Genetic and genomic improvement of Quercusalba productivity and resilience: a synthesis of breeding systems in white oaks (Quercus sect. Quercus)

Rajesh P. Dahal , Chen Ding , Sandeep K C , Hammad U. Din , Laura E. DeWald , Austin M. Thomas , Yuhui Weng , C. Dana Nelson , Hao Chen

Journal of Forestry Research ›› 2026, Vol. 37 ›› Issue (1) : 185

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Journal of Forestry Research ›› 2026, Vol. 37 ›› Issue (1) :185 DOI: 10.1007/s11676-026-02117-9
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Genetic and genomic improvement of Quercusalba productivity and resilience: a synthesis of breeding systems in white oaks (Quercus sect. Quercus)
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Abstract

American white oak (Quercus alba L.) is a keystone hardwood species with substantial ecological, economic, and cultural value across eastern North American forests. However, its long generation time, delayed reproductive maturity, recalcitrant acorns, regeneration limitations, and complex genotype-by-environment interactions have slowed genetic improvement and climate-resilient deployment. This review synthesizes current knowledge on Q.alba genetics, genomics, quantitative breeding, and conservation, integrating direct evidence from Q. alba with comparative insights from other white oaks (Quercus sect. Quercus) and broader tree improvement systems. Available evidence indicates that white oaks maintain substantial standing genetic variation and geographically structured adaptive diversity, while growth, phenology, and related traits often show moderate genetic control. Nevertheless, polygenic trait architectures, environmental heterogeneity, rapid linkage disequilibrium decay, and limited species-specific validation constrain the direct operational use of genomic signals for selection and seed deployment. We propose an implementation-focused framework that combines range-wide germplasm sampling, multi-environment provenance and progeny trials, spatially adjusted mixed models, genomic prediction, genotype-environment association analyses, and climate-informed seed transfer strategies. Emerging resources, including haplotype-resolved genomes, structural-variant analysis, pangenomics, metabolomics, microbiome-informed phenotyping, and genome editing, may further support white oak improvement but require rigorous validation in Q.alba populations and field trials. We argue that genomic and biotechnological tools should complement, rather than replace, conventional quantitative breeding and long-term field evaluation. A coordinated breeding and restoration strategy that balances genetic gain, adaptive diversity, and climate resilience will be essential for sustaining the productivity, ecological function, and long-term persistence of Q.alba forests under future environmental change.

Keywords

Genomics / Productivity / Quantitative genetics / Resilience / White oak

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Rajesh P. Dahal, Chen Ding, Sandeep K C, Hammad U. Din, Laura E. DeWald, Austin M. Thomas, Yuhui Weng, C. Dana Nelson, Hao Chen. Genetic and genomic improvement of Quercusalba productivity and resilience: a synthesis of breeding systems in white oaks (Quercus sect. Quercus). Journal of Forestry Research, 2026, 37 (1) : 185 DOI:10.1007/s11676-026-02117-9

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References

[1]

Abbott A, Staton M, Lhotka J, DeWald L, Zhebentyayeva T, Kapoor B, Thomas A, Larson D, Hadziabdic D, DeBolt S, Nelson C, Carlson J. Will “tall oaks from little acorns grow”? White oak (Quercus alba) biology in the anthropocene. Forests, 2024, 15(2269

[2]

Abrams MD. Fire and the development of oak forests. Bioscience, 1992, 42(5): 346-353

[3]

Abrams MD. Where has all the white oak gone?. Bioscience, 2003, 53(10): 927

[4]

Adams JP, Rousseau RJ, Adams JC. Genetic performance and maximizing genetic gain through direct and indirect selection in cherrybark oak. Silvae Genet, 2007, 56(1–6): 80-87

[5]

Addison SL, Rúa MA, Smaill SJ, Singh BK, Wakelin SA. Partner or perish: tree microbiomes and climate change. Trends Plant Sci, 2024, 29: 1029-1040

[6]

Ahrens CW, Byrne M, Rymer PD. Standing genomic variation within coding and regulatory regions contributes to the adaptive capacity to climate in a foundation tree species. Mol Ecol, 2019, 28: 2502-2516

[7]

Ai W, Liu Y, Mei M, Zhang X, Tan E, Liu H, Han X, Zhan H, Lu X. A chromosome-scale genome assembly of the Mongolian oak (Quercus mongolica). Mol Ecol Resour, 2022, 22: 2396-2410

[8]

Aitken SN, Whitlock MC. Assisted gene flow to facilitate local adaptation to climate change. Annu Rev Ecol Evol Syst, 2013, 44: 367-388

[9]

Aitken SN, Yeaman S, Holliday JA, Wang TL, Curtis-McLane S. Adaptation, migration or extirpation: climate change outcomes for tree populations. Evol Appl, 2008, 1(1): 95-111

[10]

Alalouni U, Schädler M, Brandl R. Natural enemies and environmental factors affecting the population dynamics of the gypsy moth. J Appl Entomol, 2013, 137(10): 721-738

[11]

Alberto FJ, Derory J, Boury C, Frigerio JM, Zimmermann NE, Kremer A. Imprints of natural selection along environmental gradients in phenology-related genes of Quercus petraea. Genetics, 2013, 195(2): 495-512

[12]

Albright MBN, Louca S, Winkler DE, Feeser KL, Haig SJ, Whiteson KL, Emerson JB, Dunbar JM. Solutions in microbiome engineering: prioritizing barriers to organism establishment. ISME J, 2022, 16: 331-338

[13]

Aldrich PR, Parker GR, Michler CH, Romero-Severson J. Whole-tree silvic identifications and the microsatellite genetic structure of a red oak species complex in an Indiana old-growth forest. Can J for Res, 2003, 33(11): 2228-2237

[14]

Almeida T, Pinto G, Correia B, Gonçalves S, Meijón M, Escandón M. In-depth analysis of the Quercus suber metabolome under drought stress and recovery reveals potential key metabolic players. Plant Sci, 2020, 299: 110606

[15]

Anderson MK (2007) Indigenous uses, management, and restoration of oaks of the far western United States. Technical Note. United States Department of Agriculture, Natural Resources Conservation Service, Washington, DC, USA

[16]

Asaro C, Chamberlin LA. Outbreak history (1953–2014) of spring defoliators impacting oak-dominated forests in Virginia, with emphasis on Gypsy moth (Lymantria dispar L.) and fall cankerworm (Alsophila pometaria L.). Am Entomol, 2015, 61(3): 174-185

[17]

Backs JR, Terry M, Klein M, Ashley MV. Genetic analysis of a rare isolated species: a tough little West Texas oak Quercus hinckleyi C.H. Mull. J Torrey Bot Soc, 2015, 142(4): 302-313

[18]

Backs JR, Hoban S, Ashley MV. Genetic diversity assessment of ex situ collections of endangered Quercus hinckleyi. Int J Plant Sci, 2021, 182(3): 220-228

[19]

Baldrian P, López-Mondéjar R, Kohout P. Forest microbiome and global change. Nat Rev Microbiol, 2023, 21: 487-501

[20]

Bartholomé J, Brachi B, Marçais B, Mougou-Hamdane A, Bodénès C, Plomion C, Robin C, Desprez-Loustau ML. The genetics of exapted resistance to two exotic pathogens in pedunculate oak. New Phytol, 2020, 226(4): 1088-1103

[21]

Ben Ali N, Benkaddour R, Rahmouni S, Boussaoudi I, Hamdoun O, Hassoun M, Azaroual L, Badoc A, Martin P, Lamarti A. Secondary somatic embryogenesis in cork oak: influence of plant growth regulators. For Sci Technol, 2023, 19(1): 78-88

[22]

Ben Hassine Ben Ali M, Nelsen DJ, Garrett Kluthe B, Collins T, Stephenson SL. Diversity of ectomycorrhizal fungi associated with Quercus alba in northwest Arkansas. Curr Res Environ Appl Mycol, 2018, 8: 418-424

[23]

Ben-Laouane R, Boutasknit A, Ait-El-Mokhtar M, Baslam M. Engineering resilience in woody plants: multi-omics, genome editing, and microbiome strategies to boost abiotic stress tolerance. Front Sustain Food Syst, 2026, 9: 1670566

[24]

Bian LM, Zhang HC, Ge YF, Čepl J, Stejskal J, EL-Kassaby YA. Closing the gap between phenotyping and genotyping: review of advanced, image-based phenotyping technologies in forestry. Ann for Sci, 2022, 79(1): 22

[25]

Bibinger S, Nosenko T, Sivaprakasam Padmanaban PB, Schulz S, Schroeder H, Kersten B, Zimmer I, Buegger F, Schloter M, Schnitzler JP. Provenance legacies override species effects in shaping oak rhizosphere microbiomes and metabolomes. New Phytol, 2026, 251: 488-504

[26]

Black WC, Baer CF, Antolin MF, DuTeau NM. Population genomics: genome-wide sampling of insect populations. Annu Rev Entomol, 2001, 46: 441-469

[27]

