Acta Agriculturae Zhejiangensis ›› 2023, Vol. 35 ›› Issue (9): 2169-2180.DOI: 10.3969/j.issn.1004-1524.20221707
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XIE Meiqiong1(
), WANG Longjiang2, HE Yurong3, LYU Lihua4
Received:2022-11-29
Online:2023-09-25
Published:2023-10-09
CLC Number:
XIE Meiqiong, WANG Longjiang, HE Yurong, LYU Lihua. Transcriptome sequencing and analysis of potential pathogenicity-related genes in Isaria fumosorosea[J]. Acta Agriculturae Zhejiangensis, 2023, 35(9): 2169-2180.
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URL: http://www.zjnyxb.cn/EN/10.3969/j.issn.1004-1524.20221707
| 数据库Database | 数量Number | 比例Proportion/% |
|---|---|---|
| Nr | 21 737 | 59.61 |
| Nt | 12 419 | 34.06 |
| Swiss-Prot | 14 243 | 39.06 |
| KEGG | 14 364 | 39.39 |
| COG | 10 888 | 29.86 |
| GO | 9 617 | 26.37 |
| 合计Total | 22 741 | 62.36 |
Table 1 Summary for annotation of Isaria fumosorosea transcriptome
| 数据库Database | 数量Number | 比例Proportion/% |
|---|---|---|
| Nr | 21 737 | 59.61 |
| Nt | 12 419 | 34.06 |
| Swiss-Prot | 14 243 | 39.06 |
| KEGG | 14 364 | 39.39 |
| COG | 10 888 | 29.86 |
| GO | 9 617 | 26.37 |
| 合计Total | 22 741 | 62.36 |
Fig.3 Characteristics of transcriptome sequence alignment in Nr database A, Distribution of known and unknown sequences; B, Distribution of blast hits for each unique sequence with a cut-off E-value below 1×10-5; C, Distribution of homologous sequences similarities; D, Species distribution of unigene annotated in the Nr database.
| KEGG通路 KEGG pathway | 数量 Number | 比例 Proportion/% | 通路ID Pathway ID |
|---|---|---|---|
| 代谢途径Metabolic pathways | 4 584 | 32 | ko01100 |
| 次生代谢物的生物合成Biosynthesis of secondary metabolites | 1 897 | 13 | ko01110 |
| 淀粉和蔗糖代谢Starch and sucrose metabolism | 1 727 | 12 | ko00500 |
| 氨基糖和核苷酸糖代谢Amino sugar and nucleotide sugar metabolism | 833 | 6 | ko00520 |
| RNA转运RNA transport | 829 | 6 | ko03013 |
| 内质网中的蛋白质加工Protein processing in endoplasmic reticulum | 570 | 4 | ko04141 |
| MAPK信号通路-酵母MAPK signaling pathway-yeast | 530 | 4 | ko04011 |
| mRNA监测通路mRNA surveillance pathway | 474 | 3 | ko03015 |
| 嘌呤代谢Purine metabolism | 458 | 3 | ko00230 |
| 细胞周期-酵母Cell cycle-yeast | 435 | 3 | ko04111 |
| 剪接体Spliceosome | 354 | 2 | ko03040 |
| 赖氨酸降解Lysine degradation | 337 | 2 | ko00310 |
| 减数分裂-酵母Meiosis-yeast | 321 | 2 | ko04113 |
