园艺学报 ›› 2021, Vol. 48 ›› Issue (11): 2262-2274.doi: 10.16420/j.issn.0513-353x.2020-0944
庄玥莹, 周利君, 程璧瑄, 于超(), 罗乐, 潘会堂, 张启翔
收稿日期:
2021-04-09
修回日期:
2021-08-06
发布日期:
2021-12-02
基金资助:
ZHUANG Yueying, ZHOU Lijun, CHENG Bixuan, YU Chao(), LUO Le, PAN Huitang, ZHANG Qixiang
Received:
2021-04-09
Revised:
2021-08-06
Published:
2021-12-02
摘要:
通过转录组测序技术,探究大花香水月季及单瓣香水月季两个变种的花香代谢通路及花香差异形成的相关基因。在两个材料花蕾期、初开期及盛开期对比组中分别检测出8 339、8 849、7 572个差异表达基因,其中3个阶段共有的差异基因3 762个。GO和KEGG聚类分析显示,差异基因主要参与代谢过程、细胞过程、单一有机体过程、催化活性等生物学过程;主要富集于代谢途径、次生代谢物的生物合成、碳代谢等途径。在3组共有差异基因中共发现富集于6条重要花香物质合成通路(萜类骨架生物合成、苯丙素生物合成、脂肪酸生物合成、单萜类生物合成、双萜类生物合成及倍半萜和三萜类生物合成)中的差异基因27个。认为这27个基因对两个变种花香释放过程中的差异形成有较大影响。分析特征花香物质合成酶基因Rc_0128091及Rc_0119291在转录组数据中的表达,发现其表达量与相应的花香物质3,5-二甲氧基苯及1,3,5-三甲氧基苯释放量趋势基本一致,推测对特征花香物质的合成有决定性作用。随机选取10个差异表达基因进行qRT-PCR和RNA-seq的相关性验证,结果显示二者相关性较高,认为RNA-seq测序结果具有较高的准确性。
中图分类号:
庄玥莹, 周利君, 程璧瑄, 于超, 罗乐, 潘会堂, 张启翔. 基于转录组测序的香水月季花香代谢基因研究[J]. 园艺学报, 2021, 48(11): 2262-2274.
ZHUANG Yueying, ZHOU Lijun, CHENG Bixuan, YU Chao, LUO Le, PAN Huitang, ZHANG Qixiang. Study on the Fragrance Metabolic Genes of Rosa odorata Based on Transcriptome Sequencing[J]. Acta Horticulturae Sinica, 2021, 48(11): 2262-2274.
图1 本研究中的试验材料 T1:大花香水月季;T2:单瓣香水月季;a:花蕾期;b:初开期;c:全开期。
Fig. 1 Experimental materials for this study T1:Rosa odorata var. gigantea;T2:R. odorata var. odorata;a:Flower budding stage;b:Early flowering stage;c:Blooming stage.