Bogdan S, Katičić-Trupčević I, Kajba D. Genetic variation in growth traits in a Quercus robur L. open-pollinated progeny test of the Slavonian provenance. Silvae Genet, 2004, 53(1–6): 198-201

[28]

Borrell JS, Zohren J, Nichols RA, Buggs RJA. Genomic assessment of local adaptation in dwarf birch to inform assisted gene flow. Evol Appl, 2019, 13: 161-175

[29]

Bratu I, Dinca L, Constandache C, Murariu G. Resilience and decline: the impact of climatic variability on temperate oak forests. Climate, 2025, 13(6): 119

[30]

Brendel O, Le Thiec D, Scotti-Saintagne C, Bodénès C, Kremer A, Guehl JM. Quantitative trait loci controlling water use efficiency and related traits in Quercus robur L.. Tree Genet Genomes, 2008, 4(2): 263-278

[31]

Browne L, MacDonald B, Fitz-Gibbon S, Wright JW, Sork VL. Genome-wide variation in DNA methylation predicts variation in leaf traits in an ecosystem-foundational oak species. Forests, 2021, 12: 569

[32]

Bruegmann T, Deecke K, Fladung M. Evaluating the efficiency of gRNAs in CRISPR/Cas9-mediated genome editing in poplars. Int J Mol Sci, 2019, 20(15): 3623

[33]

Buchanan WD. Biology of the oak timberworm, Arrhenodes minutus. J Econ Entomol, 1960, 53(4): 510-513

[34]

Burger K, Müller M, Rogge M, Gailing O. Genetic differentiation of indigenous (Quercus robur L.) and late flushing oak stands (Q. robur L. subsp. slavonica (Gáyer) Mátyás) in western Germany (North Rhine-Westphalia). Eur J for Res, 2021, 140(5): 1179-1194

[35]

Burlacu E, Nisca A, Tanase C. A comprehensive review of phytochemistry and biological activities of Quercus species. Forests (Basel), 2020, 11(9): 904

[36]

Burns RM, Honkala BH (technical coordinators) (1990) Silvics of North America: Volume 2. Hardwoods. Agriculture Handbook 654. U.S. Department of Agriculture, Forest Service, Washington, DC, USA.

[37]

Busby PE, Newcombe G, Neat AS, Averill C. Facilitating reforestation through the plant microbiome: perspectives from the phyllosphere. Annu Rev Phytopathol, 2022, 60: 337-356

[38]

Caignard T, Delzon S, Bodénès C, Dencausse B, Kremer A. Heritability and genetic architecture of reproduction-related traits in a temperate oak species. Tree Genet Genomes, 2018, 15(1): 1

[39]

Cambon MC, Xu X, Kovács ÁT, Gomes SIF, McDonald JE. Synthetic microbial communities for studying and engineering the tree microbiome: challenges and opportunities. Curr Opin Microbiol, 2025, 87: 102636

[40]

Cano V, Martínez MT, San José MC, Couselo JL, Varas E, Bouza-Morcillo L, Toribio M, Corredoira E. Regeneration of transgenic plants by Agrobacterium-mediated transformation of Quercus ilex L. somatic embryos with the gene CsTL1. New for, 2020, 51: 1003-1021

[41]

Cao HX, Vu GTH, Gailing O. From genome sequencing to CRISPR-based genome editing for climate-resilient forest trees. Int J Mol Sci, 2022, 23(2): 966

[42]

Cao HX, Michels D, Vu GTH, Gailing O. Applications of CRISPR technologies in forestry and molecular wood biotechnology. Int J Mol Sci, 2024, 25(21): 11792

[43]

Cappa EP, Muñoz F, Sanchez L, Cantet RJC. A novel individual-tree mixed model to account for competition and environmental heterogeneity: a Bayesian approach. Tree Genet Genomes, 2015, 11(6): 120

[44]

Cardi T, Murovec J, Bakhsh A, Boniecka J, Bruegmann T, Bull SE, Eeckhaut T, Fladung M, Galovic V, Linkiewicz A, Lukan T, Mafra I, Michalski K, Kavas M, Nicolia A, Nowakowska J, Sági L, Sarmiento C, Yıldırım K, Zlatković M, Hensel G, Van Laere K. CRISPR/Cas-mediated plant genome editing: outstanding challenges a decade after implementation. Trends Plant Sci, 2023, 28(10): 1144-1165

[45]

Carneros E, Díaz-Luzza EM, Pérez-Pérez Y, Solís MT, Testillano PS. DNA demethylation by transitory 5-azacytidine treatment improves somatic embryogenesis yield for regeneration and breeding of cork oak. Physiol Plant, 2024, 176: e14143

[46]

Carroll MR, Wooster MT, Kearby WH, Allen DC. Biological observations on three oak leaf tiers: Psilocorsis quercicella, P. reflexella, and P. cryptolechiella in Massachusetts and Missouri. Ann Entomol Soc Am, 1979, 72(3): 441-447

[47]

Cavender-Bares J. Diversification, adaptation, and community assembly of the American oaks (Quercus), a model clade for integrating ecology and evolution. New Phytol, 2019, 221(2): 669-692

[48]

Cavender-Bares JM, Nelson E, Meireles JE, Lasky JR, Miteva DA, Nowak DJ, Pearse WD, Helmus MR, Zanne AE, Fagan WF, Mihiar C, Muller NZ, Kraft NJB, Polasky S. The hidden value of trees: quantifying the ecosystem services of tree lineages and their major threats across the contiguous US. PLoS Sustain Transform, 2022, 1(4): e0000010

[49]

Chakrabarty S, Külheim C. Trends in tree improvement methods: from classical breeding to genomic technologies. Tree Genet Genomes, 2025, 21(3): 12

[50]

Chatonnet P, Dubourdieu D. Comparative study of the characteristics of American white oak (Quercus alba) and European oak (Quercus petraea and Q. robur) for production of barrels used in barrel aging of wines. Am J Enol Vitic, 1998, 49(1): 79-85

[51]

Chen ZQ, Helmersson A, Westin J, Karlsson B, Wu HX. Efficiency of using spatial analysis for Norway spruce progeny tests in Sweden. Ann for Sci, 2018, 75(1): 2

[52]

Chen Y, Tong S, Jiang Y, Ai F, Feng Y, Zhang J, Gong J, Qin J, Zhang Y, Zhu Y, Liu J, Ma T. Transcriptional landscape of highly lignified poplar stems at single-cell resolution. Genome Biol, 2021, 22: 319

[53]

Chen CX, Rodriguez-Bonilla L, Beckman TG. Assessment of Prunus rootstock accessions using chloroplast and nuclear microsatellites. J Am Soc Hortic Sci, 2022, 147(2): 95-103

[54]

Chen ZQ, Klingberg A, Hallingbäck HR, Wu HX. Preselection of QTL markers enhances accuracy of genomic selection in Norway spruce. BMC Genom, 2023, 24(1): 147

[55]

Chhetri HB, Furches A, Macaya-Sanz D, Walker AR, Kainer D, Jones P, Harman-Ware AE, Tschaplinski TJ, Jacobson D, Tuskan GA, DiFazio SP. Genome-wide association study of wood anatomical and morphological traits in Populus trichocarpa. Front Plant Sci, 2020, 11: 545748

[56]

Cobb RC, Haas SE, Kruskamp N, Dillon WW, Swiecki TJ, Rizzo DM, Frankel SJ, Meentemeyer RK. The magnitude of regional-scale tree mortality caused by the invasive pathogen Phytophthora ramorum. Earths Future, 2020, 8(7): e2020EF001500

[57]

Coffelt MA, Schultz PB, Wolf DD. Impact of late-season orangestriped oakworm (Lepidoptera: Satumiidae) defoliation on oak growth and vigor. Environ Entomol, 1993, 22(6): 1318-1324

[58]

Coggeshall MV. Oak propagation techniques. J Int Oak Soc, 1995, 6: 61-68

[59]

Coleman TW, Lopez V, Rugman-Jones P, Stouthamer R, Seybold SJ, Reardon R, Hoddle MS. Can the destruction of California’s oak woodlands be prevented? Potential for biological control of the goldspotted oak borer, Agrilus auroguttatus. Biocontrol, 2012, 57(2): 211-225

[60]

Conde D, Triozzi PM, Pereira WJ, Schmidt HW, Balmant KM, Knaack SA, Redondo-López A, Roy S, Dervinis C, Kirst M. Single-nuclei transcriptome analysis of the shoot apex vascular system differentiation in Populus. Development, 2022, 149: dev200632

[61]

Conrad AO, Crocker EV, Li XS, Thomas WR, Ochuodho TO, Holmes TP, Nelson CD. Threats to oaks in the eastern United States: perceptions and expectations of experts. J for, 2020, 118(1): 14-27

[62]

Copeland C, Schulze-Lefert P, Ma KW. Potential and challenges for application of microbiomes in agriculture. Plant Cell, 2025

[63]

