





中国农业科学 ›› 2021, Vol. 54 ›› Issue (23): 5083-5096.doi: 10.3864/j.issn.0578-1752.2021.23.013
胡冬梅1(
),江东2(
),李永平3,彭磊4(
),李冬云5,朱延松2,杨云光1
收稿日期:2021-02-22
接受日期:2021-05-20
出版日期:2021-12-01
发布日期:2021-12-06
联系方式:
胡冬梅,Tel:15008875127;E-mail: 909625192@qq.com。
基金资助:
HU DongMei1(
),JIANG Dong2(
),LI YongPing3,PENG Lei4(
),LI DongYun5,ZHU YanSong2,YANG YunGuang1
Received:2021-02-22
Accepted:2021-05-20
Published:2021-12-01
Online:2021-12-06
摘要:
【目的】柑橘芽极易发生变异,用形态学的方法鉴定这些芽变材料,易受环境、栽培条件等因素影响,而利用深度测序技术开展柑橘芽变材料鉴定,能够获得变异位点的基因型;同时,建立的技术体系也有利于柑橘资源的精准鉴定、种质资源的遗传多样性研究和植物性品种权保护。【方法】本研究通过靶位点SSR测序技术对柑橘芽变材料开展鉴定。首先利用柑橘全基因组序列扫描发掘SSR,采用多态性较高的SSR位点用于柑橘芽变材料的区分,进一步利用多路复用PCR扩增构建SSR靶位点文库,并通过MiSeq深度测序方法对2份温州蜜柑芽变材料的SSR靶位点进行测序验证。再利用开发的SSR标记对22份优质柑橘种质资源进行遗传多样性分析。【结果】利用GMATA软件在克里曼丁红橘(Citrus clementina Hort. ex. Tanaka)参考基因组和温州蜜柑(Citrus unshiu Macf.)基因组中分别获得69 101个和80 193个SSR,其中以AT/TA为主的2基序SSR最多,3基序中以AAT最多,通过序列比对发掘出变异热点区域的高多态性SSR用于温州蜜柑芽变材料的检测,4对SSR引物能对22份柑橘材料进行准确区分。77对SSR靶位点的深度测序一次性对多个SSR位点进行基因分型,能准确鉴定出2份温州蜜柑芽变材料的SSR基因型,以及SSR在基因组上的准确位置。结合SSR以及SNP基因型,能够对2份温州蜜柑芽变材料进行有效区分。【结论】本研究开发了用于柑橘芽变材料区分的高效SSR位点发掘方法,结合靶位点多路扩增和Target SSR-seq的深度测序实现了柑橘芽变材料的高效区分。
胡冬梅,江东,李永平,彭磊,李冬云,朱延松,杨云光. 利用Target SSR-seq技术鉴定温州蜜柑芽变材料[J]. 中国农业科学, 2021, 54(23): 5083-5096.
HU DongMei,JIANG Dong,LI YongPing,PENG Lei,LI DongYun,ZHU YanSong,YANG YunGuang. Identification of Bud Sport Mutation of Satsuma Mandarin by Target SSR-seq Technology[J]. Scientia Agricultura Sinica, 2021, 54(23): 5083-5096.
