Acta Horticulturae Sinica ›› 2026, Vol. 53 ›› Issue (1): 257-274.doi: 10.16420/j.issn.0513-353x.2024-0996
• Plant Protection • Previous Articles Next Articles
SHI Fengyan1, WEI Meijun2, WANG Xiuxue1, ZHANG Xi1, ZOU Chunlei1,*(
)
Received:2025-04-01
Revised:2025-11-25
Online:2026-01-25
Published:2026-01-26
Contact:
ZOU Chunlei
SHI Fengyan, WEI Meijun, WANG Xiuxue, ZHANG Xi, ZOU Chunlei. Discovery of Key Genes for Pepper Resistance to Phytophthora Blight Based on WGCNA[J]. Acta Horticulturae Sinica, 2026, 53(1): 257-274.
Add to citation manager EndNote|Ris|BibTeX
URL: https://www.ahs.ac.cn/EN/10.16420/j.issn.0513-353x.2024-0996
| 差异表达基因 DEGs ID | 正向引物(5′-3′)Forward primer | 反向引物(5′-3′)Reverse primer |
|---|---|---|
| novel.12038 | TGATCCAACTTTACCGATAACGAA | GTTGTCCAGACTCCAGAAGATGTT |
| CA06g02420 | GGAGCACTTATCAGGGAGGTATC | ACATCAAAAATACGTGCCCATAG |
| novel.2732 | CCAAACTCTTTCCTCAAAATCCA | GTGGCAAAGAAATAATAGACTCACATA |
| novel.3300 | AAGGCTCCGTTTTCTCTGACC | TTTGGAATAGGACTTGATGCGA |
| novel.5608 | TGAAAATGTATTGGCGTGCTG | ATGTAGTTGGCAAGTCGGGTAA |
| CA01g15560 | GGAGACAAGTCCCAGGGTGAG | ATCCCAGTCGGAAAATCATAGTT |
| novel.752 | CTTAGTCCCTTTTTGTTTGCGT | CTGCTCACCCTGAACCCTTTAG |
| CA06g08970 | GGTAGTTGACTTTCCTTCGGTAGC | CCAAATGACAAGAATACCCAAGG |
| novel.2181 | TCGTTTATGTGTTCTTGATTTTGC | TGAAACCAGCAGGAGGATTGA |
| CA09g14910 | GTGTGAGTTTGGCTTCAATGGA | TGGATTCAGATAAGTTCTTGCCC |
| CA09g14900 | ATCATCCTATTGTTTGGAGAGACC | AATAACCTTGTTGCCGAAGTAATC |
| CA09g15310 | CTGCCATTCCTACTTATGCTTGTG | GTTCTGCCTTGCCCTTTTCA |
| Actin | GACGTGACCTAACTGATAACCTGAT | CTCTCAGCACCAATGGTAATAACTT |
Table 1 Primer sequences for qRT-PCR validation of hub genes involved in pepper resistance to phytophthora blight
| 差异表达基因 DEGs ID | 正向引物(5′-3′)Forward primer | 反向引物(5′-3′)Reverse primer |
|---|---|---|
| novel.12038 | TGATCCAACTTTACCGATAACGAA | GTTGTCCAGACTCCAGAAGATGTT |
| CA06g02420 | GGAGCACTTATCAGGGAGGTATC | ACATCAAAAATACGTGCCCATAG |
| novel.2732 | CCAAACTCTTTCCTCAAAATCCA | GTGGCAAAGAAATAATAGACTCACATA |
| novel.3300 | AAGGCTCCGTTTTCTCTGACC | TTTGGAATAGGACTTGATGCGA |
| novel.5608 | TGAAAATGTATTGGCGTGCTG | ATGTAGTTGGCAAGTCGGGTAA |
| CA01g15560 | GGAGACAAGTCCCAGGGTGAG | ATCCCAGTCGGAAAATCATAGTT |
| novel.752 | CTTAGTCCCTTTTTGTTTGCGT | CTGCTCACCCTGAACCCTTTAG |
| CA06g08970 | GGTAGTTGACTTTCCTTCGGTAGC | CCAAATGACAAGAATACCCAAGG |
| novel.2181 | TCGTTTATGTGTTCTTGATTTTGC | TGAAACCAGCAGGAGGATTGA |
| CA09g14910 | GTGTGAGTTTGGCTTCAATGGA | TGGATTCAGATAAGTTCTTGCCC |