Corredoira E, San-José MC, Vieitez AM. Induction of somatic embryogenesis from different explants of shoot cultures derived from young Quercus alba trees. Trees, 2012, 26: 881-891

[64]

Corredoira E, Merkle SA, Martínez MT, Toribio M, Canhoto JM, Correia SI, Ballester A, Vieitez AM. Non-zygotic embryogenesis in hardwood species. Crit Rev Plant Sci, 2019, 38(1): 29-97

[65]

Correia B, Valledor L, Meijón M, Rodriguez JL, Dias MC, Santos C, et al.. Is the interplay between epigenetic markers related to the acclimation of cork oak plants to high temperatures?. PLoS ONE, 2013, 8: e53543

[66]

Costa e Silva J, Dutkowski GW, Gilmour AR. Analysis of early tree height in forest genetic trials is enhanced by including a spatially correlated residual. Can J for Res, 2001, 31(11): 1887-1893

[67]

Cregger MA, Veach AM, Yang ZK, Crouch MJ, Vilgalys R, Tuskan GA, Schadt CW. The Populus holobiont: dissecting the effects of plant niches and genotype on the microbiome. Microbiome, 2018, 6: 31

[68]

Crossa J, Pérez-Rodríguez P, Cuevas J, Montesinos-López O, Jarquín D, de los Campos G, Burgueño J, González-Camacho JM, Pérez-Elizalde S, Beyene Y, Dreisigacker S, Singh R, Zhang XC, Gowda M, Roorkiwal M, Rutkoski J, Varshney RK. Genomic selection in plant breeding: methods, models, and perspectives. Trends Plant Sci, 2017, 22(11): 961-975

[69]

Daetwyler HD, Villanueva B, Bijma P, Woolliams JA. Inbreeding in genome-wide selection. J Anim Breed Genet, 2007, 124(6): 369-376

[70]

Daetwyler HD, Hayden MJ, Spangenberg GC, Hayes BJ. Selection on optimal haploid value increases genetic gain and preserves more genetic diversity relative to genomic selection. Genetics, 2015, 200(4): 1341-1348

[71]

Darr MN, Coyle DR. Fall cankerworm (Lepidoptera: Geometridae), a native defoliator of broadleaved trees and shrubs in North America. J Integr Pest Manag, 2021, 12(1): 23

[72]

Dauphin B, Rellstab C, Schmidstab CM, Zoller S, Karger DN, Brodbeck S, Guillaume F, Gugerli F. Genomic vulnerability to rapid climate warming in a tree species with a long generation time. Glob Change Biol, 2021, 27: 1181-1195

[73]

Degen B, Yanbaev YA, Ianbaev RY, Bakhtina SY, Gabitova AA, Tagirova AA. Genetic diversity and differentiation of northern populations of pedunculate oak based on analysis of new SNP markers. Russ J Genet, 2021, 57(3): 374-378

[74]

Della Coletta R, Qiu Y, Ou S, Hufford MB, Hirsch CN. How the pan-genome is changing crop genomics and improvement. Genome Biol, 2021, 22: 3

[75]

DeWald LE, Coggeshall MV, Nelson CD. Role of tree seedling nurseries in the White Oak Genetics and Tree Improvement Project. Tree Planters’ Notes, 2022, 65(2): 1-12

[76]

Dey DC. Sustaining oak forests in eastern North America: regeneration and recruitment, the pillars of sustainability. For Sci, 2014, 60(5): 926-942

[77]

Di Pietro R, Conte AL, Di Marzio P, Fortini P, Farris E, Gianguzzi L, Müller M, Rosati L, Spampinato G, Gailing O. Does the genetic diversity among pubescent white oaks in southern Italy, Sicily and Sardinia islands support the current taxonomic classification?. Eur J for Res, 2021, 140(2): 355-371

[78]

Ding C, Weng YH, Byram TD, Bartlett BD, Raley EM. Post hoc experimental designs improve genetic trial analyses: a case study of cherrybark oak (Quercus pagoda Raf.) genetic evaluation in the western Gulf region, USA. PLoS ONE, 2023, 18(5): e0285150

[79]

Dodd RS, Kashani N. Molecular differentiation and diversity among the California red oaks (Fagaceae; Quercus section Lobatae). Theor Appl Genet, 2003, 107(5): 884-892

[80]

Du Q, Lu W, Quan M, Xiao L, Song F, Li P, Zhou D, Xie J, Wang L, Zhang D. Genome-wide association studies to improve wood properties: challenges and prospects. Front Plant Sci, 2018, 9: 1912

[81]

Dungey HS, Dash JP, Pont D, Clinton PW, Watt MS, Telfer EJ. Phenotyping whole forests will help to track genetic performance. Trends Plant Sci, 2018, 23(10): 854-864

[82]

Dutech C, Sork VL, Irwin AJ, Smouse PE, Davis FW. Gene flow and fine-scale genetic structure in a wind-pollinated tree species, Quercus lobata (fagaceaee). Am J Bot, 2005, 92(2): 252-261

[83]

Dutkowski G, Ivković M, Gapare WJ, McRae TA. Defining breeding and deployment regions for Radiata pine in southern Australia. New for, 2016, 47(6): 783-799

[84]

Eichten SR, Schmitz RJ, Springer NM. Epigenetics: beyond chromatin modifications and complex genetic regulation. Plant Physiol, 2014, 165: 933-947

[85]

Falconer DS, Mackay FC. Introduction to quantitative genetics, 1996Pearson Education India

[86]

Fan ZF, Fan XL, Crosby MK, Moser WK, He H, Spetich MA, Shifley SR. Spatio-temporal trends of oak decline and mortality under periodic regional drought in the Ozark Highlands of Arkansas and Missouri. Forests, 2012, 3(3): 614-631

[87]

Fang C, Luo J. Metabolic GWAS-based dissection of genetic bases underlying the diversity of plant metabolism. Plant J, 2019, 97(1): 91-100

[88]

Farmer A, Thibivilliers S, Ryu KH, Schiefelbein J, Libault M. Single-nucleus RNA and ATAC sequencing reveals the impact of chromatin accessibility on gene expression in Arabidopsis roots at the single-cell level. Mol Plant, 2021, 14: 372-383

[89]

Fei SL, Kong NN, Steiner KC, Moser WK, Steiner EB. Change in oak abundance in the eastern United States from 1980 to 2008. For Ecol Manag, 2011, 262(8): 1370-1377

[90]

Feng LJ, Yang XM, Jiao QQ, Wang CZ, Yin YL. The complete chloroplast genome of Quercus robur ‘Fastigiata’. Mitochondrial DNA B, 2020, 5(1): 129-130

[91]

Feng JJ, Dan XM, Cui YK, Gong Y, Peng MY, Sang YP, Ingvarsson PK, Wang J. Integrating evolutionary genomics of forest trees to inform future tree breeding amid rapid climate change. Plant Commun, 2024, 5(10): 101044

[92]

Ferguson S, Bar-Ness YD, Borevitz J, Jones A. A telomere-to-telomere Eucalyptus regnans genome: unveiling haplotype variance in structure and genes within one of the world’s tallest trees. BMC Genomics, 2024, 25(1): 913

[93]

Fernández-González J, Akdemir D, Isidro Y Sánchez J. A comparison of methods for training population optimization in genomic selection. Theor Appl Genet, 2023, 136(3): 30

[94]

Fierke MK, Kinney DL, Salisbury VB, Crook DJ, Stephen FM. A rapid estimation procedure for within-tree populations of red oak borer (Coleoptera: Cerambycidae). For Ecol Manag, 2005, 215(1–3): 163-168

[95]

Fierke MK, Kelley MB, Stephen FM. Site and stand variables influencing red oak borer, Enaphalodes rufulus (Coleoptera: Cerambycidae), population densities and tree mortality. For Ecol Manag, 2007, 247(1–3): 227-236

[96]

Fitzek E, Delcamp A, Guichoux E, Hahn M, Lobdell M, Hipp AL. A nuclear DNA barcode for eastern North American oaks and application to a study of hybridization in an Arboretum setting. Ecol Evol, 2018, 8(11): 5837-5851

[97]

Fitzpatrick MC, Keller SR. Ecological genomics meets community-level modelling of biodiversity: mapping the genomic landscape of current and future environmental adaptation. Ecol Lett, 2015, 18: 1-16

[98]

Forester BR, Lasky JR, Wagner HH, Urban DL. Comparing methods for detecting multilocus adaptation with multivariate genotype–environment associations. Mol Ecol, 2018, 27: 2215-2233

[99]

Fralish JS. The keystone role of oak and hickory in the central hardwood forest. Upland Oak Ecology Symposium: History, Current Conditions, and Sustainability, 2004, AR, USA, Fayetteville, 78-87

[100]

Frankel SJ, Juzwik J, Rizzo DM. Forests (oaks) in North America. Global plant health assessment, 2022, Rome, FAO, 152-158

[101]

Frolova N, Orlova A, Popova V, Bilova T, Frolov A. Gas chromatography–mass spectrometry (GC–MS) in the plant metabolomics toolbox: sample preparation and instrumental analysis. Biomolecules, 2026, 16(1): 16