| 嘧啶的代谢Pyrimidine metabolism | 312 | 2 | ko00240 |
| RNA降解RNA degradation | 293 | 2 | ko03018 |
| ABC运输工具ABC transporters | 273 | 2 | ko02010 |
| 核糖体Ribosome | 246 | 2 | ko03010 |
| 过氧物酶体Peroxisome | 230 | 2 | ko04146 |
| 精氨酸和脯氨酸代谢Arginine and proline metabolism | 229 | 2 | ko00330 |
| 内吞作用Endocytosis | 224 | 2 | ko04144 |
Table 2 The top 20 pathways enriched by unigene in KEGG metabolic pathways of Isaria fumosorosea
| KEGG通路 KEGG pathway | 数量 Number | 比例 Proportion/% | 通路ID Pathway ID |
|---|---|---|---|
| 代谢途径Metabolic pathways | 4 584 | 32 | ko01100 |
| 次生代谢物的生物合成Biosynthesis of secondary metabolites | 1 897 | 13 | ko01110 |
| 淀粉和蔗糖代谢Starch and sucrose metabolism | 1 727 | 12 | ko00500 |
| 氨基糖和核苷酸糖代谢Amino sugar and nucleotide sugar metabolism | 833 | 6 | ko00520 |
| RNA转运RNA transport | 829 | 6 | ko03013 |
| 内质网中的蛋白质加工Protein processing in endoplasmic reticulum | 570 | 4 | ko04141 |
| MAPK信号通路-酵母MAPK signaling pathway-yeast | 530 | 4 | ko04011 |
| mRNA监测通路mRNA surveillance pathway | 474 | 3 | ko03015 |
| 嘌呤代谢Purine metabolism | 458 | 3 | ko00230 |
| 细胞周期-酵母Cell cycle-yeast | 435 | 3 | ko04111 |
| 剪接体Spliceosome | 354 | 2 | ko03040 |
| 赖氨酸降解Lysine degradation | 337 | 2 | ko00310 |
| 减数分裂-酵母Meiosis-yeast | 321 | 2 | ko04113 |
| 嘧啶的代谢Pyrimidine metabolism | 312 | 2 | ko00240 |
| RNA降解RNA degradation | 293 | 2 | ko03018 |
| ABC运输工具ABC transporters | 273 | 2 | ko02010 |
| 核糖体Ribosome | 246 | 2 | ko03010 |
| 过氧物酶体Peroxisome | 230 | 2 | ko04146 |
| 精氨酸和脯氨酸代谢Arginine and proline metabolism | 229 | 2 | ko00330 |
| 内吞作用Endocytosis | 224 | 2 | ko04144 |
| COG功能描述COG function description | 数量Number | 比例Proportion/% |
|---|---|---|
| ABC型多药转运系统,ATP酶和渗透酶成分 | 21 | 24 |
| 推测的多铜氧化酶Putative multicopper oxidases | 18 | 21 |
| ABC-type multidrug transport system, ATPase and permease components | ||
| RNA结合蛋白(RRM域) RNA-binding proteins (RRM domain) | 12 | 14 |
| RTX毒素和相关的Ca2+结合蛋白RTX toxins and related Ca2+-binding proteins | 11 | 13 |
| NADPH:醌还原酶和相关的Zn依赖性氧化还原酶 | 8 | 9 |
| NADPH:quinone reductase and related Zn-dependent oxidoreductases | ||
| 酰胺酶A亚单位和相关的酰胺酶 | 4 | 5 |
| Asp-tRNAAsn/Glu-tRNAGln amidotransferase A subunit and related amidases | ||
| 超家族I DNA和RNA螺旋酶和螺旋酶亚基 | 2 | 2 |
| Superfamily I DNA and RNA helicases and helicase subunits | ||
| 参与染色质重塑的转录因子,含溴结构域 | 2 | 2 |
