Mining Single Nucleotide Polymorphism (SNP) Markers for Accurate Genotype Identification and Diversity Analysis of Chinese Jujube (Ziziphus jujuba Mill.) Germplasm
Abstract
:1. Introduction
2. Materials and Methods
2.1. Discovering Jujube SNP Markers through Data Mining
2.2. Plant Materials and DNA Extraction
2.3. Validation of Putative SNPs
2.4. Data Analysis
3. Result
3.1. Data Mining and SNP Discovery
3.2. Cultivar Identification
3.3. Population Stratification
3.4. PCoA and Clustering Analysis
3.5. Parentage Analysis
4. Discussion
4.1. Development of SNP Markers through Data Mining
4.2. Jujube Cultivar Identification Using SNP Markers
4.3. Parentage Verification for Improved Jujube Cultivars
4.4. The Core Set of SNP Markers for Universal Jujube Cultivar Identification
4.5. Genetic Relationships among the Different Germplasm Groups
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Name of Cultivars | Source (Province) | Name of Cultivars | Source (Province) |
---|---|---|---|
Fuyangmutouzao | Anhui | Zaoqiuhong | Ningxia |
Beijingbenzao | Beijing | Changtanzao | Ningxia |
Beijingpaoapaozao | Beijing | Zhongningyuanzao | Ningxia |
Jingzao60 | Beijing | Dalixiaodundunzao | Shaanxi |
Shaizao | Beijing | Dieyazao | Shaanxi |
Yingluozao | BeiJing | Dongzao | Shaanxi |
Beibeixiaozao | Chongqing | Ganweibazao | Shaanxi |
Gansudongzao | Gansu | Goutouzao | Shaanxi |
Minqinxiaozao | Gansu | Jiaxianyazao | Shaanxi |
Zunyitianzao | Guizhou | Muzao | Shaanxi |
Cangxiantunzizao | Hebei | Pingshunbenzao | Shaanxi |
Chuanlingzao | Hebei | Pingshunjunzao | Shaanxi |
Fengmizao | Hebei | Qiyuexian | Shaanxi |
Hebei 13# | Hebei | Zhongcaobenzao | Shaanxi |
Jinsixiaozao | Hebei | Dalingzao | Shandong |
Longzao | Hebei | Fucuimizao | Shandong |
Malianxiaozao | Hebei | Laolingxiaozao | Shandong |
Pozaozhibian 1# | Hebei | Liaochengyuanlingzao | Shandong |
Shulutangzao | Hebei | Linqinzao | Shandong |
Xianxianmatouzao | Hebei | Luzao 2# | Shandong |
Zanhuangchangzao | Hebei | Luzao 5# | Shandong |
Zaocuiwang | Hebei | Suyuanlingzao | Shandong |
Bianhesuanzao | Henan | Tengxiantangzao | Shandong |
Dongzao 2# | Henan | Baodeyouzao | Shanxi |
Henanlongzao | Henan | Mamazao | Shanxi |
Jinmangguozao | Henan | Jianjianzao | Shanxi |
Lingbaoyuanzao | Henan | Jiaochengduanzao | Shanxi |
Fuyangtangzao | Henan | Jingudazao | Shanxi |
Fuyangxiaozao | Henan | Jinzao | Shanxi |
Xinzhengjixinzao | Henan | Jiuyuehan | Shanxi |
Hunanchangzao | Hunan | Lizao | Shanxi |
Mifengzao | Hunan | Linfenmizao | Shanxi |
Ruchengzao | Hunan | Linfenmugedazao | Shanxi |
Tangtouzao | Hunan | Linyibenzao | Shanxi |
Xupuchengtuozao | Hunan | Linyitiansuanzao | Shanxi |
