Genetic innovations in forest tree breeding: combating nematode threats and enhancing climate resilience

Muhammad Anas Bin Abdul Qadeer , Muhammad Sajad , Mamar Laeeq Zia , Ahmed A. El-Mansi , Rashid Iqbal , Muhammad Sameeullah , Noreen Aslam , Mustafa İmren , Vahdettin Çiftçi , Abdul Fatah A. Samad , Mohammad Tahir Waheed , Tanveer Hussain Turabi , Abdelfattah A. Dababat , Iftikhar Ali , Usman Aziz , Hafiz Ghulam Muhu-Din Ahmed , Ismanizan Ismail

Journal of Forestry Research ›› 2026, Vol. 37 ›› Issue (1) : 106

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Journal of Forestry Research ›› 2026, Vol. 37 ›› Issue (1) :106 DOI: 10.1007/s11676-026-02055-6
Review Article
review-article
Genetic innovations in forest tree breeding: combating nematode threats and enhancing climate resilience
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Abstract

In the context of accelerating climate change, this review comprehensively explores genetic innovations in forest tree breeding emphasizing their potential for forest restoration, nematode resistance and climate resilience. Rising global temperatures, extreme weather and pollution are degrading forest ecosystems, limiting biodiversity, carbon sequestration, and ecological stability. While traditional breeding has delivered a valuable genetic foundation but its long cycles and limited precision necessitate integration with advanced tools. Modern approaches such as CRISPR/Cas genome editing, genomic selection (GS), marker-assisted selection (MAS) and epigenetic breeding now enable targeted improvement of traits including drought tolerance, pest disease resistance, wood quality and climate adaptability. Recent advances highlight polygenic nematode resistance mechanisms, transcription factor–mediated defense regulation and secondary metabolite–based anti-pathogen strategies. Assisted Gene Flow (AGF) including pollen-based assisted migration, offers complementary pathways to enhance genetic diversity and adapt populations to future climates. Epigenetic mechanisms such as DNA methylation, histone modifications, small RNAs and epi-miRNAs are increasingly recognized for their role in stress memory, hybrid vigor and rapid heritable adaptation without altering DNA sequence. Integrating multi-omics platforms with these breeding strategies improves trait prediction, elucidates gene–environment interactions and accelerates genetic gain. The review also addresses key challenges such as high implementation costs, regeneration bottlenecks in woody species, ecological trade-offs, and the stability of induced modifications. A coordinated approach among scientists, policymakers and forest managers is essential to deploy these innovations, restore forest health, mitigate climate change and nematode threats, and safeguard ecosystem services for future generations.

Keywords

Forest tree breeding / Climate change adaptation / Genetic engineering / CRISPR/Cas / Nematode resistance / Epigenetics / Assisted gene flow

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Muhammad Anas Bin Abdul Qadeer, Muhammad Sajad, Mamar Laeeq Zia, Ahmed A. El-Mansi, Rashid Iqbal, Muhammad Sameeullah, Noreen Aslam, Mustafa İmren, Vahdettin Çiftçi, Abdul Fatah A. Samad, Mohammad Tahir Waheed, Tanveer Hussain Turabi, Abdelfattah A. Dababat, Iftikhar Ali, Usman Aziz, Hafiz Ghulam Muhu-Din Ahmed, Ismanizan Ismail. Genetic innovations in forest tree breeding: combating nematode threats and enhancing climate resilience. Journal of Forestry Research, 2026, 37(1): 106 DOI:10.1007/s11676-026-02055-6

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References

[1]

Aardema ML, Scriber JM, Hellmann JJ. Considering local adaptation in issues of lepidopteran conservation—a review and recommendations. Am Midl Nat, 2011, 165(2): 294-303

[2]

Aguirre-Liguori JA, Ramírez-Barahona S, Gaut BS. The evolutionary genomics of species' responses to climate change. Nat Ecol Evol, 2021, 5(10): 1350-1360

[3]

Ahmad S, Wei XJ, Sheng ZH, Hu PS, Tang SQ. CRISPR/Cas9 for development of disease resistance in plants: recent progress, limitations and future prospects. Br Funct Genomics, 2020, 19(1): 26-39

[4]

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

[5]

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

[6]

Akbulut S, Yüksel B, Serin M, Baysal I, Erdem M. Pathogenicity of Bursaphelenchus mucronatus in pine seedlings under greenhouse conditions. Turk J Agric For, 2007, 31(3): 169-173

[7]

Al-Ateeq TK, Al-Doss AA, Al-Hazmi AS, Ghazy AI, Dawabah AM, Motawei MI. Molecular mapping of a novel QTL for resistance to cereal cyst nematode in F4 wheat population. Cereal Res Commun, 2022, 50(1): 11-17

[8]

Alberto FJ, Aitken SN, Alía R, González-Martínez SC, Hänninen H, Kremer A, Lefèvre F, Lenormand T, Yeaman S, Whetten R, Savolainen O. Potential for evolutionary responses to climate change–evidence from tree populations. Glob Change Biol, 2013, 19(6): 1645-1661

[9]

Al-Khayri JM, Rashmi R, Toppo V, Chole PB, Banadka A, Sudheer WN, Nagella P, Shehata WF, Al-Mssallem MQ, Alessa FM, Almaghasla MI, Rezk AA. Plant secondary metabolites: the weapons for biotic stress management. Metabolites, 2023, 13(6): 716

[10]

Aman R, Ali Z, Butt H, Mahas A, Aljedaani F, Khan MZ, Ding SW, Mahfouz M. RNA virus interference via CRISPR/Cas13a system in plants. Genome Biol, 2018, 19(1): 1

[11]

Amaral J, Ribeyre Z, Vigneaud J, Sow MD, Fichot R, Messier C, Pinto G, Nolet P, Maury S. Advances and promises of epigenetics for forest trees. Forests Basel, 2020, 11(9): 976

[12]

Anderson JT, Panetta AM, Mitchell-Olds T. Evolutionary and ecological responses to anthropogenic climate change: update on anthropogenic climate change. Plant Physiol, 2012, 160(4): 1728-1740

[13]

Angers B, Perez M, Menicucci T, Leung C. Sources of epigenetic variation and their applications in natural populations. Evol Appl, 2020, 13(6): 1262-1278

[14]

Aoyagi Blue Y, Satake A. Analyses of gene copy number variation in diverse epigenetic regulatory gene families across plants: increased copy numbers of BRUSHY1/TONSOKU/MGOUN3 (BRU1/TSK/MGO3) and SILENCING DEFECTIVE 3 (SDE3) in long-lived trees. Plant Gene, 2022, 32: 100384

[15]

Back MA, Bonifácio L, Inácio ML, Mota M, Boa E. Pine wilt disease: a global threat to forestry. Plant Pathol, 2024, 73(5): 1026-1041

[16]

Baker HS, Millar RJ, Karoly DJ, Beyerle U, Guillod BP, Mitchell D, Shiogama H, Sparrow S, Woollings T, Allen MR. Higher CO2 concentrations increase extreme event risk in a 1.5 ℃ world. Nat Clim Change, 2018, 8(7): 604-608

[17]

Ballesta P, Maldonado C, Pérez-Rodríguez P, Mora F. SNP and haplotype-based genomic selection of quantitative traits in Eucalyptus globulus. Plants Basel, 2019, 8(9): 331

[18]

Banihashemian SN, Mirmajlessi SM. Epigenetic modifications, immune control processes, and plant responses to nematodes. Agriculture Basel, 2025, 15(7): 742

[19]

Banihashemian SN, Golmohammadi M, Jamali S, Ghasemnezhad M. Biological control of root-knot nematode in kiwifruit using resistance-inducing Bacillus altitudinis. SSRN Electron J, 2022,

[20]

Bastet A, Lederer B, Giovinazzo N, Arnoux X, German-Retana S, Reinbold C, Brault V, Garcia D, Djennane S, Gersch S, Lemaire O, Robaglia C, Gallois JL. Trans-species synthetic gene design allows resistance pyramiding and broad-spectrum engineering of virus resistance in plants. Plant Biotechnol J, 2018, 16(9): 1569-1581

[21]

Baums IB, Baker AC, Davies SW, Grottoli AG, Kenkel CD, Kitchen SA, Kuffner IB, LaJeunesse TC, Matz MV, Miller MW, Parkinson JE, Shantz AA. Considerations for maximizing the adaptive potential of restored coral populations in the Western Atlantic. Ecol Appl, 2019, 29(8): e01978

[22]

Bay RA, Rose N, Barrett R, Bernatchez L, Ghalambor CK, Lasky JR, Brem RB, Palumbi SR, Ralph P. Predicting responses to contemporary environmental change using evolutionary response architectures. Am Nat, 2017, 189(5): 463-473

[23]

Beaulieu J, Doerksen T, Clément S, MacKay J, Bousquet J. Accuracy of genomic selection models in a large population of open-pollinated families in white spruce. Heredity, 2014, 113(4): 343-352

[24]

Bellard C, Bertelsmeier C, Leadley P, Thuiller W, Courchamp F. Impacts of climate change on the future of biodiversity. Ecol Lett, 2012, 15(4): 365-377