| CA09g14900 | ATCATCCTATTGTTTGGAGAGACC | AATAACCTTGTTGCCGAAGTAATC |
| CA09g15310 | CTGCCATTCCTACTTATGCTTGTG | GTTCTGCCTTGCCCTTTTCA |
| Actin | GACGTGACCTAACTGATAACCTGAT | CTCTCAGCACCAATGGTAATAACTT |
Fig. 2 Hierarchical clustering heatmap of differentially expressed genes in pepper lines ZCM334 and Early Calwonder at different time points after Phytophthora capsici inoculation
Fig. 3 Weighted gene co-expression network analysis of the pepper root transcriptome A:Determination of soft threshold;B:Gene clustering tree and module partitioning;C:Correlation heatmap between gene co expression network modules and different samples
| 基因 Gene ID | 模块 Model | 染色体 Chromosome | 基因功能描述 Gene description |
|---|---|---|---|
| CA08g08840 | 黄色Yellow | 8 | 转录延伸因子SPT5同源物 Transcription elongation factor SPT5 homolog |
| novel.7197 | 黄色Yellow | 7 | RNA介导的DNA聚合酶同源物 RNA-directed DNA polymerase homolog |
| novel.5036 | 黄色Yellow | 5 | 植物细胞内Ras相关的LRR蛋白 Plant intracellular Ras-group-related LRR protein |
| novel.6147 | 黄色Yellow | 6 | 细胞分化蛋白 RCD1 Cell differentiation protein RCD1 |
| novel.12038 | 黄色Yellow | 12 | 环核苷酸门控离子通道蛋白(CNGC) Cyclic nucleotide-gated ion channel protein(CNGC) |
| novel.11518 | 黄色Yellow | 12 | 微管蛋白α-3链 Tubulin alpha-3 chain |
| novel.2994 | 黄色Yellow | 3 | 未知功能蛋白 Unknown protein |
| novel.5893 | 黄色Yellow | 6 | 线粒体腺嘌呤核苷酸转运蛋白ADNT1 Mitochondrial adenine nucleotide transporter ADNT1 |
| novel.1012 | 黄色Yellow | 1 | 未知功能蛋白 Unknown protein |
| novel.1435 | 黄色Yellow | 2 | 未鉴定的线粒体蛋白 Uncharacterized mitochondrial protein |
| CA06g02420 | 粉色Pink | 6 | 晚疫病抗性蛋白 Late blight resistance protein |
| novel.10180 | 粉色Pink | 10 | 细胞分裂素核苷5'-单磷酸磷酸核糖水解酶 Cytokinin riboside 5'-monophosphate phosphoribohydrolase |
| novel.2732 | 粉色Pink | 3 | F-box蛋白CPR30 Box protein CPR30 |
| novel.5609 | 粉色Pink | 6 | 未知功能蛋白 Unknown protein |
| novel.3300 | 粉色Pink | 3 | 细胞色素P450 Cytochrome P450 |
| CA09g02700 | 粉色Pink | 9 | 聚泛素 Polyubiquitin |
| novel.5608 | 粉色Pink | 6 | 晚疫病抗性蛋白 Late blight resistance protein |
| novel.5677 | 粉色Pink | 6 | 未知功能蛋白 Unknown protein |
| novel.6307 | 粉色Pink | 6 | 未知功能蛋白 Unknown protein |
| novel.9637 | 粉色Pink | 10 | RNA介导的DNA聚合酶同源物 RNA-directed DNA polymerase homolog |
| CA01g15560 | 洋红色Magenta | 1 | DEAD-box ATP依赖性RNA解旋酶 DEAD-box ATP-dependent RNA helicase |
| novel.646 | 洋红色Magenta | 1 | RNA导向的DNA聚合酶同源物 RNA-directed DNA polymerase homolog |
| CA12g10000 | 洋红色Magenta | 12 | 未知功能蛋白 Unknown protein |
