Genome-wide Runs of Homozygosity Islands Uncover Candidate Genes Involved in Stress Response in Pistacia Vera

Document Type : Research Article

Authors

1 Department of Plant Genetics and Production Engineering, University of Mohaghegh Ardabili, Ardabil, Iran

2 Department of Animal Science, Faculty of Agriculture and Natural Resources, University of Mohaghegh Ardabili, Ardabil, Iran

3 Department of Animal Science Research, Ardabil Agricultural and Natural Resources Research and Education Center, Agricultural Research, Education and Extension Organization (AREEO), Ardabil, Iran

4 Department of Agronomy and Plant Breeding, Agriculture Institute, Research Institute of Zabol, Zabol, Iran

Abstract

Pistacia vera L. is a perennial tree species of significant economic importance, exhibiting natural adaptation to arid and semi-arid environments. Elucidating the genomic underpinnings of this adaptation is crucial for enhancing stress resilience and facilitating breeding programs. This study employed whole-genome sequencing data from 31 Iranian pistachio samples to characterize runs of homozygosity (ROHs) and identify genomic regions potentially shaped by selective pressures. A total of 3597 ROHs were detected, predominantly comprising short segments (<200 kb), which reflect both the scaffold-level genome assembly and historical recombination patterns. The overall genomic inbreeding coefficient (FROH) was low (mean = 0.026), suggesting limited recent inbreeding within the studied accessions. Utilizing SNP frequency-based criteria, 48 ROH islands were identified across 44 scaffolds, representing localized regions of elevated homozygosity. Functional annotation of these regions revealed 589 protein-coding genes, many of which are associated with stress responses, hormonal regulation, metabolism, and development. Notably, genes such as HDAC9, implicated in epigenetic regulation under heat stress; NCED6 and PSY2, key components of abscisic acid and carotenoid biosynthesis pathways, respectively; AAE3, linked to oxalate metabolism and tolerance to biotic and abiotic stresses; TPR1, associated with drought response; and ATG5, a central regulator of autophagy under diverse stress conditions, were localized within ROH islands. Collectively, these findings indicate that ROH-based analyses can effectively delineate genomic regions and candidate genes potentially involved in environmental adaptation and trait optimization in pistachio. This study provides a genomic framework for comprehending selective processes in P. vera and offers valuable targets for future functional investigations and molecular breeding initiatives.