| 参与大肠杆菌素摄取的膜蛋白Membrane protein involved in colicin uptake | 1 | 1 |
| Transcription factor involved in chromatin remodeling, contains bromodomain | ||
| 翻译起始因子2 (IF-2; GTPase) Translation initiation factor 2 (IF-2; GTPase) | 1 | 1 |
| 未知Unknown | 6 | 7 |
Table 3 COGs functional classification of the unigenes showing significant similarity to proteins in pathogen-host interaction (PHI) database
| COG功能描述COG function description | 数量Number | 比例Proportion/% |
|---|---|---|
| ABC型多药转运系统,ATP酶和渗透酶成分 | 21 | 24 |
| 推测的多铜氧化酶Putative multicopper oxidases | 18 | 21 |
| ABC-type multidrug transport system, ATPase and permease components | ||
| RNA结合蛋白(RRM域) RNA-binding proteins (RRM domain) | 12 | 14 |
| RTX毒素和相关的Ca2+结合蛋白RTX toxins and related Ca2+-binding proteins | 11 | 13 |
| NADPH:醌还原酶和相关的Zn依赖性氧化还原酶 | 8 | 9 |
| NADPH:quinone reductase and related Zn-dependent oxidoreductases | ||
| 酰胺酶A亚单位和相关的酰胺酶 | 4 | 5 |
| Asp-tRNAAsn/Glu-tRNAGln amidotransferase A subunit and related amidases | ||
| 超家族I DNA和RNA螺旋酶和螺旋酶亚基 | 2 | 2 |
| Superfamily I DNA and RNA helicases and helicase subunits | ||
| 参与染色质重塑的转录因子,含溴结构域 | 2 | 2 |
| 参与大肠杆菌素摄取的膜蛋白Membrane protein involved in colicin uptake | 1 | 1 |
| Transcription factor involved in chromatin remodeling, contains bromodomain | ||
| 翻译起始因子2 (IF-2; GTPase) Translation initiation factor 2 (IF-2; GTPase) | 1 | 1 |
| 未知Unknown | 6 | 7 |
| 重复次数 Number of repeats | 单核苷酸重复 Mono-nucleotide repeats | 二核苷酸重复 Di-nucleotide repeats | 三核苷酸重复 Tri-nucleotide repeats | 四核苷酸重复 Quad-nucleotide repeat | 五核苷酸重复 Penta-nucleotide repeats | 六核苷酸重复 Hexa-nucleotide repeats | 总数 Total | 比例 Proportion/% |
|---|---|---|---|---|---|---|---|---|
| 4 | 0 | 0 | 0 | 0 | 136 | 193 | 329 | 3.84 |
| 5 | 0 | 0 | 1 890 | 157 | 15 | 0 | 2 062 | 24.06 |
| 6 | 0 | 630 | 1 223 | 72 | 0 | 0 | 1 925 | 22.46 |
| 7 | 0 | 405 | 908 | 0 | 0 | 0 | 1 313 | 15.32 |
| 8 | 0 | 247 | 56 | 0 | 0 | 0 | 303 | 3.53 |
| 9 | 0 | 201 | 0 | 0 | 0 | 0 | 201 | 2.34 |
| 10 | 0 | 230 | 0 | 0 | 0 | 0 | 230 | 2.68 |
| 11 | 0 | 145 | 0 | 0 | 0 | 0 | 145 | 1.69 |
| 12 | 611 | 11 | 0 | 0 | 0 | 0 | 622 | 7.26 |
| 13 | 424 | 0 | 0 | 0 | 0 | 0 | 424 | 4.95 |
| 14 | 309 | 0 | 0 | 0 | 0 | 0 | 309 | 3.60 |
| 15 | 192 | 0 | 0 | 0 | 0 | 0 | 192 | 2.24 |
| 16 | 121 | 0 | 0 | 0 | 0 | 0 | 121 | 1.41 |
| 17 | 79 | 0 | 0 | 0 | 0 | 0 | 79 | 0.92 |