| novel.752 | 洋红色Magenta | 1 | E4泛素连接酶 E4 ubiquitin ligase |
| CA11g05420 | 洋红色Magenta | 11 | α-淀粉酶3 α-amylase 3 |
| CA06g21380 | 洋红色Magenta | 6 | 胚胎发育晚期丰富蛋白 Late embryogenesis abundant protein |
| CA06g08970 | 洋红色Magenta | 6 | 高亲和力硝酸盐转运蛋白 High affinity nitrate transporter |
| CA08g08430 | 洋红色Magenta | 8 | 剪接因子SF3a60同源物 Splicing factor SF3a60 homolog |
| CA05g20820 | 洋红色Magenta | 5 | N6腺苷甲基转移酶亚基METTL14 N6-adenosine-methyltransferase subunit METTL14 |
| novel.2181 | 洋红色Magenta | 2 | 泛素结合酶 Ubiquitin-conjugating enzyme |
| CA09g14910 | 棕褐色Tan | 9 | 早期结节样蛋白(ENODL) Early nodulin-like proteins(ENODL) |
| CA07g12450 | 棕褐色Tan | 7 | 未知功能蛋白 Unknown protein |
| novel.3819 | 棕褐色Tan | 4 | 蛋白酶抑制剂 Proteinase inhibitor |
| CA06g13600 | 棕褐色Tan | 6 | 非活性聚合物 Inactive poly |
| CA09g14900 | 棕褐色Tan | 9 | 萜烯合成酶 Terpene synthase |
| CA03g37000 | 棕褐色Tan | 3 | 丙氨酸氨基转移酶 Alanine aminotransferase |
| novel.3991 | 棕褐色Tan | 4 | 未知功能蛋白 Unknown protein |
| CA02g14150 | 棕褐色Tan | 2 | EP1样糖蛋白 EP1-like glycoprotein |
| CA12g11100 | 棕褐色Tan | 12 | 甾醇3-β-葡萄糖基转移酶 Sterol 3-β-glucosyltransferase |
| CA09g15310 | 棕褐色Tan | 9 | 早期结节样蛋白(ENODL) Early nodulin-like proteins(ENODL) |
Table 2 Candidate genes for pepper resistance to Phytophthora capsici screened by WGCNA and their functional annotation
| 基因 Gene ID | 模块 Model | 染色体 Chromosome | 基因功能描述 Gene description |
|---|---|---|---|
| CA08g08840 | 黄色Yellow | 8 | 转录延伸因子SPT5同源物 Transcription elongation factor SPT5 homolog |
| novel.7197 | 黄色Yellow | 7 | RNA介导的DNA聚合酶同源物 RNA-directed DNA polymerase homolog |
| novel.5036 | 黄色Yellow | 5 | 植物细胞内Ras相关的LRR蛋白 Plant intracellular Ras-group-related LRR protein |
| novel.6147 | 黄色Yellow | 6 | 细胞分化蛋白 RCD1 Cell differentiation protein RCD1 |
| novel.12038 | 黄色Yellow | 12 | 环核苷酸门控离子通道蛋白(CNGC) Cyclic nucleotide-gated ion channel protein(CNGC) |
| novel.11518 | 黄色Yellow | 12 | 微管蛋白α-3链 Tubulin alpha-3 chain |
| novel.2994 | 黄色Yellow | 3 | 未知功能蛋白 Unknown protein |
| novel.5893 | 黄色Yellow | 6 | 线粒体腺嘌呤核苷酸转运蛋白ADNT1 Mitochondrial adenine nucleotide transporter ADNT1 |
| novel.1012 | 黄色Yellow | 1 | 未知功能蛋白 Unknown protein |
| novel.1435 | 黄色Yellow | 2 | 未鉴定的线粒体蛋白 Uncharacterized mitochondrial protein |
| CA06g02420 | 粉色Pink | 6 | 晚疫病抗性蛋白 Late blight resistance protein |
| novel.10180 | 粉色Pink | 10 | 细胞分裂素核苷5'-单磷酸磷酸核糖水解酶 Cytokinin riboside 5'-monophosphate phosphoribohydrolase |
| novel.2732 | 粉色Pink | 3 | F-box蛋白CPR30 Box protein CPR30 |
| novel.5609 | 粉色Pink | 6 | 未知功能蛋白 Unknown protein |
