Sorghum Pan-Genome Explores the Functional Utility for Genomic-Assisted Breeding to Accelerate the Genetic Gain

被引:47
|
作者
Ruperao, Pradeep [1 ]
Thirunavukkarasu, Nepolean [2 ]
Gandham, Prasad [1 ]
Selvanayagam, Sivasubramani [1 ]
Govindaraj, Mahalingam [1 ]
Nebie, Baloua [3 ]
Manyasa, Eric [4 ]
Gupta, Rajeev [1 ]
Das, Roma Rani [1 ]
Odeny, Damaris A. [4 ]
Gandhi, Harish [1 ]
Edwards, David [5 ,6 ]
Deshpande, Santosh P. [1 ]
Rathore, Abhishek [1 ]
机构
[1] Int Crops Res Inst Semi Arid Trop, Patancheru, Andhra Pradesh, India
[2] ICAR Indian Inst Millets Res, Genom & Mol Breeding Lab, Hyderabad, India
[3] Int Crops Res Inst Semi Arid Trop, Sorghum Breeding Program, Bamako, Mali
[4] Int Crops Res Inst Semi Arid Trop, Sorghum Breeding Program, Nairobi, Kenya
[5] Univ Western Australia, Sch Biol Sci, Perth, WA, Australia
[6] Univ Western Australia, Inst Agr, Perth, WA, Australia
来源
FRONTIERS IN PLANT SCIENCE | 2021年 / 12卷
基金
芬兰科学院;
关键词
sorghum; pan-genome; diversity; SNP; gPAV; GWAS; drought genes; BICOLOR L. MOENCH; DE-NOVO ASSEMBLIES; WIDE ASSOCIATION; AGRONOMIC TRAITS; RNA-SEQ; DIVERSITY; ALIGNMENT; REVEALS; DROUGHT; SWEET;
D O I
10.3389/fpls.2021.666342
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
Sorghum (Sorghum bicolor L.) is a staple food crops in the arid and rainfed production ecologies. Sorghum plays a critical role in resilient farming and is projected as a smart crop to overcome the food and nutritional insecurity in the developing world. The development and characterisation of the sorghum pan-genome will provide insight into genome diversity and functionality, supporting sorghum improvement. We built a sorghum pan-genome using reference genomes as well as 354 genetically diverse sorghum accessions belonging to different races. We explored the structural and functional characteristics of the pan-genome and explain its utility in supporting genetic gain. The newly-developed pan-genome has a total of 35,719 genes, a core genome of 16,821 genes and an average of 32,795 genes in each cultivar. The variable genes are enriched with environment responsive genes and classify the sorghum accessions according to their race. We show that 53% of genes display presence-absence variation, and some of these variable genes are predicted to be functionally associated with drought adaptation traits. Using more than two million SNPs from the pan-genome, association analysis identified 398 SNPs significantly associated with important agronomic traits, of which, 92 were in genes. Drought gene expression analysis identified 1,788 genes that are functionally linked to different conditions, of which 79 were absent from the reference genome assembly. This study provides comprehensive genomic diversity resources in sorghum which can be used in genome assisted crop improvement.
引用
收藏
页数:17
相关论文
共 13 条
  • [1] Drought stress in sorghum: physiological tools, breeding technology, Omics approaches and Genomic-assisted breeding -A review
    Liaqat, Waqas
    Altaf, Muhammad Tanveer
    Barutcular, Celaleddin
    Mohamed, Heba I.
    Ali, Zain
    Khan, Muhammad Owais
    JOURNAL OF SOIL SCIENCE AND PLANT NUTRITION, 2024, 24 (02) : 1665 - 1691
  • [2] Four chromosome scale genomes and a pan-genome annotation to accelerate pecan tree breeding
    Lovell, John T.
    Bentley, Nolan B.
    Bhattarai, Gaurab
    Jenkins, Jerry W.
    Sreedasyam, Avinash
    Alarcon, Yanina
    Bock, Clive
    Boston, Lori Beth
    Carlson, Joseph
    Cervantes, Kimberly
    Clermont, Kristen
    Duke, Sara
    Krom, Nick
    Kubenka, Keith
    Mamidi, Sujan
    Mattison, Christopher P.
    Monteros, Maria J.
    Pisani, Cristina
    Plott, Christopher
    Rajasekar, Shanmugam
    Rhein, Hormat Shadgou
    Rohla, Charles
    Song, Mingzhou
    Hilaire, Rolston St.