[102]

Funda T, Wennström U, Almqvist C, Torimaru T, Gull BA, Wang XR. Low rates of pollen contamination in a Scots pine seed orchard in Sweden: the exception or the norm?. Scand J for Res, 2015, 30(7): 573-586

[103]

Fussi B, Šeho M, Kavaliauskas D. In situ and ex situ conservation measures. Ecological connectivity of forest ecosystems, 2025Springer Nature Switzerland, 213-240

[104]

Garrison E, Sirén J, Novak AM, Hickey G, Eizenga JM, Dawson ET, Jones W, Garg S, Markello C, Lin MF, et al.. Variation graph toolkit improves read mapping by representing genetic variation in the reference. Nat Biotechnol, 2018, 36: 875-879

[105]

George JP, Theroux-Rancourt G, Rungwattana K, Scheffknecht S, Momirovic N, Neuhauser L, Weißenbacher L, Watzinger A, Hietz P. Assessing adaptive and plastic responses in growth and functional traits in a 10-year-old common garden experiment with pedunculate oak (Quercus robur L.) suggests that directional selection can drive climatic adaptation. Evol Appl, 2020, 13(9): 2422-2438

[106]

Gezan SA, Huber DA, White TL. Post hoc blocking to improve heritability and precision of best linear unbiased genetic predictions. Can J for Res, 2006, 36(9): 2141-2147

[107]

Gill T, Gill SK, Saini DK, Chopra Y, de Koff JP, Sandhu KS. A comprehensive review of high throughput phenotyping and machine learning for plant stress phenotyping. Phenomics, 2022, 2(3): 156-183

[108]

Goddard ME, Hayes BJ. Genomic selection. J Anim Breed Genet, 2007, 124(6): 323-330

[109]

Götz J, Rajora OP, Gailing O. Genetic structure of natural northern range-margin mainland, peninsular, and island populations of northern red oak (Quercus rubra L.). Front Ecol Evol, 2022, 10: 907414

[110]

Graham NJ, Slavov G, Wakelin SA, Klápště J, Day NJ. Heritability of the Pinus radiata root microbiome. Front Plant Sci, 2026, 17: 1793374

[111]

Grattapaglia D. Status and perspectives of genomic selection in forest tree breeding. Genomic selection for crop improvement, 2017Springer International Publishing, 199-249

[112]

Grattapaglia D. Twelve years into genomic selection in forest trees: climbing the slope of enlightenment of marker assisted tree breeding. Forests, 2022, 13(10): 1554

[113]

Grattapaglia D, Resende MDV. Genomic selection in forest tree breeding. Tree Genet Genomes, 2011, 7(2): 241-255

[114]

Grattapaglia D, Silva-Junior OB, Resende RT, Cappa EP, Müller BSF, Tan BY, Isik F, Ratcliffe B, El-Kassaby YA. Quantitative genetics and genomics converge to accelerate forest tree breeding. Front Plant Sci, 2018, 9: 1693

[115]

Greenberg CH, Keyser TL, Speer JH. Temporal patterns of oak mortality in a southern Appalachian forest (1991–2006). Nat Areas J, 2011, 31(2): 131-137

[116]

Guerrero R, Margulis L, Berlanga M. Symbiogenesis: the holobiont as a unit of evolution. Int Microbiol, 2013, 16(3): 133-143

[117]

Gugger PF, Fitz-Gibbon S, Pellegrini M, Sork VL. Species-wide patterns of DNA methylation variation in Quercus lobata and their association with climate gradients. Mol Ecol, 2016, 25: 1665-1680

[118]

Guo CC, Yin TM, Wu HT, Dai XG, Chen YN, Wei SY. Genomic selection with GWAS-identified QTL markers enhances prediction accuracy for quantitative traits in poplar (Populus deltoides). Commun Biol, 2025, 8: 1242

[119]

Haavik LJ, Billings SA, Guldin JM, Stephen FM. Emergent insects, pathogens and drought shape changing patterns in oak decline in North America and Europe. For Ecol Manage, 2015, 354: 190-205

[120]

Hanberry BB, Nowacki GJ. Oaks were the historical foundation genus of the east-central United States. Quat Sci Rev, 2016, 145: 94-103

[121]

Hao Y, Zhang Z, Luo E, Yang J, Wang S. Plant metabolomics: applications and challenges in the era of multi-omics big data. aBIOTECH, 2025, 6(1): 116-132

[122]

Harfouche A, Meilan R, Altman A. Molecular and physiological responses to abiotic stress in forest trees and their relevance to tree improvement. Tree Physiol, 2014, 34(11): 1181-1198

[123]

Hartman JR, Eshenaur BC, Jarlfors UE. Bacterial leaf scorch caused by Xylella fastidiosa: a Kentucky survey; a unique pathogen; and bur oak, a new host. Isa, 1995, 21(2): 77-82

[124]

Hickey JM, Chiurugwi T, MacKay I, Powell W. Genomic prediction unifies animal and plant breeding programs to form platforms for biological discovery. Nat Genet, 2017, 49(9): 1297-1303

[125]

Hoban S, Kelley JL, Lotterhos KE, Antolin MF, Bradburd G, Lowry DB, Poss ML, Reed LK, Storfer A, Whitlock MC. Finding the genomic basis of local adaptation: pitfalls, practical solutions, and future directions. Am Nat, 2016, 188: 379-397

[126]

Hoefle D, Sommer M, Wassermann B, Faticov M, Serra D, Berg G, Tack AJM, Abdelfattah A. Oak seedling microbiome assembly under climate warming and drought. Environ Microbiome, 2024, 19: 62

[127]

Huang YN, Zhang H, Rogers S, Coggeshall M, Woeste K. White oak growth after 23 years in a three-site provenance/progeny trial on a latitudinal gradient in Indiana. For Sci, 2016, 62(1): 99-106

[128]

Huang H, Liu H, Ma W, Qin L, Chen L, Guo H, Xu H, Li J, Yang C, Hu H, Wu R, Chen D, Feng J, Zhou Y, Wang J, Wang X. High-throughput MALDI-MSI metabolite analysis of plant tissue microarrays. Plant Biotechnol J, 2023, 21: 2574-2584

[129]

Hussain U, Cambon MC, Crampton B, Subramaniam S, Kajamuhan A, Ordoñez A, Downie J, Finch J, Beckmann M, Brown N, Elison A, Brady C, Vanguelova E, Denman S, McDonald JE. Microbial communities in semi-mature oak trees are resilient to drought, nutrient limitation, and pathogen challenge. Cell Host Microbe, 2026, 34(2): 344-358.e5

[130]

Inácio V, Barros PM, Costa A, Roussado CP, Gonçalves E, Costa R, Graça J, Oliveira MM, Morais-Cecílio L. Differential DNA methylation patterns are related to phellogen origin and quality of Quercus suber cork. PLoS ONE, 2017

[131]

IPCC (2023) Intergovernmental Panel on Climate Change. Summary for policymakers. In: Core Writing Team, H. Lee & J. Romero, (Eds) 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. Cambridge University Press, Cambridge. https://doi.org/10.59327/IPCC/AR6-9789291691647

[132]

Isah T. Stress and defense responses in plant secondary metabolites production. Biol Res, 2019, 52: 39

[133]

Isik F. Genomic selection in forest tree breeding: the concept and an outlook to the future. New for, 2014, 45(3): 379-401

[134]

Isik F, Holland J, Maltecca C. Genetic data analysis for plant and animal breeding, 2017Springer International Publishing

[135]

Iwata H, Hayashi T, Tsumura Y. Prospects for genomic selection in conifer breeding: a simulation study of Cryptomeria japonica. Tree Genet Genomes, 2011, 7(4): 747-758

[136]

Jang HA, Bae EK, Kim MH, Park SJ, Choi NY, Pyo SW, Lee C, Jeong HY, Lee H, Choi YI, Ko JH. CRISPR-knockout of CSE gene improves saccharification efficiency by reducing lignin content in hybrid poplar. Int J Mol Sci, 2021, 22(18): 9750

[137]

Johnson PS, Shifley SR, Rogers R, Dey DC, Kabrick JM. The ecology and silviculture of oaks, 2019, 3rd Ed, UK CAB International

[138]

Jordan R, Hoffmann AA, Dillon SK, Prober SM. Evidence of genomic adaptation to climate in Eucalyptus microcarpa: implications for adaptive potential to projected climate change. Mol Ecol, 2017, 26: 6002-6020

[139]

Juzwik J, Appel DN, MacDonald WL, Burks S. Challenges and successes in managing oak wilt in the United States. Plant Dis, 2011, 95(8): 888-900

[140]

Kang KS, Cheon BH, Han SU, Kim CS, Choi WY. Genetic gain and diversity under different selection methods in a breeding seed orchard of Quercus serrata. Silvae Genet, 2007, 56(1–6): 277-281

[141]