| novel.3300 | 粉色Pink | 3 | 细胞色素P450 Cytochrome P450 |
| CA09g02700 | 粉色Pink | 9 | 聚泛素 Polyubiquitin |
| novel.5608 | 粉色Pink | 6 | 晚疫病抗性蛋白 Late blight resistance protein |
| novel.5677 | 粉色Pink | 6 | 未知功能蛋白 Unknown protein |
| novel.6307 | 粉色Pink | 6 | 未知功能蛋白 Unknown protein |
| novel.9637 | 粉色Pink | 10 | RNA介导的DNA聚合酶同源物 RNA-directed DNA polymerase homolog |
| CA01g15560 | 洋红色Magenta | 1 | DEAD-box ATP依赖性RNA解旋酶 DEAD-box ATP-dependent RNA helicase |
| novel.646 | 洋红色Magenta | 1 | RNA导向的DNA聚合酶同源物 RNA-directed DNA polymerase homolog |
| CA12g10000 | 洋红色Magenta | 12 | 未知功能蛋白 Unknown protein |
| novel.752 | 洋红色Magenta | 1 | E4泛素连接酶 E4 ubiquitin ligase |
| CA11g05420 | 洋红色Magenta | 11 | α-淀粉酶3 α-amylase 3 |
| CA06g21380 | 洋红色Magenta | 6 | 胚胎发育晚期丰富蛋白 Late embryogenesis abundant protein |
| CA06g08970 | 洋红色Magenta | 6 | 高亲和力硝酸盐转运蛋白 High affinity nitrate transporter |
| CA08g08430 | 洋红色Magenta | 8 | 剪接因子SF3a60同源物 Splicing factor SF3a60 homolog |
| CA05g20820 | 洋红色Magenta | 5 | N6腺苷甲基转移酶亚基METTL14 N6-adenosine-methyltransferase subunit METTL14 |
| novel.2181 | 洋红色Magenta | 2 | 泛素结合酶 Ubiquitin-conjugating enzyme |
| CA09g14910 | 棕褐色Tan | 9 | 早期结节样蛋白(ENODL) Early nodulin-like proteins(ENODL) |
| CA07g12450 | 棕褐色Tan | 7 | 未知功能蛋白 Unknown protein |
| novel.3819 | 棕褐色Tan | 4 | 蛋白酶抑制剂 Proteinase inhibitor |
| CA06g13600 | 棕褐色Tan | 6 | 非活性聚合物 Inactive poly |
| CA09g14900 | 棕褐色Tan | 9 | 萜烯合成酶 Terpene synthase |
| CA03g37000 | 棕褐色Tan | 3 | 丙氨酸氨基转移酶 Alanine aminotransferase |
| novel.3991 | 棕褐色Tan | 4 | 未知功能蛋白 Unknown protein |
| CA02g14150 | 棕褐色Tan | 2 | EP1样糖蛋白 EP1-like glycoprotein |
| CA12g11100 | 棕褐色Tan | 12 | 甾醇3-β-葡萄糖基转移酶 Sterol 3-β-glucosyltransferase |
| CA09g15310 | 棕褐色Tan | 9 | 早期结节样蛋白(ENODL) Early nodulin-like proteins(ENODL) |
Fig. 8 qRT-PCR based expression validation of hub genes involved in pepper resistance to phytophthora blight Different lowercase letters indicate significant differences among different treatmnet(P < 0.05)
| [1] |
|
| [2] |
doi: 10.1038/s41598-024-60608-3 pmid: 38969681 |
| [3] |
|
| [4] |
|
| [5] |
|
| [6] |
|
| [7] |
doi: 10.1186/s12870-024-05636-x pmid: 39396978 |
| [8] |
|
| [9] |
|
| [10] |
doi: 10.1111/tpj.2009.60.issue-5 URL |
| [11] |
doi: 10.1094/PDIS-02-12-0211-FE pmid: 30727465 |
| [12] |
|
| [13] |
|
| [14] |
doi: 10.3864/j.issn.0578-1752.2022.01.013 |
|
郭永春, 王鹏杰, 金珊, 侯炳豪, 王淑燕, 赵峰, 叶乃兴. 2022. 基于WGCNA鉴定茶树响应草甘膦相关的基因共表达模块. 中国农业科学, 55 (1):152-166.