[25]

Bennett MM (2021) Epigenetic mechanisms governing plant growth, development, and responses to nematode parasitism. https://trace.tennessee.edu/utk_graddiss/6677/

[26]

Boissot N, Thomas S, Sauvion N, Marchal C, Pavis C, Dogimont C. Mapping and validation of QTLs for resistance to aphids and whiteflies in melon. Theor Appl Genet, 2010, 121(1): 9-20

[27]

Bonan GB. Forests and climate change: forcings, feedbacks, and the climate benefits of forests. Science, 2008, 320(5882): 1444-1449

[28]

Borthakur D, Busov V, Cao XH, Du QZ, Gailing O, Işık F, Ko JH, Li CH, Li QZ, Niu SH, Qu GZ, Vu THG, Wang XR, Wei ZG, Zhang L, Wei HR. Current status and trends in forest genomics. For Res, 2022,

[29]

Bravo S, Bertín A, Turner A, Sepúlveda F, Jopia P, Parra MJ, Castillo R, Hasbún R. Differences in DNA methylation, DNA structure and embryogenesis-related gene expression between embryogenic and non embryogenic lines of Pinus radiata D. don. Plant Cell Tissue Organ Cult (PCTOC), 2017, 130(3): 521-529

[30]

Burow MD, Starr JL, Park CH, Simpson CE, Paterson AH. Introgression of homeologous quantitative trait loci (QTLs) for resistance to the root-knot nematode [Meloidogyne arenaria (Neal) Chitwood] in an advanced backcross-QTL population of peanut (Arachis hypogaea L.). Mol Breed, 2014, 34(2): 393-406

[31]

Calus MPL, Meuwissen THE, de Roos APW, Veerkamp RF. Accuracy of genomic selection using different methods to define haplotypes. Genetics, 2008, 178(1): 553-561

[32]

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

[33]

Cao YF, Wang XZ, Wang LF, Wang X, Yuan YZ, Cheng XC, Lv CH. Molecular characterization and functional analysis of GPCR gene bx-srh-1 in pinewood nematode (Bursaphelenchus xylophilus). Forests, 2023, 14(7): 1282

[34]

Capblancq T, Fitzpatrick MC, Bay RA, Exposito-Alonso M, Keller SR. Genomic prediction of (mal)adaptation across current and future climatic landscapes. Annu Rev Ecol Evol Syst, 2020, 51: 245-269

[35]

Caromel B, Mugniéry D, Kerlan MC, Andrzejewski S, Palloix A, Ellissèche D, Rousselle-Bourgeois F, Lefebvre V. Resistance quantitative trait loci originating from Solanum sparsipilum act independently on the sex ratio of Globodera pallida and together for developing a necrotic reaction. Mol Plant Microbe Interact, 2005, 18(11): 1186-1194

[36]

Casacuberta E, González J. The impact of transposable elements in environmental adaptation. Mol Ecol, 2013, 22(6): 1503-1517

[37]

Castander-Olarieta A, Pereira C, Sales E, Meijón M, Arrillaga I, Cañal MJ, Goicoa T, Ugarte MD, Moncaleán P, Montalbán IA. Induction of Radiata pine somatic embryogenesis at high temperatures provokes a long-term decrease in DNA methylation/hydroxymethylation and differential expression of stress-related genes. Plants Basel, 2020, 9(12): 1762

[38]

Chakraborty D, Ciceu A, Ballian D, et al. . Assisted tree migration can preserve the European forest carbon sink under climate change. Nat Clim Change, 2024, 14: 845-852

[39]

Chen JN, Liu J, Jiang JJ, Qian SM, Song JW, Kabara R, Delo I, Serino G, Liu FQ, Hua ZH, Zhong XH. F-box protein CFK1 interacts with and degrades de novo DNA methyltransferase in Arabidopsis. New Phytol, 2021, 229(6): 3303-3317

[40]

Chen RJ, Gajendiran K, Wulff BBH. R we there yet? Advances in cloning resistance genes for engineering immunity in crop plants. Curr Opin Plant Biol, 2024, 77: 102489

[41]

Chen YX, Wang ZZ, Nie WD, Zhao TJ, Dang YL, Feng CH, Liu LL, Wang CN, Du C. Study on the function of SlWRKY80 in tomato defense against Meloidogyne incognita. Int J Mol Sci, 2024, 25(16): 8892

[42]

Chettri N, Sharma E, Shakya B, Thapa R, Bajracharya B, UddinK, Oli KP, Choudhury D (2010) Biodiversity in the Eastern Himalayas: status, trends and vulnerability to climate change. https://doi.org/10.53055/ICIMOD.497

[43]

Chludil D, Čepl J, Steffenrem A, Stejskal J, Sagariya C, Pook T, Schueler S, Korecký J, Almqvist C, Chakraborty D, Berlin M, Lstibůrek M. A pollen-based assisted migration for rapid forest adaptation. Glob Change Biol, 2025, 31(1): e70014

[44]

Chopra D, Hasan MS, Matera C, Chitambo O, Mendy B, Mahlitz SV, Ahmad Naz A, Szumski S, Janakowski S, Sobczak M, Mithöfer A, Kyndt T, Grundler FMW, Siddique S. Plant parasitic cyst nematodes redirect host indole metabolism via NADPH oxidase-mediated ROS to promote infection. New Phytol, 2021, 232(1): 318-331

[45]

Clarke MG (2023) Host-regulated gene expression in plant parasitic nematodes [PhD Thesis, University of Leeds]. https://etheses.whiterose.ac.uk/id/eprint/34944/

[46]

Corlett RT, Lafrankie JVJr. Potential impacts of climate change on tropical Asian forests through an influence on phenology. Clim Change, 1998, 39(2–3): 439-453

[47]

Cortés AJ, Restrepo-Montoya M, Bedoya-Canas LE. Modern strategies to assess and breed forest tree adaptation to changing climate. Front Plant Sci, 2020, 11: 583323

[48]

Creeden EP, Hicke JA, Buotte PC. Climate, weather, and recent mountain pine beetle outbreaks in the western United States. For Ecol Manag, 2014, 312: 239-251

[49]

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

[50]

Cui L, Qiu D, Sun L, Sun Y, Ren YK, Zhang HJ, Li JT, Zou JW, Wu PP, Hu JH, Xie JZ, Liu HW, Yang L, Zhou Y, Wang Y, Lv Y, Liu ZY, Murray TD, Li HJ. Resistance to Heterodera filipjevi and H. avenae in winter wheat is conferred by different QTL. Phytopathology, 2020, 110(2): 472-482

[51]

D’Errico G, Carletti B, Schröder T, Mota M, Vieira P, Roversi PF. An update on the occurrence of nematodes belonging to the genus Bursaphelenchus in the Mediterranean area. Forestry (Lond), 2015, 88(5): 509-520

[52]

da Cunha NB, da Silva JJ, Araújo AMM, de Souza LR, Leite ML, da S Medina G, Rodriguez GR, dos Anjos RM, Rodrigues JCM, Costa FF, Dias SC, Rech EL, Vianna GR. Updates on the regulatory framework of edited organisms in Brazil: a molecular revolution in Brazilian agribusiness. Genes, 2025, 16(5): 553

[53]

Dababat AA, Imren M, Erginbas-Orakci G, Ashrafi S, Yavuzaslanoglu E, Toktay H, Pariyar SR, Elekcioglu HI, Morgounov A, Mekete T. The importance and management strategies of cereal cyst nematodes, Heterodera spp., in Turkey. Euphytica, 2015, 202(2): 173-188

[54]

Dababat A, Arif MAR, Toktay H, Atiya O, Shokat S, E-Orakci G, Imren M, Singh S. A GWAS to identify the cereal cyst nematode (Heterodera filipjevi) resistance loci in diverse wheat prebreeding lines. J Appl Genet, 2021, 62(1): 93-98

[55]

Dai TT, Chen ZP, Guo YF, Ye JR. Rapid detection of the pine wood nematode Bursaphelenchus xylophilus using recombinase polymerase amplification combined with CRISPR/Cas12a. Crop Prot, 2023, 170: 106259

[56]

Dalakouras A, Katsaouni A, Avramidou M, Dadami E, Tsiouri O, Vasileiadis S, Makris A, Georgopoulou ME, Papadopoulou KK. A beneficial fungal root endophyte triggers systemic RNA silencing and DNA methylation of a host reporter gene. RNA Biol, 2023, 20(1): 20-30

[57]

Dangl JL, Horvath DM, Staskawicz BJ. Pivoting the plant immune system from dissection to deployment. Science, 2013, 341(6147): 746-751

[58]

Danielle M, Editor AM (2025) AccuWeather estimates more than $250 billion in damages and economic loss from LA wildfires. https://www.accuweather.com/en/weather-news/accuweather-estimates-more-than-250-billion-in-damages-and-economic-loss-from-la-wildfires/1733821

[59]

Darling 58/54 The American Chestnut Foundation (2025). https://tacf.org/darling-58