Kanowski P, Mather RA, Savill PS. Short note: genetic control of oak shake; some preliminary results. Silvae Genet, 1991, 40: 166-168

[142]

Kesić L, Cseke K, Orlović S, Stojanović DB, Kostić S, Benke A, Borovics A, Stojnić S, Avramidou EV. Genetic diversity and differentiation of pedunculate oak (Quercus robur L.) populations at the southern margin of its distribution range—implications for conservation. Diversity (Basel), 2021, 13(8 371

[143]

Kim JG, Lee EH, Seo YM, Kim NY. Cyclic behavior of Lycorma delicatula (Insecta: Hemiptera: Fulgoridae) on host plants. J Insect Behav, 2011, 24(6): 423-435

[144]

Klak T, Pilkey H, May VG, Matthews D, Oakes AD, Tan EH, Newhouse AE. Speed breeding transgenic American chestnut trees toward restoration. Plant Direct, 2025, 9(12): e70129

[145]

Koch KA, Quiram GL, Venette RC. A review of oak wilt management: a summary of treatment options and their efficacy. Urban for Urban Green, 2010, 9(1): 1-8

[146]

Kremer A, Petit RJ. Gene diversity in natural populations of oak species. Ann Sci for, 1993, 50: 186s-202s

[147]

Kremer A, Ronce O, Robledo-Arnuncio JJ, Guillaume F, Bohrer G, Nathan R, Bridle JR, Gomulkiewicz R, Klein EK, Ritland K, Kuparinen A, Gerber S, Schueler S. Long-distance gene flow and adaptation of forest trees to rapid climate change. Ecol Lett, 2012, 15(4): 378-392

[148]

Kremer A, Delcamp A, Lesur I, Wagner S, Rellstab C, Guichoux E, Leroy T. Whole-genome screening for near-diagnostic genetic markers for four western European white oak species identification. Ann for Sci, 2024, 81(1): 21

[149]

Kristy B, Carrell AA, Johnston E, Cumming JR, Klingeman DM, Gwinn K, Syring KC, Skalla C, Emrich S, Cregger MA. Chronic drought differentially alters the belowground microbiome of drought-tolerant and drought-susceptible genotypes of Populus trichocarpa. Phytobiomes J, 2022, 6(4): 317-330

[150]

Labella-Ortega M, Martín C, Valledor L, Castiglione S, Castillejo , Jorrín-Novo JV, Rey MD. Unravelling DNA methylation dynamics during developmental stages in Quercus ilex subsp. ballota [Desf.] Samp. BMC Plant Biol, 2024, 24: 823

[151]

Larson DA, Staton ME, Kapoor B, Islam-Faridi N, Zhebentyayeva T, Fan SH, Stork J, Thomas A, Ahmed AS, Stanton EC, Houston A, Schlarbaum SE, Hahn MW, Carlson JE, Abbott AG, DeBolt S, Nelson CD. A haplotype-resolved reference genome of Quercus alba sheds light on the evolutionary history of oaks. New Phytol, 2025, 246(1): 331-348

[152]

Lashley MA, McCord JM, Greenberg CH, Harper CA (2009) Masting characteristics of white oak: implications for management. Proc Annu Conf SE Assoc Fish Wildl Agencies 63: 21–26. https://www.srs.fs.usda.gov/pubs/ja/2009/ja_2009_lashley_001.pdf

[153]

Lebedev VG, Lebedeva TN, Chernodubov AI, Shestibratov KA. Genomic selection for forest tree improvement: methods, achievements and perspectives. Forests, 2020, 11(11): 1190

[154]

Leroy T, Roux C, Villate L, Bodénès C, Romiguier J, Paiva JAP, Dossat C, Aury JM, Plomion C, Kremer A. Extensive recent secondary contacts between four European white oak species. New Phytol, 2017, 214(2): 865-878

[155]

Leroy T, Louvet JM, Lalanne C, Le Provost G, Labadie K, Aury JM, Delzon S, Plomion C, Kremer A. Adaptive introgression as a driver of local adaptation to climate in European white oaks. New Phytol, 2020, 226(4): 1171-1182

[156]

Lesur I, Alexandre H, Boury C, Chancerel E, Plomion C, Kremer A. Development of target sequence capture and estimation of genomic relatedness in a mixed oak stand. Front Plant Sci, 2018, 9: 996

[157]

Li YJ, Suontama M, Burdon RD, Dungey HS. Genotype by environment interactions in forest tree breeding: review of methodology and perspectives on research and application. Tree Genet Genomes, 2017, 13(3): 60

[158]

Li YJ, Klápště J, Telfer E, Wilcox P, Graham N, MacDonald L, Dungey HS. Genomic selection for non-key traits in Radiata pine when the documented pedigree is corrected using DNA marker information. BMC Genom, 2019, 20(1): 1026

[159]

Li H, Dai X, Huang X, Xu M, Wang Q, Yan X, Sederoff RR, Li Q. Single-cell RNA sequencing reveals a high-resolution cell atlas of xylem in Populus. J Integr Plant Biol, 2021, 63: 1906-1921

[160]

Li Q, Xu Y, Liu YQ, Qin L. Lipid and amino acid pathway metabolites contribute to cold tolerance in Quercus wutaishanica. Metabolites, 2023, 13(10): 1094

[161]

Li C, Yuan Y, Nie Z, Wu T, Wang Z, Qiao J, Deng Z, Wang X, Xu D, Wang X, Cao S, Li B, An Z, Wu W, Jin Z, Huang H, Hu W, Zhou Y, Cheng H. The haplotype-resolved telomere-to-telomere genome and OMICS analyses reveal genetic responses to tapping in rubber tree. Nat Commun, 2025, 16: 6255

[162]

Liang YY, Liu H, Lin QQ, Shi Y, Zhou BF, Wang JS, Chen XY, Shen Z, Qiao LJ, Niu JW, Ling SJ, Luo WJ, Zhao W, Liu JF, Kuang YW, Ingvarsson PK, Guo YL, Wang B. Pan-genome analysis reveals local adaptation to climate driven by introgression in oak species. Mol Biol Evol, 2025, 42: msaf088

[163]

Linit MJ, Johnson PS, McKinney RA, Kearby WH. Insects and leaf area losses of planted northern red oak seedlings in an Ozark forest. For Sci, 1986, 32(1): 11-20

[164]

Liu D, Li WQ, Xie XM, Liu DS, Li F, Gao GC, Zhuang ZJ, Lu YZ, Li W. Characterization of the complete chloroplast genome of Quercus virginiana Mill. (Fagaceae). Mitochondrial DNA B, 2021, 6(3): 868-869

[165]

Lobo A, Kjær ED, Hansen JK. Adaptive potential of Northern Pedunculate Oak: genetic variation in growth and phenology for a warmer and drier future. Eur J for Res, 2025, 144(3): 577-590

[166]

Lobo A, Doonan JM, Hansen JK, Kosawang C, Xu J, Olofsson JK, Kjær ED. Genomic prediction of superior heartwood traits in pedunculate oak (Quercus robur L.) using GWAS-informed Bayesian models. For Ecol Manag, 2026, 609: 123644

[167]

Lopes ST, Costa B, Chaves I, Costa A, Miguel CM. Uncovering miRNA-mediated regulation in phellem versus xylem differentiation in Quercus suber L. J Plant Growth Regul, 2025, 44: 1753-1766

[168]

Lu SH, Hou M, Du FK, Li JQ, Yin KQ. Complete chloroplast genome of the Oriental white oak: Quercus aliena Blume. Mitochondrial DNA A, 2016, 27(4): 2802-2804

[169]

Luikart G, England PR, Tallmon D, Jordan S, Taberlet P. The power and promise of population genomics: from genotyping to genome typing. Nat Rev Genet, 2003, 4: 981-994

[170]

Luo CS, Li TT, Jiang XL, Song Y, Fan TT, Shen XB, Yi R, Ao XP, Xu GB, Deng M. High-quality haplotype-resolved genome assembly for ring-cup oak (Quercus glauca) provides insight into oaks demographic dynamics. Mol Ecol Resour, 2024, 24(3): e13914

[171]

Ma A, Qi X. Mining plant metabolomes: methods, applications, and perspectives. Plant Commun, 2021, 2(5): 100238

[172]

Magee L, Lapalikar S, Cayetano DT, Machado S, Pandit K, Trentin B, Wood D, Leite RV, Cosenza DN, Mintz J, Valle D, Crandall RM, Lichstein JW, Montero N, Cherro C, Barreto R, Bohlman S, Johnson DJ. Oaks enhance early life stage longleaf pine growth and density in a subtropical xeric savanna. Oecologia, 2024, 205(2): 411-422

[173]

Martínez MT, Suárez S, Moncaleán P, Corredoira E. Cryopreservation of holm oak embryogenic cultures for long-term conservation and assessment of polyploid stability. Plants, 2022, 11(9): 1266

[174]