doi: 10.3864/j.issn.0578-1752.2022.01.013 |
|
| [15] |
|
| [16] |
doi: 10.1105/tpc.113.119057 URL |
| [17] |
doi: 10.1186/s12870-020-02711-x pmid: 33121441 |
| [18] |
|
| [19] |
|
| [20] |
|
| [21] |
doi: 10.1111/j.1364-3703.2011.00754.x pmid: 22013895 |
| [22] |
|
| [23] |
|
| [24] |
|
| [25] |
doi: 10.1038/35015701 |
| [26] |
doi: 10.1186/s12870-021-03387-7 |
| [27] |
|
|
马娟, 曹言勇, 王利锋, 李晶晶, 王浩, 范艳萍, 李会勇. 2020. 利用WGCNA鉴定玉米株高和穗位高基因共表达模块. 作物学报,46:385-394.
|
|
| [28] |
doi: 10.1007/s11032-013-9875-3 URL |
| [29] |
doi: 10.1105/tpc.113.117093 URL |
| [30] |
doi: 10.1111/pbi.v22.5 URL |
| [31] |
doi: 10.1094/PDIS.1998.82.11.1283A pmid: 30845427 |
| [32] |
doi: 10.3724/SP.J.1006.2020.94130 |
|
秦天元, 孙超, 毕真真, 梁文君, 李鹏程, 张俊莲, 白江平. 2020. 基于WGCNA的马铃薯根系抗旱相关共表达模块鉴定和核心基因发掘. 作物学报, 46 (7):1033-1051.
doi: 10.3724/SP.J.1006.2020.94130 |
|
| [33] |
|
| [34] |
|
| [35] |
doi: 10.16420/j.issn.0513-353x.2023-0350 |
|
石凤岩, 王治丹, 张曦, 王秀雪, 邹春蕾. 2024. 辣椒疫病抗性机制研究进展. 园艺学报, 51 (7):1665-1682.
|
|
| [36] |
doi: 10.1038/s41598-018-37553-z |
| [37] |
|
| [38] |
|
| [39] |
|
| [40] |
doi: 10.3390/ijms241210047 URL |
| [41] |
doi: 10.16420/j.issn.0513-353x.2022-0769 |
|
王炫榛, 陈敏氡, 刘建汀, 曾美娟, 叶新如, 李永平, 温庆放, 朱海生. 2023. 普通丝瓜幼苗响应低温弱光核心基因共表达网络的WGCNA 鉴定. 园艺学报, 50 (12):2601-2618.
doi: 10.16420/j.issn.0513-353x.2022-0769 |
|
| [42] |
doi: 10.3390/ijms231810770 URL |
| [43] |
|
|
谢丙炎, 朱国仁, 吴新平, 顾宝根, 刘乃炽. 2000. 辣椒疫霉产毒缺陷与抗药性突变体筛选及其遗传特性. 植物保护学报,(3):243-248.
|
|
| [44] |
|
| [45] |
doi: 10.16420/j.issn.0513-353x.2024-0626 |
|
袁娟伟, 贾利, 王涵, 严从生, 张其安, 俞飞飞, 甘德芳, 江海坤. 2025. 辣椒种质资源疫病抗性鉴定及抗病基因挖掘. 园艺学报, 52 (4):857-871.
doi: 10.16420/j.issn.0513-353x.2024-0626 |
|
| [46] |
|
| [47] |
|
| [48] |
doi: 10.1007/s11032-023-01367-3 |
| [49] |
|
| [50] |
|
|
周雨青, 杨永飞, 葛常伟, 沈倩, 张思平, 刘绍东, 马慧娟, 陈静, 刘瑞华, 李士丛. 2022. 基于WGCNA的棉花子叶抗冷相关共表达模块鉴定. 中国农业科技导报, 24 (4):11.
