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An untargeted metabolomics analysis of the components of heartwood and sapwood in 4 fast-growing Chinese fir (Cunninghamia lanceolata (Lamb.) Hook) clones

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Abstract

Wood color is a crucial factor influencing the overall quality of wood products. In this study, we investigated color differences between sapwood (SW) and heartwood (HW) in 4 Chinese fir clones of the same age, using the CIE L*a*b* system. Our results revealed distinct color variations between SW and HW within the same clone, with notable discrepancies observed among different clones. Interestingly, these variation in wood color correlated with wood density, consistent with previous research. Metabolite analysis using an untargeted metabolomics approach was conducted, employing ultra-performance liquid chromatography in conjunction with a quadrupole time-of-flight tandem mass spectrometer (UPLC/Q-TOF–MS/MS), identifying a total of 938 metabolites spanning 12 superclasses. Principal Component Analysis (PCA) and Hierarchical Cluster Analysis (HCA) revealed distinct metabolic differences between SW and HW in various Chinese fir clones, with significant variations in abundance patterns and species-specific differences observed in the HW group. Further analysis, through Orthogonal Partial Least Squares-Discriminant Analysis (OPLS-DA), pinpointed specific metabolites responsible for these distinctions. Among these metabolites, flavonoids, recognized for their role in color formation, stood out prominently. Metabolomic pathway enrichment analysis (MPEA) indicated the involvement of these differential metabolites in various pathways, including flavonoid biosynthesis. The study underscores the intricate relationship between metabolites and wood color variation in Chinese fir clones, accentuating potential applications in enhancing wood quality and decay to resistance.

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The data are available from the corresponding author on reasonable request.

References

  • Bi Z, Yang F, Lei Y, Morrell JJ, Li Y (2019) Identification of antifungal compounds in konjac flying powder and assessment against wood decay fungi. Ind Crop Prod 140:111650

    Article  CAS  Google Scholar 

  • Cao S, Zhang Z, Sun Y, Li Y, Zheng H (2020) Profiling of widely targeted metabolomics for the identification of secondary metabolites in heartwood and sapwood of the Red-heart Chinese fir (Cunninghamia Lanceolata). Forests 11:897

    Article  Google Scholar 

  • Cao S, Hu R, Wu X, Sun Y, Wu B, Duan H, Lin H, Wu M, Fang L, Yu X, Wu W, Li Y (2021) Two chemical mutagens modulate the seed germination, growth, and phenotypic characteristics of Chinese fir (Cunninghamia lanceolata). J for Res 32:2077–2085

    Article  CAS  Google Scholar 

  • Celedon JM, Bohlmann J (2018) An extended model of heartwood secondary metabolism informed by functional genomic. Tree Physiol 38:311–319

    Article  CAS  PubMed  Google Scholar 

  • Chen W, Chen R, Zhang Y, Li J, Tigabu M, Ma X, Li M (2020) Cloning, characterization and expression analysis of the phosphate starvation response gene, ClPHR1, from Chinese fir. Forests 11(1):104

    Article  Google Scholar 

  • Duan H, Cao S, Zheng H, Hu D, Lin J, Cui B, Lin B, Hu R, Wu B, Sun Y, Li Y (2017) Genetic characterization of Chinese fir from six provinces in southern China and construction of a core collection. Sci Rep 7:13814

    Article  PubMed  PubMed Central  Google Scholar 

  • Fragallah SADA, Wang P, Li N, Chen Y, Lin S (2018) Metabolomic analysis of pollen grains with different germination abilities from two clones of Chinese fir (Cunninghamia lanceolata (Lamb) Hook). Molecules 23:3162

    Article  PubMed  PubMed Central  Google Scholar 

  • Gašparík M, Gaff M, Kačík F, Sikora A (2019) Color and chemical changes in teak (Tectona grandis L. f.) and meranti (Shorea spp.) wood after thermal treatment. BioRes 14:2667–2683

    Article  Google Scholar 

  • Gierlinger N, Jacques D, Grabner M, Wimmer R, Schwanninger M, Rozenberg P, Pâques LE (2004) Colour of larch heartwood and relationships to extractives and brown-rot decay resistance. Trees 18:102–108

    Article  Google Scholar 

  • Hao Y, Xu Y, Zhang J, Hu X, Huang J, Chang C, Guo Y (2019) Relationship between forest resources and economic growth: empirical evidence from China. J Clean Prod 214:848–859

