Research on the identification of passion fruit varieties in Fujian province and construction of fingerprint based on SSR markers
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摘要:
目的 基于SSR分子标记鉴别福建百香果品种的遗传多样性,构建福建百香果品种的分子指纹图谱。 方法 基于转录组测序,开发西番莲SSR分析标记,并筛选出15个重复性好、多态性高的分子标记用于17个福建百香果品种(系)鉴定及遗传多态性分析,构建百香果品种(系)的SSR分子指纹图谱。 结果 利用 MISA 软件对1 kb 以上的24319条西番莲(Passiflora caerulea L.) Unigene进行搜索,于 8742条 Unigene 上检测出 11385个 SSR 位点,出现频率为 46.82%,平均分布距离为 7.15 kb。单核苷酸、二核苷酸和三核苷酸分别占总 SSR 的 63.72%、20.40%和14.28%,为数量较大的优势重复基序,其优势重复基元分别为A/T、 AG/CT和AAG/CTT 。通过 Primer 3.0 共获得出 28257 对 SSR 引物。从 26 对有效扩增引物中选择重复性好的15对引物,对 17份百香果品种(系)进行多态性验证分析。15对SSR引物共产生235条多态性条带,PIC平均值为0.95。利用 UPGMA 进行聚类分析并作图,在遗传距离0.765处,可将 17个品种(系)分为 7个类群。根据15对多态性引物扩增电泳图,选出PFSSR20和PFSSR29引物组合用于构建DNA指纹图谱,可鉴别出17个百香果品种(系)。 结论 利用西番莲转录组数据构建的 SSR分子标记具有较高的多态性潜能,类型丰富,本研究基于此构建的DNA指纹图谱可分辨出17个百香果品种(系)。 Abstract:Objective Based on SSR markers, the genetic diversity of passion fruit varieties in Fujian province were analyzed, and SSR fingerprints of passion fruit varieties were constructed. Method The SSR markers of passion fruit were developed using transcriptome sequencing. 15 SSR markers with good repeatability and high polymorphism were screened for the identification and genetic polymorphism analysis of 17 Fujian passion fruit varieties, and the SSR molecular fingerprint was constructed. Result Using the MISA software, 24319 unigenes above 1 kilo base pairs of passion fruit were analyzed, and a total of 11385 SSRs were identified from 8742 unigenes, with an appearing frequency of 46.82 % and an average distribution distance of 7.15 kb. Mononucleotide, dinucleotide and trinucleotide accounted for 63.72 %, 20.40 % and 14.28 % of the total SSR, respectively. Furthermore, the A/T、 AG/CT and AAG/CTT were the predominant dinucleotide repeat types for mononucleotide, dinucleotide and trinucleotide repeat types, respectively. There were 28257 SSR primers designed using Primer 3.0. 15 pairs of primers with good repeatability were selected from 26 pairs of effective primers to verify the polymorphism of 17 passion fruit cultivars. A total of 235 polymorphic bands were generated by 15 pairs of SSR primers, and the average PIC was 0.95. The 17 cultivars were divided into 7 groups at the genetic distance of 0.765 by UPGMA cluster analysis. According to the 15 pairs of polymorphic primer amplification electrophoresis map, PFSSR20 and PFSSR29 primer combinations were selected to construct DNA fingerprinting, and 17 passion fruit varieties could be identified. Conclusion The SSR molecular markers constructed using passion fruit transcriptome data have high polymorphism potential and rich types. 17 Passiflora varieties (lines) were successfully identified based on the DNA fingerprints constructed in this study. -
