生物技术通报 ›› 2024, Vol. 40 ›› Issue (4): 85-96.doi: 10.13560/j.cnki.biotech.bull.1985.2023-1066
杨淇(), 魏子迪, 宋娟, 童堃, 杨柳, 王佳涵, 刘海燕, 栾维江(), 马轩()
收稿日期:
2023-11-13
出版日期:
2024-04-26
发布日期:
2024-04-30
通讯作者:
栾维江,男,博士,教授,研究方向:植物分子生物学、水稻功能基因组学;E-mail: skylwj@tjnu.edu.cn;作者简介:
杨淇,男,硕士研究生,研究方向:植物分子生物学;E-mail: 18722163533@163.com
基金资助:
YANG Qi(), WEI Zi-di, SONG Juan, TONG Kun, YANG Liu, WANG Jia-han, LIU Hai-yan, LUAN Wei-jiang(), MA Xuan()
Received:
2023-11-13
Published:
2024-04-26
Online:
2024-04-30
摘要:
【目的】组蛋白H1对于染色质高级结构的维持和稳定具有重要作用,研究水稻H1对基因表达的影响,为深入理解水稻H1的生物学调控功能提供依据。【方法】通过半定量RT-PCR与RT-qPCR对水稻4个H1基因进行表达分析,利用CRISPR技术创建水稻H1基因编辑植株,鉴定突变体表型,对突变体进行转录组学分析。【结果】水稻4个H1基因的表达比较广谱,在根中的表达较低;在T0代CRISPR突变体筛选过程中发现H1.1-H1.4发生多种突变;在T1代筛选到一株Osh1.1 Osh1.3 Osh1.4纯合三突变体,该三突变体具有多种发育缺陷,成为转录组分析的材料;进一步在T2代得到三突和四突群体,该群体约25%为白化苗,植株生长迟缓,在响应干旱胁迫方面发生缺陷;对三突变体进行转录组学分析,鉴定到1 055个差异表达基因,显著上调的基因约为下调基因的2.5倍,说明H1可能具有抑制基因表达的功能。【结论】在突变体中,光合作用、胁迫响应、氨基酸代谢和RNA代谢等多种途径均发生调控紊乱;其中,核糖体蛋白和光合作用相关基因显著上调,与干旱胁迫相关的脱氢酶基因显著下调。核糖体途径基因过量表达可能造成蛋白质稳态失调,导致植物发育缺陷。
杨淇, 魏子迪, 宋娟, 童堃, 杨柳, 王佳涵, 刘海燕, 栾维江, 马轩. 水稻组蛋白H1三突变体的创建和转录组学分析[J]. 生物技术通报, 2024, 40(4): 85-96.
YANG Qi, WEI Zi-di, SONG Juan, TONG Kun, YANG Liu, WANG Jia-han, LIU Hai-yan, LUAN Wei-jiang, MA Xuan. Construction and Transcriptomic Analysis of Rice Histone H1 Triple Mutant[J]. Biotechnology Bulletin, 2024, 40(4): 85-96.
引物名称Primer name | 引物序列Primer sequence(5'-3') | 用途Purpose |
---|---|---|
U-F | CTCCGTTTTACCTGTGGAATCG | CRISPR载体构建 CRISPR vector construction |
gR-R | CGGAGGAAAATTCCATCCAC | |
OsH1-T1-gRT1 | TACCTCGGCGTACGGCGGGT | |
OsH1-T1-U6aT1 | ACCCGCCGTACGCCGAGGTAC | |
OsH1-T2-gRT1 | ATGATCAAGGAGGCGATCA | |
OsH1-T2-U6aT1 | TGATCGCCTCCTTGATCATC | |
PpS-GGL | TTCAGAGGTCTCTCTCGACTAGTATGGAATCGGCAGCAAAGG | |
PgS-GG2 | AGCGTGGGTCTCGTCAGGGTCCATCCACTCCAAGCTC | |
PpS-GG2 | AGCGTGGGTCTCGTCAGGGTCCATCCACTCCAAGCTC | |
PgS-GGR | AGCGTGGGTCTCGACCGACGCGTATCCATCCACTCCAAGCTC | |
OsH1.4F2 | AGCCGGCGAAGGAGAAGAAGAAG | 靶点1检测 Target 1 detection |
OsH1.4R2 | GGAGAGCTTGAAGGAGTTCTTG | |
OsH1.3F2 | CTTCGGATAGCGGCAGTAGTCAG | |
OsH1.3R2 | GCGGCAACTTGTAGGAGTTCTTG | |
OsH1.2F | AGGCGGAGGGTGAGAAGGAGAAG | 靶点2检测 Target 2 detection |
OsH1.2R2 | TTCTTCTCCTCGGCAGCCGAC | |
OsH1.1F2 | TTGGGTTTGGCGGCGTCCTTC | |
OsH1.1R2 | CAACTTCTCAGCCATGCTCAC | |
Os04g30420-qRT-F | CAACTTCTCAGCCATGCTCAC | 实时定量PCR RT-qPCR |
Os04g30420-qRT-R | TCTCAACGACTATCTTGCCGG | |
Os08g33710-qRT-F | TACACGCTGTCCCAGATCAAG | |
Os08g33710-qRT-R | TAGAACGCCGGGAACTCGAT | |
Os03g63950-qRT-F | AGCAGCTAGTGAATGTGGACC | |
Os03g63950-qRT-R | AGAGTTGGGGATGGTCTCCTT | |