    Article  Google Scholar 

  • Kang X (2017) Cognition and suggestions on some issues related to clonal forestry: taking poplar as an example. J Beijing for Univ 39:1–7

    Google Scholar 

  • Kang D, Wang X, Li S, Li J (2017) Comparing the plant diversity between artificial forest and nature growth forest in a giant panda habitat. Sci Rep 7:3561

    Article  PubMed  PubMed Central  Google Scholar 

  • Kang H, Wen X, Deng X, Chen L, Xiao F (2021) Heartwood and sapwood variation and development in Chenshan red-heart Chinese fir (Cunninghamia lanceolata (Lamb.) Hook). For Prod J 71:288–308

    Google Scholar 

  • Ke S, Qiao D, Zhang X, Feng Q (2019) Changes of China’s forestry and forest products industry over the past 40 years and challenges lying ahead. For Policy Econ 106:101949

    Article  Google Scholar 

  • Li Y, Zhu X, Liu Z (2010) Development status of Chenshan red-heart Chinese fir and its countermeasures. Jiangxi for Sci Technol 1:20–22

    CAS  Google Scholar 

  • Li R, Yang Q, Zhang W, Zheng W, Wang S (2018) Response of nonstructural carbohydrates to thinning and understory removal in a Chinese fir [Cunninghamia lanceolata (Lamb.) Hook] plantation. Trees 32:801–808

    Article  CAS  Google Scholar 

  • Li Y, Deng X, Zhang Y, Huang Y, Xiang W, Xiao F, Wei X (2019) Chemical characteristics of heartwood and sapwood of red-heart Chinese fir (Cunninghamia lanceolata ). For Prod J 69:103–109

    CAS  Google Scholar 

  • Ma R, Liu H, Fu Y, Li Y, Wei P, Liu Z (2021) Variation of chemical components in sapwood, transition zone, and heartwood of Dalbergia odorifera and its relationship with heartwood formation. Forests 12:577

    Article  Google Scholar 

  • Panche AN, Diwan AD, Chandra SR (2016) Flavonoids: an overview. J Nutr Sci 5:e47

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Shao F, Zhang L, Guo J, Liu X, Qiu D (2019) A comparative metabolomics analysis of the components of heartwood and sapwood in Taxus Chinensis (Pilger) Rehd. Sci Rep 9:17647

    Article  PubMed  PubMed Central  Google Scholar 

  • Shen H, Wu Y, Yan R, Guan Y, Liu S, Gao H (2020) Comparative study on wood properties of four clones of fast-growing Cunninghamia lanceolata. J Anhui Agric Univ 47:9

    Google Scholar 

  • Treutter D (2006) Significance of flavonoids in plant resistance: a review. Environ Chem Lett 4:147–157

    Article  CAS  Google Scholar 

  • Wan J, Wang C, Yu F (2019) Large-scale environmental niche variation between clonal and non-clonal plant species: roles of clonal growth organs and ecoregions. Sci Total Environ 652:1071–1076

    Article  PubMed  Google Scholar 

  • Wang A, Li R, Ren L, Gao X, Zhang Y, Ma Z, Ma D, Luo Y (2018) A comparative metabolomics study of flavonoids in sweet potato with different flesh colors (Ipomoea batatas (L.) Lam. Food Chem 260:124–134

    Article  PubMed  Google Scholar 

  • Wei Y, Wang M, Zhang P, Chen Y, Gao Y, Fan Y (2017) The role of phenolic extractives in color changes of locust wood (Robinia pseudoacacia) during heat treatment. BioRes 12:7041–7055

    Article  CAS  Google Scholar 

  • Wei L, Ma R, Fu Y (2022) Differences in chemical constituents between Dalbergia oliveri heartwood and sapwood and their effect on wood color. Molecules 27:7978

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Xu J, Li Q, Wu W, Rashid MHU, Ma X, Wu P (2019) Effects of vertical phosphorus competition on root growth and biomass distribution of Chinese fir seedlings. Acta Ecol Sin 39:2071–2081

    Google Scholar 

  • Yan P (2013) Comparative experiment on afforestation of Cunninghamia koraiensis and Chinese fir. Sci Technol Inf 13:465–466