Key words:
- passion fruit /
- SSR molecular marker /
- verification of variety /
- finger print
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表 1 供试品种(系)材料的基本信息
Table 1. Basic information of the tested varieties (lines)
序号
No.名称或编号
Name or code来源
Source果实颜色
Fruit color序号
No.名称或编号
Name or code来源
Source果实颜色
Fruit color1 福建1号
Fujian No. 1福建邵武
Shaowu,Fujian紫色
Purple10 三联黄
San Lian Yellow福建三联
Sanlian,Fujian黄色
Yellow2 福建2号
Fujian No. 2福建赤溪
Chixi,Fujian紫色
Purple11 芭乐味
Guava Flavor福建东兴
Dongxing,Fujian黄色
Yellow3 福建3号
Fujian No. 3福建惠安
Huian,Fujian黄色
Yellow12 金蜜味
Golden Honey Flavor福建象洞
Xiangdong,Fujian黄色
Yellow4 武紫
Wu Zi福建武平
Wuping,Fujian紫色
Purple13 三联芭乐味
San Lian Guava Flavor福建三联
Sanlian,Fujian黄色
Yellow5 武蜜
Wu Mi福建武东
Wudong,Fujian黄色
Yellow14 黄金
Gold福建福州
Fuzhou,Fujian黄色
Yellow6 武砧012
Wu Anvil 012福建武平
Wuping,Fujian黄色
Yellow15 巨无霸
Big Mac福建漳州
Zhangzhou,Fujian黄色
Yellow7 民主紫
Democratic Purple福建民主
Minzhu,Fujian紫色
Purple16 荔枝味
Lychee Flavor福建福州
Fuzhou,Fujian绿色
Green8 赤港紫
Chi Gang Purple福建赤港
Chigang,Fujian紫色
Purple17 满天星
Gypsophila福建福州
Fuzhou,Fujian紫色
Purple9 台砧
Tai Anvil福建南平
Nanping,Fujian紫色
Purple表 2 西番莲SSR的类型、数量及分布频率
Table 2. Type,number and frequency of SSRs in passion fruit
项目
Item重复次数 Repeat number 总计
Total比例
Ratio/%5 6 7 8 9 10 11~20 >20 单核苷酸 Mono 0 0 0 0 0 2927 4196 132 7255 63.72 二核苷酸 Di 0 813 517 386 298 193 115 0 2322 20.40 三核苷酸 Tri 981 413 196 30 3 1 2 0 1626 14.28 四核苷酸 Tetra 95 17 4 1 1 0 0 0 118 1.04 五核苷酸 Penta 29 3 6 1 0 0 0 0 39 0.34 六核苷酸 Hexa 18 5 1 0 0 0 1 0 25 0.22 总计 Total 1123 1251 724 418 302 3121 4314 132 11385 100.00 比例 Ratio/% 9.86 11.00 6.36 3.67 2.65 27.41 37.89 1.16 100.00 表 3 西番莲转录中不同微卫星重复基序(motif)出现的频率
Table 3. Occurrence frequency of different microsatellites motifs of passion fruit
重复基序类型
Repeat type重复基序
Repeat motif数量
Number比例
Ratio/%单核苷酸 Mono A/T 7181 63.07 C/G 74 0.65 二核苷酸 Di AC/GT 231 2.03 AG/CT 1385 12.17 AT/AT 698 6.13 CG/CG 8 0.07 三核苷酸 Tri AAC/GTT 74 0.65 AAG/CTT 286 2.51 AAT/ATT 91 0.80 ACA/TGT 29 0.25 ACC/GGT 124 1..09 ACG/CGT 74 0.65 ACT/AGT 59 0.52 AGA/TCT 116 1.02 AGC/GCT 105 0.92 AGG/CCT 171 1.50 ATA/TAT 21 0.18 ATC/GAT 76 0.67 ATG/CAT 69 0.61 CAC/GTG 38 0.33 CCG/CGG 58 0.51 CGC/GCG 13 0.11 CTC/GAG 110 0.97 GAC/GTC 112 0.98 四核苷酸 Tetra AAAG/CTTT, AAAT/ATTT, AACC, AAGA/TCTT, AATA/TATT, AATG, ACAA/TTGT, ACAG, AGCG, AGGA/TCCT, AGTC/GACT, AGTG, ATAG/CTAT, ATCC, CAAA/TTTG, CAGG, CATC/GATG, CCAT, CCGT, CCTC, CTAC/GTAG, CTGA, CTGG, CTGC, CTGG, GAAG, GAGT, GCAG, GCAT, GCCT, GTAT, GTTA, TAGA, TCAA, TCAT, TCCC, TCGT, TGAG, TGCT, TGGA, TGGC, TTCC 118 1.04 五核苷酸 Penta