Keywords

Main Subjects


  1. Shahdadi F., Khorasani S., Salehi-Sardoei A., Fallahnajmabadi F., Fazeli-Nasab B., Sayyed R.Z. GC-MS profiling of Pistachio vera L., and effect of antioxidant and antimicrobial compounds of it's essential oil compared to chemical counterparts. Scientific Reports. 2023;13:21694. https://doi.org/10.1038/s41598-023-48844-5.
  2. Akbari M., Karbor S., Afshar A., Ferguson L., Farajpour M., Dillard T., Katam R. The role of rootstock selection in pistachio cultivation. Horticulturae. 2024;10(12):1278.
  3. Aghaei P., Bahramnejad B., Mozafari A.A. In vitro callus induction and analysis of essential oil constituents in leaves and callus of Pistacia atlantica subsp. kurdica. Journal of Medicinal Plants and By-products. 2014;3(1):69–77.
  4. Mostafavi H., Pezhhanfar S., Fouladi F., Agayi F. Investigation of the phytochemical constituents and antimicrobial potential of the fruit and flower of Pistacia atlantica Desf. as a herbal medicine growing in north-west of Iran. Journal of Medicinal Plants and By-products. 2021;10(2):237–245.
  5. Khadivi A., Nikoogoftar-Sedghi M., Tunç Y. Agronomic characteristics, mineral nutrient content, antioxidant capacity, biochemical composition, and fatty acid profile of Iranian pistachio (Pistacia vera L.) cultivars. BMC Plant Biology. 2025;25:68. https://doi.org/10.1186/s12870-025-06094-9.
  6. Fazeli-Nasab B., Bidarnamani F. Medicinal plants and herbal compounds: cancer prevention and treatment. Plant Biotechnology Persa. 2022;4(1):25–35.
  7. Mandalari G., Barreca D., Gervasi T., Roussell M.A., Klein B., Feeney M.J., Carughi A. Pistachio nuts (Pistacia vera L.): production, nutrients, bioactives and novel health effects. Plants. 2022;11(1):18. https://doi.org/10.3390/plants11010018.
  8. Adaskaveg J.A., Lee C., Wei Y., Wang F., Grilo F.S., Mesquida-Pesci S.D., Davis M., Wang S.C., Marino G., Ferguson L., Brown P.J., Drakakaki G., Mena Morales A., Marchese A., Giovino A., Martínez Burgos E., Marra F.P., Marchante Cuevas L., Cattivelli L., Bagnaresi P., Carbonell-Bejerano P., Monroe J.G., Blanco-Ulate B. In a nutshell: pistachio genome and kernel development. New Phytologist. 2025;246(3):1032–1048. https://doi.org/10.1111/nph.70060.
  9. Savadi S., Mangalassery S., Sandesh M.S. Advances in genomics and genome editing for breeding next generation of fruit and nut crops. Genomics. 2021;113(6):3718–3734. https://doi.org/10.1016/j.ygeno. 2021.09.001.
  10. Parakkunnel R., K.B.N., Vanishree G., George A., K.V.S., Y.R.A., K.U.B., Anandan A., Kumar S. Exploring selection signatures in the divergence and evolution of lipid droplet (LD) associated genes in major oilseed crops. BMC Genomics. 2024;25:653.
  11. Pallotti S., Garcia A.F.R., Deiana G., Antonini M., Zhou J., Sun H., Renieri C., Napolioni V. A comprehensive genome-wide analysis for signatures of selection in goat (Capra) revealed new candidate genes for environmental adaptation and productive traits. BMC Genomics. 2025;26:935.
  12. Kumar S., Deng C.H., Hunt M., Kirk C., Wiedow C., Rowan D., Wu J., Brewer L. Homozygosity mapping reveals population history and trait architecture in self-incompatible pear (Pyrus spp.). Frontiers in Plant Science. 2021;11:590846. https://doi.org/10.3389/fpls.2020. 590846.
  13. Food and Agriculture Organization of the United Nations (FAO). Crops and livestock products. FAOSTAT. 2023. Available at: https://www.fao.org/faostat/en/#data/QCL.
  14. Li H., Durbin R. Fast and accurate short read alignment with Burrows–Wheeler transform. Bioinformatics. 2009;25(14):1754–1760. https:// doi. org/ 10.1093 /bioinformatics/btp324.
  15. Li H., Handsaker B., Wysoker A., Fennell T., Ruan J., Homer N., Marth G., Abecasis G., Durbin R., 1000 Genome Project Data Processing Subgroup. The sequence alignment/map format and SAMtools. Bioinformatics. 2009;25(16):2078–2079. https://doi.org/ 10.1093/ bioinformatics/btp352.