基因ID Gene ID | 正向引物序列(5′-3′) Forward primer sequence | 反向引物序列(5′-3′) Reverse primer sequence |
---|---|---|
GAPDH | ATCCATTCATCACCACCGACTACA | GCATCCTTACTTGGGGCAGAGA |
Rc 0174951 | TGGTTTCCCTAGGAGTCACG | GGAAGTGGTGCATAAGGGAT |
Rc 0121071 | AGAAAGGCCATCCATAGTGC | TTGGCCTTCTTGATTGTCTC |
Rc 0059511 | TGGATTTCAACCTGCTGCA | TCTCACGTCCAAGTCCTTCC |
Rc 0412071 | TGAAACTTGATTCAGGCAAGC | TTCTGGGGTGGAGGACCTT |
Rc 0241141 | ATGGCATTTAACACTGCTGGT | CGGCTCCTGCTTAAGAACCT |
Rc 0083751 | TCAGTGGCTATGTTGGTGGT | ACCAATCAGCCTAAAATGCC |
Rc 0392511 | CTCCTCCAGTCTGGCCAAAT | TGACATGTATGTTTTCCGCGT |
Rc 0110711 | ACTCAACATTCCTGCAACGA | AGCGGACAGGTAGTTTTTGA |
Rc 0214071 | CTGCTGGGGAAGAGAAGAGT | ATGGAGGACGAAACATTTGC |
表1 qRT-PCR引物序列
Table 1 qRT-PCR primers sequences
基因ID Gene ID | 正向引物序列(5′-3′) Forward primer sequence | 反向引物序列(5′-3′) Reverse primer sequence |
---|---|---|
GAPDH | ATCCATTCATCACCACCGACTACA | GCATCCTTACTTGGGGCAGAGA |
Rc 0174951 | TGGTTTCCCTAGGAGTCACG | GGAAGTGGTGCATAAGGGAT |
Rc 0121071 | AGAAAGGCCATCCATAGTGC | TTGGCCTTCTTGATTGTCTC |
Rc 0059511 | TGGATTTCAACCTGCTGCA | TCTCACGTCCAAGTCCTTCC |
Rc 0412071 | TGAAACTTGATTCAGGCAAGC | TTCTGGGGTGGAGGACCTT |
Rc 0241141 | ATGGCATTTAACACTGCTGGT | CGGCTCCTGCTTAAGAACCT |
Rc 0083751 | TCAGTGGCTATGTTGGTGGT | ACCAATCAGCCTAAAATGCC |
Rc 0392511 | CTCCTCCAGTCTGGCCAAAT | TGACATGTATGTTTTCCGCGT |
Rc 0110711 | ACTCAACATTCCTGCAACGA | AGCGGACAGGTAGTTTTTGA |
Rc 0214071 | CTGCTGGGGAAGAGAAGAGT | ATGGAGGACGAAACATTTGC |
样本 Sample | 原始测序数据 Raw reads | 过滤后测序数据 Clean reads | 未比对测序数据 Unmapped reads | Q20/% | Q30/% | GC/% |
---|---|---|---|---|---|---|
T1a | 62 786 040 | 62 674 405 | 60 810 922 | 97.83 | 93.80 | 47.62 |
T1b | 67 274 777 | 67 166 924 | 65 797 731 | 98.17 | 94.59 | 47.80 |
T1c | 61 386 237 | 61 283 162 | 60 016 880 | 97.85 | 93.82 | 47.71 |
T2a | 66 064 221 | 65 936 595 | 61 819 035 | 97.94 | 94.03 | 47.93 |
T2b | 65 163 741 | 65 017 603 | 61 516 931 | 97.48 | 93.01 | 47.94 |
T2c | 62 902 745 | 62 794 761 | 58 409 372 | 98.06 | 94.28 | 48.21 |
表2 转录组测序结果统计
Table 2 RNA-seq data statistics
样本 Sample | 原始测序数据 Raw reads | 过滤后测序数据 Clean reads | 未比对测序数据 Unmapped reads | Q20/% | Q30/% | GC/% |