AACAG, AAGAA, AAGAG, AAGCT, AATCT, ACAGA, ACAGT, ACCCA, AGAAC, AGACC, AGCCC, ATGCC, CAAAG, CACCA, CCTTC, CTCCT, CTTTC, GAAAA, GAAGT, GAGGA, GGAGG, GGGAT, GGTAT, GTTGA, GTTTC, GTTTG, TCCTT, TGGTG, TGTTC, TTCAC, TTCTC, TTGTA, TTTGT 39 0.34 六核苷酸 Hexa AAAACA, AACACC, AATAGT, ACCACG, AGAGAC, AGGCTC, CAATCT, CCAGCT, CGCACA, CTGACT, CTGGAA, CTGTTT, GACAGG, GAGACC, GCAGAT, GGTTGC, GTAGTG, GTCCGA, TAGCAG, TCAGTA, TGTTCA, TTCTTG, TTTTCT, TTTTTA 25 0.22 表 4 15对西番莲SSR引物信息
Table 4. Information of 15 pairs of primers developed from passion fruit
引物编号
Primer No.引物序列(5′→3′)
Primer sequence(5′→3′)SSR基元
SSR motif产物长度
Length of product/bp多态性条带数
Number of polymorphic bands多态信息量
PICPFSSR5 F: AACCCCTTCCTCGTGCTAAT;
R: GTCCAGGCCTACAACCCATA(CAATCT)5 253 9 0.92 PFSSR6 F: GGAAGAGAAGAGCGAGCAGA;
R: ACCCAGACGAAACTCCACAG(CTGACT)5 203 13 0.94 PFSSR9 F: CGGTCGTCGTCTTCTTCTTC;
R: CGCACAAGAGTACCAGCAAA(GTTGA)5 141 18 0.96 PFSSR10 F: GTTTCAGCTCCAGTTCCAGC;
R: ATCTTGGTCCCAAACCACAC(CCAGCT)6 132 16 0.95 PFSSR11 F: CGGCTTTTTGACACTGAACA;
R: TGATCCTCCCAATTCTTTGC(ATGCC)6 146 13 0.94 PFSSR12 F: GTGAGGACAGAGAGCGATCC
R: GCACTGATGCAAGGTTCTGA(GGTAT)5 280 12 0.94 PFSSR14 F: GTCTCGGGTTCGTTCAACAT;
R: AAAAAGCAGATGCCAACCAC(CT)10 126 19 0.96 PFSSR17 F: CAATTGAAGATTCCAGCGGT;
R: CGGTCTTCTTTCTCTCGACG(GAGACC)5 254 8 0.91 PFSSR20 F: TCCAAACAATTCACCATTGC;
R: AGTTTGACTGGGGAGCTTCA(TCCT)7 147 20 0.96 PFSSR21 F: GGTTGCAACGATGGAGTTTT;
R: GCTAGGATTTCGATGGGTCA(CT)10 128 17 0.96 PFSSR26 F: TAAAGGACTCGATGCAGGCT
R: AGGAGGCATGGTTTGAATTG(ATCC)8 146 23 0.96 PFSSR29 F: CTGCAGTTTCTTGAGGAGGG;
R: GCTGAGAAGAAGGGTCAACG(CAAAG)5 220 16 0.95 PFSSR30 F: GCTTAGAACAAGGGCGAGC;
R: CCTAGCTTGACAACGCTTCC(CT)10 258 26 0.97 PFSSR32 F: CTACAGACTCTCCGTTCCCG;
R: GCAGACAGGACAATCAAGCA(ACCACG)5 254 11 0.93 PFSSR43 F: GAGGGACCAATGAAGCAAGA
R: CAATCAGGTTCCAGGCTTGT(TGGC)6 156 14 0.95 -
[1] 吴艳艳, 田青兰, 刘洁云, 等. 基于完全型SSR标记的西番莲(Passiflora edulis)遗传多样性分析 [J]. 分子植物育种, 2019(24):8178−8183.WU Y Y, TIAN Q L, LIU J Y, et al. Genetic diversity analysis of cultivated passion fruit(Passiflora edulis) based on perfect SSR markers [J]. Molecular Plant Breeding, 2019(24): 8178−8183.(in Chinese) [2] 吴艳艳, 刘洁云, 田青兰, 等. 栽培种西番莲基因组序列及比较基因组分析 [J]. 基因组学与应用生物学, 2020(5):2103−2110.WU Y Y, LIU J Y, TIAN Q L, et al. The genomic sequence and comparative genomic analysis of cultivated passion fruit(Passiflora edulis L.) [J]. Genomics and Applied Biology, 2020(5): 2103−2110.(in Chinese) [3] 董龙, 王小媚, 蔡昭艳, 等. 广西百香果产业现状及存在的问题与发展建议 [J]. 南方园艺, 2020(6):76−78. doi: 10.3969/j.issn.1674-5868.2020.06.018DONG L, WANG X M, CAI Z Y, et al. Current problems and development suggestions of passion fruit industry in Guangxi [J]. Southern Horticulture, 2020(6): 76−78.