  16. Danecek P., Bonfield J.K., Liddle J., Marshall J., Ohan V., Pollard M.O., Whitwham A., Keane T., McCarthy S.A., Davies R.M., Li H. Twelve years of SAMtools and BCFtools. GigaScience. 2021;10(2). https://doi.org/10.1093/gigascience/giab008.
  17. Ping X., Chen Y., Wang H., Jin Z., Duan Q., Ren Z., Dong X. Whole-genome sequencing reveals patterns of runs of homozygosity underlying genetic diversity and selection in domestic rabbits. BMC Genomics. 2025;26:425. https://doi.org/10.1186/s12864-025-11616-8.
  18. Cui X., Dard A., Reichheld J.-P., Zhou D.-X. Multifaceted functions of histone deacetylases in stress response. Trends in Plant Science. 2023;28(11):1245–1256.https://doi.org/10.1016/j.tplants.2023.06.006.
  19. Baek D., Shin G., Kim M.C., Shen M., Lee S.Y., Yun D.-J. Histone deacetylase HDA9 with ABI4 contributes to abscisic acid homeostasis in drought stress response. Frontiers in Plant Science. 2020;11:143.
  20. Niu Y., Bai J., Liu X., Zhang H., Bao J., Zhao W., Hou Y., Deng X., Yang C., Guo L. Histone deacetylase 9 transduces heat signal in plant cells. Proceedings of the National Academy of Sciences. 2022;119(45).
  21. Xiang Z., Zhang L., Long Y., Zhang M., Yao Y., Deng H., Quan C., Lu M., Cui B., Wang D. An ABA biosynthesis enzyme gene OsNCED4 regulates NaCl and cold stress tolerance in rice. Scientific Reports. 2024;14:26711. doi:10.1038/s41598-024-78121-y.
  22. Lee S.-U., Mun B.-G., Bae E.-K., Kim J.-Y., Kim H.-H., Shahid M., Choi Y.-I., Hussain A., Yun B.-W. Drought stress-mediated transcriptome profile reveals NCED as a key player modulating drought tolerance in Populus davidiana. Frontiers in Plant Science. 2021;12:755539. doi:10.3389/fpls.2021.755539.
  23. Park S.-W., Kim H.-S., Kim Y.-H. Expression analysis of genes related to abscisic acid biosynthesis and signaling in response to flooding stress in sweetpotato. Journal of Plant Biotechnology. 2024;51(4):328–336. doi:10.5010/JPB.2024.51.032.328.
  24. Cardoso A.A., Gori A., Da-Silva C.J., Brunetti C. Abscisic acid biosynthesis and signaling in plants: Key targets to improve water use efficiency and drought tolerance. Applied Sciences. 2020;10(18):6322. doi:10.3390/app10186322.
  25. Muhammad Aslam M., Waseem M., Jakada B.H., Okal E.J., Lei Z., Saqib H.S.A., Yuan W., Xu W., Zhang Q. Mechanisms of abscisic acid-mediated drought stress responses in plants. International Journal of Molecular Sciences. 2022;23(3):1084. doi:10.3390/ijms23031084.
  26. Lefebvre V., North H., Frey A., Sotta B., Seo M., Okamoto M., Nambara E., Marion-Poll A. Functional analysis of Arabidopsis NCED6 and NCED9 genes indicates that ABA synthesized in the endosperm is involved in the induction of seed dormancy. The Plant Journal. 2006;45(3):309–319. doi:10.1111/j.1365313X.2005.02622.x.
  27. Zhou X., Rao S., Wrightstone E., Sun T., Lui A.C.W., Welsch R., Li L. Phytoene synthase: the key rate-limiting enzyme of carotenoid biosynthesis in plants. Frontiers in Plant Science. 2022;13:884720. doi:10.3389/fpls.2022.884720.
  28. Gupta P., Rodriguez-Franco M., Bodanapu R., Sreelakshmi Y., Sharma R. Phytoene synthase 2 in tomato fruits remains functional and contributes to abscisic acid formation. Plant Science. 2022;316:111177. doi:10.1016/j.plantsci.2022.111177.
  29. Muhammad D., Alameldin H.F., Oh S., Montgomery B.L., Warpeha K.M. Arogenate dehydratases: unique roles in light-directed development during the seed-to-seedling transition in Arabidopsis thaliana. Frontiers in Plant Science. 2023;14:1220732. doi:10.3389/ fpls.2023.1220732.
  30. Sun J., Zhang C., Song Y., Chu B., Wang M., Zhang Z., Wang X. Characterization of key aroma compounds and main contributing amino acids in hot-pressed oil prepared from various peanut varieties. Molecules. 2024;29(9):1947. doi:10.3390/molecules29091947.
  31. Ripari Garrido J., Patrignani M., Puppo M.C., Salinas M.V. Nutritional and bioactive characterization of pistachio-a review with special focus on health. Exploration of Foods and Foodomics. 2024;2:363–390. doi:10.37349/eff.2024.00042.