OsActin-qRT-F | GACTCTGGTGATGGTGTCAGC | |
OsActin-qRT-R | GGCTGGAAGAGGACCTCAGG | |
OsH1.1-qRT-F | GTTAAGGCCTCCTACAAGCTCTC | |
OsH1.1-qRT-R | CTTGGCGACCACCTTCTTCTC | |
OsH1.2-qRT-F | GAAGGTGAAGGCCTCGTTCAAG | |
OsH1.2-qRT-R | CTTGTTGGCCTTCTTGGAGATG | |
OsH1.3-qRT-F | GTGACGAAGACGAAGGCGAC | |
OsH1.3-qRT-R | CTACTTCTTCGCCTTCCGGG | |
OsH1.4-qRT-F | CGACCAAGACCAAGATCAAGGT | |
OsH1.4-qRT-R | CTACTTCATGCTCTTCCTCGCC |
表1 引物信息
Table 1 Primer information
引物名称Primer name | 引物序列Primer sequence(5'-3') | 用途Purpose |
---|---|---|
U-F | CTCCGTTTTACCTGTGGAATCG | CRISPR载体构建 CRISPR vector construction |
gR-R | CGGAGGAAAATTCCATCCAC | |
OsH1-T1-gRT1 | TACCTCGGCGTACGGCGGGT | |
OsH1-T1-U6aT1 | ACCCGCCGTACGCCGAGGTAC | |
OsH1-T2-gRT1 | ATGATCAAGGAGGCGATCA | |
OsH1-T2-U6aT1 | TGATCGCCTCCTTGATCATC | |
PpS-GGL | TTCAGAGGTCTCTCTCGACTAGTATGGAATCGGCAGCAAAGG | |
PgS-GG2 | AGCGTGGGTCTCGTCAGGGTCCATCCACTCCAAGCTC | |
PpS-GG2 | AGCGTGGGTCTCGTCAGGGTCCATCCACTCCAAGCTC | |
PgS-GGR | AGCGTGGGTCTCGACCGACGCGTATCCATCCACTCCAAGCTC | |
OsH1.4F2 | AGCCGGCGAAGGAGAAGAAGAAG | 靶点1检测 Target 1 detection |
OsH1.4R2 | GGAGAGCTTGAAGGAGTTCTTG | |
OsH1.3F2 | CTTCGGATAGCGGCAGTAGTCAG | |
OsH1.3R2 | GCGGCAACTTGTAGGAGTTCTTG | |
OsH1.2F | AGGCGGAGGGTGAGAAGGAGAAG | 靶点2检测 Target 2 detection |
OsH1.2R2 | TTCTTCTCCTCGGCAGCCGAC | |
OsH1.1F2 | TTGGGTTTGGCGGCGTCCTTC | |
OsH1.1R2 | CAACTTCTCAGCCATGCTCAC | |
Os04g30420-qRT-F | CAACTTCTCAGCCATGCTCAC | 实时定量PCR RT-qPCR |
Os04g30420-qRT-R | TCTCAACGACTATCTTGCCGG | |
Os08g33710-qRT-F | TACACGCTGTCCCAGATCAAG | |
Os08g33710-qRT-R | TAGAACGCCGGGAACTCGAT | |
Os03g63950-qRT-F | AGCAGCTAGTGAATGTGGACC | |
Os03g63950-qRT-R | AGAGTTGGGGATGGTCTCCTT | |
OsActin-qRT-F | GACTCTGGTGATGGTGTCAGC | |
OsActin-qRT-R | GGCTGGAAGAGGACCTCAGG | |
OsH1.1-qRT-F | GTTAAGGCCTCCTACAAGCTCTC | |
OsH1.1-qRT-R | CTTGGCGACCACCTTCTTCTC | |
OsH1.2-qRT-F | GAAGGTGAAGGCCTCGTTCAAG | |
OsH1.2-qRT-R | CTTGTTGGCCTTCTTGGAGATG | |
OsH1.3-qRT-F | GTGACGAAGACGAAGGCGAC | |
OsH1.3-qRT-R | CTACTTCTTCGCCTTCCGGG | |
OsH1.4-qRT-F | CGACCAAGACCAAGATCAAGGT | |
OsH1.4-qRT-R | CTACTTCATGCTCTTCCTCGCC |
图1 水稻组蛋白H1的序列和表达分析 A:水稻4个组蛋白H1的氨基酸序列比对,红色靶点1和靶点2为CRISPR突变靶点;B:不同植物组蛋白H1的系统进化树(每个分支为1个H1蛋 白,水稻和拟南芥组蛋白H1分别标记红色和蓝色,Mpo:地钱;Smo:卷柏;Atr:无油樟;Ath:拟南芥;Sly:番茄;Bdi:二穗短柄草);C:水稻H1基因的组织特异性表达;D:RT-PCR检测H1在水稻叶和根中的表达;E:RT-qPCR检测H1在水稻叶和根中的表达