(in Chinese) doi: 10.3969/j.issn.1674-5868.2020.06.018 [4] 林海波, 靳志飞, 杨喜翠, 等. 贵州百香果产业发展现状及对策建议 [J]. 耕作与栽培, 2020(6):77−78.LIN H B, JIN Z F, YANG X C, et al. The Current situation and countermeasures of the development of Passiflora edulia Sims industry in Guizhou [J]. Tillage and Cultivation, 2020(6): 77−78.(in Chinese) [5] 梁冬梅, 杨旸, 盛占武. 海南百香果产业发展现状及其对策 [J]. 中国果业信息, 2019(6):28−31. doi: 10.3969/j.issn.1673-1514.2019.06.006LIANG D M, YANG Y, SHENG Z W. Development status and countermeasures of hainan passion fruit industry [J]. China Fruit News, 2019(6): 28−31.(in Chinese) doi: 10.3969/j.issn.1673-1514.2019.06.006 [6] 邹梁峰, 廖光联, 李西时, 等. 72份猕猴桃种质基于SSR标记的聚类分析及指纹图谱构建 [J]. 中国南方果树, 2019(1):83−88.ZOU L F, LIAO G L, LI X S, et al. Cluster analysis of 72 kiwifruit germplasm resources with SSR markers for establishment of their fingerprints [J]. South China Fruits, 2019(1): 83−88.(in Chinese) [7] 胡文斌, 林家年, 洪青梅, 等. 火龙果SSR分子标记核心引物的筛选 [J]. 热带农业科学, 2020(12):35−42.HU W B, LIN J N, HONG Q M, et al. Screening of SSR core primers for pitaya [J]. Chinese Journal of Tropical Agriculture, 2020(12): 35−42.(in Chinese) [8] 冯章丽, 刘畅, 顾广军, 等. SSR分子标记在梨遗传育种研究中的应用 [J]. 中国林副特产, 2017(6):87−90,92.FENG Z L, LIU C, GU G J, et al. Application of SSR molecular marker in pear genetics and breeding research [J]. Forest by-Product and Speciality in China, 2017(6): 87−90,92.(in Chinese) [9] 孙波, 邹甜, 王志伟, 等. 利用SSR技术鉴定西瓜品种纯度 [J]. 中国瓜菜, 2018(6):16−19. doi: 10.3969/j.issn.1673-2871.2018.06.004SUN B, ZOU T, WANG Z W, et al. Identification of watermelon varieties purity using SSR markers [J]. China Cucurbits and Vegetables, 2018(6): 16−19.(in Chinese) doi: 10.3969/j.issn.1673-2871.2018.06.004 [10] 吴艳艳, 黄伟华, 黄永才, 等. 栽培种西番莲完全型SSR的高通量鉴定及标记开发 [J]. 分子植物育种, 2018(20):6738−6743. doi: 10.13271/j.mpb.016.006738WU Y Y, HUANG W H, HUANG Y C, et al. High-throughput identification and marker development of complete SSR from cultivated passion fruit(Passiflora edulis) [J]. Molecular Plant Breeding, 2018(20): 6738−6743.(in Chinese) doi: 10.13271/j.mpb.016.006738 [11] VIANNA L S, PEREIRA T N S, SANTOS E A, et al. Research article ISSR and SSR markers for determining genetic relationships among three wild species of Passiflora [J]. Genetics and Molecular Research, 2019, 18(1): 1−10. [12] CLAUDIA L P, ALEXANDRE P V, EILEEN A S, et al. Genetic variability assessment in the genus Passiflora by SSR markers [J]. Chilean Journal of Agricultural Research, 2014, 74(3): 355−360. doi: 10.4067/S0718-58392014000300015 [13] OLIVEIRA G A F, PADUA J G, COSTA J L, et al. Cross-species amplification of microsatellite loci developed for Passiflora edulis Sims. in related Passiflora species [J]. Brazilian Archives of Biology and Technology, 2013, 56(5): 785−792. doi: 10.1590/S1516-89132013000500009 [14] 应东山, 张如莲, 王明, 等. 24份西番莲种质SSR分子标记分析 [J]. 