生物技术通报 ›› 2021, Vol. 37 ›› Issue (6): 73-84.doi: 10.13560/j.cnki.biotech.bull.1985.2020-1038
陈正启(), 余金凤, 冯云利, 马明, 岳万松, 郭相()
收稿日期:
2020-08-17
出版日期:
2021-06-26
发布日期:
2021-07-08
作者简介:
陈正启,男,硕士,助理研究员,研究方向:大型真菌分子生物学;E-mail: 基金资助:
CHEN Zheng-qi(), YU Jin-feng, FENG Yun-li, MA Ming, YUE Wan-song, GUO Xiang()
Received:
2020-08-17
Published:
2021-06-26
Online:
2021-07-08
摘要:
为探讨金耳菌丝体时期和子实体时期基因表达变化,利用高通量测序技术进行RNA-Seq分析。差异基因分析显示,两个时期共有10 992个差异表达基因,其中在子实体时期上调、下调的基因数分别为9 988和1 004个。GO功能聚类分析显示,差异表达基因主要富集在催化活性、结合、细胞过程、代谢过程、细胞以及细胞组分。KEGG富集分析表明,差异表达基因参与了氨基酸代谢、碳水化合物代谢、脂类代谢这三大代谢通路,相关基因也大多在金耳子实体时期上调表达,说明金耳子实体发育时期需要一系列代谢反应及其它协同调控,这些代谢相关基因可能在金耳子实体发育时期起着重要作用。通过分析金耳菌丝体和子实体时期基因表达情况,得到了大量基因数据,旨为进一步研究金耳子实体发育机理和功能基因奠定重要的基础。
陈正启, 余金凤, 冯云利, 马明, 岳万松, 郭相. 金耳菌丝及子实体的转录组差异分析[J]. 生物技术通报, 2021, 37(6): 73-84.
CHEN Zheng-qi, YU Jin-feng, FENG Yun-li, MA Ming, YUE Wan-song, GUO Xiang. Transcriptome Different Analysis of Tremella aurantialba at Mycelium and Fruiting Body Stages[J]. Biotechnology Bulletin, 2021, 37(6): 73-84.
时期 Stage | 样品编号 Sample No. | RNA浓度 RNA concentration/(μg·μL-1) | A260/A280 | A260/A230 | RNA完整度 RNA integrity number (RIN) |
---|---|---|---|---|---|
菌丝体期 Mycelium stage | TH1 | 1 216.10 | 2.09 | 1.92 | 9.00 |
TH2 | 812.70 | 2.09 | 2.00 | 9.80 | |
TH3 | 837.80 | 2.06 | 1.43 | 8.80 | |
子实体期 Fruiting body stage | TS1 | 992.70 | 2.09 | 1.89 | 9.60 |
TS2 | 559.00 | 2.10 | 1.63 | 9.70 | |
TS3 | 633.10 | 1.96 | 1.56 | 9.60 |
表1 金耳不同发育时期RNA质量检测
Table 1 Total RNA detection from different development stage of T. aurantialba
时期 Stage | 样品编号 Sample No. | RNA浓度 RNA concentration/(μg·μL-1) | A260/A280 | A260/A230 | RNA完整度 RNA integrity number (RIN) |
---|---|---|---|---|---|
菌丝体期 Mycelium stage | TH1 | 1 216.10 | 2.09 | 1.92 | 9.00 |
TH2 | 812.70 | 2.09 | 2.00 | 9.80 | |
TH3 | 837.80 | 2.06 | 1.43 | 8.80 | |
子实体期 Fruiting body stage | TS1 | 992.70 | 2.09 | 1.89 | 9.60 |
TS2 | 559.00 | 2.10 | 1.63 | 9.70 | |
TS3 | 633.10 | 1.96 | 1.56 | 9.60 |
Sample | Clean reads | Clean bases | Error rate/% | Q20/% | Q30/% | GC content/% |
---|---|---|---|---|---|---|
TH1 | 34 048 936 | 5 075 868 853 | 0.0235 | 98.68 | 95.69 | 53.66 |
TH2 | 37 112 666 | 5 555 268 826 | 0.0235 | 98.68 | 95.66 | 53.96 |
TH3 | 32 225 668 | 4 822 316 713 | 0.0236 | 98.61 | 95.48 | 53.93 |
TS1 | 55 619 412 | 8 333 444 436 | 0.0231 | 98.82 | 96.06 | 56.84 |
TS2 | 45 348 528 | 6 790 586 173 | 0.0232 | 98.75 | 95.94 | 56.37 |
TS3 | 49 513 414 | 7 408 302 390 | 0.0236 | 98.64 | 95.58 | 56.22 |
表2 质控数据统计表
Table 2 Summary of transcriptome sequencing data and transcriptome assembly
Sample | Clean reads | Clean bases | Error rate/% | Q20/% | Q30/% | GC content/% |