Fig. 1 Sequences and expression analysis of rice histone H1 A: Amino acid sequence alignment of four rice histone H1s, red Target 1 and Target 2 are CRISPR mutagenesis sites. B: Phylogenetic tree of histone H1s from different plants(each branch indicates histone H1, and rice and Arabidopsis histone H1s are marked in red and blue, respectively. Species abbreviations: Mpo: Marchantia polymorpha; Smo: Selaginella moellendorffii; Atr: Amborella trichopoda; Ath: Arabidopsis thaliana; Sly: Solanum lycopersicum; Bdi: Brachypodium distachyon). C: Tissue-specific expressions of rice H1 genes. Expression data is derived from RiceSuperPIRdb database. D: RT-PCR detection of H1 expressions in rice shoot and root. E: RT-qPCR detection of H1 expressions in rice shoot and root
图2 水稻组蛋白H1 CRISPR载体构建 A:含双靶点的pYLCRISPR载体图谱;B:CRISPR载体经Asc I酶切鉴定;M:分子量标记;C:CRISPR载体靶点测序
Fig. 2 Construction of CRISPR vector for rice histone H1 A: Map of pYLCRISPR vector containing two target sites. B: Digestion of CRISPR vector by Asc I. M: Molecular marker. C: Sanger sequencing of CRISPR vector
图4 水稻h1三突变体的测序和表型鉴定 A-C:水稻OsH1.1、OsH1.3和OsH1.4的测序鉴定;D-E:水稻野生型和h1三突变体的表型
Fig. 4 Sequencing and phenotypic characterization of rice h1 triple mutant A-C: Sequencing chromatograms of the mutated genes OsH1.1, osH1.3 and osH1.4. D-E: Phenotypes of WT and h1 triple mutant
图5 水稻组蛋白h1突变体遗传学及T2代表型分析 A:水稻h1突变体的创建过程;T1代三突植株#1用于RNA-seq,另一株三突植株#2用于传代;B:水稻h1突变体T2代幼苗进行干旱胁迫和施加GA表型鉴定;C:不同处理的叶长统计分析;D:不同处理的根长统计分析。* P<0.05
Fig. 5 Rice h1 mutant genetics and phenotypic analysis of T2 generation A: Construction of rice h1 mutant. The T1 triple plant #1 used for RNA-seq analysis, triple plant #2 used for maintaining mutant alleles. B: Drought stress and GA phenotype identification of rice h1 mutant T2. C: Statistics of shoot lengths of different treatments. D: Statistics of root lengths of different treatments. * P<0.05
图6 水稻h1三突变体基因表达分析和基因功能分类 A:野生型和h1突变体基因表达比较;B:h1突变体基因表达分析,FC:变化倍数;C:h1突变体上调基因的功能分类,FDR:错误发现率;D:h1突变体下调基因的功能分类;E:上调基因的网络调控分析,红色圈示核糖体蛋白和叶绿体途径基因;F:下调基因的网络调控分析,红色圈示胁迫途径相关的脱氢酶基因
Fig. 6 Gene expression and GO analysis of rice h1 triple mutant A: Comparison of the gene expressions between WT and h1 mutant. B: Gene expression analysis of h1 mutant. FC: Fold-change. C: GO analysis of up-regulated genes in h1 mutant. FDR: False discovery rate. D: GO analysis of down-regulated genes in h1 mutant. E: Network analysis of up-regulated genes. Red circles indicate ribosomal and chloroplast pathway genes. F: Network analysis of down-regulated genes. Red circles indicate stress-related hydrogenase genes
基因ID Gene ID | 差异倍数log2值 log2 of fold-change | P值 P value | 功能注释 Functional annotation |
---|---|---|---|