Xupumizao | Hunan | Linglingzao | Shanxi |
Xupushatangzao | Hunan | Mopanzao | Shanxi |
Xupushibingzao | Hunan | Puchengjinzao | Shanxi |
Xupusuanyuanzao | Hunan | Sumuzao | Shanxi |
Lengsizao | Jiangsu | Taigulinglingzao | Shanxi |
Penzao 2# | Jiangsu | Taiyuanyuanzao | Shanxi |
Dasuanzao | Ningxia | Tuanzao | Shanxi |
Dayuanzao | Ningxia | Wanrongcuizao | Shanxi |
Jinchang 1# | Ningxia | Xiangfenyuanzao | Shanxi |
Lingwusuanzao | Ningxia | Yongjijidanzao | Shanxi |
Lingwuyuanzao | Ningxia | Yucijiuyueqing | Shanxi |
Lingwuchangzao | Ningxia | Yucituanzao | Shanxi |
Longzhu 1# | Ningxia | Yuanquzao | Shanxi |
Longzhu 2# | Ningxia | Yunchengjinzao | Shanxi |
Longzhu 3# | Ningxia | Yunchengpopozao | Shanxi |
Suanzao | Ningxia | Alaayuancuizao | Xinjiang |
Tongxinyuanzao | Ningxia | Hamidazao | Xinjiang |
Tongxinyuanzao | Ningxia | Huizao | Xinjiang |
Yuanzao | Ningxia | Kunmingzao | Yunnan |
Yuanzao 1# | Ningxia | Yiwudazao | Zhejiang |
Yuanzao 2# | Ningxia | Yiwuezizao | Zhejiang |
Yuanzao 3# | Ningxia | Yiwumianxuzao | Zhejiang |
Cultivars | Zj002 | Zj018 | Zj019 | Zj022 | Zj025 | Zj026 | Zj028 | Zj030 | Zj031 | Zj032 | Zj033 | Zj034 | Zj035 | Zj036 | Zj037 | Zj038 | Zj039 | Zj040 | Zj041 | Zj043 |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Alaayuancuizao | C T | T T | A A | G G | G T | G G | C T | C C | T T | C C | T T | A A | G G | G T | C T | G G | C C | T T | C C | A A |
Baodeyouzao | C T | C T | A A | A G | G T | G G | C T | C C | T T | C C | T T | A A | G G | G T | C T | G G | C C | T T | A C | A A |
Beibeixiaozao | C C | T T | T T | A A | G G | G G | C C | C C | T T | C C | T T | A G | G G | G G | C T | G G | C C | T T | C C | A A |
Beijingpaoapaozao | C C | T T | A A | A A | G G | G G | C C | T T | C T | C C | T T | A G | G G | G G | C T | C G | C G | C T | A C | A T |
Chuanlingzao | C C | T T | T T | A A | G G | G G | C C | T T | C T | C C | T T | A A | G G | G G | C C | C G | C G | C T | A C | A T |
Dalingzao | T T | C T | A T | A G | G G | G G | T T | C C | C T | C C | T T | A A | G G | G G | C C | C G | C G | C T | A A | A T |
Dalixiaodundunzao | T T | C T | T T | A A | G G | G T | C C | C C | T T | C C | T T | A A | G G | G G | C C | C G | C G | C T | A C | A T |
Dasuanzao | C C | T T | T T | A A | G G | G T | C C | C C | T T | C C | C T | A A | A G | G G | C C | G G | C C | T T | A C | A A |
Dieyazao | T T | C T | A A | G G | G G | G G | T T | T T | C T | C C | T T | A A | G G | G T | C C | C G | C G | C T | A A | A T |
Dongzao | C C | T T | T T | A A | G T | G G | C T | C C | T T | C C | T T | A A | G G | G T | C T | G G | C C | T T | A C | A A |
Fengmizao | T T | C T | A T | A G | G G | G G | C C | C T | T T | C C | T T | A G | G G | G G | C T | C G | C G | C T | C C | A T |