Martins K, Gugger PF, Llanderal-Mendoza J, González-Rodríguez A, Fitz-Gibbon ST, Zhao JL, Rodríguez-Correa H, Oyama K, Sork VL. Landscape genomics provides evidenceics provides evidence of climate-associated genetic variation in Mexican populations of Quercus rugosa. Evol Appl, 2018, 11: 1842-1858

[175]

Mathew B, Holand AM, Koistinen P, Léon J, Sillanpää MJ. Reparametrization-based estimation of genetic parameters in multi-trait animal model using Integrated Nested Laplace Approximation. Theor Appl Genet, 2016, 129(2): 215-225

[176]

Meng XR, Fu YY, Qi YR, Jin ZY, Li P, Sang YL. Genome-wide association studies in forestry. Mol Biol Rep, 2025, 52(1): 848

[177]

Millar CI, Stephenson NL. Temperate forest health in an era of emerging megadisturbance. Science, 2015, 349(6250): 823-826

[178]

Mramba L, Peter G, Whitaker V, Gezan S. Generating improved experimental designs with spatially and genetically correlated observations using mixed models. Agronomy, 2018, 8(4): 40

[179]

Mu DY, Ding C, Chen H, Li Y, Raley EM. Developing tree improvement strategies for challenging environmental stresses under global climate change: a review from traditional tree breeding to genomics of adaptive traits for the quaking aspen. The poplar genome, 2024Springer International Publishing, 153-182

[180]

Murman K, Setliff GP, Pugh CV, Toolan MJ, Canlas I, Cannon S, Abreu L, Fetchen M, Zhang LW, Warden ML, Wallace M, Wickham J, Spichiger SE, Swackhamer E, Carrillo D, Cornell A, Derstine NT, Barringer L, Cooperband MF. Distribution, survival, and development of spotted lanternfly on host plants found in North America. Environ Entomol, 2020, 49(6): 1270-1281

[181]

Muzika RM, Liebhold AM, Twery MJ. Dynamics of twolined chestnut borer Agrilus bilineatus as influenced by defoliation and selection thinning. Agric for Entomol, 2000, 2(4): 283-289

[182]

Neale DB, Kremer A. Forest tree genomics: growing resources and applications. Nat Rev Genet, 2011, 12(2): 111-122

[183]

Nelson CD. Tree breeding, a necessary complement to genetic engineering. New for, 2023, 54(4): 721-738

[184]

Nelson CD, Johnsen KH. Genomic and physiological approaches to advancing forest tree improvement. Tree Physiol, 2008, 28(7): 1135-1143

[185]

Noukoun C, Bryant G, Frank S. The effect of sticky bands on cankerworm abundance and defoliation in urban trees. Arboric Urban for, 2014, 40(3): 135-142

[186]

Nuc K, Marszałek M, Pukacki PM. Cryopreservation changes the DNA methylation of embryonic axes of Quercus robur and Fagus sylvatica seeds during in vitro culture. Trees, 2016, 30: 1831-1841

[187]

Ortego J, Noguerales V, Gugger PF, Sork VL. Evolutionary and demographic history of the Californian scrub white oak species complex: an integrative approach. Mol Ecol, 2015, 24(24): 6188-6208

[188]

Pak S, Li C. Progress and challenges in applying CRISPR/Cas techniques to the genome editing of trees. For Res, 2022

[189]

Pardo-Diaz C, Salazar C, Jiggins CD. Towards the identification of the loci of adaptive evolution. Methods Ecol Evol, 2015, 6: 445-464

[190]

Pavese V, Moglia A, Milani AM, Marino LA, Martinez MT, Torello Marinoni D, Botta R, Corredoira E. Advances in Quercus ilex L. breeding: the CRISPR/Cas9 technology via ribonucleoproteins. Front Plant Sci, 2024, 15: 1323390

[191]

Pedlar JH, McKenney DW, Sandvall K, Zurbrigg H, McLaven K. Assisted migration outcomes for oak species and seed sources in southern Ontario, Canada. Front for Glob Change, 2024, 7: 1445029

[192]

Petit RJ, Csaikl UM, Bordács S, Burg K, Coart E, Cottrell J, van Dam B, Deans JD, Dumolin-Lapègue S, Fineschi S, Finkeldey R, Gillies A, Glaz I, Goicoechea PG, Jensen JS, König AO, Lowe AJ, Madsen SF, Mátyás G, Munro RC, Olalde M, Pemonge MH, Popescu F, Slade D, Tabbener H, Taurchini D, de Vries SGM, Ziegenhagen B, Kremer A. Chloroplast DNA variation in European white oaks phylogeography and patterns of diversity based on data from over 2600 populations. For Ecol Manag, 2002, 156(1–3): 5-26

[193]

Pike CC, Haase DL. Seed-transfer guidelines for the important tree species in the eastern United States, 2024, Washington, DC, USA, USDA Forest Service

[194]

Pina-Martins F, Baptista J, Pappas GJr, Paulo OS. New insights into adaptation and population structure of cork oak using genotyping by sequencing. Glob Change Biol, 2019, 25: 337-350

[195]

Pingarroni A, Molina-Garay C, Rosas-Osorio C, Alfonso-Corrado C, Clark-Tapia R, Monsalvo-Reyes A, Campos JE. Abundancia y diversidad genética de Quercus mulleri, especie microendémica amenazada de Oaxaca. Madera Bosques, 2020, 26(1): e2611782

[196]

Plitta BP, Michalak M, Naskręt-Barciszewska MZ, Barciszewski J, Chmielarz P. DNA methylation of Quercus robur L. plumules following cryo-pretreatment and cryopreservation. Plant Cell Tissue Organ Cult, 2014, 117: 31-37

[197]

Plomion C, Aury JM, Amselem J, Leroy T, Murat F, Duplessis S, Faye S, Francillonne N, Labadie K, Le Provost G, Lesur I, Bartholomé J, Faivre-Rampant P, Kohler A, Leplé JC, Chantret N, Chen J, Diévart A, Alaeitabar A, Barbe V, Belser C, Bergès H, Bodénès C, Bogeat-Triboulot MB, Bouffaud ML, Brachi B, Chancerel E, Cohen D, Couloux A, Da Silva C, Dossat C, Ehrenmann F, Gaspin C, Grima-Pettenati J, Guichoux E, Hecker A, Herrmann S, Hugueney P, Hummel I, Klopp C, Lalanne C, Lascoux M, Lasserre E, Lemainque A, Desprez-Loustau ML, Luyten I, Madoui MA, Mangenot S, Marchal C, Maumus F, Mercier J, Michotey P, Panaud O, Picault N, Rouhier N, Rué O, Rustenholz A, Salin F, Soler M, Tarkka M, Velt A, Zanne AE, Martin F, Wincker P, Quesneville H, Kremer A, Salse J. Oak genome reveals facets of long lifespan. Nat Plants, 2018, 4(7): 440-452

[198]

Plumb RS, Gethings LA, Rainville PD, Isaac G, Trengove R, King AM, Wilson ID. Advances in high throughput LC/MS based metabolomics: a review. TrAC Trends Anal Chem, 2023, 160: 116954

[199]

Popović M, Katičić Bogdan I, Varga F, Šatović Z, Bogdan S, Ivanković M. Genetic diversity in peripheral pedunculate oak (Quercus robur L.) provenances—potential climate change mitigators in the center of distribution despite challenges in natural populations. Forests, 2023, 14(12): 2290

[200]

Potter KM, Jetton RM, Bower A, Jacobs DF, Man G, Hipkins VD, Westwood M. Banking on the future: progress, challenges and opportunities for the genetic conservation of forest trees. New for, 2017, 48(2): 153-180

[201]

Radcliffe DC, Hix DM, Matthews SN. Predisposing factors’ effects on mortality of oak (Quercus) and hickory (Carya) species in mature forests undergoing mesophication in Appalachian Ohio. For Ecosyst, 2021, 8: 7

[202]

Ramakrishnan M, Kaul R, Sharma A, Ahmad Z, Vijayakanth V, Keerthana K, Gao Z, Zhou M, Wei Q. CRISPR RNP-mediated transgene-free genome editing in plants: advances, challenges and future directions for tree species. Plant Cell Environ, 2025

[203]

Ramírez-Valiente JA, Valladares F, Delgado Huertas A, Granados S, Aranda I. Factors affecting cork oak growth under dry conditions: local adaptation and contrasting additive genetic variance within populations. Tree Genet Genomes, 2011, 7(2): 285-295

[204]

Ramos AM, Usié A, Barbosa P, Barros PM, Capote T, Chaves I, Simões F, Abreu I, Carrasquinho I, Faro C, Guimarães JB, Mendonça D, Nóbrega F, Rodrigues L, Saibo NJM, Varela MC, Egas C, Matos J, Miguel CM, Oliveira MM, Ricardo CP, Gonçalves S. The draft genome sequence of cork oak. Sci Data, 2018, 5: 180069

[205]

Razzaq A, Wishart DS, Wani SH, Hameed MK, Mubin M, Saleem F. Advances in metabolomics-driven diagnostic breeding and crop improvement. Metabolites, 2022, 12(6): 511