热带农业工程, 2014(5):5−9.YING D S, ZHANG R L, WANG M, et al. SSR analysis of genetic diversity of 24 passion fruit germplasms [J]. Tropical Agricultural Engineering, 2014(5): 5−9.(in Chinese) [15] 廖俊杰. 采用CTAB法快速提取植物DNA [J]. 天津农业科学, 1993(3):26.LIAO J J. Rapid extraction of plant DNA by CTAB method [J]. Tianjin Agricultural Sciences, 1993(3): 26.(in Chinese) [16] OUNI R, ZBOROWSKA A, SEHIC J, et al. Genetic diversity and structure of tunisian local pear germplasm as revealed by SSR markers [J]. Horticultural Plant Journal, 2020, 6(2): 61−70. doi: 10.1016/j.hpj.2020.03.003 [17] KAPOOR M, MAWAL P, SHARMA V, et al. Analysis of genetic diversity and population structure in Asparagus species using SSR markers [J]. Journal of Genetic Engineering and Biotechnology, 2020, 18(1): 50. doi: 10.1186/s43141-020-00065-3 [18] 贺丹, 吴芳芳, 张佼蕊, 等. 牡丹转录组SSR信息分析及其分子标记开发 [J]. 江苏农业学报, 2019(6):1428−1433. doi: 10.3969/j.issn.1000-4440.2019.06.023HE D, WU F F, ZHANG J R, et al. Analysis of SSR information in transcriptome and development of molecular markers in Paeonia suffruticosa [J]. Jiangsu Journal of Agricultural Sciences, 2019(6): 1428−1433.(in Chinese) doi: 10.3969/j.issn.1000-4440.2019.06.023 [19] 朱海生, 王彬, 叶新如, 等. 中国南瓜转录组SSR信息分析及其分子标记开发 [J]. 中国细胞生物学学报, 2019, 41(3):468−475.ZHU H S, WANG B, YE X R, et al. Analysis on SSR information in transcriptome and development of molecular markers in Cucurbita moschata duch [J]. Chinese Journal of Cell Biology, 2019, 41(3): 468−475.(in Chinese) [20] CHEN C X, ZHOU P, CHOI Y A, et al. Mining and characterizing microsatellites from Citrus ESTs [J]. Theoretical and Applied Genetics, 2006, 112(7): 1248−1257. doi: 10.1007/s00122-006-0226-1 [21] 穆莹, 白云海, 吴静, 等. 基于转录组序列的青榨槭EST-SSR标记开发及通用性分析[J]. 分子植物育种, 2021, 1-18. (2021-12-24). http://kns.cnki.net/kcms/detail/46.1068.S.20211223.1936.017.html.MU Y, BAI Y H, WU J, et al. Development and versatility analysis of EST-SSR markers based on transcriptome sequence of Acer davidii [J]. Molecular Plant Breeding, 2021, 1-18. (2021-12-24). http://kns.cnki.net/kcms/detail/46.1068.S.20211223.1936.017.html.(in Chinese) [22] 谷振军, 杨春霞, 丁伟, 等. 南酸枣转录组SSR序列特征分析及其分子标记开发 [J]. 南方林业科学, 2019(3):12−15.GU Z J, YANG C X, DING W, et al. Characterization analysis of SSR sequences in the transcriptome of Choerospondias axillaris and its molecular marker development [J]. South China Forestry Science, 2019(3): 12−15.(in Chinese) [23] 戚佳裕. 百合转录因子SSR分子标记开发及其在杂交子代遗传分析中的应用[D]. 北京: 北京林业大学, 2021.QI J Y. Development of SSR molecular markers within lily transcription factors and application in genetic analysis of Hybrid progenies [D]. Beijing : Beijing Forestry University, 2021. (in Chinese) [24] 周银慧. 