Liu Z, Huang M, Janssens IA, Piao S (2016) Delayed autumn phenology in the Northern hemisphere is related to change in both climate and spring phenology. Global Change Biol 22(11):3702–3711

    Article  Google Scholar 

  • Liu S, Li X, Rossi S, Wang L, Li W, Liang E, Leavitt SW (2018) Differences in xylogenesis between dominant and suppressed trees. Am J Bot 105(5):950–956

    Article  PubMed  Google Scholar 

  • Lorimer CG (1981) Survival and growth of understory trees in oak forests of the Hudson highlands. New York Can J Forest Res 11(3):689–695

    Article  Google Scholar 

  • Ma J (2020) Environmental response of the radial growth of Larix principis-rupprechtii in Liupan Mountain at multi-time scale. Doctoral thesis. Beijing Forest University, Beijing, pp. 69 In Chinese

  • Martin-Benito D, Kint V, Del Rio M, Muys B, Cañellas I (2011) Growth responses of West-Mediterranean Pinus nigra to climate change are modulated by competition and productivity: past trends and future perspectives. Forest Ecol Manag 262(6):1030–1040

    Article  Google Scholar 

  • Marziliano PA, Tognetti R, Lombardi F (2019) Is tree age or tree size reducing height increment in Abies alba Mill. at its southernmost distribution limit? Ann Forest Sci 76(1):17

    Article  Google Scholar 

  • Mérian P, Lebourgeois F (2011) Size-mediated climate-growth relationships in temperate forests: a multi-species analysis. Forest Ecol Manag 261(8):1382–1391

    Article  Google Scholar 

  • Morimoto J, Nakagawa K, Takano KT, Aiba M, Oguro M, Furukawa Y, Peterson CJ (2019) Comparison of vulnerability to catastrophic wind between Abies plantation forests and natural mixed forests in northern Japan. Forestry 92(4):436–443

    Article  Google Scholar 

  • Ponce-Bautista A, Valverde PL, Flores J, Zavala-Hurtado A, Vite F, López-Ortega G, Pérez-Hernández MA (2017) Photosynthetically active radiation and carbon gain drives the southern orientation of Myrtillocactus geometrizans fruits. Plant Biol 19(2):279–285

    Article  CAS  PubMed  Google Scholar 

  • R Core Team (2017) R: a language and environment for statistical computing. R foundation for statistical computing. Vienna http://www.R-project.org/.

  • Rathgeber CB, Rossi S, Bontemps JD (2011) Cambial activity related to tree size in a mature silver-fir plantation. Ann BOT Lond 108(3):429–438

    Article  Google Scholar 

  • Rossi L, Sebastiani L, Tognetti R, d’Andria R, Morelli G, Cherubini P (2013) Tree-ring wood anatomy and stable isotopes show structural and functional adjustments in olive trees under different water availability. Plant Soil 372(1):567–579

    Article  CAS  Google Scholar 

  • Rossi S, Anfodillo T, Čufar K, Cuny HE, Deslauriers A, Fonti P, Jyske T (2016) Pattern of xylem phenology in conifers of cold ecosystems at the Northern hemisphere. Global Change Biol 22(11):3804–3813

    Article  Google Scholar 

  • Rozas V, Camarero JJ, Sangüesa-Barreda G, Souto M, García-González I (2015) Summer drought and ENSO-related cloudiness distinctly drive Fagus sylvatica growth near the species rear-edge in northern Spain. Agr Forest Meteorol 201:153–164

    Article  Google Scholar 

  • Sánchez-Salguero R, Camarero JJ, Hevia A, Madrigal-González J, Linares JC, Ballesteros-Canovas JA, Sánchez-Miranda A, Alfaro-Sánchez R, Sangüesa-Barreda G, Galván JD, Gutiérrez E, Génova M, Rigling A (2015) What drives growth of scots pine in continental Mediterranean climates: drought, low temperatures or both? Agr Forest Meteorol 206:151–162

    Article  Google Scholar 

  • Shi C, Shen M, Wu X, Cheng X, Li X, Fan T, Li ZS, Zhang YD, Fan ZX, Shi FZ, Wu GC (2019) Growth response of alpine tree line forests to a warmer and drier climate on the southeastern Tibetan Plateau. Agr Forest Meteorol 264:73–79