[206]

Rellstab C, Gugerli F, Eckert AJ, Hancock AM, Holderegger R. A practical guide to environmental association analysis in landscape genomics. Mol Ecol, 2015, 24: 4348-4370

[207]

Rellstab C, Zoller S, Walthert L, Lesur I, Pluess AR, Graf R, Bodénès C, Sperisen C, Kremer A, Gugerli F. Signatures of local adaptation in candidate genes of oaks (Quercus spp.) with respect to present and future climatic conditions. Mol Ecol, 2016, 25: 5907-5924

[208]

Resende MFRJr, Muñoz P, Acosta JJ, Peter GF, Davis JM, Grattapaglia D, Resende MDV, Kirst M. Accelerating the domestication of trees using genomic selection: accuracy of prediction models across ages and environments. New Phytol, 2012, 193(3): 617-624

[209]

Rey MD, Labella-Ortega M, Guerrero-Sánchez VM, Carleial R, Castillejo , Ruggieri V, Jorrín-Novo JV. A first draft genome of holm oak (Quercus ilex subsp. Ballota),the most representative species of the Mediterranean forest and the Spanish agrosylvopastoral ecosystem “dehesa”. Front Mol Biosci, 2023, 10: 1242943

[210]

Rindos M, Liebhold AM. The spongy moth, Lymantria dispar. Curr Biol, 2023, 33(12): R665-R668

[211]

Rink G, Coggeshall MV. Potential height gain from selection in a five-year-old white oak progeny test. South J Appl for, 1995, 19(1): 10-13

[212]

Rissanen K, Aalto J, Gessler A, Hölttä T, Rigling A, Schaub M, et al.. Drought effects on volatile organic compound emissions from Scots pine stems. Plant Cell Environ, 2022, 45: 23-40

[213]

Saint-Vincent PMB, Furches A, Galanie S, Teixeira Prates E, Aldridge JL, Labbe A, Zhao N, Martin MZ, Ranjan P, Jones P, Kainer D, Kalluri UC, Chen JG, Muchero W, Jacobson DA, Tschaplinski TJ. Validation of a metabolite–GWAS network for Populus trichocarpa family 1 UDP-glycosyltransferases. Front Plant Sci, 2023, 14: 1210146

[214]

Salem MA, Perez de Souza L, Serag A, Fernie AR, Farag MA, Ezzat SM, Alseekh S. Metabolomics in the context of plant natural products research: from sample preparation to metabolite analysis. Metabolites, 2020, 10(1): 37

[215]

Salvatori E, Fusaro L, Manes F. Chlorophyll fluorescence for phenotyping drought-stressed trees in a mixed deciduous forest. Ann Bot (Roma), 2016, 6: 39-49

[216]

Sang Y, Long Z, Dan X, Feng J, Shi T, Jia C, Zhang X, Lai Q, Yang G, Zhang H, et al.. Genomic insights into local adaptation and future climate-induced vulnerability of a keystone forest tree in East Asia. Nat Commun, 2022, 13: 6541

[217]

Savill PS, Kanowski PJ, Gourlay ID, Jarvis AR. Short note: genetic and intra-tree variation in the number of sapwood rings in Quercus robur and Q. petraea. Silvae Genet, 1993, 42: 371-375

[218]

Savolainen O, Pyhäjärvi T, Knürr T. Gene flow and local adaptation in trees. Annu Rev Ecol Evol Syst, 2007, 38: 595-619

[219]

Sax MS, Bassuk N, Bridgen M. Tissue culture clonal propagation of hybrid white oaks for the urban environment. HortScience, 2019, 54(12): 2214-2223

[220]

Schowalter TD. Biology and management of the forest tent caterpillar (Lepidoptera: Lasiocampidae). J Integr Pest Manag, 2017, 8(1): 24

[221]

Scotti-Saintagne C, Bodénès C, Barreneche T, Bertocchi E, Plomion C, Kremer A. Detection of quantitative trait loci controlling bud burst and height growth in Quercus robur L. Theor Appl Genet, 2004, 109(8): 1648-1659

[222]

Serrazina S, Martínez MT, Cano V, Malhó R, Costa RL, Corredoira E. Genetic transformation of Quercus ilex somatic embryos with a Gnk2-like protein that reveals a putative anti-oomycete action. Plants, 2022, 11(3): 304

[223]

Shi T, Zhang X, Hou Y, Jia C, Dan X, Zhang Y, Jiang Y, Lai Q, Feng J, Feng J, et al.. The super-pangenome of Populus unveils genomic facets for its adaptation and diversification in widespread forest trees. Mol Plant, 2024, 17: 725-746

[224]

Silva HG, Sobral RS, Magalhães AP, Morais-Cecílio L, Costa MMR. Genome-wide identification of epigenetic regulators in Quercus suber L. Int J Mol Sci, 2020, 21: 3783

[225]

Slavov GT, Macaya-Sanz D, DiFazio SP, Howe GT. Population structure limits the use of genomic data for predicting phenotypes and managing genetic resources in forest trees. Proc Natl Acad Sci U S A, 2025, 122(26): e2425691122

[226]

Song JL, Brendel O, Bodénès C, Plomion C, Kremer A, Colin F. X-ray computed tomography to decipher the genetic architecture of tree branching traits: oak as a case study. Tree Genet Genomes, 2017, 13: 5

[227]

Sork VL, Cokus SJ, Fitz-Gibbon ST, Zimin AV, Puiu D, Garcia JA, Gugger PF, Henriquez CL, Zhen Y, Lohmueller KE, Pellegrini M, Salzberg SL. High-quality genome and methylomes illustrate features underlying evolutionary success of oaks. Nat Commun, 2022, 13: 2047

[228]

Spence ES, Fant JB, Gailing O, Griffith MP, Havens K, Hipp AL, Kadav P, Kramer A, Thompson P, Toppila R, Westwood M, Wood J, Zumwalde BA, Hoban S. Comparing genetic diversity in three threatened oaks. Forests, 2021, 12(5): 561

[229]

Steiner KC. Genetic improvement of oaks in North America. Ann for Sci, 1993, 50: 359s-367s

[230]

Steinkellner H, Fluch S, Turetschek E, Lexer C, Streiff R, Kremer A, Burg K, Glössl J. Identification and characterization of (GA/CT)n- microsatellite loci from Quercus petraea. Plant Mol Biol, 1997, 33(6): 1093-1096

[231]

Sulis DB, Jiang X, Yang C, Marques BM, Matthews ML, Miller Z, Lan K, Cofre-Vega C, Liu B, Sun R, Sederoff H, Bing RG, Sun X, Williams CM, Jameel H, Phillips R, Chang HM, Peszlen I, Huang YY, Li W, Kelly RM, Sederoff RR, Chiang VL, Barrangou R, Wang JP. Multiplex CRISPR editing of wood for sustainable fiber production. Science, 2023, 381(6654): 216-221

[232]

Tallamy DW, Shropshire KJ. Ranking lepidopteran use of native versus introduced plants. Conserv Biol, 2009, 23(4): 941-947

[233]

Taylor JF. Implementation and accuracy of genomic selection. Aquaculture, 2014, 420–421: S8-S14

[234]

Teshome DT, Zharare GE, Naidoo S. The threat of the combined effect of biotic and abiotic stress factors in forestry under a changing climate. Front Plant Sci, 2020, 11: 601009

[235]

Thapliyal G, Bhandari MS, Vemanna RS, Pandey S, Meena RK, Barthwal S. Engineering traits through CRISPR/Cas genome editing in woody species to improve forest diversity and yield. Crit Rev Biotechnol, 2023, 43(6): 884-903

[236]

Thomas E, Jalonen R, Loo J, Boshier D, Gallo L, Cavers S, Bordács S, Smith P, Bozzano M. Genetic considerations in ecosystem restoration using native tree species. For Ecol Manag, 2014, 333: 66-75

[237]

Thomas AM, Coggeshall MV, O’Connor PA, Nelson CD. Climate adaptation in white oak (Quercus alba L.): a forty-year study of growth and phenology. Forests, 2024, 15(3): 520

[238]

Thunder R, Conrad AO, Burdine C, et al.. White oak ( Quercus alba L.) microsatellite markers for genetic diversity studies. SRS Research Note-SRS-26 Asheville, NC: US Department of Agriculture Forest Service. Southern Res Station, 2022, 26: 1-6

[239]

Tiberi R, Branco M, Bracalini M, Croci F, Panzavolta T. Cork oak pests: a review of insect damage and management. Ann for Sci, 2016, 73(2): 219-232

[240]

Triozzi PM, Schmidt HW, Dervinis C, Kirst M, Conde D. Simple, efficient and open-source CRISPR/Cas9 strategy for multi-site genome editing in Populus tremula × alba. Tree Physiol, 2021, 41(11): 2216-2227

[241]

Urban JM, Leach H. Biology and management of the spotted lanternfly, Lycorma delicatula (Hemiptera: Fulgoridae), in the United States. Annu Rev Entomol, 2023, 68: 151-167