[60]

de Freitas Fraga HP, Moraes PEC, do Nascimento Vieira L, Guerra MP. Somatic embryogenesis in conifers: one clade to rule them all?. Plants, 2023, 12(14): 2648

[61]

Degen B, Müller NA. A simulation study comparing advanced marker-assisted selection with genomic selection in tree breeding programs. G3 (Bethesda), 2023, 13(10): jkad164

[62]

Ding YL, Sun TJ, Ao K, Peng YJ, Zhang YX, Li X, Zhang YL. Opposite roles of salicylic acid receptors NPR1 and NPR3/NPR4 in transcriptional regulation of plant immunity. Cell, 2018, 173(6): 1454-1467.e15

[63]

Djian-Caporalino C, Fazari A, Arguel MJ, Vernie T, VandeCasteele C, Faure I, Brunoud G, Pijarowski L, Palloix A, Lefebvre V, Abad P. Root-knot nematode (Meloidogyne spp.) Me resistance genes in pepper (Capsicum annuum L.) are clustered on the P9 chromosome. Theor Appl Genet, 2007, 114(3): 473-486

[64]

Djuric N, Cui HG, Su ZE, Wu SX, Wang HH, Chou FC (2021) MultiXNet: Multiclass multistage multimodal motion prediction. In: 2021 IEEE Intelligent Vehicles Symposium (IV). IEEE, Nagoya, Japan, pp 435–442. https://doi.org/10.1109/IV48863.2021.9575718

[65]

Domínguez-Figueroa J, Gómez-Rojas A, Escobar C. Functional studies of plant transcription factors and their relevance in the plant root-knot nematode interaction. Front Plant Sci, 2024, 15: 1370532

[66]

Dort EN, Tanguay P, Hamelin RC. CRISPR/Cas9 gene editing: an unexplored frontier for forest pathology. Front Plant Sci, 2020, 11: 1126

[67]

Dos Santos C, Franco OL. Pathogenesis-related proteins (PRs) with enzyme activity activating plant defense responses. Plants, 2023, 12(11): 2226

[68]

Dos Santos EL, Filho JCB, Hansel FA, Sousa JAT, Auer CG, Steiner N, Degenhardt J. 5-Azacytidine affects gene expression and metabolic profile of Pinus elliottii x Pinus caribaea var. hondurensis embryogenic cell lines. Plant Cell Tissue Organ Cult (PCTOC), 2023, 155(3): 637-651

[69]

Duarte-Aké F, Us-Camas R, De-la-eña C. Epigenetic regulation in heterosis and environmental stress: the challenge of producing hybrid epigenomes to face climate change. Epigenomes, 2023, 7(3): 14

[70]

Dutta TK, Ray S, Phani V. The status of the CRISPR/Cas9 research in plant-nematode interactions. Planta, 2023, 258(6): 103

[71]

Edwards D. Two molecular measures of relatedness based on haplotype sharing. BMC Bioinform, 2015, 16: 383

[72]

Egwuatu DC, Ogunye RO, Anene PC, Alhassan Y, Nwafor IR, Udoh JI, Asenuga OO, Nwokafor CV. A review on conversion of agricultural waste to bioenergy: processes and environmental impacts. Biotechnol J Int, 2024, 28(6): 18-34

[73]

Elorriaga E, Klocko AL, Ma C, du Plessis M, An XM, Myburg AA, Strauss SH. Genetic containment in vegetatively propagated forest trees: CRISPR disruption of LEAFY function in Eucalyptus gives sterile indeterminate inflorescences and normal juvenile development. Plant Biotechnol J, 2021, 19(9): 1743-1755

[74]

Falcão-Holanda RB, Leite GGF, Brunialti MKC, Jasiulionis MG, Salomão R. Altered levels of h3k9ac, h3k4me3, and h3k27me3 in promoters of differentially expressed genes related to innate immune response in septic patients with different clinical outcomes. Shock, 2023, 59(6): 882-891

[75]

Fehér A, Pasternak TP, Dudits D. Transition of somatic plant cells to an embryogenic state. Plant Cell Tissue Organ Cult, 2003, 74(3): 201-228

[76]

Fettig CJ, Reid ML, Bentz BJ, Sevanto S, Spittlehouse DL, Wang TL. Changing climates, changing forests: a western North American perspective. J for, 2013, 111(3): 214-228

[77]

Fister AS, Landherr L, Maximova SN, Guiltinan MJ. Transient expression of CRISPR/Cas9 machinery targeting TcNPR3 enhances defense response in Theobroma cacao. Front Plant Sci, 2018, 9: 268

[78]

Fournier-Level A, Korte A, Cooper MD, Nordborg M, Schmitt J, Wilczek AM. A map of local adaptation in Arabidopsis thaliana. Science, 2011, 334(6052): 86-89

[79]

Francisco FR, Aono AH, da Silva CC, Gonçalves PS, Scaloppi EJJrLe Guen V, Fritsche-Neto R, Souza LM, de Souza AP. Unravelling rubber tree growth by integrating GWAS and biological network-based approaches. Front Plant Sci, 2021, 12: 768589

[80]

Fudeyasu H, Hirose S, Yoshioka H, Kumazawa R, Yamasaki S. A global view of the landfall characteristics of tropical cyclones. Trop Cyclone Res Rev, 2014, 3(3): 178-192

[81]

Galal A, Sharma S, Abou-Elwafa SF, Sharma S, Kopisch-Obuch F, Laubach E, Perovic D, Ordon F, Jung C. Comparative QTL analysis of root lesion nematode resistance in barley. Theor Appl Genet, 2014, 127(6): 1399-1407

[82]

Galeng-Lawilao J, Mallikarjuna Swamy BP, Hore TK, Kumar A, De Waele D. Identification of quantitative trait loci underlying resistance and tolerance to the rice root-knot nematode, Meloidogyne graminicola, in Asian rice (Oryza sativa). Mol Breed, 2020, 40(7): 63

[83]

García-García I, Méndez-Cea B, Martín-Gálvez D, Seco JI, Gallego FJ, Linares JC. Challenges and perspectives in the epigenetics of climate change-induced forests decline. Front Plant Sci, 2022, 12: 797958

[84]

García-García I, Méndez-Cea B, Gallego FJ, Linares JC, Horreo JL. Genomic insights into climate change-induced forest dieback in Abies alba hotspots of decline. Eur J for Res, 2025, 144(1): 1-12

[85]

Gardner ST, Bertucci EM, Sutton R, Horcher A, Aubrey D, Parrott BB. Development of DNA methylation-based epigenetic age predictors in loblolly pine (Pinus taeda). Mol Ecol Resour, 2023, 23(1): 131-144

[86]

Gasiunas G, Young JK, Karvelis T, Kazlauskas D, Urbaitis T, Jasnauskaite M, Grusyte MM, Paulraj S, Wang PH, Hou Z, Dooley SK, Cigan M, Alarcon C, Chilcoat ND, Bigelyte G, Curcuru JL, Mabuchi M, Sun Z, Fuchs RT, Schildkraut E, Siksnys V. A catalogue of biochemically diverse CRISPR-Cas9 orthologs. Nat Commun, 2020, 11: 5512

[87]

Gelaw TA, Sanan-Mishra N. Non-coding RNAs in response to drought stress. Int J Mol Sci, 2021, 22(22): 12519

[88]

GMO legislation-European Commission (2025). https://food.ec.europa.eu/plants/genetically-modified-organisms/gmo-legislation_en

[89]

Goddard ME, Hayes BJ, Meuwissen THE. Using the genomic relationship matrix to predict the accuracy of genomic selection. J Anim Breed Genet, 2011, 128(6): 409-421

[90]

Gömöry D, Krajmerová D, Hrivnák M, Longauer R. Assisted migration vs. close-to-nature forestry: what are the prospects for tree populations under climate change?. Cent Eur for J, 2020, 66(2): 63-70

[91]

Gonzalez A, Bell G. Evolutionary rescue and adaptation to abrupt environmental change depends upon the history of stress. Philos Trans R Soc Lond B Biol Sci, 2013, 368(1610): 20120079

[92]

Gougherty AV, Keller SR, Fitzpatrick MC. Maladaptation, migration and extirpation fuel climate change risk in a forest tree species. Nat Clim Change, 2021, 11(2): 166-171

[93]

Goulamhoussen R (2021) Epigenetic Mechanisms in the Root–Knot Nematode Meloidogyne incognita: a study of virulence, TEL—Thèses En Ligne. France. Retrieved from https://coilink.org/20.500.12592/awmxwwe

[94]

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

[95]

Grummer JA, Booker TR, Matthey-Doret R, Nietlisbach P, Thomaz AT, Whitlock MC. The immediate costs and long-term benefits of assisted gene flow in large populations. Conserv Biol, 2022, 36(4): e13911

[96]

Guo B, Sleper DA, Lu P, Shannon JG, Nguyen HT, Arelli PR. QTLs associated with resistance to soybean cyst nematode in soybean: meta-analysis of QTL locations. Crop Sci, 2006, 46(2): 595-602

[97]