---|---|---|---|---|---|---|
TH1 | 34 048 936 | 5 075 868 853 | 0.0235 | 98.68 | 95.69 | 53.66 |
TH2 | 37 112 666 | 5 555 268 826 | 0.0235 | 98.68 | 95.66 | 53.96 |
TH3 | 32 225 668 | 4 822 316 713 | 0.0236 | 98.61 | 95.48 | 53.93 |
TS1 | 55 619 412 | 8 333 444 436 | 0.0231 | 98.82 | 96.06 | 56.84 |
TS2 | 45 348 528 | 6 790 586 173 | 0.0232 | 98.75 | 95.94 | 56.37 |
TS3 | 49 513 414 | 7 408 302 390 | 0.0236 | 98.64 | 95.58 | 56.22 |
序列长度 Sequence length/bp | 序列数量 Number of sequence | 百分率 Percentage/% |
---|---|---|
0-500 | 44 956 | 57 |
501-1 000 | 13 467 | 17 |
1 001-1 500 | 6 068 | 8 |
1 501-2 000 | 4 049 | 5 |
2 001-2 500 | 2 760 | 4 |
2 501-3 000 | 1 809 | 2 |
3 001-3 500 | 1 331 | 2 |
3 501-4 000 | 976 | 1 |
4 001-4 500 | 679 | 1 |
>4 500 | 2 106 | 3 |
表3 金耳转录组unigene长度分布表
Table 3 Length distribution of ungene from T. aurantialba
序列长度 Sequence length/bp | 序列数量 Number of sequence | 百分率 Percentage/% |
---|---|---|
0-500 | 44 956 | 57 |
501-1 000 | 13 467 | 17 |
1 001-1 500 | 6 068 | 8 |
1 501-2 000 | 4 049 | 5 |
2 001-2 500 | 2 760 | 4 |
2 501-3 000 | 1 809 | 2 |
3 001-3 500 | 1 331 | 2 |
3 501-4 000 | 976 | 1 |
4 001-4 500 | 679 | 1 |
>4 500 | 2 106 | 3 |
数据库 Database | Unigene 数量 Number of Unigene | 百分率 Percentage/% |
---|---|---|
NR | 37 263 | 47.65% |
Swiss-Prot | 34 762 | 44.45% |
Pfam | 34 765 | 44.46% |
COG | 6 703 | 8.57% |
GO | 28 016 | 35.83% |
KEGG | 26 858 | 34.34% |
Total_anno | 49 204 | 62.92% |
Total | 78 201 | 100 |
表4 注释信息统计表
Table 4 Statistics of annotation results
数据库 Database | Unigene 数量 Number of Unigene | 百分率 Percentage/% |
---|---|---|
NR | 37 263 | 47.65% |
Swiss-Prot | 34 762 | 44.45% |
Pfam | 34 765 | 44.46% |
COG | 6 703 | 8.57% |
GO | 28 016 | 35.83% |
KEGG | 26 858 | 34.34% |
Total_anno | 49 204 | 62.92% |
Total | 78 201 | 100 |
图7 金耳两个发育时期的差异表达基因展示图 A:差异表达基因的柱状图;B:差异表达基因的散点图,P-adjust < 0.05且|log2FC| ≥1
Fig.7 DEGs in the different development stages of T. aurantialba A: Histogram of DEGs. B: Scatter map of DEGs, P-adjust< 0.05 and |log2FC|≥1
基因编号 Gene ID | GO分类 GO annotation | 数量 Number | 校正P值 Padjust | 功能描述 Function description |
---|---|---|---|---|
GO:0055085 | BP | 341 | 0.00955341 | 跨膜转运Transmembrane transport |
GO:0051651 | BP | 33 | 0.028267743 | 胞内定位维持Maintenance of location in cell |
GO:0051235 | BP | 36 | 0.033970741 | 维持定位Maintenance of location |
GO:0044425 | CC | 2 184 | 0.000231762 | 膜部分Membrane part |
GO:0016021 | CC | 2 006 | 0.000382622 | 膜的整体部分Integral component of membrane |
GO:0031224 | CC | 2 007 | 0.000411825 | 膜的固有部分Intrinsic component of membrane |
GO:0000981 | MF | 147 | 0.000886012 | RNA聚合酶II转录因子活性、特异性DNA序列黏合 RNA polymerase II transcription factor activity,sequence-specific DNA binding |