表1
22份柑橘种质资源"
| 序号 Code | 种质号 Germplasm number | 采集地 Collection site | 对应母本 Corresponding maternal parent | 序号 Code | 种质号 Germplasm number | 采集地 Collection site | 对应母本 Corresponding maternal parent | |
|---|---|---|---|---|---|---|---|---|
| 1 | 芽变1号 Bud sports No1. | 华宁县 Huaning county | 4 | 12 | 芽变5号 Bud sports No5. | 华宁县 Huaning county | 11 | |
| 2 | 芽变2号 Bud sport No2. | 华宁县 Huaning county | 4 | 13 | 大分1号 Oita No1. | 华宁县 Huaning county | ||
| 3 | 芽变3号 Bud sport No3. | 华宁县 Huaning county | 9 | 14 | HX10 | 华宁县 Huaning county | ||
| 4 | 冰糖橙 Bingtang Orange | 华宁县 Huaning county | 15 | MK11 | 华宁县 Huaning county | |||
| 5 | BJ2 | 华宁县 Huaning county | 16 | 芽变6号 Bud sport No6. | 新平县 Xinping county | 4 | ||
| 6 | SC3 | 华宁县 Huaning county | 17 | 芽变7号 Bud sport No7. | 新平县 Xinping county | 4 | ||
| 7 | 芽变4号 Bud sport No4. | 华宁县 Huaning county | 不详(温州蜜柑) Unknown (Satsuma) | 18 | 芽变8号 Bud sport No8. | 新平县 Xinping county | 4 | |
| 8 | 宫本 Miyanoto Wase | 华宁县 Huaning county | 19 | 芽变9号 Bud sport No9. | 新平县 Xinping county | 4 | ||
| 9 | 大浦 Ooura Wase | 华宁县 Huaning county | 20 | 芽变10号 Bud Sport No10. | 新平县 Xinping county | 4 | ||
| 10 | 兴津 Okitsu Wase | 华宁县 Huaning county | 21 | 芽变11号 Bud sport No11. | 新平县 Xinping county | 4 | ||
| 11 | 日南1号 Nichihan No1. | 华宁县 Huaning county | 22 | HG12 | 新平县 Xinping county |
表3
2个柑橘芽变材料的SSR和SNP基因型差异比较"
| 3.CHROM | 3.POS | 3.REF | 3.ALT | 7.ALT | 3.DP | 7.DP | 3.AF | 7.AF | 3.SGACOV | 7.SGACOV |
|---|---|---|---|---|---|---|---|---|---|---|
| SCAFFOLD_2 | 9464551 | A | C | 7955 | .212 | 1688 | ||||
| SCAFFOLD_2 | 9464547 | GAGAAGAAGAAGAAGA | GAGAAGAAGAAGA | GAGAAGAAGAAGA | 7954 | 6366 | .342 | .397 | 2718 | 2528 |
| SCAFFOLD_2 | 9464536 | GAAA | GA | GA | 7919 | 6328 | .347 | .409 | 2750 | 2590 |
| SCAFFOLD_2 | 9464527 | G | C | C | 7914 | 6328 | .366 | .427 | 2894 | 2703 |
| SCAFFOLD_2 | 9464521 | A | G | 7912 | .213 | 1689 | ||||
| SCAFFOLD_6 | 23400577 | GTATTATTATTATTATT | GTATTATTATTATTATTATTATT | GTATTATTATTATTATTATTATT | 5603 | 5709 | .606 | .373 | 3396 | 2131 |
| SCAFFOLD_6 | 23400577 | GTATTATTATTATTATT | GTATTATTATTATTATTATTATT | T | 5603 | 5709 | .606 | .227 | 3396 | 1298 |
| [1] | 董美超, 李进学, 周东果, 岳建强, 高俊燕. 柑橘品种选育研究进展. 中国果树, 2013(6):73-78. |
| DONG M C, LI J X, ZHOU D G, YUE J Q, GAO J Y. Advances in citrus breeding. China fruit, 2013(6):73-78. (in Chinese) | |
| [2] | 邓秀新, 王力荣, 李绍华, 张绍铃, 张志宏, 丛佩华, 易干军, 陈学森, 陈厚彬, 钟彩虹. 果树育种40年回顾与展望. 果树学报, 2019, 36(4):514-520. |
| DENG X X, WANG L R, LI S H, ZHANG S L, ZHANG Z H, CONG P H, YI G J, CHEN X S, CHEN H B, ZHONG C H. Retrospection and prospect of fruit breeding for last four decades in China. Journal of Fruit Science, 2019, 36(4):514-520. (in Chinese) | |
| [3] | 张敏, 邓秀新. 柑橘芽变选种以及芽变性状形成机理研究进展. 果树学报, 2006, 23(6):871-876. |
| ZHANG M, DENG X X. Advances in research of Citrus cultivars selected by bud mutation and the mechanism of formation of mutated characteristics. Journal of Fruit Science, 2006, 23(6):871-876. (in Chinese) | |