---|---|---|---|---|---|---|
T1a | 62 786 040 | 62 674 405 | 60 810 922 | 97.83 | 93.80 | 47.62 |
T1b | 67 274 777 | 67 166 924 | 65 797 731 | 98.17 | 94.59 | 47.80 |
T1c | 61 386 237 | 61 283 162 | 60 016 880 | 97.85 | 93.82 | 47.71 |
T2a | 66 064 221 | 65 936 595 | 61 819 035 | 97.94 | 94.03 | 47.93 |
T2b | 65 163 741 | 65 017 603 | 61 516 931 | 97.48 | 93.01 | 47.94 |
T2c | 62 902 745 | 62 794 761 | 58 409 372 | 98.06 | 94.28 | 48.21 |
样本 Sample | 0 ~ 0.1(%) | 0.1 ~ 1(%) | 1 ~ 10(%) | 10 ~ 100(%) | 100 ~ 1 000(%) | > 1 000(%) |
---|---|---|---|---|---|---|
T1a | 12 189(30.59) | 9 640(24.21) | 10 392(26.08) | 6 725(16.88) | 847(2.13) | 48(0.12) |
T1b | 12 998(32.62) | 9 860(24.77) | 9 968(25.02) | 6 144(15.42) | 806(2.02) | 61(0.15) |
T1c | 13 637(34.22) | 9 464(23.75) | 9 652(24.22) | 6 221(15.61) | 811(2.04) | 61(0.15) |
T2a | 13 724(34.44) | 8 871(22.26) | 9 473(23.77) | 6 755(16.95) | 964(2.42) | 59(0.15) |
T2b | 15 133(37.98) | 9 288(23.31) | 8 889(22.31) | 5 534(13.89) | 937(2.35) | 65(0.16) |
T2c | 14 104(35.40) | 9 408(23.61) | 9 433(23.67) | 5 816(14.60) | 1 023(2.57) | 62(0.16) |
平均Mean | 13 631(34.21) | 9 422(23.65) | 9 635(24.18) | 6 199(15.56) | 898(2.26) | 59(0.15) |
表3 样本表达量FPKM数值及比例统计
Table 3 Sample expression volume FPKM value and proportion statistics
样本 Sample | 0 ~ 0.1(%) | 0.1 ~ 1(%) | 1 ~ 10(%) | 10 ~ 100(%) | 100 ~ 1 000(%) | > 1 000(%) |
---|---|---|---|---|---|---|
T1a | 12 189(30.59) | 9 640(24.21) | 10 392(26.08) | 6 725(16.88) | 847(2.13) | 48(0.12) |
T1b | 12 998(32.62) | 9 860(24.77) | 9 968(25.02) | 6 144(15.42) | 806(2.02) | 61(0.15) |
T1c | 13 637(34.22) | 9 464(23.75) | 9 652(24.22) | 6 221(15.61) | 811(2.04) | 61(0.15) |
T2a | 13 724(34.44) | 8 871(22.26) | 9 473(23.77) | 6 755(16.95) | 964(2.42) | 59(0.15) |
T2b | 15 133(37.98) | 9 288(23.31) | 8 889(22.31) | 5 534(13.89) | 937(2.35) | 65(0.16) |
T2c | 14 104(35.40) | 9 408(23.61) | 9 433(23.67) | 5 816(14.60) | 1 023(2.57) | 62(0.16) |
平均Mean | 13 631(34.21) | 9 422(23.65) | 9 635(24.18) | 6 199(15.56) | 898(2.26) | 59(0.15) |
基因ID Gene ID | 花蕾期 Flower budding stage | 初开期Early flowering stage | 盛开期Blooming stage | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