GO:0003700 | MF | 208 | 0.001467289 | 转录因子活性、特异性DNA序列黏合 Transcription factor activity,sequence-specific DNA binding |
GO:0001071 | MF | 208 | 0.001467289 | 核酸黏合转录因子活性 Nucleic acid binding transcription factor activity |
GO:0008238 | MF | 95 | 0.003161893 | 肽链端解酶活性 Exopeptidase activity |
GO:0070008 | MF | 33 | 0.028267743 | 丝氨酸型肽链端解酶活性Serine-type exopeptidase activity |
表5 差异表达基因GO显著性富集分析
Table 5 GO enrichment analysis of DEGs
基因编号 Gene ID | GO分类 GO annotation | 数量 Number | 校正P值 Padjust | 功能描述 Function description |
---|---|---|---|---|
GO:0055085 | BP | 341 | 0.00955341 | 跨膜转运Transmembrane transport |
GO:0051651 | BP | 33 | 0.028267743 | 胞内定位维持Maintenance of location in cell |
GO:0051235 | BP | 36 | 0.033970741 | 维持定位Maintenance of location |
GO:0044425 | CC | 2 184 | 0.000231762 | 膜部分Membrane part |
GO:0016021 | CC | 2 006 | 0.000382622 | 膜的整体部分Integral component of membrane |
GO:0031224 | CC | 2 007 | 0.000411825 | 膜的固有部分Intrinsic component of membrane |
GO:0000981 | MF | 147 | 0.000886012 | RNA聚合酶II转录因子活性、特异性DNA序列黏合 RNA polymerase II transcription factor activity,sequence-specific DNA binding |
GO:0003700 | MF | 208 | 0.001467289 | 转录因子活性、特异性DNA序列黏合 Transcription factor activity,sequence-specific DNA binding |
GO:0001071 | MF | 208 | 0.001467289 | 核酸黏合转录因子活性 Nucleic acid binding transcription factor activity |
GO:0008238 | MF | 95 | 0.003161893 | 肽链端解酶活性 Exopeptidase activity |
GO:0070008 | MF | 33 | 0.028267743 | 丝氨酸型肽链端解酶活性Serine-type exopeptidase activity |
通路编号 Pathway ID | 数目 Number | 校正P值 Padjust | 类别 Category | 通路名称 Description |
---|---|---|---|---|
map00564 | 90 | 0.000541147 | 脂类代谢 | 甘油磷脂代谢 |
map04011 | 88 | 0.011542045 | 信号传导 | 丝裂原活化蛋白激酶信号通路 |
map00280 | 80 | 0.024160902 | 氨基酸代谢 | 缬氨酸,亮氨酸,异亮氨酸降解 |
map04111 | 95 | 0.025878175 | 细胞生长和凋亡 | 细胞周期 |
map00500 | 87 | 0.026411924 | 碳水化合物代谢 | 淀粉和蔗糖代谢 |
map00460 | 30 | 0.029964648 | 其他氨基酸代谢 | 氰氨基酸代谢 |
map00600 | 41 | 0.048546228 | 脂类代谢 | 鞘磷脂代谢 |
map00430 | 14 | 0.049513725 | 其他氨基酸代谢 | 牛磺酸和氨乙基亚磺酸代谢 |
表6 差异表达基因KEGG显著性富集分析
Table 6 KEGG pathway enrichment analysis of DEGs
通路编号 Pathway ID | 数目 Number | 校正P值 Padjust | 类别 Category | 通路名称 Description |
---|---|---|---|---|
map00564 | 90 | 0.000541147 | 脂类代谢 | 甘油磷脂代谢 |
map04011 | 88 | 0.011542045 | 信号传导 | 丝裂原活化蛋白激酶信号通路 |
map00280 | 80 | 0.024160902 | 氨基酸代谢 | 缬氨酸,亮氨酸,异亮氨酸降解 |
map04111 | 95 | 0.025878175 | 细胞生长和凋亡 | 细胞周期 |
map00500 | 87 | 0.026411924 | 碳水化合物代谢 | 淀粉和蔗糖代谢 |
map00460 | 30 | 0.029964648 | 其他氨基酸代谢 | 氰氨基酸代谢 |
map00600 | 41 | 0.048546228 | 脂类代谢 | 鞘磷脂代谢 |
map00430 | 14 | 0.049513725 | 其他氨基酸代谢 | 牛磺酸和氨乙基亚磺酸代谢 |
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