| 18 | 51 | 0 | 0 | 0 | 0 | 0 | 51 | 0.59 |
| 19 | 84 | 0 | 0 | 0 | 0 | 0 | 84 | 0.98 |
| 20 | 62 | 0 | 0 | 0 | 0 | 0 | 62 | 0.72 |
| 21 | 64 | 0 | 0 | 0 | 0 | 0 | 64 | 0.75 |
| 22 | 35 | 0 | 0 | 0 | 0 | 0 | 35 | 0.41 |
| 23 | 18 | 0 | 0 | 0 | 0 | 0 | 18 | 0.21 |
| 24 | 3 | 0 | 0 | 0 | 0 | 0 | 3 | 0.03 |
| 总数Total | 2,053 | 1,869 | 4,077 | 229 | 151 | 193 | 8 572 | |
| 百分比 | 23.95 | 21.80 | 47.56 | 2.67 | 1.76 | 2.25 | 100 | |
| Percentage/% |
Table 4 Types, numbers and distribution frequency of SSRs in the transcriptome of Isaria fumosorosea
| 重复次数 Number of repeats | 单核苷酸重复 Mono-nucleotide repeats | 二核苷酸重复 Di-nucleotide repeats | 三核苷酸重复 Tri-nucleotide repeats | 四核苷酸重复 Quad-nucleotide repeat | 五核苷酸重复 Penta-nucleotide repeats | 六核苷酸重复 Hexa-nucleotide repeats | 总数 Total | 比例 Proportion/% |
|---|---|---|---|---|---|---|---|---|
| 4 | 0 | 0 | 0 | 0 | 136 | 193 | 329 | 3.84 |
| 5 | 0 | 0 | 1 890 | 157 | 15 | 0 | 2 062 | 24.06 |
| 6 | 0 | 630 | 1 223 | 72 | 0 | 0 | 1 925 | 22.46 |
| 7 | 0 | 405 | 908 | 0 | 0 | 0 | 1 313 | 15.32 |
| 8 | 0 | 247 | 56 | 0 | 0 | 0 | 303 | 3.53 |
| 9 | 0 | 201 | 0 | 0 | 0 | 0 | 201 | 2.34 |
| 10 | 0 | 230 | 0 | 0 | 0 | 0 | 230 | 2.68 |
| 11 | 0 | 145 | 0 | 0 | 0 | 0 | 145 | 1.69 |
| 12 | 611 | 11 | 0 | 0 | 0 | 0 | 622 | 7.26 |
| 13 | 424 | 0 | 0 | 0 | 0 | 0 | 424 | 4.95 |
| 14 | 309 | 0 | 0 | 0 | 0 | 0 | 309 | 3.60 |
| 15 | 192 | 0 | 0 | 0 | 0 | 0 | 192 | 2.24 |
| 16 | 121 | 0 | 0 | 0 | 0 | 0 | 121 | 1.41 |
| 17 | 79 | 0 | 0 | 0 | 0 | 0 | 79 | 0.92 |
| 18 | 51 | 0 | 0 | 0 | 0 | 0 | 51 | 0.59 |
| 19 | 84 | 0 | 0 | 0 | 0 | 0 | 84 | 0.98 |
| 20 | 62 | 0 | 0 | 0 | 0 | 0 | 62 | 0.72 |
| 21 | 64 | 0 | 0 | 0 | 0 | 0 | 64 | 0.75 |
| 22 | 35 | 0 | 0 | 0 | 0 | 0 | 35 | 0.41 |
| 23 | 18 | 0 | 0 | 0 | 0 | 0 | 18 | 0.21 |
| 24 | 3 | 0 | 0 | 0 | 0 | 0 | 3 | 0.03 |
| 总数Total | 2,053 | 1,869 | 4,077 | 229 | 151 | 193 | 8 572 | |
| 百分比 | 23.95 | 21.80 | 47.56 | 2.67 | 1.76 | 2.25 | 100 | |
| Percentage/% |
| 重复类型 Repeat type | 重复基序 Repeat motif | 数量 Number | 发生频率 Frequency/% |
|---|---|---|---|
| 单核苷酸Mono | A/T | 1 810 | 88.16 |
| C/G | 243 | 11.84 | |
| 小计Subtotal | 2 053 | ||
| 二核苷酸Di | AC/GT | 667 | 35.69 |
| AG/CT | 1043 | 55.81 | |
| AT/AT | 64 | 3.42 | |
| CG/CG | 95 | 5.08 | |
| 小计Subtotal | 1 869 | ||
| 三核苷酸Tri | CCG/CGG | 1159 | 28.43 |
| AGC/CTG | 794 | 19.48 | |
