Acta Agriculturae Zhejiangensis ›› 2023, Vol. 35 ›› Issue (5): 1097-1107.DOI: 10.3969/j.issn.1004-1524.2023.05.13
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LUO Qinchuan(), TANG Wei, MA Jukui, CHEN Jingwei, YANG Dongjing, GAO Fangyuan, SUN Houjun, XIE Yiping, ZHANG Chengling(
)
Received:
2022-10-08
Online:
2023-05-25
Published:
2023-06-01
CLC Number:
LUO Qinchuan, TANG Wei, MA Jukui, CHEN Jingwei, YANG Dongjing, GAO Fangyuan, SUN Houjun, XIE Yiping, ZHANG Chengling. Transcriptomic analysis of Fusarium solani infecting sweetpotato[J]. Acta Agriculturae Zhejiangensis, 2023, 35(5): 1097-1107.
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URL: http://www.zjnyxb.cn/EN/10.3969/j.issn.1004-1524.2023.05.13
样品名称 Sample name | 原始数据 Raw data/bp | 过滤后序列长 Clean data/bp | 过滤后碱基数量 The base number of clean reads/Gb | 过滤后Q20 The proportion of Q20/% | 过滤后Q30 The proportion of Q30/% | 过滤后GC The proportion of GC/% |
---|---|---|---|---|---|---|
CK-1 | 10 119 073 500 | 10 070 938 374 | 10.07 | 98.12 | 94.22 | 56.03 |
CK-2 | 8 860 847 700 | 8 820 337 043 | 8.82 | 97.60 | 92.78 | 56.02 |
CK-3 | 10 097 356 200 | 10 049 359 346 | 10.05 | 98.08 | 94.19 | 56.12 |
6 h-1 | 10 908 435 900 | 10 850 204 955 | 10.85 | 97.92 | 93.97 | 54.70 |
6 h-2 | 9 606 120 000 | 9 561 584 577 | 9.56 | 98.19 | 94.33 | 54.54 |
6 h-3 | 11 053 800 900 | 11 001 198 312 | 11.00 | 96.57 | 91.06 | 54.60 |
24 h-1 | 12 372 993 300 | 12 306 759 585 | 12.31 | 97.78 | 93.64 | 54.89 |
24 h-2 | 11 375 891 100 | 11 298 967 073 | 11.30 | 98.05 | 94.22 | 55.03 |
24 h-3 | 10 539 713 700 | 10 480 876 632 | 10.48 | 97.72 | 93.66 | 54.67 |
3 d-1 | 11 251 023 600 | 11 178 221 150 | 11.18 | 97.64 | 93.24 | 47.62 |
3 d-2 | 10 795 743 300 | 10 732 313 682 | 10.73 | 97.44 | 92.76 | 47.49 |
3 d-3 | 10 311 817 800 | 10 199 345 383 | 10.20 | 97.87 | 93.63 | 48.28 |
5 d-1 | 11 497 078 200 | 11 437 221 773 | 11.44 | 97.59 | 93.06 | 47.28 |
5 d-2 | 11 820 597 600 | 11 757 361 749 | 11.76 | 98.06 | 94.19 | 47.54 |
5 d-3 | 9 965 246 700 | 9 915 128 318 | 9.92 | 97.41 | 92.61 | 47.11 |
Table 1 Sample sequencing data and quality inspection
样品名称 Sample name | 原始数据 Raw data/bp | 过滤后序列长 Clean data/bp | 过滤后碱基数量 The base number of clean reads/Gb | 过滤后Q20 The proportion of Q20/% | 过滤后Q30 The proportion of Q30/% | 过滤后GC The proportion of GC/% |
---|---|---|---|---|---|---|
CK-1 | 10 119 073 500 | 10 070 938 374 | 10.07 | 98.12 | 94.22 | 56.03 |
CK-2 | 8 860 847 700 | 8 820 337 043 | 8.82 | 97.60 | 92.78 | 56.02 |
CK-3 | 10 097 356 200 | 10 049 359 346 | 10.05 | 98.08 | 94.19 | 56.12 |