T1a- FPKM | T2a- FPKM | log2 (FC) | FDR | T1b- FPKM | T2b- FPKM | log2 (FC) | FDR | T1c- FPKM | T2c- FPKM | log2 (FC) | FDR | |
Rc_0097351 | 0.9 | 33.1 | 5.1 | 5.2E-17 | 1.6 | 61.5 | 5.3 | 2.2E-68 | 0.9 | 61.0 | 6.1 | 3.1E-08 |
Rc_0096771 | 123.6 | 415.8 | 1.8 | 2.7E-11 | 141.0 | 453.8 | 1.7 | 3.6E-12 | 74.0 | 223.5 | 1.6 | 2.2E-03 |
Rc_0199551 | 30.1 | 91.2 | 1.6 | 2.4E-02 | 21.0 | 200.4 | 3.3 | 8.6E-13 | 17.1 | 360.2 | 4.4 | 3.7E-15 |
Rc_0131551 | 9.4 | 2.2 | -2.1 | 4.2E-06 | 12.1 | 0.8 | -3.9 | 3.1E-12 | 7.8 | 0.9 | -3.2 | 1.0E-04 |
Rc_0014811 | 30.2 | 1.8 | -4.1 | 1.1E-31 | 24.7 | 1.2 | -4.4 | 3.5E-31 | 29.7 | 1.1 | -4.8 | 3.3E-17 |
Rc_0110711 | 541.7 | 227.9 | -1.2 | 8.0E-03 | 753.1 | 235.4 | -1.7 | 7.1E-04 | 676.7 | 152.4 | -2.2 | 6.1E-03 |
Rc_0026721 | 0.1 | 32.0 | 8.5 | 9.7E-22 | 0.3 | 41.7 | 7.3 | 1.8E-42 | 0.3 | 29.5 | 6.8 | 4.8E-06 |
Rc_0017561 | 0.4 | 15.3 | 5.3 | 7.3E-17 | 0.4 | 29.1 | 6.3 | 4.0E-39 | 0 | 18.0 | 8.9 | 6.4E-11 |
Rc_0469861 | 23.8 | 55.5 | 1.2 | 6.0E-03 | 10.4 | 55.4 | 2.4 | 5.7E-04 | 6.7 | 43.4 | 2.7 | 1.3E-02 |
Rc_0068591 | 23.5 | 48.3 | 1.0 | 3.4E-02 | 12.8 | 60.6 | 2.2 | 5.7E-17 | 6.1 | 31.1 | 2.4 | 8.0E-03 |
Rc_0496721 | 38.6 | 6.2 | -2.6 | 3.4E-06 | 76.1 | 4.8 | -4.0 | 2.4E-09 | 26.2 | 4.4 | -2.6 | 3.5E-04 |
Rc_0077971 | 71.6 | 0.1 | -10.0 | 6.7E-05 | 38.8 | 0.2 | -7.8 | 4.7E-09 | 5.3 | 0.6 | -3.3 | 2.1E-02 |
Rc_0188031 | 13.7 | 5.7 | -1.3 | 4.6E-04 | 4.8 | 1.8 | -1.4 | 2.3E-02 | 6.4 | 0.8 | -3.0 | 4.1E-03 |
Rc_0017641 | 12.6 | 0.7 | -4.2 | 1.9E-04 | 7.8 | 0.3 | -4.6 | 8.7E-05 | 23.9 | 0.4 | -6.1 | 1.0E-07 |
Rc_0430481 | 7.6 | 0.1 | -6.6 | 4.1E-07 | 14.4 | 0.3 | -5.7 | 5.0E-14 | 4.4 | 0 | -12.1 | 1.7E-03 |
Rc_0179641 | 372.9 | 0.4 | -9.8 | 1.5E-06 | 197.1 | 0.3 | -9.4 | 6.3E-12 | 26.6 | 1.6 | -4.0 | 2.8E-02 |
Rc_0433321 | 565.7 | 0.3 | -10.7 | 1.7E-03 | 318.9 | 0.3 | -10.3 | 1.4E-07 | 41.8 | 2.3 | -4.2 | 1.2E-02 |
Rc_0101451 | 62.8 | 22.8 | -1.5 | 5.2E-03 | 66.9 | 8.5 | -3.0 | 1.3E-04 | 33.3 | 2.9 | -3.5 | 3.8E-09 |
Rc_0101491 | 154.1 | 57.6 | -1.4 | 9.1E-03 | 156.5 | 25.5 | -2.6 | 2.8E-04 | 95.2 | 10.6 | -3.2 | 1.4E-10 |