Guo T, Bao F, Fan YM, Zhang JF, Zhao J. Small molecules, enormous functions: potential approach for overcoming bottlenecks in embryogenic tissue induction and maintenance in conifers. Hortic Res, 2024, 11(8): uhae180

[98]

Hakman I, Von Arnold S. Plantlet regeneration through somatic embryogenesis in Picea abies (Norway spruce). J Plant Physiol, 1985, 121(2): 149-158

[99]

Hamrick JL. Response of forest trees to global environmental changes. For Ecol Manag, 2004, 197(1–3): 323-335

[100]

Hao X, Wang BW, Chen J, Wang BY, Xu JY, Pan JL, Ma L. Molecular characterization and functional analysis of multidrug resistance-associated genes of pinewood nematode (Bursaphelenchus xylophilus) for nematicides. Pestic Biochem Physiol, 2021, 177: 104902

[101]

He ZH, Xiao Y, Lv YW, Yeh FC, Wang X, Hu XS. Prediction of genetic gains from selection in tree breeding. Forests, 2023, 14(3): 520

[102]

Hill M, Tran N. miRNA interplay: mechanisms and consequences in cancer. Dis Model Mech, 2021, 14(4): dmm047662

[103]

Hirao T, Fukatsu E, Watanabe A (2012) Characterization of resistance to pine wood nematode infection in Pinus thunbergii using suppression subtractive hybridization. BMC Plant Biol 12(1):13. https://doi.org/10.1186/1471-2229-12-13

[104]

Hirao T, Matsunaga K, Hirakawa H, Shirasawa K, Isoda K, Mishima K, Tamura M, Watanabe A. Construction of genetic linkage map and identification of a novel major locus for resistance to pine wood nematode in Japanese black pine (Pinus thunbergii). BMC Plant Biol, 2019, 19(1): 424

[105]

Höijer I, Johansson J, Gudmundsson S, Chin CS, Bunikis I, Häggqvist S, Emmanouilidou A, Wilbe M, den Hoed M, Bondeson ML, Feuk L, Gyllensten U, Ameur A. Amplification-free long-read sequencing reveals unforeseen CRISPR-Cas9 off-target activity. Genome Biol, 2020, 21: 290

[106]

Holliday JA, Aitken SN, Cooke JEK, Fady B, González-Martínez SC, Heuertz M, Jaramillo-Correa JP, Lexer C, Staton M, Whetten RW, Plomion C. Advances in ecological genomics in forest trees and applications to genetic resources conservation and breeding. Mol Ecol, 2017, 26(3): 706-717

[107]

Hou YG, Gan JW, Fan ZY, Sun L, Garg V, Wang Y, Li SY, Bao PF, Cao BC, Varshney RK, Zhao HS. Haplotype-based pangenomes reveal genetic variations and climate adaptations in moso bamboo populations. Nat Commun, 2024, 15: 8085

[108]

Hsieh PH, Frost JM, Choi Y, Hsieh TF, Zilberman D, Fischer RL. Embryo-specific epigenetic mechanisms reconstitute the CHH methylation landscape during Arabidopsis embryogenesis. bioRxiv, 2023,

[109]

Hu ZX, Zong D, Zhang Q, Zhang XL, Lu Y, He CZ. PyuARF16/33 are involved in the regulation of lignin synthesis and rapid growth in Populus yunnanensis. Genes, 2023, 14(2): 278

[110]

Huang N, Angeles ER, Domingo J, Magpantay G, Singh S, Zhang G, Kumaravadivel N, Bennett J, Khush GS. Pyramiding of bacterial blight resistance genes in rice: marker-assisted selection using RFLP and PCR. Theor Appl Genet, 1997, 95(3): 313-320

[111]

Hwang CF, Xu KN, Hu R, Zhou RT, Riaz S, Walker MA. Cloning and characterization of XiR1, a locus responsible for dagger nematode resistance in grape. Theor Appl Genet, 2010, 121(4): 789-799

[112]

Hwang HS, Han JY, Choi YE. Enhanced accumulation of pinosylvin stilbenes and related gene expression in Pinus strobus after infection of pine wood nematode. Tree Physiol, 2021, 41(10): 1972-1987

[113]

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

[114]

Izuno A, Maruyama TE, Ueno S, Ujino-Ihara T, Moriguchi Y. Genotype and transcriptome effects on somatic embryogenesis in Cryptomeria japonica. PLoS ONE, 2020, 15(12): e0244634

[115]

Jacobs DF, Dumroese RK, Brennan AN, Campbell FT, Conrad AO, Delborne JA, Fitzsimmons S, Flores D, Giardina CP, Greenwood L, Martín JA, Merkle SA, Nelson CD, Newhouse AE, Powell WA, Romero-Severson J, Showalter DN, Sniezko RA, Strauss SH, Westbrook J, Woodcock P. Reintroduction of at-risk forest tree species using biotechnology depends on regulatory policy, informed by science and with public support. New For, 2023, 54(4): 587-604

[116]

Jandl R, Vesterdal L, Olsson M, Bens O, Badeck F, Roc J. Carbon sequestration and forest management. CABI Rev, 2007,

[117]

Jenkins HS. Air pollution and climate drive annual growth in ponderosa pine trees in southern California. Climate, 2021, 9(5): 82

[118]

Jia HG, Zhang YZ, Orbović V, Xu J, White FF, Jones JB, Wang N. Genome editing of the disease susceptibility gene CsLOB1 in Citrus confers resistance to Citrus canker. Plant Biotechnol J, 2017, 15(7): 817-823

[119]

Jinek M, Chylinski K, Fonfara I, Hauer M, Doudna JA, Charpentier E. A programmable dual-RNA-guided DNA endonuclease in adaptive bacterial immunity. Science, 2012, 337(6096): 816-821

[120]

Johnson LPV. A descriptive list of natural and artificial interspecific hybrids in North American forest-tree genera. Can J Res, 1939, 17c(12): 411-444

[121]

Kang X. Research progress of forest genetics and tree breeding. J Nanjing Univ, 2020, 44: 1

[122]

Kang HJ, Fan TY, Wu JB, Zhu Y, Shen WH. Histone modification and chromatin remodeling in plant response to pathogens. Front Plant Sci, 2022, 13: 986940

[123]

Kanzaki N, Giblin-Davis RM. Diversity and plant pathogenicity of Bursaphelenchus and related nematodes in relation to their vector bionomics. Curr for Rep, 2018, 4(2): 85-100

[124]

Karami O, Rahimi A, Khan M, Bemer M, Hazarika RR, Mak P, Compier M, van Noort V, Offringa R. A suppressor of axillary meristem maturation promotes longevity in flowering plants. Nat Plants, 2020, 6(4): 368-376

[125]

Karmezi M, Bataka A, Papachristos D, Avtzis DN. Nematodes in the pine forests of northern and central Greece. Insects, 2022, 13(2): 194

[126]

Kaushal R, Peng L, Singh SK, Zhang MR, Zhang XL, Vílchez JI, Wang Z, He DX, Yang Y, Lv SH, Xu ZT, Morcillo RJL, Wang W, Huang WC, Paré PW, Song CP, Zhu JK, Liu RY, Zhong WX, Ma P, Zhang HM. Dicer-like proteins influence Arabidopsis root microbiota independent of RNA-directed DNA methylation. Microbiome, 2021, 9(1): 57

[127]

Kelly MW, Sanford E, Grosberg RK. Limited potential for adaptation to climate change in a broadly distributed marine crustacean. Proc Biol Sci, 2012, 279(1727): 349-356

[128]

Khan A, Khan A, Khan F, Shariq M, Fatima S, Zeb SZ, Ahmad Siddiqui M (2023) Epigenetic mechanisms and their role in root gall formation. In: Root-galling disease of vegetable plants. Springer Nature, Singapore, pp 199–217. https://doi.org/10.1007/978-981-99-3892-6_7.