6 h-1 | 10 908 435 900 | 10 850 204 955 | 10.85 | 97.92 | 93.97 | 54.70 |
6 h-2 | 9 606 120 000 | 9 561 584 577 | 9.56 | 98.19 | 94.33 | 54.54 |
6 h-3 | 11 053 800 900 | 11 001 198 312 | 11.00 | 96.57 | 91.06 | 54.60 |
24 h-1 | 12 372 993 300 | 12 306 759 585 | 12.31 | 97.78 | 93.64 | 54.89 |
24 h-2 | 11 375 891 100 | 11 298 967 073 | 11.30 | 98.05 | 94.22 | 55.03 |
24 h-3 | 10 539 713 700 | 10 480 876 632 | 10.48 | 97.72 | 93.66 | 54.67 |
3 d-1 | 11 251 023 600 | 11 178 221 150 | 11.18 | 97.64 | 93.24 | 47.62 |
3 d-2 | 10 795 743 300 | 10 732 313 682 | 10.73 | 97.44 | 92.76 | 47.49 |
3 d-3 | 10 311 817 800 | 10 199 345 383 | 10.20 | 97.87 | 93.63 | 48.28 |
5 d-1 | 11 497 078 200 | 11 437 221 773 | 11.44 | 97.59 | 93.06 | 47.28 |
5 d-2 | 11 820 597 600 | 11 757 361 749 | 11.76 | 98.06 | 94.19 | 47.54 |
5 d-3 | 9 965 246 700 | 9 915 128 318 | 9.92 | 97.41 | 92.61 | 47.11 |
样品 Sample | 总序列 Total gene sequence/ bp | 比对到参考序列 上的序列 Aligne to reference sequence | 比对到参考序列唯 一位置上的序列 Align to the unique position of the reference sequence | 比对到参考序列多 个位置上的序列 Align to multiple positions in the reference sequence | 比对到参考序列 外显子区域 Align to the exon region of the reference sequence | 比对到参考序列 内含子区域 Align to reference sequence column containing sub regions | |||||
---|---|---|---|---|---|---|---|---|---|---|---|
长度 Length/bp | 占比 Proportion /% | 长度 Length/bp | 占比 Proportion /% | 长度 Length/bp | 占比 Proportion /% | 长度 Length/bp | 占比 Proportion /% | 长度 Length/bp | 占比 Proportion /% | ||
CK-1 | 61 002 848 | 43 948 488 | 72.04 | 43 898 824 | 71.96 | 49 664 | 0.08 | 21 506 666 | 90.31 | 192 479 | 0.81 |
CK-2 | 52 444 612 | 37 408 991 | 71.33 | 37 364 628 | 71.25 | 44 363 | 0.08 | 18 090 239 | 90.39 | 175 130 | 0.88 |
CK-3 | 63 156 424 | 455 780 661 | 72.17 | 45 529 774 | 72.09 | 48 292 | 0.08 | 21 565 610 | 90.44 | 214 765 | 0.90 |
6 h-1 | 65 060 974 | 36 057 705 | 55.42 | 36 011 225 | 55.35 | 46 480 | 0.07 | 19 145 455 | 90.93 | 129 676 | 0.62 |
6 h-2 | 40 119 272 | 23 265 840 | 57.99 | 23 240 761 | 57.93 | 25 079 | 0.06 | 12 090 755 | 90.81 | 86 066 | 0.65 |
6 h-3 | 60 484 944 | 34 090 092 | 56.36 | 34 051 092 | 56.30 | 39 000 | 0.06 | 17 475 090 | 90.67 | 129 079 | 0.67 |
24 h-1 | 72 035 904 | 41 211 305 | 57.21 | 41 156 718 | 57.13 | 54 587 | 0.08 | 19 966 747 | 90.90 | 156 719 | 0.71 |
24 h-2 | 66 444 752 | 37 586 165 | 56.57 | 37 539 588 | 56.50 | 46 577 | 0.07 | 18 645 057 | 90.81 | 147 741 | 0.72 |
24 h-3 | 62 022 092 | 35 613 524 | 57.42 | 35 567 080 | 57.35 | 46 444 | 0.07 | 17 247 258 | 90.23 | 141 544 | 0.74 |