苦瓜转录组SSR分子标记开发及商业品种群体遗传多样性分析[D]. 佛山: 佛山科学技术学院, 2020.ZHOU Y H. Development of transcriptome SSR markers for bitter gourd (Momordica charantia) and genetic diversity of commercial varieties [D]. Foshan : Foshan University, 2020. (in Chinese) [25] 宋家明, 李欣窈, 张诗慧, 等. 基于转录组数据的海南油茶SSR分子标记的开发与评价 [J]. 分子植物育种, 2022, 20(20):6791−6801. doi: 10.13271/j.mpb.020.006791SONG J M, LI X Y, ZHANG S H, et al. Development and evaluation of hainan camellia SSR molecular markers based on transcriptome data [J]. Molecular Plant Breeding, 2022, 20(20): 6791−6801.(in Chinese) doi: 10.13271/j.mpb.020.006791 [26] 姚国琼, 杨帆, 严苓方, 等. 基于转录组SSR的三角梅遗传多样性分析[J]. 分子植物育种, 2022, 1-19. (2022-03-01). http://kns.cnki.net/kcms/detail/46.1068.S.20220228.2219.017.html.YAO G Q, YANG F, YAN L F, et al. Analysis of Bougainvillea glabra choisy genetic diversity based on SSR of transcriptome [J]. Molecular Plant Breeding, 2022, 1-19. (2022-03-01). http://kns.cnki.net/kcms/detail/46.1068.S.20220228.2219.017.html.(in Chinese) [27] 魏秀清, 许玲, 章希娟, 等. 莲雾转录组SSR信息分析及其分子标记开发 [J]. 园艺学报, 2018(3):541−551.WEI X Q, XU L, ZHANG X J, et al. Analysis on SSR information in transcriptome and development of molecular markers in wax apple [J]. Acta Horticulturae Sinica, 2018(3): 541−551.(in Chinese) [28] WU J, CAI C F, CHENG F Y, et al. Characterisation and development of EST-SSR markers in tree peony using transcriptome sequences [J]. Molecular Breeding, 2014, 34(4): 1853−1866. doi: 10.1007/s11032-014-0144-x [29] ZHANG M Y, FAN L, LIU Q Z, et al. A novel set of EST-derived SSR markers for pear and cross-species transferability in Rosaceae [J]. Plant Molecular Biology Reporter, 2014, 32(1): 290−302. doi: 10.1007/s11105-013-0638-4 [30] 胡文舜, 陈秀萍, 郑少泉. 龙眼EST-SSR标记开发及无患子科5个属种质遗传多样性分析 [J]. 园艺学报, 2019(7):1359−1372.HU W S, CHEN X P, ZHENG S Q. EST-SSR markers developed from Dimocarpus longan and their application in genetic diversity analysis of five genera of Sapindaceae [J]. Acta Horticulturae Sinica, 2019(7): 1359−1372.(in Chinese) [31] 苏群, 田敏, 刘俊, 等. 基于生物信息学的睡莲SSR位点特征分析 [J]. 西南农业学报, 2021(10):2076−2083.SU Q, TIAN M, LIU J, et al. SSR loci characteristic analysis of water lily based on bio-informatics methodology [J]. Southwest China Journal of Agricultural Sciences, 2021(10): 2076−2083.(in Chinese) [32] 钟琳珊, 林发壮, 江斌, 等. 基于野鸦椿转录组测序的SSR多态性分析 [J]. 分子植物育种, 2022(2):464−472. doi: 10.13271/j.mpb.020.000464ZHONG L S, LIN F Z, JIANG B, et al. Analysis on SSR polymorphism in transcriptome sequence of Euscaphis Japonica [J]. Molecular Plant Breeding, 2022(2): 464−472.(in Chinese) doi: 10.13271/j.mpb.020.000464 [33] 王静毅, 陈业渊, 刘伟良, 等. 