LOC_Os03g63950 | 2.701 833 350 | 5.00E-05 | 质体特异性30S核糖体蛋白Plastid-specific 30S ribosomal protein |
LOC_Os01g14070 | 1.560 583 912 | 0.005 65 | 60S核糖体蛋白L18a-1 60S ribosomal protein L18a-1 |
LOC_Os03g37970 | 1.212 029 246 | 0.010 8 | 核糖体蛋白L13 Ribosomal protein L13 |
LOC_Os02g01332 | 1.268 533 286 | 0.011 6 | 核糖体蛋白L6 Ribosomal protein L6 |
LOC_Os01g01060 | 1.178 811 181 | 0.011 7 | 40S核糖体蛋白S5 40S ribosomal protein S5 |
LOC_Os07g10720 | 1.276 663 714 | 0.011 7 | 40核糖体蛋白S15a 40S ribosomal protein S15a |
LOC_Os02g18090 | 1.730 630 752 | 0.013 35 | 线粒体核糖体蛋白L53 Mitochondrial ribosomal protein L53 |
LOC_Os07g08660 | 1.408 912 387 | 0.014 7 | 40S核糖体蛋白S15 40S ribosomal protein S15 |
LOC_Os01g10820 | 1.170 916 250 | 0.015 45 | 核糖体蛋白L5 Ribosomal protein L5 |
LOC_Os04g52361 | 1.177 325 645 | 0.016 1 | 核糖体蛋白S17 Ribosomal protein S17 |
LOC_Os07g42450 | 1.199 616 805 | 0.016 9 | 核糖体蛋白S2 Ribosomal protein S2 |
LOC_Os08g13690 | 1.113 868 750 | 0.017 | 60S核糖体蛋白L7 60S ribosomal protein L7 |
LOC_Os03g60400 | 1.217 299 391 | 0.0175 5 | 40S核糖体蛋白S23 40S ribosomal protein S23 |
LOC_Os07g10300 | 1.591 065 282 | 0.0188 5 | 线粒体28S核糖体蛋白S29相关 Mitochondrial 28S ribosomal protein S29-related |
LOC_Os06g19640 | 1.383 070 486 | 0.0202 50 | 线粒体39S核糖体蛋白L46 Mitochondrial 39S ribosomal protein L46 |
LOC_Os04g28180 | 1.154 726 863 | 0.025 60 | 核糖体蛋白 Ribosomal protein |
LOC_Os02g30050 | 1.052 697 490 | 0.028 70 | 核糖体蛋白L29 Ribosomal protein L29 |
LOC_Os07g10660 | 1.148 487 268 | 0.035 30 | 核糖体蛋白Ribosomal protein |
LOC_Os04g39700 | 1.055 227 902 | 0.040 20 | 60S核糖体蛋白L6 60S ribosomal protein L6 |
LOC_Os02g32760 | 1.570 591 039 | 0.042 45 | 60S酸性核糖体蛋白 60S acidic ribosomal protein |
LOC_Os03g48840 | 3.563 924 435 | 0.042 95 | 核糖体蛋白L18p/L5e家族蛋白 Ribosomal L18p/L5e family protein |
LOC_Os12g38000 | 1.022 593 563 | 0.047 05 | 60S核糖体蛋白L8 60S ribosomal protein L8 |
LOC_Os08g33820 | 2.001 613 891 | 5.00E-05 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os04g38410 | 2.743 324 248 | 5.00E-05 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os02g36850 | 1.942 328 010 | 0.000 60 | 放氧增强蛋白3 Oxygen-evolving enhancer protein 3 |
LOC_Os07g37240 | 1.907 040 368 | 0.000 75 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os09g26810 | 1.457 308 201 | 0.001 75 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os07g36080 | 1.656 294 981 | 0.002 45 | 放氧增强蛋白3结构域蛋白 Oxygen-evolving enhancer protein 3 domain protein |
LOC_Os07g30670 | 1.267 700 635 | 0.014 15 | 2Fe-2S铁硫簇结合域蛋白 2Fe-2S iron-sulfur cluster binding domain protein |