| [4] | 王三红, 陈力耕, 章镇, 房经贵. RAPD在柑橘品系鉴别上的应用. 果树科学, 2000, 17(1):70-72. |
| WANG S H, CHEN L G, ZHANG Z, FANG J G. Application of RAPD in identification of Citrus strains. Journal of Fruit Science, 2000, 17(1):70-72. (in Chinese) | |
| [5] | 范眸天, 高俊, 吴兴恩, 李文祥, 龙雯虹, 许明辉. 十五种柑桔种质资源的RAPD分析. 中国南方果树, 2002, 31(6):3-6. |
| FAN M T, GAO J, WU X E, LI W X, LONG W H, XU M H. The RAPD analysis of fifteen germplasm resources of Citrus. South China Fruits, 2002, 31(6):3-6. (in Chinese) | |
| [6] | 罗静, 周心智, 张云贵. RAPD标记对25份柑桔资源及其芽变系的鉴定和多样性分析. 中国农学通报, 2008, 24(8):99-104. |
| LUO J, ZHOU X Z, ZHANG Y G. Identification and genetic diversity analysis of 25 Citrus resources and its sports strains by RAPD technique. Chinese Agricultural Science Bulletin, 2008, 24(8):99-104. (in Chinese) | |
| [7] | 吴兴恩, 范眸天, 龚洵, 杨杨. 22份柑桔资源的ISSR分析. 云南农业大学学报, 2006, 21(1):36-41, 51. |
| WU X E, FAN M T, GONG X, YANG Y. The ISSR analysis of 22 Citrus resources. Journal of Yunnan Agricultural University, 2006, 21(1):36-41, 51. (in Chinese) | |
| [8] | 刘通, 邓崇岭, 程玉芳, 李秋景, 陈传武, 刘冰浩, 伊华林. 利用SSR 和 SRAP 技术分析广西柑橘种质, 遗传多样性. 2016, 35(2):23-29. |
| LIU T, DENG C L, CHENG Y F, LI Q J, CHEN C W, LIU B H, YI H L. Genetic diversity analysis of Citrus germplasm in Guangxi using SSR and SRAP techniques. Journal of Huazhong Agricultural University, 2016, 35(2):23-29. (in Chinese) | |
| [9] |
BI Q X, ZHAO Y, CUI Y F, WANG L B. Genome survey sequencing and genetic background characterization of yellow horn based on next-generation sequencing. Molecular Biology Reports, 2019, 46(4):4303-4312.
doi: 10.1007/s11033-019-04884-7 |
| [10] | 韩国辉. 基于EST-SSR、Genomic-SSR 和SCoT 标记的柑橘连锁图谱构建及杂种和多倍体遗传分析[D]. 重庆: 西南大学, 2012. |
| HAN G H. Construction of linkage map and genetic analysis of hybrid and polyploid in citrus based on EST-SSR, Genomic-SSR and Scot markers[D]. Chongqing: Southwest University, 2012. (in Chinese) | |
| [11] | 李益, 马先锋, 唐浩, 李娜, 江东, 龙桂友, 李大志, 牛英, 韩瑞玺, 邓子牛. 柑橘品种鉴定的SSR标记开发和指纹图谱库构建. 中国农业科学, 2018, 51(15):2969-2979. |
| LI Y, MA X F, TANG H, LI N, JIANG D, LONG G Y, LI D Z, NIU Y, HAN R X, DENG Z N. SSR markers screening for identification of Citrus cultivar and construction of DNA fingerprinting library. Scientia Agricultura Sinica, 2018, 51(15):2969-2979. (in Chinese) | |
| [12] | 曹庆芹, 孟海军, 文晓鹏, 伊华林, 邓秀新. 利用SSR标记分析柑橘雄性不育及低育资源的遗传多样性. 农业生物技术学报, 2006, 14(6):937-941. |
| CAO Q Q, MENG H J, WEN X P, YI H L, DENG X X. Genetic diversity of male sterile and low fertile germplasm of Citrus reealed using SSR markers. Journal of Agricultural Biotechnology, 2006, 14(6):937-941. (in Chinese) | |
| [13] |
YAMAMOTO T, MOCHIDA K, IMAI T, HAJI T, YAEGAKI H, YAMAGUCHI M, MATSUTA N, OGIWARA I, HAYASHI T. Parentage analysis in Japanese peaches using SSR markers. Breeding Science, 2003, 53(1):35-40.