| AAG/CTT | 536 | 13.15 | |
| ACG/CGT | 473 | 11.60 | |
| AGG/CCT | 423 | 10.38 | |
| ACC/GGT | 390 | 9.57 | |
| 其他Others | 302 | 7.41 | |
| 小计Subtotal | 4 077 | ||
| 四核苷酸Tetra | AAAG/CTTT | 34 | 14.85 |
| AGGC/CCTG | 33 | 14.41 | |
| ACAG/CTGT | 30 | 13.10 | |
| ATCC/ATGG | 29 | 12.66 | |
| ACCT/AGGT | 21 | 9.17 | |
| AGCC/CTGG | 20 | 8.73 | |
| ACTC/AGTG | 19 | 8.30 | |
| 其他Others | 43 | 18.78 | |
| 小计Subtotal | 229 | ||
| 五核苷酸Penta | AAAAG/CTTTT | 34 | 22.52 |
| AAAAT/ATTTT | 20 | 13.25 | |
| AGAGG/CCTCT | 15 | 9.93 | |
| AGGGC/CCCTG | 12 | 7.95 | |
| AGCCC/CTGGG | 6 | 3.97 | |
| AGGCG/CCTCG | 5 | 3.31 | |
| 其他Others | 59 | 39.07 | |
| 小计Subtotal | 151 | ||
| 六核苷酸Hexa | ACGGCG/CCGTCG | 16 | 8.04 |
| AGCGGC/CCGCTG | 9 | 4.52 | |
| ACTGCC/AGTGGC | 7 | 3.52 | |
| ACCGGC/CCGGTG | 6 | 3.02 | |
| ACGCCC/CGTGGG | 6 | 3.02 | |
| AGCCGG/CCGGCT | 6 | 3.02 | |
| 其他Others | 149 | 74.87 | |
| 小计Subtotal | 199 |
Table 5 Types and frequency of SSRs repeat motifs in Isaria fumosorosea
| 重复类型 Repeat type | 重复基序 Repeat motif | 数量 Number | 发生频率 Frequency/% |
|---|---|---|---|
| 单核苷酸Mono | A/T | 1 810 | 88.16 |
| C/G | 243 | 11.84 | |
| 小计Subtotal | 2 053 | ||
| 二核苷酸Di | AC/GT | 667 | 35.69 |
| AG/CT | 1043 | 55.81 | |
| AT/AT | 64 | 3.42 | |
| CG/CG | 95 | 5.08 | |
| 小计Subtotal | 1 869 | ||
| 三核苷酸Tri | CCG/CGG | 1159 | 28.43 |
| AGC/CTG | 794 | 19.48 | |
| AAG/CTT | 536 | 13.15 | |
| ACG/CGT | 473 | 11.60 | |
| AGG/CCT | 423 | 10.38 | |
| ACC/GGT | 390 | 9.57 | |
| 其他Others | 302 | 7.41 | |
| 小计Subtotal | 4 077 | ||
| 四核苷酸Tetra | AAAG/CTTT | 34 | 14.85 |
| AGGC/CCTG | 33 | 14.41 | |
| ACAG/CTGT | 30 | 13.10 | |
| ATCC/ATGG | 29 | 12.66 | |
| ACCT/AGGT | 21 | 9.17 | |
| AGCC/CTGG | 20 | 8.73 | |
| ACTC/AGTG | 19 | 8.30 | |
| 其他Others | 43 | 18.78 | |
| 小计Subtotal | 229 | ||
| 五核苷酸Penta | AAAAG/CTTTT | 34 | 22.52 |
| AAAAT/ATTTT | 20 | 13.25 | |
| AGAGG/CCTCT | 15 | 9.93 | |
| AGGGC/CCCTG | 12 | 7.95 | |
| AGCCC/CTGGG | 6 | 3.97 | |
| AGGCG/CCTCG | 5 | 3.31 | |
| 其他Others | 59 | 39.07 | |
| 小计Subtotal | 151 | ||
| 六核苷酸Hexa | ACGGCG/CCGTCG | 16 | 8.04 |
| AGCGGC/CCGCTG | 9 | 4.52 | |
| ACTGCC/AGTGGC | 7 | 3.52 | |
| ACCGGC/CCGGTG | 6 | 3.02 | |
| ACGCCC/CGTGGG | 6 | 3.02 | |
| AGCCGG/CCGGCT | 6 | 3.02 | |
| 其他Others | 149 | 74.87 | |
| 小计Subtotal | 199 |
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