[129]

Khanna K, Ohri P, Bhardwaj R. Genetic toolbox and regulatory circuits of plant-nematode associations. Plant Physiol Biochem, 2021, 165: 137-146

[130]

Kim DY, Kim JM. Multi-omics integration strategies for animal epigenetic studies—a review. Anim Biosci, 2021, 34(8): 1271-1282

[131]

Kim SH, Qi D, Ashfield T, Helm M, Innes RW. Using decoys to expand the recognition specificity of a plant disease resistance protein. Science, 2016, 351(6274): 684-687

[132]

Knott GJ, Doudna JA. CRISPR-Cas guides the future of genetic engineering. Science, 2018, 361(6405): 866-869

[133]

Koonin EV, Makarova KS, Zhang F. Diversity, classification and evolution of CRISPR-Cas systems. Curr Opin Microbiol, 2017, 37: 67-78

[134]

Kourelis J, van der Hoorn RAL. Defended to the nines: 25 years of resistance gene cloning identifies nine mechanisms for R protein function. Plant Cell, 2018, 30(2): 285-299

[135]

Kumar S, Zavaliev R, Wu QL, Zhou Y, Cheng J, Dillard L, Powers J, Withers J, Zhao JS, Guan ZQ, Borgnia MJ, Bartesaghi A, Dong XN, Zhou P. Structural basis of NPR1 in activating plant immunity. Nature, 2022, 605(7910): 561-566

[136]

Kumar A, Sichov N, Bucki P, Miyara SB. SlWRKY16 and SlWRKY31 of tomato, negative regulators of plant defense, involved in susceptibility activation following root-knot nematode Meloidogyne javanica infection. Sci Rep, 2023, 13: 14592

[137]

Kumawat G, Kanta Kumawat C, Chandra K, Pandey S, Chand S, Nandan Mishra U, Lenka D, Sharma R (2021) Insights into marker assisted selection and its applications in plant breeding. In: Plant breeding: current and future views. IntechOpen. https://doi.org/10.5772/intechopen.95004

[138]

Kurz M, Kölz A, Gorges J, Pablo Carmona B, Brang P, Vitasse Y, Kohler M, Rezzonico F, Smits THM, Bauhus J, Rudow A, Kim Hansen O, Vatanparast M, Sevik H, Zhelev P, Gömöry D, Paule L, Sperisen C, Csilléry K. Tracing the origin of Oriental beech stands across Western Europe and reporting hybridization with European beech–implications for assisted gene flow. For Ecol Manag, 2023, 531: 120801

[139]

Kuttapetty M, Pillai PP, Varghese RJ, Seeni S. Genetic diversity analysis in disjunct populations of Rhododendron arboreum from the temperate and tropical forests of Indian subcontinent corroborate Satpura hypothesis of species migration. Biologia, 2014, 69(3): 311-322

[140]

Lan S, Zheng CF, Hauck K, McCausland M, Duguid SD, Booker HM, Cloutier S, You FM. Genomic prediction accuracy of seven breeding selection traits improved by QTL identification in flax. Int J Mol Sci, 2020, 21(5): 1577

[141]

Lane CN (2003) Acid rain: overview and abstracts

[142]

Langlet O. Two hundred years genecology. Taxon, 1971, 20(5–6): 653-721

[143]

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

[144]

Lee SH, Clark S, van der Werf JHJ. Estimation of genomic prediction accuracy from reference populations with varying degrees of relationship. PLoS ONE, 2017, 12(12): e0189775

[145]

Lee SC, Adams DW, Ipsaro JJ, Cahn J, Lynn J, Kim HS, Berube B, Major V, Calarco JP, LeBlanc C, Bhattacharjee S, Ramu U, Grimanelli D, Jacob Y, Voigt P, Joshua-Tor L, Martienssen RA. Chromatin remodeling of histone H3 variants by DDM1 underlies epigenetic inheritance of DNA methylation. Cell, 2023, 186(19): 4100-4116.e15

[146]

Leimu R, Fischer M. A meta-analysis of local adaptation in plants. PLoS ONE, 2008, 3(12): e4010

[147]

Li YY. Modern epigenetics methods in biological research. Methods, 2021, 187: 104-113

[148]

Li S, Lin YJ, Wang PY, Zhang BF, Li M, Chen S, Shi R, Tunlaya-Anukit S, Liu XY, Wang ZF, Dai XF, Yu J, Zhou CG, Liu BG, Wang JP, Chiang VL, Li W. The AREB1 transcription factor influences histone acetylation to regulate drought responses and tolerance in Populus trichocarpa. Plant Cell, 2019, 31(3): 663-686

[149]

Li T, Feng MY, Chi YM, Shi X, Sun ZL, Wu Z, Li AM, Shi WP. Defensive resistance of cowpea Vigna unguiculata control Megalurothrips usitatus mediated by jasmonic acid or insect damage. Plants, 2023, 12(4): 942

[150]

Li Y, Yuan YH, Hu ZJ, Liu SY, Zhang X. Genetic transformation of forest trees and its research advances in stress tolerance. Forests, 2024, 15(3): 441

[151]

Lim C, Kang JH, Bayartogtokh B, Bae YJ. Climate change will lead to range shifts and genetic diversity losses of dung beetles in the Gobi Desert and Mongolian Steppe. Sci Rep, 2024, 14: 15639

[152]

Lin H, Jiang XQ, Qian C, Zhang Y, Meng X, Liu NR, Li LL, Wang JC, Ju YQ. Genome-wide identification, characterization, and expression analysis of the HD-zip gene family in Lagerstroemia for regulating plant height. Genes, 2024, 15(4): 428

[153]

Liu B, Liu QH, Zhou ZC, Yin HF, Xie YN, Wei YC. Two terpene synthases in resistant Pinus massoniana contribute to defence against Bursaphelenchus xylophilus. Plant Cell Environ, 2021, 44(1): 257-274

[154]

Liu HZ, Gao JH, Sun JT, Li S, Zhang BF, Wang ZW, Zhou CG, Sulis DB, Wang JP, Chiang VL, Li W. Dimerization of PtrMYB074 and PtrWRKY19 mediates transcriptional activation of PtrbHLH186 for secondary xylem development in Populus trichocarpa. New Phytol, 2022, 234(3): 918-933

[155]

Liu ZJ, Zhou T, Gao DY. Genetic and epigenetic regulation of growth, reproduction, disease resistance and stress responses in aquaculture. Front Genet, 2022, 13: 994471

[156]

Loarie SR, Duffy PB, Hamilton H, Asner GP, Field CB, Ackerly DD. The velocity of climate change. Nature, 2009, 462(7276): 1052-1055

[157]

Lotz C. The international union of forest research organizations (IUFRO) and debates about forest-water relations during the late 19th century. J Hist Res, 2017, 7(1): 1-19

[158]

Luo FX, Evans K, Norelli JL, Zhang ZW, Peace C. Prospects for achieving durable disease resistance with elite fruit quality in apple breeding. Tree Genet Genomes, 2020, 16(1): 21

[159]

Luo XB, Jin YY, Shen F, Zhang WP. Integrated analysis of the lncRNA-miRNA-mRNA expression profiles in response to Meloidogyne incognita in radish (Raphanus sativus L.). Agronomy, 2024, 14(8): 1603

[160]

Ma JJ, Chen X, Song YT, Zhang GF, Zhou XQ, Que SP, Mao F, Pervaiz T, Lin JX, Li Y, Li W, Wu HX, Niu SH. MADS-box transcription factors MADS11 and DAL1 interact to mediate the vegetative-to-reproductive transition in pine. Plant Physiol, 2021, 187(1): 247-262

[161]

Makarova KS, Wolf YI, Iranzo J, Shmakov SA, Alkhnbashi OS, Brouns SJJ, Charpentier E, Cheng D, Haft DH, Horvath P, Moineau S, Mojica FJM, Scott D, Shah SA, Siksnys V, Terns MP, Venclovas Č, White MF, Yakunin AF, Yan W, Zhang F, Garrett RA, Backofen R, van der Oost J, Barrangou R, Koonin EV. Evolutionary classification of CRISPR–Cas systems: a burst of class 2 and derived variants. Nat Rev Microbiol, 2020, 18(2): 67-83

[162]

Martins EG, Hinch SG, Cooke SJ, Patterson DA. Climate effects on growth, phenology, and survival of sockeye salmon (Oncorhynchus nerka): a synthesis of the current state of knowledge and future research directions. Rev Fish Biol Fish, 2012, 22(4): 887-914

[163]

Maruyama TE, Hosoi Y (2018) Protocol for somatic embryogenesis in Japanese black pine (Pinus thunbergii Parl.) and Japanese red pine (Pinus densiflora sieb. et zucc.). In: Step wise protocols for somatic embryogenesis of important woody plants. Springer International Publishing, pp 229–241. https://doi.org/10.1007/978-3-319-89483-6_17

[164]

Mathew B, Léon J, Sillanpää MJ. A novel linkage-disequilibrium corrected genomic relationship matrix for SNP-heritability estimation and genomic prediction. Heredity, 2018, 120(4): 356-368

[165]

Méndez-Hernández HA, Ledezma-Rodríguez M, Avilez-Montalvo RN, Juárez-Gómez YL, Skeete A, Avilez-Montalvo J, De-la-Peña C, Loyola-Vargas VM. Signaling overview of plant somatic embryogenesis. Front Plant Sci, 2019, 10: 77

[166]

Menéndez-Gutiérrez M, Alonso M, Toval G, Díaz R. Testing of selected Pinus pinaster half-sib families for tolerance to pinewood nematode (Bursaphelenchus xylophilus). Forestry, 2018, 91(1): 38-48

[167]

Miedaner T, Boeven ALG, Gaikpa DS, Kistner MB, Grote CP. Genomics-assisted breeding for quantitative disease resistances in small-grain cereals and maize. Int J Mol Sci, 2020, 21(24): 9717

[168]

Milligan SB, Bodeau J, Yaghoobi J, Kaloshian I, Zabel P, Williamson VM. The root knot nematode resistance gene Mi from tomato is a member of the leucine zipper, nucleotide binding, leucine-rich repeat family of plant genes. Plant Cell, 1998, 10(8): 1307-1319

[169]