Fuyangmutouzao | C C | T T | T T | A A | G G | G G | C T | C C | T T | C C | T T | A G | G G | G T | C T | G G | C C | T T | A C | A A |
Gansudongzao | T T | C T | T T | A A | G G | G G | C C | C C | T T | C C | C T | A A | A G | G T | C C | C G | C G | C C | C C | A T |
Hamidazao | C C | T T | T T | A A | G G | G T | C C | C C | T T | C C | T T | A A | G G | G G | C C | G G | C C | T T | A C | A A |
Hebei 13# | C T | T T | A A | A A | G G | G G | C T | C C | T T | C C | T T | A A | G G | G G | C C | G G | C C | T T | A C | A A |
Huizao | C T | C T | A A | A G | G T | G G | T T | C C | T T | C T | T T | A A | G G | G T | C T | G G | C C | T T | A A | A A |
Synon. Group | Cultivar Name | Origin | Synon. Group | Cultivar Name | Origin |
---|---|---|---|---|---|
1 | Cangxiantunzizao | Hebei | 8 | Pozaozhibian1# | Hebei |
1 | Jinsixiaozao | Hebei | 8 | Dalingzao | Shandong |
1 | Laolingxiaozao | Shandong | |||
9 | Jingudazao | Shanxi | |||
2 | Shulutangzao | Hebei | 9 | Jinchang1# | Ningxia |
2 | Chuanlingzao | Hebei | |||
2 | Bianhesuanzao | Henan | 10 | Yingluozao | Beijing |
10 | Baodeyouzao | Shanxi | |||
3 | Zanhuangchangzao | Hebei | 10 | Xiangfenyuanzao | Shanxi |
3 | Tongxinyuanzao | Ningxia | |||
3 | Dayuanzao | Ningxia | 11 | Goutouzao | Shaanxi |
3 | Zhongcaobenzao | Shaanxi | 11 | Jianjianzao | Shanxi |
3 | Wanrongcuizao | Shanxi | |||
12 | Xinzhengjixinzao | Henan | |||
4 | Shaizao | Beijing | 12 | Huizao | Xinjiang |
4 | Yiwudazao | Zhejiang | |||
13 | Sumuzao | Shanxi | |||
5 | Minqinxiaozao | Gansu | 13 | Beijingbenzao | Beijing |
5 | Zhongningyuanzao | Ningxia | |||
5 | Yuanzao | Ningxia | 14 | Yunchengpopozao | Shanxi |
5 | Yuanzao1# | Ningxia | 14 | Mopanzao | Shanxi |
5 | Yuanzao2# | Ningxia | |||
5 | Yuanzao3# | Ningxia | 15 | Zaocuiwang | Hebei |
5 | Lingwuyuanzao | Ningxia | 15 | Luzao5# | Shandong |
5 | Changtanzao | Ningxia | |||
16 | Linfenmugeda | Shanxi | |||
6 | Malianxiaozao | Hebei | 16 | Jiaxianyazao | Shaanxi |
6 | Ganweibazao | Shaanxi | 16 | Muzao | Shaanxi |
6 | Jinzao | Shanxi | |||
6 | Linyibenzao | Shanxi | 17 | Longzhu2# | Ningxia |
17 | Longzhu3# | Ningxia | |||
7 | Dongzao | Shaanxi | |||
7 | Dongzao2# | Henan |
Cultivar | Origin | Q-Value Group 1 | Q-Value Group 2 | Group |
---|---|---|---|---|
Beijingpaoapaozao | Beijing | 0.909 | 0.091 | Group 1 |
Chuanlingzao | Hebei | 0.898 | 0.102 | Group 1 |
Lingbaoyuanzao | Henan | 0.868 | 0.132 | Group 1 |
Muzao | Shaanxi | 0.995 | 0.005 | Group 1 |
Pingshunbenzao | Shaanxi | 0.994 | 0.006 | Group 1 |
Qiyuexian | Shaanxi | 0.836 | 0.164 | Group 1 |
Dalingzao | Shandong | 0.991 | 0.009 | Group 1 |