doi: 10.1270/jsbbs.53.35 |
| [14] | 徐云碧, 杨泉女, 郑洪建, 许彦芬, 桑志勤, 郭子锋, 彭海, 张丛, 蓝昊发, 王蕴波, 吴坤生, 陶家军, 张嘉楠. 靶向测序基因型检测(GBTS)技术及其应用. 中国农业科学, 2020, 53(15):2983-3004. |
| XU Y B, YANG Q N, ZHENG H J, XU Y F, SANG Z Q, GUO Z F, PENG H, ZHANG C, LAN H F, WANG Y B, WU K S, TAO J J, ZHANG J N. Genotyping by target sequencing (GBTS) and its applications. Scientia Agricultura Sinica, 2020, 53(15):2983-3004. (in Chinese) | |
| [15] | 黄卫, 罗玉萍. DNA分子标记在柑桔中的应用. 生物技术, 2002, 12(1):34-36. |
| HUANG W, LUO Y P. Application of DNA molecular marker in Citrus. Biotechnology, 2002, 12(1):34-36. (in Chinese) | |
| [16] |
MICHAELSON J J, SHI Y J, GUJRAL M, ZHENG H C, MALHOTRA D, JIN X, JIAN M H, LIU G M, GREER D, BHANDARI A, WU W T, COROMINAS R, PEOPLES A, KOREN A, GORE A, KANG S L, LIN G N, ESTABILLO J, LAKOUCHEVA L M, LI Y R, WANG J, SEBAT J. Whole-genome sequencing in autism identifies hot spots for de novo germline mutation. Cell, 2012, 151(7):1431-1442.
doi: 10.1016/j.cell.2012.11.019 |
| [17] | SOHN H B, KIN S J, HWANG T Y, PARK H M, LEE Y Y, MARKKANDAN K, LEE D, LEE S, HONG S Y, SONG Y H, KOO B C, KIM Y H. Barcode system for genetic identification of soybean (Glycine max(L.) Merrill) cultivars using Indel markers specific to dense variation blocks. Frontiers in Plant Science, 2017, 8:520. |
| [18] |
LI L, FANG Z W, ZHOU J F, CHEN H, HU Z F, GAO L F, CHEN L H, REN S, MA H Y, LU L, ZHANG W X, PENG H. An accurate and efficient method for large-scale SSR genotyping and applications. Nucleic Acids Research, 2017, 45(10):e88.
doi: 10.1093/nar/gkx093 |
| [19] | 刘欢, 黄丽娜, 张奋强, 姜梦嫣, 周义杰, 陈思源, 王有年, 杨明峰, 马兰青. RNA-Seq高通量测序技术在果树功能基因组学研究的应用进展. 生物技术进展, 2017, 7(2):144-148. |
| LIU H, HUANG L N, ZHANG F Q, JIANG M Y, ZHOU Y J, CHEN S Y, WANG Y N, YANG M F, MA L Q. Progress on application of RNA-seq high throughput sequencing technology in functional genomics of fruit trees. Current Biotechnology, 2017, 7(2):144-148. (in Chinese) | |
| [20] | 张先文, 贺治洲, 江南, 邓华凤, 李继明. 高通量基因型分型技术及其在水稻中的应用. 生物技术通报, 2017, 33(12):67-73. |
| ZHANG X W, HE Z Z, JIANG N, DENG H F, LI J M. High-throughput genotyping techniques and their applications in rice. Biotechnology Bulletin, 2017, 33(12):67-73. (in Chinese) | |
| [21] |
YANG J J, ZHANG J, HAN R X, ZHANG F, MAO A J, LUO J, DONG B B, LIU H, TANG H, ZHANG J N, WEN C L. Target SSR-seq: A novel SSR genotyping technology associate with perfect SSRs in genetic analysis of cucumber varieties. Frontiers in Plant Science, 2019, 10:531.
doi: 10.3389/fpls.2019.00531 |
| [22] |
LI H, MA Y S, PENG F Y, ZHANG H Y, LIU J C, JIANG M. Large-scale advances in SSR markers with high-throughput sequencing in Euphorbia fischeriana Steud. Electronic Journal of Biotechnology, 2021, 49(1):50-55.
doi: 10.1016/j.ejbt.2020.11.004 |
| [23] |
FORDYCE S L, ávila-Arcos M C, ROCKENBAUER E, BORSTING C, FRANK-HANSEN R, PETERSEN F T, WILLERSLEV E, HANSEN A J, MORLING N, GILBERT M T P. High-throughput sequencing of core STR loci for forensic genetic investigations using the Roche Genome Sequencer FLX platform. BioTechniques, 2011, 51:127-133.