3 d-1 | 74 243 204 | 428 662 | 0.58 | 428 002 | 0.58 | 660 | <0.01 | 212 565 | 91.18 | 1 392 | 0.60 |
3 d-2 | 70 796 204 | 407 700 | 0.58 | 407 016 | 0.57 | 684 | <0.01 | 209 351 | 91.78 | 1 209 | 0.53 |
3 d-3 | 67 674 158 | 3 097 165 | 4.58 | 3 093 673 | 4.57 | 3 492 | 0.01 | 1 525 732 | 90.60 | 12 309 | 0.73 |
5 d-1 | 75 670 110 | 443 750 | 0.59 | 443 096 | 0.59 | 654 | <0.01 | 226 227 | 92.15 | 1 356 | 0.55 |
5 d-2 | 7 7046 624 | 1 291 467 | 1.68 | 1 289 821 | 1.67 | 1 646 | <0.01 | 626 377 | 90.68 | 4 417 | 0.64 |
5 d-3 | 65 710 952 | 292 812 | 0.45 | 292 299 | 0.44 | 513 | <0.01 | 149 896 | 91.83 | 940 | 0.58 |
Table 2 Comparison on sequencing data and reference genome
样品 Sample | 总序列 Total gene sequence/ bp | 比对到参考序列 上的序列 Aligne to reference sequence | 比对到参考序列唯 一位置上的序列 Align to the unique position of the reference sequence | 比对到参考序列多 个位置上的序列 Align to multiple positions in the reference sequence | 比对到参考序列 外显子区域 Align to the exon region of the reference sequence | 比对到参考序列 内含子区域 Align to reference sequence column containing sub regions | |||||
---|---|---|---|---|---|---|---|---|---|---|---|
长度 Length/bp | 占比 Proportion /% | 长度 Length/bp | 占比 Proportion /% | 长度 Length/bp | 占比 Proportion /% | 长度 Length/bp | 占比 Proportion /% | 长度 Length/bp | 占比 Proportion /% | ||
CK-1 | 61 002 848 | 43 948 488 | 72.04 | 43 898 824 | 71.96 | 49 664 | 0.08 | 21 506 666 | 90.31 | 192 479 | 0.81 |
CK-2 | 52 444 612 | 37 408 991 | 71.33 | 37 364 628 | 71.25 | 44 363 | 0.08 | 18 090 239 | 90.39 | 175 130 | 0.88 |
CK-3 | 63 156 424 | 455 780 661 | 72.17 | 45 529 774 | 72.09 | 48 292 | 0.08 | 21 565 610 | 90.44 | 214 765 | 0.90 |
6 h-1 | 65 060 974 | 36 057 705 | 55.42 | 36 011 225 | 55.35 | 46 480 | 0.07 | 19 145 455 | 90.93 | 129 676 | 0.62 |
6 h-2 | 40 119 272 | 23 265 840 | 57.99 | 23 240 761 | 57.93 | 25 079 | 0.06 | 12 090 755 | 90.81 | 86 066 | 0.65 |
6 h-3 | 60 484 944 | 34 090 092 | 56.36 | 34 051 092 | 56.30 | 39 000 | 0.06 | 17 475 090 | 90.67 | 129 079 | 0.67 |
24 h-1 | 72 035 904 | 41 211 305 | 57.21 | 41 156 718 | 57.13 | 54 587 | 0.08 | 19 966 747 | 90.90 | 156 719 | 0.71 |
24 h-2 | 66 444 752 | 37 586 165 | 56.57 | 37 539 588 | 56.50 | 46 577 | 0.07 | 18 645 057 | 90.81 | 147 741 | 0.72 |
24 h-3 | 62 022 092 | 35 613 524 | 57.42 | 35 567 080 | 57.35 | 46 444 | 0.07 | 17 247 258 | 90.23 | 141 544 | 0.74 |
3 d-1 | 74 243 204 | 428 662 | 0.58 | 428 002 | 0.58 | 660 | <0.01 | 212 565 | 91.18 | 1 392 | 0.60 |
3 d-2 | 70 796 204 | 407 700 | 0.58 | 407 016 | 0.57 | 684 | <0.01 | 209 351 | 91.78 | 1 209 | 0.53 |