Linqinzao | Shandong | 0.987 | 0.013 | Group 1 |
Liaochengyuanlingzao | Shandong | 0.832 | 0.168 | Group 1 |
Yucituanzao | Shanxi | 0.992 | 0.008 | Group 1 |
Yuanquzao | Shanxi | 0.989 | 0.011 | Group 1 |
Jiaochengduanzao | Shanxi | 0.989 | 0.011 | Group 1 |
Jingudazao | Shanxi | 0.988 | 0.012 | Group 1 |
Mamazao | Shanxi | 0.983 | 0.017 | Group 1 |
Linglingzao | Shanxi | 0.978 | 0.022 | Group 1 |
Yucijiuyueqing | Shanxi | 0.977 | 0.023 | Group 1 |
Taiyuanyuanzao | Shanxi | 0.961 | 0.039 | Group 1 |
Mopanzao | Shanxi | 0.960 | 0.040 | Group 1 |
Jianjianzao | Shanxi | 0.924 | 0.076 | Group 1 |
Tuanzao | Shanxi | 0.888 | 0.112 | Group 1 |
Kunmingzao | Yunnan | 0.822 | 0.178 | Group 1 |
Gansudongzao | Gansu | 0.011 | 0.989 | Group 2 |
Longzao | Hebei | 0.049 | 0.951 | Group 2 |
Fengmizao | Hebei | 0.051 | 0.949 | Group 2 |
Zanhuangchangzao | Hebei | 0.087 | 0.913 | Group 2 |
Xupusuanyuanzao | Hunan | 0.016 | 0.984 | Group 2 |
Xupuchengtuozao | Hunan | 0.051 | 0.949 | Group 2 |
Mifengzao | Hunan | 0.116 | 0.884 | Group 2 |
Xupushatangzao | Hunan | 0.152 | 0.848 | Group 2 |
Xupumizao | Hunan | 0.160 | 0.840 | Group 2 |
Penzao | Jiangsu | 0.011 | 0.989 | Group 2 |
Zhongningyuanzao | Ningxia | 0.014 | 0.986 | Group 2 |
Lingwuchangzao | Ningxia | 0.022 | 0.978 | Group 2 |
Longzhu | Ningxia | 0.022 | 0.978 | Group 2 |
Longzhu | Ningxia | 0.023 | 0.977 | Group 2 |
Dongzao | Shaanxi | 0.049 | 0.951 | Group 2 |
Luzao | Shandong | 0.050 | 0.950 | Group 2 |
Tengxiantangzao | Shandong | 0.093 | 0.907 | Group 2 |
Fucuimizao | Shandong | 0.100 | 0.900 | Group 2 |
Suyuanlingzao | Shandong | 0.163 | 0.837 | Group 2 |
Jinzao | Shanxi | 0.035 | 0.965 | Group 2 |
Puchengjinzao | Shanxi | 0.067 | 0.933 | Group 2 |
Lizao | Shanxi | 0.131 | 0.869 | Group 2 |
Yiwuezizao | Zhejiang | 0.199 | 0.801 | Group 2 |
Alaayuancuizao | Xinjiang | 0.217 | 0.783 | Admixture |
Jingzao60 | Beijing | 0.233 | 0.767 | Admixture |
Jinsixiaozao | Hebei | 0.243 | 0.757 | Admixture |
Linfenmizao | Shanxi | 0.262 | 0.738 | Admixture |
Pingshunjunzao | Shaanxi | 0.266 | 0.734 | Admixture |
Zunyitianzao | Guizhou | 0.281 | 0.719 | Admixture |
Baodeyouzao | Shanxi | 0.288 | 0.712 | Admixture |
Huizao | Xinjiang | 0.300 | 0.700 | Admixture |
Taigulinglingzao | Shanxi | 0.308 | 0.692 | Admixture |
Hebei | Hebei | 0.335 | 0.665 | Admixture |
Dieyazao | Shaanxi | 0.340 | 0.660 | Admixture |
Hamidazao | Xinjiang | 0.341 | 0.659 | Admixture |
Suanzao | Ningxia | 0.363 | 0.637 | Admixture |
Henanlongzao | Henan | 0.406 | 0.594 | Admixture |
Zaoqiuhong | Ningxia | 0.429 | 0.571 | Admixture |
Lingwusuanzao | Ningxia | 0.444 | 0.556 | Admixture |
Xianxianmatouzao | Hebei | 0.473 | 0.527 | Admixture |