doi: 10.2144/000113721 |
| [24] | 谢让金, 邓烈. 一种适合AFLP分析的柑橘DNA提取方法. 生物技术, 2007, 17(6):27-28. |
| XIE R J, DENG L. A Citrus DNA extraction method for AFLP analysis. Biotechnology, 2007, 17(6):27-28. (in Chinese) | |
| [25] | XANG X W, WANG L. GMATA: An integrated software package for genome-scale SSR mining, marker development and viewing. Frontiers in Plant Science, 2016, 7:1350. |
| [26] |
UNTERGASSER A, CUTCUTACHE I, KORESSAAR T, YE J A, FAIRCLOTH B C, REMM M, ROZEN S G. Primer3-new capabilities and interfaces. Nucleic Acids Research, 2012, 40(15):e115.
doi: 10.1093/nar/gks596 |
| [27] |
KALINOWSKI S T, TAPER M L, MARSHALL T C. Revising how the computer program CERVUS accommodates genotyping error increases success in paternity assignment. Molecular Ecology, 2007, 16(5):1099-1106.
doi: 10.1111/j.1365-294X.2007.03089.x |
| [28] |
PEAKALL R, SMOUSE P E. GENALEX 6: Genetic analysis in Excel. Population genetic software for teaching and research. Molecular Ecology Notes, 2006, 6(1):288-295.
doi: 10.1111/men.2006.6.issue-1 |
| [29] |
THORVALDSDÓTTIR H, ROBINSON J T, MESIROV J P. Integrative Genomics Viewer (IGV): High-performance genomics data visualization and exploration. Briefings in Bioinformatics, 2012, 14(2):178-192.
doi: 10.1093/bib/bbs017 |
| [30] | 孙淑霞, 陈栋, 李靖, 涂美艳, 谢红江, 江国良. 北京28号桃芽变株系的ISSR和SSR鉴定. 果树学报, 2012, 29(1):24-28. |
| SUN S X, CHEN D, LI J, TU M Y, XIE H J, JIANC G L. Molecular identification of peach bud sports from Beijing 28 with ISSR and SSR. Journal of Fruit Science, 2012, 29(1):24-28. (in Chinese) | |
| [31] | 齐丹. 梨种质变异的SRAP和EST-SSR分析[D]. 北京: 中国农业科学院, 2013. |
| QI D. Analysis of variation of pear germplasm accessions by SRAP and EST-SSR markers[D]. Beijing: Chinese Academy of Agricultural Sciences, 2013. (in Chinese) | |
| [32] | LI L, FANG Z W, ZHOU J F, CHEN H, HU Z F, GAO L F, CHEN L H, REN S, MA H Y, LU L, ZHANG W X, HAI P. An accurate and efficient method for large-scale SSR genotyping and applications. Nucleic Acids Research, 2017, 45(10)V: e88. |
| [33] |
MA J J, ZHAO Y H, CHEN H, FU C, ZHU L, ZHOU X M, XIA H, HOU L, LI G G, ZHUANG W J, WANG X J, ZHAO C Z. Genome-wide development of polymorphic microsatellite markers and their application in peanut breeding program. Electronic Journal of Biotechnology, 2020, 44(3):25-32.
doi: 10.1016/j.ejbt.2020.01.004 |
| [34] |
WANG Y, YANG C, JIN Q J, ZHOU D J, WANG S S, YU Y J, YANG L. Genome-wide distribution comparative and composition analysis of the SSRs in Poaceae. BMC Genet, 2015, 16(2):18.
doi: 10.1186/s12863-015-0178-z |
| [35] |
QI W H, LU T, ZHENG C L, JIANG X M, JIE H, ZHANG X Y, YUE B S, ZHAO G J. Distribution patterns of microsatellites and development of its marker in different genomic regions of forest musk deer genome based on high throughput sequencing. Aging, 2020, 12(5):4445-4462.
doi: 10.18632/aging.v12i5 |
| [36] |
PAVAN KUMAR P, JANAKIRAM T, BHAT K V. Microsatellite based DNA fingerprinting and assessment of genetic diversity in Bougainvillea cultivars. Gene, 2020, 753:144794.
doi: 10.1016/j.gene.2020.144794 |
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