Mng’omba SA, Akinnifesi FK, Marunda C, Avana-Tientcheu ML, Sileshi GW, Syampungani S (2024) Germplasm systems of multipurpose indigenous trees in Africa. In: Trees in a sub-Saharan multi-functional landscape. Springer Nature Switzerland, pp 211–236. https://doi.org/10.1007/978-3-031-69812-5_10

[170]

Modesto I, Sterck L, Arbona V, Gómez-Cadenas A, Carrasquinho I, Van de Peer Y, Miguel CM. Insights into the mechanisms implicated in Pinus pinaster resistance to pinewood nematode. Front Plant Sci, 2021, 12: 690857

[171]

Modesto I, Inácio V, Novikova P, Carrasquinho I, Van de Peer Y, Miguel CM. SNP detection in Pinus pinaster transcriptome and association with resistance to pinewood nematode. Forests, 2022, 13(6): 946

[172]

Modesto I, Inácio V, Van de Peer Y, Miguel CM. microRNA-mediated post-transcriptional regulation of Pinus pinaster response and resistance to pinewood nematode. Sci Rep, 2022, 12(1): 5160

[173]

Modesto I, Mendes A, Carrasquinho I, Miguel CM. Molecular defense response of pine trees (Pinus spp.) to the parasitic nematode Bursaphelenchus xylophilus. Cells, 2022, 11(20): 3208

[174]

Mora-Poblete F, Ballesta P, Lobos GA, Molina-Montenegro M, Gleadow R, Ahmar S, Jiménez-Aspee F. Genome-wide association study of cyanogenic glycosides, proline, sugars, and pigments in Eucalyptus cladocalyx after 18 consecutive dry summers. Physiol Plant, 2021, 172(3): 1550-1569

[175]

Mundt CC. Pyramiding for resistance durability: theory and practice. Phytopathology, 2018, 108(7): 792-802

[176]

Murugan K, Seetharam AS, Severin AJ, Sashital DG. CRISPR-Cas12a has widespread off-target and dsDNA-nicking effects. J Biol Chem, 2020, 295(17): 5538-5553

[177]

Mushtaq M, Ahmad Dar A, Basu U, Ahmad Bhat B, Ahmad Mir R, Vats S, Dar MS, Tyagi A, Ali S, Bansal M, Rai GK, Wani SH. Integrating CRISPR-Cas and next generation sequencing in plant virology. Front Genet, 2021, 12: 735489

[178]

Naidoo S, Slippers B, Plett JM, Coles D, Oates CN. The road to resistance in forest trees. Front Plant Sci, 2019, 10: 273

[179]

Navarro BV, Elbl P, de Oliveira LF, Piovezani AR, dos Santos ALW, de Souza DT, Demarco D, Buckeridge MS, Floh EIS. Cell-to-cell trafficking patterns in cell lines of Araucaria angustifolia (Brazilian pine) with contrasting embryogenic potential. Plant Cell Tissue Organ Cult PCTOC, 2022, 148(1): 81-93

[180]

Neale DB, Martínez-García PJ, De La Torre AR, Montanari S, Wei XX. Novel insights into tree biology and genome evolution as revealed through genomics. Annu Rev Plant Biol, 2017, 68: 457-483

[181]

Nghiem QC, Griffin AR, Harwood CE, Harbard JL, Le S, Price A, Koutoulis A. Occurrence of polyploidy in populations of Acacia dealbata in south-eastern Tasmania and cytotypic variation in reproductive traits. Aust J Bot, 2018, 66(2): 152-160

[182]

Nie ZY, Li WH, Deng LL, Gao K, Liu QH, Zhou ZC. Comprehensive analysis of LRR-RLKs and key gene identification in Pinus massoniana resistant to pine wood nematode. Front Plant Sci, 2022, 13: 1043261

[183]

Norman A, Taylor J, Edwards J, Kuchel H. Optimising genomic selection in wheat: effect of marker density, population size and population structure on prediction accuracy. G3 Bethesda, 2018, 8(9): 2889-2899

[184]

O’Connor MI, Selig ER, Pinsky ML, Altermatt F. Toward a conceptual synthesis for climate change responses. Glob Ecol Biogeogr, 2012, 21(7): 693-703

[185]

Pais MS. Somatic embryogenesis induction in woody species: the future after OMICs data assessment. Front Plant Sci, 2019, 10: 240

[186]

Pandey P, Tripathi A, Dwivedi S, Lal K, Jhang T. Deciphering the mechanisms, hormonal signaling, and potential applications of endophytic microbes to mediate stress tolerance in medicinal plants. Front Plant Sci, 2023, 14: 1250020

[187]

Parsons J, Matthews W, Iorizzo M, Roberts P, Simon P. Meloidogyne incognita nematode resistance QTL in carrot. Mol Breed, 2015, 35(5): 114

[188]

Patocchi A, Wehrli A, Dubuis PH, Auwerkerken A, Leida C, Cipriani G, Passey T, Staples M, Didelot F, Philion V, Peil A, Laszakovits H, Rühmer T, Boeck K, Baniulis D, Strasser K, Vávra R, Guerra W, Masny S, Ruess F, Le Berre F, Nybom H, Tartarini S, Spornberger A, Pikunova A, Bus VGM. Ten years of VINQUEST: first insight for breeding new apple cultivars with durable apple scab resistance. Plant Dis, 2020, 104(8): 2074-2081

[189]

Pawelczak KS, Gavande NS, VanderVere-Carozza PS, Turchi JJ. Modulating DNA repair pathways to improve precision genome engineering. ACS Chem Biol, 2018, 13(2): 389-396

[190]

Pereira C, Castander-Olarieta A, Sales E, Montalbán IA, Canhoto J, Moncaleán P. Heat stress in Pinus halepensis somatic embryogenesis induction: Effect in DNA methylation and differential expression of stress-related genes. Plants, 2021, 10(11): 2333

[191]

Perrier A, Didelot A, Laurent-Puig P, Blons H, Garinet S. Epigenetic mechanisms of resistance to immune checkpoint inhibitors. Biomolecules, 2020, 10(7): 1061

[192]

Planters guide-Pine (2024) https://www.skogforsk.se/english/products-and-events/software/planters-guide---pine/

[193]

Plomion C, Bastien C, Bogeat-Triboulot MB, Bouffier L, Déjardin A, Duplessis S, Fady B, Heuertz M, Le Gac AL, Le Provost G, Legué V, Lelu-Walter MA, Le plé JC, Maury S, Morel A, Oddou-Muratorio S, Pilate G, Sanchez L, Scotti I, Scotti-Saintagne C, Segura V, Trontin JF, Vacher C. Forest tree genomics: 10 achievements from the past 10 years and future prospects. Ann Sci, 2016, 73(1): 77-103

[194]

Prieto-Benítez S, Morente-López J, Rubio Teso ML, Lara-Romero C, García-Fernández A, Torres E, Iriondo JM. Evaluating assisted gene flow in marginal populations of a high mountain species. Front Ecol Evol, 2021, 9: 638837

[195]

Rabuma T, Moronta-Barrios F, Craig W. Navigating biosafety regulatory frameworks for genetic engineering in Africa: A focus on genome editing and gene drive technologies. Front Bioeng Biotechnol, 2024, 12: 1483279

[196]

Rahman MS, Linsell KJ, Taylor JD, Hayden MJ, Collins NC, Oldach KH. Fine mapping of root lesion nematode (Pratylenchus thornei) resistance loci on chromosomes 6D and 2B of wheat. Theor Appl Genet, 2020, 133(2): 635-652

[197]

Ramasamy M, Rajkumar MS, Bedre R, Irigoyen S, Berg-Falloure K, Kolomiets MV, Mandadi KK. Genome editing of NPR3 confers potato resistance to Candidatus Liberibacter spp. Plant Biotechnol J, 2024, 22(9): 2635-2637

[198]

Ramassone A, Pagotto S, Veronese A, Visone R. Epigenetics and microRNAs in cancer. Int J Mol Sci, 2018, 19(2): 459

[199]

Ravinath R, Sagar YN, Mankal N, Rajagopal S. microRNA—the promising molecular tool for engineering stress resistance in crop plants. Russ J Plant Physiol, 2024, 71(4): 115

[200]

Reed TE, Schindler DE, Waples RS. Interacting effects of phenotypic plasticity and evolution on population persistence in a changing climate. Conserv Biol, 2011, 25(1): 56-63

[201]

Resende MFRJrMuñoz 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

[202]

Revised Biotechnology Regulations (2025) (Previously SECURE Rule) Animal and Plant Health Inspection Service. https://www.aphis.usda.gov/biotechnology/regulations/secure-rule

[203]

Rodrigues AM, Carrasquinho I, António C. Primary metabolite adjustments associated with pinewood nematode resistance in Pinus pinaster. Front Plant Sci, 2021, 12: 777681

[204]

Rodrigues AM, Da Silva MN, Vasconcelos M, António CAntónio C. Metabolomics of Pinus spp. in response to pinewood nematode infection. Monitoring forest damage with metabolomics methods, 2024, Wiley: 389-419