3 d-3 | 67 674 158 | 3 097 165 | 4.58 | 3 093 673 | 4.57 | 3 492 | 0.01 | 1 525 732 | 90.60 | 12 309 | 0.73 |
5 d-1 | 75 670 110 | 443 750 | 0.59 | 443 096 | 0.59 | 654 | <0.01 | 226 227 | 92.15 | 1 356 | 0.55 |
5 d-2 | 7 7046 624 | 1 291 467 | 1.68 | 1 289 821 | 1.67 | 1 646 | <0.01 | 626 377 | 90.68 | 4 417 | 0.64 |
5 d-3 | 65 710 952 | 292 812 | 0.45 | 292 299 | 0.44 | 513 | <0.01 | 149 896 | 91.83 | 940 | 0.58 |
Fig.3 GO functional classification of differentially expressed genes at different time after infection A: a, localization; b, response to stimulus; c, multi-organism process; d, signaling; e, cellular component organization or biogenesis; f, positive regulation of biological process; g, negative regulation of biological process; h, single-organism process; i,cellular process; j, rhythmic process; k, growth; l, reproduction; m, multicellular organismal process; n, reproduction process; o, develpomental process; p, detoxification; q, biological regulation; r, regulation of biological process; s, metabolicprocess; t, cell aggregation; u,locomotion. B: a, structural molecule activity; b, transporter activity; c, molecular function regulator; d, nucleic acid binding transcription factor activity; e, antioxidant activity; f, molecular transducer activity; g, binding; h, signal transducer activity; i, transcription factor activity, protein binding; j, catalytic activity.C: a, cell junction; b, macromolecular complex; c, nucleoid; d, membrane part; e, cell; f, cell part; g, membrane; h, supramolecular fiber; i, organelle part; j, membrane-enclosed lumer; k, organelle.
Fig.4 KEGG pathway classification of differentially expressed genes A, B, C, D were the KEGG pathway of DEGs in comparisons: CK vs 6 h after infection, CK vs 24 h after infection, CK vs 3 d after infection, CK vs 5d after infection, respectively.
序号 Number | 基因号 Gene number | 标签 Symbol | 上调/下调 Up/down | 途径或功能 Pathway or function |
---|---|---|---|---|
1 | ncbi_9673094 | pdcA | 下调Down | 糖酵解和糖异生、次生代谢物生物合成 Glycolysis and gluconeogenesis, biosynthesis of secondary metabolites |
2 | ncbi_9674521 | pma-1 | 下调Down | 氧化磷酸化Oxidative phosphorylation |
3 | ncbi_9671178 | DPS1 | 下调Down | 翻译,氨酰基-tRNA的生物合成Translation, biosynthesis of amyl-tRNA |
4 | ncbi_9677451 | SPCC 1620.06c | 下调Down | 次生代谢产物的生物合成、抗生素合成、氨基酸生物合成、磷酸戊糖途径 Biosynthesis of secondary metabolites, antibiotic synthesis, amino acid biosynthesis,pentose phosphate pathway |
5 | ncbi_9672983 | des | 上调Up | 氧化磷酸化 Oxidative phosphorylation |