Rc_0186071 | 33.1 | 68.3 | 1.0 | 2.8E-03 | 11.0 | 51.0 | 2.2 | 1.6E-09 | 4.9 | 23.7 | 2.3 | 1.3E-03 |
Rc_0071571 | 197.3 | 26.0 | -2.9 | 1.0E-04 | 269.3 | 20.2 | -3.7 | 5.0E-08 | 100.8 | 14.7 | -2.8 | 8.0E-04 |
Rc_0226301 | 95.8 | 9.8 | -3.3 | 3.4E-16 | 37.7 | 4.3 | -3.1 | 9.2E-09 | 28.6 | 1.8 | -4.0 | 4.8E-10 |
Rc_0353511 | 2.6 | 45.2 | 4.1 | 4.6E-11 | 2.6 | 24.8 | 3.3 | 1.8E-08 | 0.9 | 6.1 | 2.7 | 1.1E-02 |
Rc_0137231 | 0.2 | 53.2 | 8.0 | 2.2E-24 | 0.3 | 27.7 | 6.8 | 1.3E-36 | 0.1 | 12.2 | 7.7 | 4.8E-10 |
Rc_0283821 | 43.4 | 315.4 | 2.9 | 5.1E-03 | 7.6 | 36.7 | 2.3 | 2.9E-08 | 5.4 | 36.9 | 2.8 | 5.0E-02 |
Rc_0059511 | 91.7 | 2 062.3 | 4.5 | 1.1E-03 | 65.3 | 2 952.4 | 5.5 | 2.2E-10 | 38.8 | 2 143.2 | 5.8 | 1.3E-12 |
Rc_0212441 | 95.4 | 2.9 | -5.0 | 3.2E-08 | 470.5 | 44.3 | -3.4 | 8.9E-09 | 993.0 | 98.3 | -3.3 | 8.7E-04 |
表4 3个开花阶段大花香水月季(T1)和单瓣香水月季(T2)花香通路差异表达基因表达情况
Table 4 Expression of differentially expressed genes in floral pathway of Rosa odorata var. gigantea(T1)and R. odorata var. odorata(T2)at the same flowering stage
基因ID Gene ID | 花蕾期 Flower budding stage | 初开期Early flowering stage | 盛开期Blooming stage | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
T1a- FPKM | T2a- FPKM | log2 (FC) | FDR | T1b- FPKM | T2b- FPKM | log2 (FC) | FDR | T1c- FPKM | T2c- FPKM | log2 (FC) | FDR | |
Rc_0097351 | 0.9 | 33.1 | 5.1 | 5.2E-17 | 1.6 | 61.5 | 5.3 | 2.2E-68 | 0.9 | 61.0 | 6.1 | 3.1E-08 |
Rc_0096771 | 123.6 | 415.8 | 1.8 | 2.7E-11 | 141.0 | 453.8 | 1.7 | 3.6E-12 | 74.0 | 223.5 | 1.6 | 2.2E-03 |
Rc_0199551 | 30.1 | 91.2 | 1.6 | 2.4E-02 | 21.0 | 200.4 | 3.3 | 8.6E-13 | 17.1 | 360.2 | 4.4 | 3.7E-15 |
Rc_0131551 | 9.4 | 2.2 | -2.1 | 4.2E-06 | 12.1 | 0.8 | -3.9 | 3.1E-12 | 7.8 | 0.9 | -3.2 | 1.0E-04 |
Rc_0014811 | 30.2 | 1.8 | -4.1 | 1.1E-31 | 24.7 | 1.2 | -4.4 | 3.5E-31 | 29.7 | 1.1 | -4.8 | 3.3E-17 |
Rc_0110711 | 541.7 | 227.9 | -1.2 | 8.0E-03 | 753.1 | 235.4 | -1.7 | 7.1E-04 | 676.7 | 152.4 | -2.2 | 6.1E-03 |
Rc_0026721 | 0.1 | 32.0 | 8.5 | 9.7E-22 | 0.3 | 41.7 | 7.3 | 1.8E-42 | 0.3 | 29.5 | 6.8 | 4.8E-06 |
Rc_0017561 | 0.4 | 15.3 | 5.3 | 7.3E-17 | 0.4 | 29.1 | 6.3 | 4.0E-39 | 0 | 18.0 | 8.9 | 6.4E-11 |