|
| [1] | ZOU Xuexiao, LI Guochen, TUO Lian, YANG Sha, ZHU Fan, XU Hao, HU Bowen, XIONG Cheng, DAI Xiongze, YUAN Fang. Advantages and Strategies for the High-Quality Development of the Pepper Industry in Southern Xinjiang [J]. Acta Horticulturae Sinica, 2026, 53(1): 303-312. |
| [2] | WANG Guifang, XIANG Kun, XU Haifeng, ZHANG Meiyong, CHEN Xin. A New Walnut Cultivar‘Lukang 9’ [J]. Acta Horticulturae Sinica, 2025, 52(S2): 63-64. |
| [3] | ZHANG Junpei, MENG Bingnan, XU Huzhi, GUO Zhimin, XU Huimin, PEI Dong. A New Walnut Rootstock Cultivar‘Zhongningyi’ [J]. Acta Horticulturae Sinica, 2025, 52(S2): 65-66. |
| [4] | CHEN Xuejun, FANG Rong, ZHOU Kunhua, YUAN Xinjie, LEI Gang, HUANG Yueqin. A New Pepper Cultivar‘Zongla 1’ [J]. Acta Horticulturae Sinica, 2025, 52(S2): 141-142. |
| [5] | BAI Liwei, ZHU Wenchao, HU Mingwen, LIAO Fangfang. A New Pepper Cultivar‘Layan 511’ [J]. Acta Horticulturae Sinica, 2025, 52(S2): 143-144. |
| [6] | HE Liegan, NIE Wuxue, ZOU Fen, WANG Chunqing, YU Junhui, HUANG Xiaomei, HUANG Shuilin, MA Huigang. A New Pepper Cultivar‘Ganla 1’ [J]. Acta Horticulturae Sinica, 2025, 52(S2): 147-148. |
| [7] | HE Liegan, NIE Wuxue, WANG Chunqing, ZOU Fen, YU Junhui, HUANG Xiaomei, HUANG Shuilin, MA Huigang. A New Pepper Cultivar‘Ganla Jiaolong’ [J]. Acta Horticulturae Sinica, 2025, 52(S2): 149-150. |
| [8] | YIN Yanxu, LI Ning, GAO Shenghua, XU Kai, WANG Xiaodi, ZHAN Xiaohui, YUAN Weiling, CHEN Weifang, REN Zhiyong, WANG Fei, YAO Minghua. A New Pocessing Pepper Cultivar‘Eganjiao 105’ [J]. Acta Horticulturae Sinica, 2025, 52(S2): 151-152. |
| [9] | LI Bingheng, ZHOU Shudong, WU Bo, YANG Guangbin, YANG Bozhi, LI Xuefeng, TONG Long. A New High-Quality Fresh-Eating Chili Pepper Cultivar‘Xingshu 211’ [J]. Acta Horticulturae Sinica, 2025, 52(S2): 153-154. |
| [10] | LIU Ziji, QIN Yuling, LIU Weixia, ZHU Dan, YIN Xiaomin, CAO Zhenmu. A New Industrial Hot Pepper Cultivar‘Rela 8’ [J]. Acta Horticulturae Sinica, 2025, 52(S2): 155-156. |
| [11] | LIU Shujun. A New Middle-Late Ripening Pepper Cultivar‘Mlite’ [J]. Acta Horticulturae Sinica, 2025, 52(S1): 115-116. |
| [12] | ZHU Shiyin, TU Guojing, LI Xiang, CAI Rongjing, LIU Xianmei, WANG Can, YANG Ju, XIAO Deqin, RUAN Junguang, Ma Meijian, LIU Ying, YE Guoqiong, HU Debo. New Pepper F1 Hybrid Cultivars‘Zhaojiao 3’and‘Zhaojiao 4’ [J]. Acta Horticulturae Sinica, 2025, 52(S1): 117-118. |
| [13] | ZOU Fen, NIE Wuxue, XIANG Qing, HE Liegan, WANG Chunqing, YU Junhui, HUANG Xiaomei, HUANG Shuilin, MA Huigang. A New Pod Pepper Cultivar‘Yuehong 461’ [J]. Acta Horticulturae Sinica, 2025, 52(S1): 119-120. |
| [14] | LU Jingqi, LIU Feng, ZOU Xuexiao. A New Pepper Cultivar‘Runjianghong 17’ [J]. Acta Horticulturae Sinica, 2025, 52(S1): 121-122. |
| [15] | WANG Guanghua, LI Lei, LIU Ling. A New Processing Pepper Cultivar‘Hongbaota’ [J]. Acta Horticulturae Sinica, 2025, 52(S1): 123-124. |
| Viewed | ||||||
|
Full text |
|
|||||
|
Abstract |
|
|||||
Copyright © 2012 Acta Horticulturae Sinica 京ICP备10030308号-2 国际联网备案号 11010802023439
Tel: 010-82109523 E-Mail: yuanyixuebao@126.com
Support by: Beijing Magtech Co.Ltd