6 | ncbi_9673795 | gdh-1 | 下调Down | 丙氨酸,天冬氨酸和谷氨酸代谢、精氨酸生物合成、氮代谢、牛磺酸代谢 Alanine, aspartic acid and glutamate metabolism, arginine biosynthesis, nitrogen metabolism, taurine metabolism |
7 | ncbi_9674832 | FES1 | 下调Down | 内质网中的蛋白质加工Protein processing in the endoplasmic reticulum |
8 | ncbi_9664755 | CLAH10 | 上调Up | 次生代谢产物的生物合成、抗生素合成、精氨酸和脯氨酸代谢、色氨酸代谢、缬氨酸,亮氨酸和异亮氨酸的降解等 Biosynthesis of secondary metabolites, antibiotic synthesis, metabolism of arginine and proline, metabolism of tryptophan, degradation of valine, leucine and isoleucine, etc |
9 | ncbi_9671992 | pep-4 | 上调Up | 运输和分解代谢,自噬 Transport and catabolism, autophagy |
10 | ncbi_9671150 | imqH | 下调Down | 过氧化物酶体、甘氨酸、丝氨酸和苏氨酸的代谢、赖氨酸降解 Metabolism of peroxisome, glycine, serine, threonine, lysine degradation |
11 | ncbi_9671105 | glkA | 上调Up | 次生代谢产物的生物合成、抗生素合成、碳代谢、淀粉和蔗糖代谢、氨基糖和核苷酸糖代谢、果糖和甘露糖代谢 Biosynthesis of secondary metabolites, antibiotic synthesis, carbon metabolism, starch and sucrose metabolism, amino sugars and nucleotide sugars metabolism, fructose and mannose metabolism |
12 | ncbi_9679169 | nuo40 | 上调Up | 氧化磷酸化Oxidative phosphorylation |
13 | ncbi_9664067 | SOD1 | 上调Up | 过氧化物酶体Peroxisome |
14 | ncbi_9678178 | ykt6 | 上调Up | SNARE在水泡运输中的相互作用、自噬 Interaction and autophagy of SNARE in blister transport |
15 | ncbi_9674908 | HYR1 | 上调Up | 谷胱甘肽代谢、花生四烯酸代谢Glutathione metabolism, arachidonic acid metabolism |
16 | ncbi_9664589 | Cda | 上调Up | 嘧啶代谢Pyrimidine metabolism |
17 | ncbi_9668438 | mcsA | 上调Up | 碳水化合物代谢;柠檬酸甲基合酶前体、氨基酸生物合成 Carbohydrate metabolism; Citrate methyl synthase precursor, amino acid biosynthesis |
18 | ncbi_9673059 | Acaa1b | 上调Up | α-亚麻酸代谢、缬氨酸,亮氨酸和异亮氨酸的降解、脂肪酸降解等 α-linolenic acid metabolism, degradation of valine, leucine and isoleucine, fatty acid degradation, etc |
19 | ncbi_9665574 | ACAD10 | 上调Up | 抗生素生物合成、β-丙氨酸代谢、缬氨酸,亮氨酸和异亮氨酸的降解 Antibiotic biosynthesis, β-alanine metabolism, degradation of valine, leucine and isoleucine |
20 | ncbi_9674141 | KATG2 | 上调Up | 次生代谢物生物合成、色氨酸代谢、丙氨酸代谢 Secondary metabolite biosynthesis, tryptophan metabolism, alanine metabolism |
Table 3 The key genes and their functions description
序号 Number | 基因号 Gene number | 标签 Symbol | 上调/下调 Up/down | 途径或功能 Pathway or function |
---|---|---|---|---|
1 | ncbi_9673094 | pdcA | 下调Down | 糖酵解和糖异生、次生代谢物生物合成 Glycolysis and gluconeogenesis, biosynthesis of secondary metabolites |
2 | ncbi_9674521 | pma-1 | 下调Down | 氧化磷酸化Oxidative phosphorylation |
3 | ncbi_9671178 | DPS1 | 下调Down | 翻译,氨酰基-tRNA的生物合成Translation, biosynthesis of amyl-tRNA |
4 | ncbi_9677451 | SPCC 1620.06c | 下调Down | 次生代谢产物的生物合成、抗生素合成、氨基酸生物合成、磷酸戊糖途径 Biosynthesis of secondary metabolites, antibiotic synthesis, amino acid biosynthesis,pentose phosphate pathway |