    Google Scholar 

  • Yang G, Liang K, Zhou Z, Wang X, Huang G (2020) UPLC-ESI-MS/MS-Based widely targeted metabolomics analysis of wood metabolites in Teak (Tectona grandis). Molecules 25:2189

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yang X, Yu X, Liu Y, Shi Z, Li L, Xie S, Zhu G, Zhao P (2021) Comparative metabolomics analysis reveals the color variation between heartwood and sapwood of Chinese fir (Cunninghamia lanceolata (Lamb.) Hook). Ind Crop Prod 169:113656

    Article  CAS  Google Scholar 

  • Yu X, He M, Liu Y, Li L, Zhang J, Zhao P (2021) GC-MS analysis of volatile components from the heartwoods of 4 Cunninghamia lanceolata clones. J Southwest for Univ (nat Sci Ed) 41:110–117

    Google Scholar 

  • Zheng B, Zhao Q, Wu H, Wang S, Zou M (2021) A comparative metabolomics analysis of guava (Psidium guajava L.) fruit with different colors. ACS Food Sci Technol 1:96–106

    Article  CAS  Google Scholar 

Download references

Acknowledgements

The authors acknowledge the National Key Research & Development Program of China (No. 2017YFD0600205), Young and Middle-aged Academic and Technological Leaders of Yunnan Province (No. 202205AC160049), Scientific Research Fund Project of Yunnan Education Department (No. 2019J0193), and Xingdian talent support program of Yunnan Province (Junming Xu) for financial support.

Funding

National Key Research & Development Program of China, 2017YFD0600205, Ping Zhao; Young and Middle-aged Academic and Technological Leaders of Yunnan Province, 202205AC160049, Xiao-Qin Yang; Postdoctoral Research Station in Forestry of Southwest Forestry University, ynbh2021058, Xiao-Qin Yang; Scientific Research Fund Project of Yunnan Education Department, 2019J0193, Ping Zhao; Xingdian Talent Support Program of Yunnan Province.

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The manuscript was written with the contributions of all authors. All authors have given approval for the final version of the manuscript.

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Correspondence to Xiaoqin Yang or Ping Zhao.

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We declare that we have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper, there is no part of this paper has published or submitted elsewhere, and no conflict of interest exits in the submission of this manuscript.

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Communicated by Mónica Meijón.

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Supplementary file1 (XLSX 648 KB)

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Associated content

A list of the total 827 identified metabolites with the untargeted metabolomics approach (Table S4) (XLS).

A list of candidate differential metabolites obtained from the comparison groups of SW (Table S5), include Candidate differential metabolites obtained from the comparison groups of CF-3-SW and CF-8-SW (Table S5A), CF-3-SW and CF-13-SW (Table S5B), CF-3-SW and CF-24-SW (Table S5C) (XLS).

A list of candidate differential metabolites obtained from the comparison groups of HW (Table S6), includes Candidate differential metabolites obtained from the comparison group of CF-3-HW and CF-8-HW (Table S6A), CF-3-HW and CF-13-HW (Table S6B), CF-3-HW and CF-24-HW (Table S6C) (XLS).

Sample preparation, UPLC/Q-TOF–MS/MS analysis, detailed information for 4 Chinese fir clones (Table S1), classification of 4 Chinese fir clones wood samples (Table S2), statistics of identified metabolites (Table S3), differential metabolite analysis between the comparison groups of CF-3-SW and CF-3-HW using OPLS-DA (Figure S1), differential metabolite analysis between the comparison groups of CF-8-SW and CF-8-HW using OPLS-DA (Figure S2), differential metabolite analysis between the comparison groups of CF-13-SW and CF-13-HW using OPLS-DA (Figure S3), differential metabolite analysis between the comparison groups of CF-24-SW and CF-24-HW using OPLS-DA (Figure S4), differential metabolite analysis among the comparison group of CF-3-SW, CF-8-SW, CF-13-SW, and CF-24-SW using OPLS-DA (Figure S5), differential metabolite analysis among the comparison group of CF-3-HW, CF-8-HW, CF-13-HW, and CF-24-HW using OPLS-DA (Figure S6) (PDF).

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Yang, X., Li, L., Yu, X. et al. An untargeted metabolomics analysis of the components of heartwood and sapwood in 4 fast-growing Chinese fir (Cunninghamia lanceolata (Lamb.) Hook) clones. Trees 38, 339–356 (2024). https://doi.org/10.1007/s00468-023-02486-2

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