浙江农业学报 ›› 2023, Vol. 35 ›› Issue (9): 2169-2180.DOI: 10.3969/j.issn.1004-1524.20221707
收稿日期:2022-11-29
									
				
									
				
									
				
											出版日期:2023-09-25
									
				
											发布日期:2023-10-09
									
			作者简介:谢梅琼(1979—),女,广西南宁人,博士,讲师,研究方向为农业昆虫与害虫防控。E-mail:kemei2008@163.com
				
							基金资助:
        
               		XIE Meiqiong1(
), WANG Longjiang2, HE Yurong3, LYU Lihua4
			  
			
			
			
                
        
    
Received:2022-11-29
									
				
									
				
									
				
											Online:2023-09-25
									
				
											Published:2023-10-09
									
			摘要:
本研究利用Illumina HiSeq高通量无参转录组测序对玫烟色棒束孢IFCF01菌株进行测序及分析,探讨玫烟色棒束孢转录组基因的表达特征,为该菌基因功能研究提供基础数据。转录组测序共获得540 896 444条序列片段。组装后共获得 36 466 条基因序列集合,总长度为34 551 468 bp,平均长度947 bp。功能注释结果显示,共有22 741个基因在Nr、GO、COG、KEGG等6大数据库被注释,占总数的62.36%。在Nr数据库中共有21 737条基因得到注释,其中注释到球孢白僵菌的数量最多,为44.3%。共有10 888个基因注释到COG数据库的25个功能类别,匹配上4 060个基因序列。GO注释结果显示,共有9 617个基因得到注释,分布在生物过程、分子功能、细胞组分3大类功能模块的49个亚类。共有14 364个基因在KEGG数据库得到注释,涉及108个KEGG代谢途径。利用病原菌和寄主互作数据库,共鉴定到86条玫烟色棒束孢潜在致病相关的基因。对基因序列进行简单重复序列(SSR)位点检测共获得8 572个SSR位点,发生频率为18.18%。本研究结果可为玫烟色棒束孢基因资源挖掘、功能基因研究及SSR分子标记奠定基础。
中图分类号:
谢梅琼, 王龙江, 何余容, 吕利华. 玫烟色棒束孢转录组测序及潜在致病相关基因分析[J]. 浙江农业学报, 2023, 35(9): 2169-2180.
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.
| 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 | 
表1 玫烟色棒束孢转录组注释情况汇总表
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 | 
																													图3 转录组序列比对Nr数据库的特征 A,已知序列与未知序列的分布;B, E值在1×10-5以下序列的blastx的比对结果分布;C,同源序列相似度分布;D,注释到Nr库的unigene所属物种分布。
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 | 
表2 玫烟色棒束孢KEGG代谢通路中unigene富集最多的前20个通路
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 | 
表3 比对上PHI 数据库的unigene的COGs功能聚类表
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/% | 
表4 玫烟色棒束孢转录组的 SSR类型、数量及分布频率
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 | 
表5 玫烟色棒束孢的SSR重复基序类型及频率
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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