5 | ncbi_9672983 | des | 上调Up | 氧化磷酸化 Oxidative phosphorylation |
6 | ncbi_9673795 | gdh-1 | 下调Down | 丙氨酸,天冬氨酸和谷氨酸代谢、精氨酸生物合成、氮代谢、牛磺酸代谢 Alanine, aspartic acid and glutamate metabolism, arginine biosynthesis, nitrogen metabolism, taurine metabolism |
7 | ncbi_9674832 | FES1 | 下调Down | 内质网中的蛋白质加工Protein processing in the endoplasmic reticulum |
8 | ncbi_9664755 | CLAH10 | 上调Up | 次生代谢产物的生物合成、抗生素合成、精氨酸和脯氨酸代谢、色氨酸代谢、缬氨酸,亮氨酸和异亮氨酸的降解等 Biosynthesis of secondary metabolites, antibiotic synthesis, metabolism of arginine and proline, metabolism of tryptophan, degradation of valine, leucine and isoleucine, etc |
9 | ncbi_9671992 | pep-4 | 上调Up | 运输和分解代谢,自噬 Transport and catabolism, autophagy |
10 | ncbi_9671150 | imqH | 下调Down | 过氧化物酶体、甘氨酸、丝氨酸和苏氨酸的代谢、赖氨酸降解 Metabolism of peroxisome, glycine, serine, threonine, lysine degradation |
11 | ncbi_9671105 | glkA | 上调Up | 次生代谢产物的生物合成、抗生素合成、碳代谢、淀粉和蔗糖代谢、氨基糖和核苷酸糖代谢、果糖和甘露糖代谢 Biosynthesis of secondary metabolites, antibiotic synthesis, carbon metabolism, starch and sucrose metabolism, amino sugars and nucleotide sugars metabolism, fructose and mannose metabolism |
12 | ncbi_9679169 | nuo40 | 上调Up | 氧化磷酸化Oxidative phosphorylation |
13 | ncbi_9664067 | SOD1 | 上调Up | 过氧化物酶体Peroxisome |
14 | ncbi_9678178 | ykt6 | 上调Up | SNARE在水泡运输中的相互作用、自噬 Interaction and autophagy of SNARE in blister transport |
15 | ncbi_9674908 | HYR1 | 上调Up | 谷胱甘肽代谢、花生四烯酸代谢Glutathione metabolism, arachidonic acid metabolism |
16 | ncbi_9664589 | Cda | 上调Up | 嘧啶代谢Pyrimidine metabolism |
17 | ncbi_9668438 | mcsA | 上调Up | 碳水化合物代谢;柠檬酸甲基合酶前体、氨基酸生物合成 Carbohydrate metabolism; Citrate methyl synthase precursor, amino acid biosynthesis |
18 | ncbi_9673059 | Acaa1b | 上调Up | α-亚麻酸代谢、缬氨酸,亮氨酸和异亮氨酸的降解、脂肪酸降解等 α-linolenic acid metabolism, degradation of valine, leucine and isoleucine, fatty acid degradation, etc |
19 | ncbi_9665574 | ACAD10 | 上调Up | 抗生素生物合成、β-丙氨酸代谢、缬氨酸,亮氨酸和异亮氨酸的降解 Antibiotic biosynthesis, β-alanine metabolism, degradation of valine, leucine and isoleucine |
20 | ncbi_9674141 | KATG2 | 上调Up | 次生代谢物生物合成、色氨酸代谢、丙氨酸代谢 Secondary metabolite biosynthesis, tryptophan metabolism, alanine metabolism |
Fig.5 The expression levels of DEGs in Fusarium infecting sweetpotato Y-axis (left) indicates qRT-PCR data (line graphs); Y-axis (right) indicates RNA-Seq data (bar chart). Data from qRT-PCR are means of three replicates and bars represent data from RNA-seq are means of the replicates.
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