[205]

Rodrigues MGF, Firmino AC, Valentim JJ, Pavan BE, Ferreira AFA, Monteiro LNH, Ramos ES, Soutello RVG. Correlation of genome methylation of fig tree accessions with natural nematode and rust incidence. Braz J Biol, 2024, 84: e263041

[206]

Rodríguez-Leal D, Lemmon ZH, Man J, Bartlett ME, Lippman ZB. Engineering quantitative trait variation for crop improvement by genome editing. Cell, 2017, 171(2): 470-480.e8

[207]

Rossi F, Crnjar A, Comitani F, Feliciano R, Jahn L, Malim G, Southgate L, Kay E, Oakey R, Buggs R, Moir A, Kistler L, Rodriguez Mateos A, Molteni C, Schulz R. Extraction and high-throughput sequencing of oak heartwood DNA: assessing the feasibility of genome-wide DNA methylation profiling. PLoS ONE, 2021, 16(11): e0254971

[208]

Saha B, Nayak J, Srivastava R, Samal S, Kumar D, Chanwala J, Dey N, Giri MK. Unraveling the involvement of WRKY TFs in regulating plant disease defense signaling. Planta, 2023, 259(1): 7

[209]

Salgotra RK, Stewart CNJr. Functional markers for precision plant breeding. Int J Mol Sci, 2020, 21(13): 4792

[210]

Salmela MJ. Adaptive genetic variation in Scots pine (Pinus sylvestris L.) in Scotland, 2011, University of Edinburgh

[211]

Sánchez AC, Rojas Briceño NB, Bandopadhyay S, Ghosh S, Torres Guzmán C, Oliva M, Guzman BK, Salas López R. Biogeographic distribution of Cedrela spp. genus in Peru using MaxEnt modeling: a conservation and restoration approach. Diversity, 2021, 13(6): 261

[212]

Schreiber K (2019) India: Crops/Food. In: Glob. Gene Ed. Regul. Tracker. https://crispr-gene-editing-regs-tracker.geneticliteracyproject.org/india-crops-food/

[213]

Seddon N, Chausson A, Berry P, Girardin CAJ, Smith A, Turner B. Understanding the value and limits of nature-based solutions to climate change and other global challenges. Philos Trans R Soc Lond B Biol Sci, 2020, 375(1794): 20190120

[214]

Seidl R, Thom D, Kautz M, Martin-Benito D, Peltoniemi M, Vacchiano G, Wild J, Ascoli D, Petr M, Honkaniemi J, Lexer MJ, Trotsiuk V, Mairota P, Svoboda M, Fabrika M, Nagel TA, Reyer CPO. Forest disturbances under climate change. Nat Clim Change, 2017, 7(6): 395-402

[215]

Sharma S, Sharma S, Kopisch-Obuch FJ, Keil T, Laubach E, Stein N, Graner A, Jung C. QTL analysis of root-lesion nematode resistance in barley: 1. Pratylenchus neglectus. Theor Appl Genet, 2011, 122(7): 1321-1330

[216]

Sihag N, Singh T, Sheoran S, Singh O, Malik R, Kumar L, Singh J. Role of RNA interference in drought stress management: physiological, biochemical and molecular approach. Crop Pasture Sci, 2024, 75: CP23183

[217]

Simiqueli GF, Resende RT, Takahashi EK, de Sousa JE, Grattapaglia D. Realized genomic selection across generations in a reciprocal recurrent selection breeding program of Eucalyptus hybrids. Front Plant Sci, 2023, 14: 1252504

[218]

Singh RB, Mal S. Trends and variability of monsoon and other rainfall seasons in Western Himalaya, India. Atmos Sci Lett, 2014, 15(3): 218-226

[219]

Sniezko RA, Koch J. Breeding trees resistant to insects and diseases: putting theory into application. Biol Invasions, 2017, 19(11): 3377-3400

[220]

Sonwani SSS, Maurya VVMSaxena P, Naik V. Impact of air pollution on the environment and economy. Air pollution: sources, impacts and controls, 2019, UK. CAB International: 113-134

[221]

Sonwani S, Hussain S, Saxena P. Air pollution and climate change impact on forest ecosystems in Asian region—a review. Ecosyst Health Sustain, 2022, 8: 2090448

[222]

Sow MD, Le Gac AL, Fichot R, Lanciano S, Delaunay A, Le Jan I, Lesage-Descauses MC, Citerne S, Caius J, Brunaud V, Soubigou-Taconnat L, Cochard H, Segura V, Chaparro C, Grunau C, Daviaud C, Tost J, Brignolas F, Strauss SH, Mirouze M, Maury S. RNAi suppression of DNA methylation affects the drought stress response and genome integrity in transgenic poplar. New Phytol, 2021, 232(1): 80-97

[223]

Spencer KP, Burger JT, Campa M. CRISPR-based resistance to grapevine virus A. Front Plant Sci, 2023, 14: 1296251

[224]

Spoel SH, Dong XN. Salicylic acid in plant immunity and beyond. Plant Cell, 2024, 36(5): 1451-1464

[225]

Strachan SM, Armstrong MR, Kaur A, Wright KM, Lim TY, Baker K, Jones J, Bryan G, Blok V, Hein I. Mapping the H2 resistance effective against Globodera pallida pathotype Pa1 in tetraploid potato. Theor Appl Genet, 2019, 132(4): 1283-1294

[226]

Suzuki R, Yamada M, Higaki T, Aida M, Kubo M, Tsai AY, Sawa S. PUCHI regulates giant cell morphology during root-knot nematode infection in Arabidopsis thaliana. Front Plant Sci, 2021, 12: 755610

[227]

Tachikawa M, Matsuo M. Global regulatory trends of genome editing technology in agriculture and food. Breed Sci, 2024, 74(1): 3-10

[228]

Tan MYA, Park TH, Alles R, Hutten RCB, Visser RGF, van Eck HJ. GpaXItarloriginating from Solanum tarijense is a major resistance locus to Globodera pallida and is localised on chromosome 11 of potato. Theor Appl Genet, 2009, 119(8): 1477-1487

[229]

Tedesco AM, Brancalion PHS, Hepburn MLH, Walji K, Wilson KA, Possingham HP, Dean AJ, Nugent N, Elias-Trostmann K, Perez-Hammerle KV, Rhodes JR. The role of incentive mechanisms in promoting forest restoration. Philos Trans R Soc Lond B Biol Sci, 2023, 378(1867): 20210088

[230]

Teshome DT, Zharare GE, Ployet R, Naidoo S. Transcriptional reprogramming during recovery from drought stress in Eucalyptus grandis. Tree Physiol, 2023, 43(6): 979-994

[231]

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

[232]

Thistlethwaite FR, Gamal El-Dien O, Ratcliffe B, Klápště J, Porth I, Chen C, Stoehr MU, Ingvarsson PK, El-Kassaby YA. Linkage disequilibrium vs. pedigree: genomic selection prediction accuracy in conifer species. PLoS ONE, 2020, 15(6): e0232201

[233]

Trontin JF, Raschke J, Rupps A. Tree ‘memory’: new insights on temperature-induced priming effects during early embryogenesis. Tree Physiol, 2021, 41(6): 906-911

[234]

Turesson G. The scope and import of genecology. Hereditas, 1923, 4(1–2): 171-176

[235]

USDA (2025) Seeks public input on draft environmental documents for deregulation of American chestnut developed using genetic engineering. Animal and Plant Health Inspection Service. https://www.aphis.usda.gov/news/program-update/usda-chestnut-deregulation

[236]

van Schie CCN, Takken FLW. Susceptibility genes 101: how to be a good host. Annu Rev Phytopathol, 2014, 52: 551-581

[237]

Vargas-Rodriguez YL, Platt WJ, Urbatsch LE, Foltz DW. Large scale patterns of genetic variation and differentiation in sugar maple from tropical Central America to temperate North America. BMC Evol Biol, 2015, 15: 257

[238]

Varis S, Klimaszewska K, Aronen T. Somatic embryogenesis and plant regeneration from primordial shoot explants of Picea abies (L.) H. karst. somatic trees. Front Plant Sci, 2018, 9: 1551

[239]

Varshney RK, Singh VK, Kumar A, Powell W, Sorrells ME. Can genomics deliver climate-change ready crops?. Curr Opin Plant Biol, 2018, 45(Pt B): 205-211

[240]

Vondrakova Z, Dobrev PI, Pesek B, Fischerova L, Vagner M, Motyka V. Profiles of endogenous phytohormones over the course of Norway spruce somatic embryogenesis. Front Plant Sci, 2018, 9: 1283

[241]

Vu GTH, Cao HX, Watanabe K, Hensel G, Blattner FR, Kumlehn J, Schubert I. Repair of site-specific DNA double-strand breaks in barley occurs via diverse pathways primarily involving the sister chromatid. Plant Cell, 2014, 26(5): 2156-2167

[242]

Vu GTH, Cao HX, Fauser F, Reiss B, Puchta H, Schubert I. Endogenous sequence patterns predispose the repair modes of CRISPR/Cas9-induced DNA double-stranded breaks in Arabidopsis thaliana. Plant J, 2017, 92(1): 57-67