Zaocuiwang | Hebei | 0.490 | 0.510 | Admixture |
Luzao | Shandong | 0.492 | 0.508 | Admixture |
Dalixiaodundunzao | Shaanxi | 0.526 | 0.474 | Admixture |
Yiwumianxuzao | Zhejiang | 0.550 | 0.450 | Admixture |
Sumuzao | Shanxi | 0.558 | 0.442 | Admixture |
Ruchengzao | Hunan | 0.562 | 0.438 | Admixture |
Dasuanzao | Ningxia | 0.589 | 0.411 | Admixture |
Shaizao | Beijing | 0.619 | 0.381 | Admixture |
Linyitiansuanzao | Shanxi | 0.625 | 0.375 | Admixture |
Yunchengjinzao | Shanxi | 0.644 | 0.356 | Admixture |
Lengsizao | Jiangsu | 0.649 | 0.351 | Admixture |
Beibeixiaozao | Chongqing | 0.680 | 0.320 | Admixture |
Jinmangguozao | Henan | 0.708 | 0.292 | Admixture |
Yongjijidanzao | Shanxi | 0.714 | 0.286 | Admixture |
Jiuyuehan | Shanxi | 0.723 | 0.277 | Admixture |
Fuyangmutouzao | Anhui | 0.728 | 0.272 | Admixture |
Tangtouzao | Hunan | 0.768 | 0.232 | Admixture |
Xipushibingzao | Hunan | 0.793 | 0.207 | Admixture |
Cultivar | Recorded Parent | Identified Parent | Pair Top LOD |
---|---|---|---|
Jing 60 | Uknown landraces from Beijing | Yingluozao (Syn. 10) | 1.91 |
Zaocuiwang | Jinsixiaozao | Jinsixiaozao (Syn. 1) | 4.91 |
Qiyuexian | Known landraces | Yongjijidanzao | 3.66 |
Longzhu 1 | Lizao and/or Dongzao | Lizao | 1.41 |
Longzhu 2 | Lizao and/or Dongzao | Dongzao (Syn. 7) | 3.01 |
Zaoqiuhong | Dalingzao | Dalixiaodundunzao | 7.18 |
Luzao 2 | Liuyuexian | Zanhuangchangzao (Syn. 3) | 2.52 |
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Song, L.; Cao, B.; Zhang, Y.; Meinhardt, L.W.; Zhang, D. Mining Single Nucleotide Polymorphism (SNP) Markers for Accurate Genotype Identification and Diversity Analysis of Chinese Jujube (Ziziphus jujuba Mill.) Germplasm. Agronomy 2021, 11, 2303. https://doi.org/10.3390/agronomy11112303
Song L, Cao B, Zhang Y, Meinhardt LW, Zhang D. Mining Single Nucleotide Polymorphism (SNP) Markers for Accurate Genotype Identification and Diversity Analysis of Chinese Jujube (Ziziphus jujuba Mill.) Germplasm. Agronomy. 2021; 11(11):2303. https://doi.org/10.3390/agronomy11112303
Chicago/Turabian StyleSong, Lihua, Bing Cao, Yue Zhang, Lyndel W. Meinhardt, and Dapeng Zhang. 2021. "Mining Single Nucleotide Polymorphism (SNP) Markers for Accurate Genotype Identification and Diversity Analysis of Chinese Jujube (Ziziphus jujuba Mill.) Germplasm" Agronomy 11, no. 11: 2303. https://doi.org/10.3390/agronomy11112303
APA StyleSong, L., Cao, B., Zhang, Y., Meinhardt, L. W., & Zhang, D. (2021). Mining Single Nucleotide Polymorphism (SNP) Markers for Accurate Genotype Identification and Diversity Analysis of Chinese Jujube (Ziziphus jujuba Mill.) Germplasm. Agronomy, 11(11), 2303. https://doi.org/10.3390/agronomy11112303