Rc_0469861 | 23.8 | 55.5 | 1.2 | 6.0E-03 | 10.4 | 55.4 | 2.4 | 5.7E-04 | 6.7 | 43.4 | 2.7 | 1.3E-02 |
Rc_0068591 | 23.5 | 48.3 | 1.0 | 3.4E-02 | 12.8 | 60.6 | 2.2 | 5.7E-17 | 6.1 | 31.1 | 2.4 | 8.0E-03 |
Rc_0496721 | 38.6 | 6.2 | -2.6 | 3.4E-06 | 76.1 | 4.8 | -4.0 | 2.4E-09 | 26.2 | 4.4 | -2.6 | 3.5E-04 |
Rc_0077971 | 71.6 | 0.1 | -10.0 | 6.7E-05 | 38.8 | 0.2 | -7.8 | 4.7E-09 | 5.3 | 0.6 | -3.3 | 2.1E-02 |
Rc_0188031 | 13.7 | 5.7 | -1.3 | 4.6E-04 | 4.8 | 1.8 | -1.4 | 2.3E-02 | 6.4 | 0.8 | -3.0 | 4.1E-03 |
Rc_0017641 | 12.6 | 0.7 | -4.2 | 1.9E-04 | 7.8 | 0.3 | -4.6 | 8.7E-05 | 23.9 | 0.4 | -6.1 | 1.0E-07 |
Rc_0430481 | 7.6 | 0.1 | -6.6 | 4.1E-07 | 14.4 | 0.3 | -5.7 | 5.0E-14 | 4.4 | 0 | -12.1 | 1.7E-03 |
Rc_0179641 | 372.9 | 0.4 | -9.8 | 1.5E-06 | 197.1 | 0.3 | -9.4 | 6.3E-12 | 26.6 | 1.6 | -4.0 | 2.8E-02 |
Rc_0433321 | 565.7 | 0.3 | -10.7 | 1.7E-03 | 318.9 | 0.3 | -10.3 | 1.4E-07 | 41.8 | 2.3 | -4.2 | 1.2E-02 |
Rc_0101451 | 62.8 | 22.8 | -1.5 | 5.2E-03 | 66.9 | 8.5 | -3.0 | 1.3E-04 | 33.3 | 2.9 | -3.5 | 3.8E-09 |
Rc_0101491 | 154.1 | 57.6 | -1.4 | 9.1E-03 | 156.5 | 25.5 | -2.6 | 2.8E-04 | 95.2 | 10.6 | -3.2 | 1.4E-10 |
Rc_0186071 | 33.1 | 68.3 | 1.0 | 2.8E-03 | 11.0 | 51.0 | 2.2 | 1.6E-09 | 4.9 | 23.7 | 2.3 | 1.3E-03 |
Rc_0071571 | 197.3 | 26.0 | -2.9 | 1.0E-04 | 269.3 | 20.2 | -3.7 | 5.0E-08 | 100.8 | 14.7 | -2.8 | 8.0E-04 |
Rc_0226301 | 95.8 | 9.8 | -3.3 | 3.4E-16 | 37.7 | 4.3 | -3.1 | 9.2E-09 | 28.6 | 1.8 | -4.0 | 4.8E-10 |
Rc_0353511 | 2.6 | 45.2 | 4.1 | 4.6E-11 | 2.6 | 24.8 | 3.3 | 1.8E-08 | 0.9 | 6.1 | 2.7 | 1.1E-02 |
Rc_0137231 | 0.2 | 53.2 | 8.0 | 2.2E-24 | 0.3 | 27.7 | 6.8 | 1.3E-36 | 0.1 | 12.2 | 7.7 | 4.8E-10 |
Rc_0283821 | 43.4 | 315.4 | 2.9 | 5.1E-03 | 7.6 | 36.7 | 2.3 | 2.9E-08 | 5.4 | 36.9 | 2.8 | 5.0E-02 |
Rc_0059511 | 91.7 | 2 062.3 | 4.5 | 1.1E-03 | 65.3 | 2 952.4 | 5.5 | 2.2E-10 | 38.8 | 2 143.2 | 5.8 | 1.3E-12 |
Rc_0212441 | 95.4 | 2.9 | -5.0 | 3.2E-08 | 470.5 | 44.3 | -3.4 | 8.9E-09 | 993.0 | 98.3 | -3.3 | 8.7E-04 |
图8 主要差异花香物质释放量 a. 花蕾期;b. 初开期;c. 全开期。
Fig. 8 Main difference in the release of floral substance a:Flower budding stage;b:Early flowering stage;c:Blooming stage.
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