    Shu, Shengqiang
    Wells, Lenny
    Webber, Jenell
    Heerema, Richard J.
    Klein, Patricia E.
    Conner, Patrick
    Wang, Xinwang
    Grauke, L. J.
    Grimwood, Jane
    Schmutz, Jeremy
    Randall, Jennifer J.
    NATURE COMMUNICATIONS, 2021, 12 (01)
  • [3] Four chromosome scale genomes and a pan-genome annotation to accelerate pecan tree breeding
    John T. Lovell
    Nolan B. Bentley
    Gaurab Bhattarai
    Jerry W. Jenkins
    Avinash Sreedasyam
    Yanina Alarcon
    Clive Bock
    Lori Beth Boston
    Joseph Carlson
    Kimberly Cervantes
    Kristen Clermont
    Sara Duke
    Nick Krom
    Keith Kubenka
    Sujan Mamidi
    Christopher P. Mattison
    Maria J. Monteros
    Cristina Pisani
    Christopher Plott
    Shanmugam Rajasekar
    Hormat Shadgou Rhein
    Charles Rohla
    Mingzhou Song
    Rolston St. Hilaire
    Shengqiang Shu
    Lenny Wells
    Jenell Webber
    Richard J. Heerema
    Patricia E. Klein
    Patrick Conner
    Xinwang Wang
    L. J. Grauke
    Jane Grimwood
    Jeremy Schmutz
    Jennifer J. Randall
    Nature Communications, 12
  • [4] Functional Genomic Analyses Reveal an Open Pan-genome for the Chloroviruses and a Potential for Genetic Innovation in New Isolates
    Rodrigues, Rodrigo A. L.
    Queiroz, Victoria F.
    Ghosh, Jayadri
    Dunigan, David D.
    Van Etten, James L.
    JOURNAL OF VIROLOGY, 2022, 96 (02)
  • [5] Unraveling the genetic traits and functional diversity of the pan-genome in Pantoea dispersa
    Shiyao He
    Qi Ding
    Wenting Wu
    Yun Zhang
    Yan Kang
    Yang Meng
    Sirui Zhu
    Jinyuan Wu
    BMC Genomics, 26 (1)
  • [6] Super graph-based pan-genome: Bringing rice functional genomic study into a new dawn
    Liu, Yucheng
    Tian, Zhixi
    MOLECULAR PLANT, 2022, 15 (09) : 1409 - 1411
  • [7] Exploring and exploiting the genetic variation of Fusarium head blight resistance for genomic-assisted breeding in the elite durum wheat gene pool
    Steiner, Barbara
    Michel, Sebastian
    Maccaferri, Marco
    Lemmens, Marc
    Tuberosa, Roberto
    Buerstmayr, Hermann
    THEORETICAL AND APPLIED GENETICS, 2019, 132 (04) : 969 - 988
  • [8] Exploring and exploiting the genetic variation of Fusarium head blight resistance for genomic-assisted breeding in the elite durum wheat gene pool
    Barbara Steiner
    Sebastian Michel
    Marco Maccaferri
    Marc Lemmens
    Roberto Tuberosa
    Hermann Buerstmayr
    Theoretical and Applied Genetics, 2019, 132 : 969 - 988
  • [9] Two telomere-to-telomere pig genome assemblies and pan-genome analyses provide insights into genomic structural landscape and genetic adaptations
    Zong, Wencheng
    Chen, Li
    Zhang, Dongjie
    Zhang, Yuebo
    Wang, Jinbu
    Hou, Xinhua
    Chai, Jie
    An, Yalong
    Tian, Ming
    He, Xinmiao
    Song, Chengyi
    He, Jun
    Liu, Xin
    Wang, Ligang
    D'Alessandro, Enrico
    Wang, Lixian
    Yin, Yulong
    Li, Mingzhou
    Liu, Di
    Wang, Jinyong
    Zhang, Longchao
    IMETA, 2025,
  • [10] Chromosome-level wild Hevea brasiliensis genome provides new tools for genomic-assisted breeding and valuable loci to elevate rubber yield
    Cheng, Han
    Song, Xiaoming
    Hu, Yanshi
    Wu, Tingkai
    Yang, Qihang
    An, Zewei
    Feng, Shuyan
    Deng, Zhi
    Wu, Wenguan
    Zeng, Xia
    Tu, Min
    Wang, Xiyin
    Huang, Huasun
    PLANT BIOTECHNOLOGY JOURNAL, 2023, : 1058 - 1072