[243]

Wang M, Du GC, Fang JN, Wang LS, Guo QQ, Zhang TT, Li RG. UGT440A1 is associated with motility, reproduction, and pathogenicity of the plant-parasitic nematode Bursaphelenchus xylophilus. Front Plant Sci, 2022, 13: 862594

[244]

Wang X, Wang LF, Cao YF, Yuan YZ, Hu J, Chen ZH, Zhu F, Wang XZ. Bursaphelenchus xylophilus detection and analysis system based on CRISPR - Cas12. Front Plant Sci, 2022, 13: 1075838

[245]

Wang J, Chen BW, Ali S, Zhang TX, Wang Y, Zhang H, Wang LS, Zhang YL, Xie LN, Jiang TB, Yin J, Sederoff HW, Zinta G, Sederoff RR, Li YH, Zhang QZ. Epigenetic modification associated with climate regulates betulin biosynthesis in birch. J for Res, 2023, 34(1): 21-35

[246]

Wang MC, Li R, Zhao Q. Multi-omics techniques in genetic studies and breeding of forest plants. Forests, 2023, 14(6): 1196

[247]

Wang XY, Wu XQ, Wen TY, Feng YQ, Zhang Y. Transcriptomic analysis reveals differentially expressed genes associated with pine wood nematode resistance in resistant Pinus thunbergii. Tree Physiol, 2023, 43(6): 995-1008

[248]

Wang YR, Yu JJ, Zhang X, He YX, Chen S, Fan EQ, Qu GZ, Chen S, Liu CX. Morphological, histological, and transcriptome analysis of doubled haploid plants in poplars (Populus simonii × Populus nigra). Forests, 2023, 14(8): 1535

[249]

Wani SN, Grewal AK, Khan H, Singh TG. Elucidating the molecular symphony: unweaving the transcriptional & epigenetic pathways underlying neuroplasticity in opioid dependence and withdrawal. Psychopharmacology Berl, 2024, 241(10): 1955-1981

[250]

Wendt dos Santos AL, Steiner N, Guerra MP, Zoglauer K, Moerschbacher BM. Somatic embryogenesis in Araucaria angustifolia. Biol Plant, 2008, 52(1): 195-199

[251]

Wilson SK, Pretorius T, Naidoo S. Mechanisms of systemic resistance to pathogen infection in plants and their potential application in forestry. BMC Plant Biol, 2023, 23(1): 404

[252]

Wohlgemuth T, Gossner MM, Campagnaro T, Marchante H, van Loo M, Vacchiano G, Castro-Díez P, Dobrowolska D, Gazda A, Keren S, Keserű Z, Koprowski M, La Porta N, Marozas V, Nygaard PH, Podrázský V, Puchałka R, Reisman-Berman O, Straigytė L, Ylioja T, Pötzelsberger E, Silva JS. Impact of non-native tree species in Europe on soil properties and biodiversity: a review. NeoBiota, 2022, 78: 45-69

[253]

Xia JZ, Guo XQ, Deng KY (2014) Epigenetics, microRNAs and human cancer. In: microRNAs: key regulators of oncogenesis. Springer International Publishing, pp 29–57. https://doi.org/10.1007/978-3-319-03725-7_2

[254]

Xiang YZ, Huang WZ, Tan LM, Chen TY, He Y, Irving PS, Weeks KM, Zhang QC, Dong XN. Pervasive downstream RNA hairpins dynamically dictate start-codon selection. Nature, 2023, 621(7978): 423-430

[255]

Xie YN, Liu B, Zhou ZC, Gao K, Yin HF, Zhao YX, Liu QH. PmHs1pro-1 monitors Bsursaphelenchus Xylophilus infection and activates defensive response in resistant Pinus massoniana. Plant Cell Environ, 2024, 47(11): 4369-4382

[256]

Xu GY, Yuan M, Ai CR, Liu LJ, Zhuang E, Karapetyan S, Wang SP, Dong XN. uORF-mediated translation allows engineered plant disease resistance without fitness costs. Nature, 2017, 545(7655): 491-494

[257]

Xu WJ, Cheng H, Zhu SR, Cheng JY, Ji HH, Zhang BC, Cao SQ, Wang C, Tong GM, Zhen C, Mu LQ, Zhou YH, Cheng YX. Functional understanding of secondary cell wall cellulose synthases in Populus trichocarpa via the Cas9/gRNA-induced gene knockouts. New Phytol, 2021, 231(4): 1478-1495

[258]

Yan F, Xi RM, She RX, Chen PP, Yan YJ, Yang G, Dang M, Yue M, Pei D, Woeste K, Zhao P. Improved de novo chromosome-level genome assembly of the vulnerable walnut tree Juglans mandshurica reveals gene family evolution and possible genome basis of resistance to lesion nematode. Mol Ecol Resour, 2021, 21(6): 2063-2076

[259]

Yao T, Yuan GL, Lu HW, Liu Y, Zhang J, Tuskan GA, Muchero W, Chen JG, Yang XH. CRISPR/Cas9-based gene activation and base editing in Populus. Hortic Res, 2023, 10(6): uhad085

[260]

Younessi-Hamzekhanlu M, Gailing O. Genome-wide SNP markers accelerate perennial forest tree breeding rate for disease resistance through marker-assisted and genome-wide selection. Int J Mol Sci, 2022, 23(20): 12315

[261]

Young DJN, Blush TD, Landram M, Wright JW, Latimer AM, Safford HD. Assisted gene flow in the context of large-scale forest management in California, USA. Ecosphere, 2020, 11(1): e03001

[262]

Yu DD, Wildhagen H, Tylewicz S, Miskolczi PC, Bhalerao RP, Polle A. Abscisic acid signalling mediates biomass trade-off and allocation in poplar. New Phytol, 2019, 223(3): 1192-1203

[263]

Yu L, Wang YN, Wang X, Han S, Wang LF, Wang XZ. Transcriptomic, metabonomic and proteomic analyses reveal that terpenoids and flavonoids are required for Pinus koraiensis early defence against Bursaphelenchus xylophilus infection. BMC Plant Biol, 2025, 25(1): 185

[264]

Zavaliev R, Dong XN. NPR1, a key immune regulator for plant survival under biotic and abiotic stresses. Mol Cell, 2024, 84(1): 131-141

[265]

Zetzsche J, Fallet M. To live or let die? Epigenetic adaptations to climate change-a review. Environ Epigenet, 2024, 10(1): dvae009

[266]

Zhang YL, Cheng YT, Qu N, Zhao QG, Bi DL, Li X. Negative regulation of defense responses in Arabidopsis by two NPR1 paralogs. Plant J, 2006, 48(5): 647-656

[267]

Zhang JP, Song QJ, Cregan PB, Jiang GL. Genome-wide association study, genomic prediction and marker-assisted selection for seed weight in soybean (Glycine max). Theor Appl Genet, 2016, 129(1): 117-130

[268]

Zhao Y, Tian YT, Sun YH, Li Y. The development of forest genetic breeding and the application of genome selection and CRISPR/Cas9 in forest breeding. Forests, 2022, 13(12): 2116

[269]

Zhao Y, Yuan ZB, Wang S, Wang HY, Chao YJ, Sederoff RR, Sederoff H, Yan H, Pan JL, Peng M, Wu D, Borriss R, Niu B. Gene sdaB is involved in the nematocidal activity of Enterobacter ludwigii aa4 against the pine wood nematode Bursaphelenchus xylophilus. Front Microbiol, 2022, 13: 870519

[270]

Zheng JY, Zhao HC, Ma YM, Jiang ML, Zhan ZX, Li XN, Piao ZY. Marker-assisted pyramiding of genes for multilocular ovaries, self-compatibility, and clubroot resistance in chinese cabbage (Brassicarapa L. ssp. pekinensis). Horticulturae, 2022, 8(2): 139

[271]

Zhou HJ, Bai SH, Wang N, Sun XH, Zhang YG, Zhu J, Dong CH. CRISPR/Cas9-mediated mutagenesis of MdCNGC2 in apple callus and VIGS-mediated silencing of MdCNGC2 in fruits improve resistance to Botryosphaeria dothidea. Front Plant Sci, 2020, 11: 575477

[272]

Zhu HC, Li C, Gao CX. Applications of CRISPR-Cas in agriculture and plant biotechnology. Nat Rev Mol Cell Biol, 2020, 21(11): 661-677

[273]

Zhu JY, Liu QH, Diao S, Zhou ZC, Wang YD, Ding XY, Cao MY, Luo DH. Development of a 101.6K liquid-phased probe for GWAS and genomic selection in pine wilt disease-resistance breeding in Masson pine. Plant Genome, 2025, 18(1): e70005

[274]

Zwart RS, Thompson JP, Godwin ID. Identification of quantitative trait loci for resistance to two species of root-lesion nematode (Pratylenchusthornei and P. neglectus) in wheat. Aust J Agric Res, 2005, 56(4): 345-352

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