    Article  Google Scholar 

  • Shirzad G, Reza O, Mohsen NM (2014) Effect of climate on the growth of dominant and suppressed Norway spruce (Picea abies). JBES 4(1):58–65

    Google Scholar 

  • Sileshi MF, Temesgen Z (2020) Additive mixed models to study the effect of tree age and climatic factors on stem radial growth of eucalyptus trees. J Res 31(02):129–139

    Google Scholar 

  • Sui YL, Tian GH, Ma L, Ma JJ, Zhou GN (2013) Analysis young forest growth conditions in northern Hebei subalpine mountain birch in shady areas. Hebei J Forest Orchard Res 28(4):357–360 (In Chinese)

    Google Scholar 

  • Sun XM, Chu XL, Zhang SG, Liu JL (2012) Timber evaluation on physical and mechanical properties of species and hybrids of Larix. Sci Silvae Sin 48(12):153–159 (In Chinese)

    Google Scholar 

  • Tomczak A (2013) Selected technical parameters of juvenile wood in Scots pine (Pinus sylvestris L.)—variation between social classes of tree position in the dominant stand. Acta Sci Pol Silvarum Colendarum Ratioet Indust Lignaria 12(4):43–53

    Google Scholar 

  • Urbanová M, Šnajdr J, Baldrian P (2015) Composition of fungal and bacterial communities in forest litter and soil is largely determined by dominant trees. Soil Biol Biochem 84:53–64

    Article  Google Scholar 

  • Vallet P, Perot T (2018) Coupling transversal and longitudinal models to better predict Quercus petraea and Pinus sylvestris stand growth under climate change. Agr Forest Meteorol 263:258–266

    Article  Google Scholar 

  • Vayreda J, Martinez-Vilalta J, Gracia M, Canadell JG, Retana J (2016) Anthropogenic-driven rapid shifts in tree distribution lead to increased dominance of broadleaf species. Global Change Biol 22(12):3984–3995

    Article  Google Scholar 

  • Wang CS, Zhao ZG, Zeng J, Guo JJ, Sha E, Guo WF, Zeng J, Zheng HS (2013) Relationship between planting density and tree growth process of Betula alnoides mid-young plantations in Pingxiang. Guangxi Forest Res 26(2):257–262 ((In Chinese))

    Google Scholar 

  • Wu X, Liu H, Li X, Ciais P, Babst F, Guo W, Zhang CC, Magliulo V, Pavelka M, Liu SM, Huang YM, Wang P, Shi CM, Ma YJ (2018) Differentiating drought legacy effects on vegetation growth over the temperate Northern Hemisphere. Global Change Biol 24(1):504–516

    Article  Google Scholar 

  • Wu CY, Chen YF, Hong XJ, Liu ZL, Peng CH (2020) Evaluating soil nutrients of Dacrydium pectinatum in China using machine learning techniques. Forest Ecosyst 7:1–14

    Article  Google Scholar 

  • Wu CY, Chen DS, Shen JP, Sun XM, Zhang SG (2021) Estimating the distribution and productivity characteristics of Larix kaempferi in response to climate change. J Environ Manag 280:111633

    Article  Google Scholar 

  • Wu CY, Chen DS, Sun XM, Zhang SG (2022) Contributions of competition on Larix kaempferi tree-ring growth were higher than long-term climate in China. Agr Forest Meteorol 320:108967

    Article  Google Scholar 

  • Xing F, Bao WK, Pang XY, Yan XL, Liu X (2013) Radial growth process of Picea asperata and its response to gap model thinning within the single spruce plantation at the Western Sichuan. China Chin J Appl Environ Biol 19(2):262–271 (In Chinese)

    Article  Google Scholar 

  • Yang ZY, Zhou BZ, Ge XG, Cao YH, Brunner I, Shi JX, Li MH (2021) Species-specific responses of root morphology of three co-existing tree species to nutrient patches reflect their root foraging strategies. Front Plant Sci 11:2322

    Article  Google Scholar 

  • Zhang XQ, Lei YC, Ma ZH, Kneeshaw D, Peng CY (2014a) Insect-induced tree mortality of boreal forests in eastern Canada under a changing climate. Ecol Evol 4(12):2384–2394

