Cost-effective genomic prediction of critical economic traits in sturgeons through low-coverage sequencing

被引:1
|
作者
Song, Hailiang [1 ,2 ,3 ,5 ]
Dong, Tian [1 ,2 ,3 ,5 ]
Wang, Wei [1 ,2 ,3 ,5 ]
Jiang, Boyun [3 ,4 ]
Yan, Xiaoyu [1 ,2 ,3 ,5 ]
Geng, Chenfan [1 ,2 ,3 ,5 ]
Bai, Song [1 ,2 ,3 ,5 ]
Xu, Shijian [3 ,4 ]
Hu, Hongxia [1 ,2 ,3 ,5 ]
机构
[1] Beijing Acad Agr & Forestry Sci, Fisheries Sci Inst, Beijing 100068, Peoples R China
[2] Beijing Key Lab Fisheries Biotechnol, Beijing 100068, Peoples R China
[3] Minist Agr & Rural Affairs, Key Lab Sturgeon Genet & Breeding, Hangzhou 311799, Peoples R China
[4] Hangzhou Qiandaohu Xunlong Scitech Co Ltd, Hangzhou 311799, Peoples R China
[5] Natl Innovat Ctr Digital Seed Ind, Beijing 100097, Peoples R China
基金
中国国家自然科学基金; 北京市自然科学基金;
关键词
Sturgeon; Low-coverage whole-genome sequencing; Imputation; Genomic prediction; Linkage disequilibrium pruning; Incremental feature selection; GENOTYPE IMPUTATION; ASSOCIATION; FRAMEWORK;
D O I
10.1016/j.ygeno.2024.110874
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Low-coverage whole-genome sequencing (LCS) offers a cost-effective alternative for sturgeon breeding, especially given the lack of SNP chips and the high costs associated with whole-genome sequencing. In this study, the efficiency of LCS for genotype imputation and genomic prediction was assessed in 643 sequenced Russian sturgeons (similar to 13.68x). The results showed that using BaseVar+STITCH at a sequencing depth of 2x with a sample size larger than 300 resulted in the highest genotyping accuracy. In addition, when the sequencing depth reached 0.5x and SNP density was reduced to 50 K through linkage disequilibrium pruning, the prediction accuracy was comparable to that of whole sequencing depth. Furthermore, an incremental feature selection method has the potential to improve prediction accuracy. This study suggests that the combination of LCS and imputation can be a cost-effective strategy, contributing to the genetic improvement of economic traits and promoting genetic gains in aquaculture species.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] Potential of Low-Coverage Genotyping-by-Sequencing and Imputation for Cost-Effective Genomic Selection in Biparental Segregating Populations
    Gorjanc, Gregor
    Dumasy, Jean-Francois
    Gonen, Serap
    Gaynor, R. Chris
    Antolin, Roberto
    Hickey, John M.
    CROP SCIENCE, 2017, 57 (03) : 1404 - 1420
  • [2] Genomic prediction using low-coverage portable Nanopore sequencing
    Lamb, Harrison J.
    Hayes, Ben J.
    Randhawa, Imtiaz A. S.
    Nguyen, Loan T.
    Ross, Elizabeth M.
    PLOS ONE, 2021, 16 (12):
  • [3] Low-coverage and cost-effective whole-genome sequencing assay for glioma risk stratification
    Jia-Jun Qin
    Fei Xue
    Zhao-Li Shen
    Xian-Zhen Chen
    Journal of Cancer Research and Clinical Oncology, 2023, 149 : 8359 - 8367
  • [4] Low-coverage and cost-effective whole-genome sequencing assay for glioma risk stratification
    Qin, Jia-Jun
    Xue, Fei
    Shen, Zhao-Li
    Chen, Xian-Zhen
    JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY, 2023, 149 (11) : 8359 - 8367
  • [5] Towards a Cost-Effective Implementation of Genomic Prediction Based on Low Coverage Whole Genome Sequencing in Dezhou Donkey
    Zhao, Changheng
    Teng, Jun
    Zhang, Xinhao
    Wang, Dan
    Zhang, Xinyi
    Li, Shiyin
    Jiang, Xin
    Li, Haijing
    Ning, Chao
    Zhang, Qin
    FRONTIERS IN GENETICS, 2021, 12
  • [6] Cost-effective low-coverage whole-genome sequencing assay for the risk stratification of gastric cancer
    Ye, Li-Ping
    Mao, Xin-Li
    Zhou, Xian-Bin
    Wang, Yi
    Xu, Shi-Wen
    He, Sai-Qin
    Qian, Zi-Liang
    Zhang, Xiao-Gang
    Zhai, Li-Juan
    Peng, Jin-Bang
    Gu, Bin-Bin
    Jin, Xiu-Xiu
    Song, Ya-Qi
    Li, Shao-Wei
    WORLD JOURNAL OF GASTROINTESTINAL ONCOLOGY, 2022, 14 (03) : 690 - 702
  • [7] Cost-effective low-coverage whole-genome sequencing assay for the risk stratification of gastric cancer
    Li-Ping Ye
    Xin-Li Mao
    Xian-Bin Zhou
    Yi Wang
    Shi-Wen Xu
    Sai-Qin He
    Zi-Liang Qian
    Xiao-Gang Zhang
    Li-Juan Zhai
    Jin-Bang Peng
    Bin-Bin Gu
    Xiu-Xiu Jin
    Ya-Qi Song
    Shao-Wei Li
    World Journal of Gastrointestinal Oncology, 2022, (03) : 690 - 702
  • [8] Genomic characterization of three Italian isolated populations through low-coverage whole genome sequencing
    Cocca, M.
    Mezzavilla, M.
    Barbieri, C.
    Brumat, M.
    Concas, M.
    Vuckovic, D.
    Robino, A.
    Gandin, I.
    Girotto, G.
    Sala, C.
    Gasparini, P.
    Soranzo, N.
    Toniolo, D.
    EUROPEAN JOURNAL OF HUMAN GENETICS, 2018, 26 : 775 - 775
  • [9] High-throughput and cost-effective genotyping by low-coverage whole genome sequencing with genotype imputation in Pacific oyster, Crassostrea gigas
    Yang, Ben
    Li, Yongjing
    Li, Qi
    Liu, Shikai
    AQUACULTURE, 2024, 591
  • [10] Cost-effectively dissecting the genetic architecture of complex wool traits in rabbits by low-coverage sequencing
    Wang, Dan
    Xie, Kerui
    Wang, Yanyan
    Hu, Jiaqing
    Li, Wenqiang
    Yang, Aiguo
    Zhang, Qin
    Ning, Chao
    Fan, Xinzhong
    GENETICS SELECTION EVOLUTION, 2022, 54 (01)