[242]

Uyi O, Keller JA, Johnson A, Long D, Walsh B, Hoover K. Spotted lanternfly (Hemiptera: Fulgoridae) can complete development and reproduce without access to the preferred host, Ailanthus altissima. Environ Entomol, 2020, 49(5): 1185-1190

[243]

Vanavermaete D, Fostier J, Maenhout S, De Baets B. Preservation of genetic variation in a breeding population for long-term genetic gain. G3 Genes Genomes Genet, 2020, 10(8): 2753-2762

[244]

Vega-Ortega , Llanderal-Mendoza J, Gerez-Fernández P, López Binnqüist C. Genetic diversity in oak populations under intensive management for fuelwood in the Sierra de Zongolica, Mexico. Ann Appl Biol, 2021, 178(1): 80-97

[245]

Vičić V, Barišić D, Horvat T, Biruš I, Zoldoš V. Epigenetic characterization of chromatin in cycling cells of pedunculate oak, Quercus robur L. Tree Genet Genomes, 2013, 9: 1247-1256

[246]

Vickers LA, Knapp BO, Goff T, Brandeis TJ, Lhotka JM, Morin RS, Sena KL, Stringer JW. Bourbon barrels and bottlenecks: a nuanced look at thirty years of white oak population dynamics. J for, 2025, 123(6): 675-701

[247]

Viscosi V, Lepais O, Gerber S, Fortini P. Leaf morphological analyses in four European oak species (Quercus) and their hybrids: a comparison of traditional and geometric morphometric methods. Plant Biosyst Int J Deal Aspects Plant Biol, 2009, 143(3): 564-574

[248]

Vurukonda SSKP, Vardharajula S, Shrivastava M, Ali SZ. Enhancement of drought stress tolerance in crops by plant growth-promoting rhizobacteria. Microbiol Res, 2016, 184: 13-24

[249]

Walter JA, Finch FT, Johnson DM. Re-evaluating fall cankerworm management thresholds for urban and suburban forests. Agric for Entomol, 2016, 18(2): 145-150

[250]

Wang X, Xu Y, Hu ZL, Xu CW. Genomic selection methods for crop improvement: current status and prospects. Crop J, 2018, 6(4): 330-340

[251]

Wang L, Li LL, Chen L, Zhang RG, Zhao SW, Yan H, Gao J, Chen X, Si YJ, Chen Z, Liu H, Xie XM, Zhao W, Han B, Qin X, Jia KH. Telomere-to-telomere and haplotype-resolved genome assembly of the Chinese cork oak (Quercus variabilis). Front Plant Sci, 2023, 14: 1290913

[252]

Weed AS, Ayres MP, Hicke JA. Consequences of climate change for biotic disturbances in North American forests. Ecol Monogr, 2013, 83(4): 441-470

[253]

Westbrook JW, Malukiewicz J, Zhang Q, Sreedasyam A, Jenkins JW, Lakoba V, Fitzsimmons S, Van Clief J, Collins K, Hoy S, Stark C, Graboski L, Jenkins E, Saielli TM, Jarrett BT, Wigfield LJ, Kerwien LM, Wilbur C, Sandercock AM, Craddock JH, Keriö S, Zhebentyayeva T, Fan SH, Thomas AM, Abbott AG, Nelson CD, Xia XX, McKenna JR, Kell C, Williams M, Boston L, Plott C, Carle F, Swatt J, Ostroff J, Jeffers SN, McKeever K, Smith E, Ellis TJ, James JB, Sisco P, Newhouse A, Carlson E, Powell WA, Hebard FV, Scrivani J, Heverly C, Cipollini M, Clark B, Evans E, Levine B, Carlson JE, Goodstein D, Orebaugh J, Yang ZK, Martin MZ, Tannous J, Rush TA, Engle NL, Tschaplinski TJ, Grimwood J, Schmutz J, Holliday JA, Lovell JT. Genomic approaches to accelerate American chestnut restoration. Science, 2026, 391(6786): 730-735

[254]

White TL, Adams WT, Neale DB. Forest genetics, 2007, UK, CABI

[255]

Wilson AD. Recent advances in the control of oak wilt in the United States. Plant Pathol J, 2005, 4(2): 177-191

[256]

Woeste KE, Pike CC, Warren JC, Coggeshall MV. Characterization of stem volume and form tradeoffs in a northern red oak (Quercus rubra) breeding population in early stages of selection. Ann for Sci, 2021, 78(3): 72

[257]

Wood JD, Knapp BO, Muzika RM, Stambaugh MC, Gu LH. The importance of drought–pathogen interactions in driving oak mortality events in the Ozark Border Region. Environ Res Lett, 2018, 13(1): 015004

[258]

Wu M, Northen TR, Ding Y. Stressing the importance of plant specialized metabolites: omics-based approaches for discovering specialized metabolism in plant stress responses. Front Plant Sci, 2023, 14: 1272363

[259]

Xie CP, Liu DW, Nan CH, Fang YM, Huang FL. The complete chloroplast genome sequence of Quercus phillyraeoides (Fagaceae). Mitochondrial DNA B, 2020, 5(1): 904-905

[260]

Xu W, Cheng H, Zhu S, Cheng J, Ji H, Zhang B, Cao S, Wang C, Tong G, Zhen C, Mu L, Zhou Y, Cheng Y. Functional understanding of secondary cell wall cellulose synthases in Populus trichocarpa via the Cas9/gRNA-induced gene knockouts. New Phytol, 2021, 231: 1478-1495

[261]

Xue Y, Li S, Miao D, Huang S, Guo B, Li S, An XM. Investigation of PtSGT1 and PtSGT4 function in cellulose biosynthesis in Populus tomentosa using CRISPR/Cas9 technology. Int J Mol Sci, 2021, 22(24): 13200

[262]

Yan S, Bhawal R, Yin Z, Thannhauser TW, Zhang S. Recent advances in proteomics and metabolomics in plants. Mol Hortic, 2022, 2: 17

[263]

Yang YC, Zhou T, Duan D, Yang J, Feng L, Zhao GF. Comparative analysis of the complete chloroplast genomes of five Quercus species. Front Plant Sci, 2016, 7: 959

[264]

Yang Z, Zhao T, Cheng H, Yang J (2024) Microbiome-enabled genomic selection improves prediction accuracy for nitrogen-related traits in maize. G3 (Bethesda) 14(3): jkad286. https://doi.org/10.1093/g3journal/jkad286

[265]

Yuan Y, Bayer PE, Batley J, Edwards D. Current status of structural variation studies in plants. Plant Biotechnol J, 2021, 19: 2153-2163

[266]

Yuan S, Shi Y, Zhou B-F, Liang Y-Y, Chen X-Y, An Q-Q, Fan Y-R, Shen Z, Ingvarsson PK, Wang B. Genomic vulnerability to climate change in Quercus acutissima, a dominant tree species in East Asian deciduous forests. Mol Ecol, 2023, 32: 1639-1655

[267]

Yuan Y, Pang X, Pang J, et al.. Identification and characterisation of the circRNAs involved in the regulation of leaf colour in Quercus mongolica. Biology (Basel), 2024, 13: 183

[268]

Zas R. Iterative kriging for removing spatial autocorrelation in analysis of forest genetic trials. Tree Genet Genomes, 2006, 2(4): 177-185

[269]

Zeng XQ, Fischer GA. Using multiple seedlots in restoration planting enhances genetic diversity compared to natural regeneration in fragmented tropical forests. For Ecol Manag, 2021, 482: 118819

[270]

Zhang TY, Sun XM, Li J, Cui K. Application and development prospect of genomic selection breeding in coniferous trees. Planta, 2025, 262(6): 133

[271]

Zhou Y, Zhang Y, Wang X, Han X, An Y, Lin S, Shen C, Wen J, Liu C, Yin W, Xia X. Root-specific NF-Y family transcription factor, PdNF-YB21, positively regulates root growth and drought resistance by abscisic acid-mediated indoylacetic acid transport in Populus. New Phytol, 2020, 227: 407-426

[272]

Zhou X, Liu N, Jiang XL, Qin ZK, Farooq TH, Cao FL, Li H. A chromosome-scale genome assembly of Quercus gilva: insights into the evolution of Quercus section Cyclobalanopsis (Fagaceae). Front Plant Sci, 2022, 13: 1012277

[273]

Zhou XL, Xiang XD, Zhang M, Cao DM, Du CJ, Zhang L, Hu JJ. Combining GS-assisted GWAS and transcriptome analysis to mine candidate genes for nitrogen utilization efficiency in Populus cathayana. BMC Plant Biol, 2023, 23(1): 182

[274]

Zilber-Rosenberg I, Rosenberg E. Role of microorganisms in the evolution of animals and plants: the hologenome theory of evolution. FEMS Microbiol Rev, 2008, 32: 723-735

Funding

AAES AgR-SEED

U.S. Forest Service(FS-24-JV-11111137-115)

USDA AFRI(2024-68008-42639)

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