  32. Abidi W., Akrimi R., Rizzo V., Cincotta F., Merlino M., Muratore G. Characterization of biochemical traits, volatile compounds, and sensorial attributes of pistachio (Pistacia vera L.) nuts and oil as affected by regulated deficit irrigation and roasting. Italian Journal of Food Science. 2025;37(1):16–42. doi:10.15586/ijfs.v37i1.2814.
  33. Dang H.Q., Tran N.Q., Gill S.S., Tuteja R., Tuteja N. A single subunit MCM6 from pea promotes salinity stress tolerance without affecting yield. Plant Molecular Biology. 2011;76(1–2):19–34. doi:10.1007/s11103-011-9758-0.
  34. Ni D.A., Sozzani R., Blanchet S., Domenichini S., Reuzeau C., Cella R., Bergounioux C., Raynaud C. The Arabidopsis MCM2 gene is essential to embryo development and its over-expression alters root meristem function. New Phytologist. 2009;184(2):311–322. doi:10.1111/j.1469-8137.2009.02961.x.
  35. Cheng N., Nakata P.A. Disruption of the Arabidopsis acyl-activating enzyme 3 impairs seed coat mucilage accumulation and seed germination. International Journal of Molecular Sciences. 2024;25(2):1149. doi:10.3390/ijms25021149.
  36. Foster J., Kim H.U., Nakata P.A., Browse J. A previously unknown oxalyl-CoA synthetase is important for oxalate catabolism in Arabidopsis. The Plant Cell. 2012;24(3):1217–1229. doi:10.1105/ tpc.112.096032.
  37. Lou H.Q., Fan W., Xu J.M., Gong Y.L., Jin J.F., Chen W.W., Liu L.Y., Hai M.R., Yang J.L., Zheng S.J. An oxalyl-CoA synthetase is involved in oxalate degradation and aluminum tolerance. Plant Physiology. 2016;172(3):1679–1690. doi:10.1104/pp.16.01106.
  38. Xian P., Cai Z., Cheng Y., Lin R., Lian T., Ma Q., Nian H. Wild soybean oxalyl-CoA synthetase degrades oxalate and affects the tolerance to cadmium and aluminum stresses. International Journal of Molecular Sciences. 2020;21(22):8869. doi:10.3390/ijms21228869.
  39. Xu W., Li J., Jian S., Zhang M., Jia Y., Xia K. HubHLH36 promotes oxalate degradation through HuAAE3 to enhance salt tolerance in pitaya (Hylocereus polyrhizus). Plant Physiology and Biochemistry. 2025;227:110135. doi:10.1016/j.plaphy.2025.110135.
  40. Wdowiak A., Podgórska A., Szal B. Calcium in plants: an important element of cell physiology and structure, signaling, and stress responses. Acta Physiologiae Plantarum. 2024;46(12):108. doi:10.1007/s11738-024-03733-w.
  41. Liu X., Wang D.-R., Chen G.-L., Wang X., Hao S.-Y., Qu M.-S., Liu J.-Y., Wang X.-F., You C.-X. MdTPR16, an apple tetratricopeptide repeat (TPR)-like superfamily gene, positively regulates drought stress in apple. Plant Physiology and Biochemistry. 2024;210:108572. https://doi.org/10.1016/j.plaphy.2024.108572.
  42. Cao L., Liang X., Ma C., Ye F., Pang Y., Li W., Zhang X., Lu X. Expression and functional analysis of maize stress response gene ZmTPR1. Journal of Henan Agricultural Sciences. 2024;53(1):12–21. https://doi.org/10.15933/j.cnki.1004-3268.2024.01.002.
  43. Li Y., Xu X., Qi G., Cui D., Huang C., Sui X., Li G., Fan Q. Mechanisms of autophagy function and regulation in plant growth, development, and response to abiotic stress. The Crop Journal. 2023;11(6):1611–1625. https://doi.org/10.1016/j.cj.2023.09.005.
  44. Zhou J., Wang J., Cheng Y., Chi Y.-J., Fan B., Yu J.-Q., Chen Z. NBR1-mediated selective autophagy targets insoluble ubiquitinated protein aggregates in plant stress responses. PLoS Genetics. 2013;9(1). https://doi.org/10.1371/journal.pgen.1003196.
  45. Avin-Wittenberg T., Bajdzienko K., Wittenberg G., Alseekh S., Tohge T., Bock R., Giavalisco P., Fernie A.R. Global analysis of the role of autophagy in cellular metabolism and energy homeostasis in Arabidopsis seedlings under carbon starvation. The Plant Cell. 2015;27(2):306–322. https://doi.org/10.1105/tpc.114.134205.
  46. Qi H., Xia F.-N., Xiao S. Autophagy in plants: physiological roles and post-translational regulation. Journal of Integrative Plant Biology. 2021;63(1):161–179. https://doi.org/10.1111/jipb.12941.