    Article  PubMed  PubMed Central  Google Scholar 

  • Zhang XQ, Lei YC, Pang Y, Liu XZ, Wang JZ (2014b) Tree mortality in response to climate change induced drought across Beijing. China Clim Change 124(1):179–190

    Article  Google Scholar 

  • Zhang J, Huang SM, He FL (2015) Half-century evidence from western Canada shows forest dynamics are primarily driven by competition followed by climate. P Nat A Sci 112:4009–4014

    Article  CAS  Google Scholar 

  • Zhang XL, Bai XP, Chang YX, Chen ZJ (2016) Increased sensitivity of Dahurian larch radial growth to summer temperature with the rapid warming in Northeast China. Trees 30:1799–1806

    Article  Google Scholar 

  • Zhang XQ, Cao QV, Duan AG, Zhang JG (2017) Modeling tree mortality in relation to climate, initial planting density, and competition in Chinese fir plantations using a Bayesian logistic multilevel method. Can J Forest Res 47(9):1278–1285

    Article  Google Scholar 

  • Zhang XW, Liu XH, Zhang QL, Zeng XM, Xu GB, Wu GJ, Wang WZ (2018) Species-specific tree growth and intrinsic water-use efficiency of Dahurian larch (Larix gmelinii) and Mongolian pine (Pinus sylvestris var. mongolica) growing in a boreal permafrost region of the Greater Hinggan Mountains. Northeast China Agr Forest Meteorol 248:145–155

    Article  Google Scholar 

  • Zhang SK, Isabel N, Huang JG, Ren H, Rossi S (2019a) Responses of bud-break phenology to daily-asymmetric warming: daytime warming intensifies the advancement of bud break. Inter J Biometeorol 63(12):1631–1640

    Article  Google Scholar 

  • Zhang YP, Xu JL, Su W, Zhao XP, Xu XL (2019b) Spring precipitation effects on formation of first row of earlywood vessels in Quercus variabilis at Qinling mountain (China). Trees 33(2):457–468

    Article  CAS  Google Scholar 

  • Zhang XQ, Wang HC, Chhin S, Zhang JG (2020a) Effects of competition, age and climate on tree slenderness of Chinese fir plantations in southern China. Forest Ecol Manag 458:117815

    Article  Google Scholar 

  • Zhang XQ, Wang Z, Chhin S, Wang HC, Duan AG, Zhang JG (2020b) Relative contributions of competition, stand structure, age, and climate factors to tree mortality of Chinese fir plantations: long-term spacing trials in southern China. Forest Ecol Manag 465:118103

    Article  Google Scholar 

  • Zhou P, Huang JG, Liang H, Rossi S, Bergeron Y, Shishov VV, Jiang SW, Kang J, Zhu HX, Dong ZC (2021) Radial growth of Larix sibirica was more sensitive to climate at low than high altitudes in the Altai Mountains. China Agr Forest Meteorol 304:108392

    Article  Google Scholar 

  • Zhu LJ, Cooper DJ, Yang JW, Zhang X, Wang XC (2018) Rapid warming induces the contrasting growth of Yezo spruce (Picea jezoensis var. microsperma) at two elevation gradient sites of northeast China. Dendrochronologia 50:52–63

    Article  Google Scholar 

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Acknowledgements

We thank the researchers who made their data available for this study. We are grateful to the editor and anonymous reviewers for their valuable comments.

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C.W. conceived the study and wrote the manuscript. D.C., X.S. and S.Z. revised and commented the manuscript.

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Correspondence to Dongsheng Chen, Xiaomei Sun or Shougong Zhang.

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This research was funded by Fundamental Research Funds of CAF (CAFYBB2022ZA00103), National Natural Science Foundation of China (General Program) (31971652), National Natural Science Foundation of China (32001308), and Fundamental Research Funds of CAF (CAFYBB2022ZC001).

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Corresponding editor: Yanbo Hu.

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Wu, C., Chen, D., Sun, X. et al. Influence of altitude and tree class on climate-growth relationships in a larch plantation in subtropical China. J. For. Res. 34, 1869–1880 (2023). https://doi.org/10.1007/s11676-023-01630-5

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