香蕉EST-SSRs标记的开发与应用 [J]. 遗传, 2008(7):933−940. doi: 10.3321/j.issn:0253-9772.2008.07.020WANG J Y, CHEN Y Y, LIU W L, et al. Development and application of EST-derived SSR markers for bananas (Musa nana Lour. ) [J]. Hereditas, 2008(7): 933−940.(in Chinese) doi: 10.3321/j.issn:0253-9772.2008.07.020 [34] 鄢秀芹, 鲁敏, 安华明. 刺梨转录组SSR信息分析及其分子标记开发 [J]. 园艺学报, 2015(2):341−349. doi: 10.16420/j.issn.0513-353x.2014-0882YAN X Q, LU M, AN H M. Analysis on SSR information in transcriptome and development of molecular markers in Rosa roxburghii [J]. Acta Horticulturae Sinica, 2015(2): 341−349.(in Chinese) doi: 10.16420/j.issn.0513-353x.2014-0882 [35] 张庆田, 李晓艳, 杨义明, 等. 蓝靛果忍冬转录组SSR信息分析及其分子标记开发 [J]. 园艺学报, 2016(3):557−563. doi: 10.16420/j.issn.0513-353x.2015-0659ZHANG Q T, LI X Y, YANG Y M, et al. Analysis on SSR information in transcriptome and development of molecular markers in Lonicera caerulea [J]. Acta Horticulturae Sinica, 2016(3): 557−563.(in Chinese) doi: 10.16420/j.issn.0513-353x.2015-0659 [36] 王壮, 郑乾明, 成文韬, 等. 火龙果转录组SSR的信息分析及其分子标记开发 [J]. 贵州农业科学, 2018(7):1−5. doi: 10.3969/j.issn.1001-3601.2018.07.002WANG Z, ZHENG Q M, CHENG W T, et al. Information analysis and molecular marker development of transcriptome SSR in pitaya [J]. Guizhou Agricultural Sciences, 2018(7): 1−5.(in Chinese) doi: 10.3969/j.issn.1001-3601.2018.07.002 [37] 孟蒙, 唐维, 刘嘉, 等. 基于中华猕猴桃“红阳”转录组序列开发EST-SSR分子标记(英文) [J]. 应用与环境生物学报, 2014(4):564−570.MENG M, TANG W, LIU J, et al. Development of EST-SSR markers in Actinidia chinesis cv ‘Hongyang’ based on transcriptomic sequences [J]. Chinese Journal of Applied and Environmental Biology, 2014(4): 564−570.(in Chinese) [38] TEMNYKH S, DECLERCK G, LUKASHOVA A, et al. Computational and experimental analysis of microsatellites in rice (Oryza sativa L.): Frequency, length variation, transposon associations, and genetic marker potential [J]. Genome Research, 2001, 11(8): 1441−1452. doi: 10.1101/gr.184001 [39] 方智振, 叶新福, 周丹蓉, 等. ‘芙蓉李’转录组SSR信息分析与分子标记开发 [J]. 果树学报, 2016(4):416−424. doi: 10.13925/j.cnki.gsxb.20150456FANG Z Z, YE X F, ZHOU D R, et al. Analysis on SSR information in ‘Furongli’ plum transcriptome and development of molecular markers in Prunus salicina Lindl [J]. Journal of Fruit Science, 2016(4): 416−424.(in Chinese) doi: 10.13925/j.cnki.gsxb.20150456 [40] 孙清明, 马文朝, 马帅鹏, 等. 荔枝EST资源的SSR信息分析及EST-SSR标记开发 [J]. 中国农业科学, 2011(19):4037−4049. doi: 10.3864/j.issn.0578-1752.2011.19.014SUN Q M, MA W C, MA S P, et al. Characteristics of SSRs derived from ESTs and development of EST-SSR markers in Litchi(Litchi chinensis Sonn. ) [J]. Scientia Agricultura Sinica, 2011(19): 4037−4049.(in Chinese) doi: 10.3864/j.issn.0578-1752.2011.19.014