LOC_Os11g13890 | 1.502 035 534 | 0.014 35 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os12g08770 | 1.118 250 231 | 0.021 50 | 光系统I反应中心亚基 Photosystem I reaction center subunit |
LOC_Os08g25720 | 1.467 877 984 | 0.023 85 | 焦磷酸-果糖6-磷酸1-磷酸转移酶亚基 Pyrophosphate-fructose 6-phosphate 1-phosphotransferase subunit |
LOC_Os02g10390 | 1.148 377 518 | 0.029 20 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os06g22060 | 1.526 688 176 | 0.033 45 | 焦磷酸-果糖6-磷酸1-磷酸转移酶亚基 Pyrophosphate-fructose 6-phosphate 1-phosphotransferase subunit |
LOC_Os06g21590 | 1.221 345 436 | 0.043 55 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
表2 显著上调的核糖体蛋白和光合作用基因
Table 2 Significantly up-regulated ribosomal and photosynthesis genes
基因ID Gene ID | 差异倍数log2值 log2 of fold-change | P值 P value | 功能注释 Functional annotation |
---|---|---|---|
LOC_Os03g63950 | 2.701 833 350 | 5.00E-05 | 质体特异性30S核糖体蛋白Plastid-specific 30S ribosomal protein |
LOC_Os01g14070 | 1.560 583 912 | 0.005 65 | 60S核糖体蛋白L18a-1 60S ribosomal protein L18a-1 |
LOC_Os03g37970 | 1.212 029 246 | 0.010 8 | 核糖体蛋白L13 Ribosomal protein L13 |
LOC_Os02g01332 | 1.268 533 286 | 0.011 6 | 核糖体蛋白L6 Ribosomal protein L6 |
LOC_Os01g01060 | 1.178 811 181 | 0.011 7 | 40S核糖体蛋白S5 40S ribosomal protein S5 |
LOC_Os07g10720 | 1.276 663 714 | 0.011 7 | 40核糖体蛋白S15a 40S ribosomal protein S15a |
LOC_Os02g18090 | 1.730 630 752 | 0.013 35 | 线粒体核糖体蛋白L53 Mitochondrial ribosomal protein L53 |
LOC_Os07g08660 | 1.408 912 387 | 0.014 7 | 40S核糖体蛋白S15 40S ribosomal protein S15 |
LOC_Os01g10820 | 1.170 916 250 | 0.015 45 | 核糖体蛋白L5 Ribosomal protein L5 |
LOC_Os04g52361 | 1.177 325 645 | 0.016 1 | 核糖体蛋白S17 Ribosomal protein S17 |
LOC_Os07g42450 | 1.199 616 805 | 0.016 9 | 核糖体蛋白S2 Ribosomal protein S2 |
LOC_Os08g13690 | 1.113 868 750 | 0.017 | 60S核糖体蛋白L7 60S ribosomal protein L7 |
LOC_Os03g60400 | 1.217 299 391 | 0.0175 5 | 40S核糖体蛋白S23 40S ribosomal protein S23 |
LOC_Os07g10300 | 1.591 065 282 | 0.0188 5 | 线粒体28S核糖体蛋白S29相关 Mitochondrial 28S ribosomal protein S29-related |
LOC_Os06g19640 | 1.383 070 486 | 0.0202 50 | 线粒体39S核糖体蛋白L46 Mitochondrial 39S ribosomal protein L46 |
LOC_Os04g28180 | 1.154 726 863 | 0.025 60 | 核糖体蛋白 Ribosomal protein |
LOC_Os02g30050 | 1.052 697 490 | 0.028 70 | 核糖体蛋白L29 Ribosomal protein L29 |
LOC_Os07g10660 | 1.148 487 268 | 0.035 30 | 核糖体蛋白Ribosomal protein |
LOC_Os04g39700 | 1.055 227 902 | 0.040 20 | 60S核糖体蛋白L6 60S ribosomal protein L6 |
LOC_Os02g32760 | 1.570 591 039 | 0.042 45 | 60S酸性核糖体蛋白 60S acidic ribosomal protein |
LOC_Os03g48840 | 3.563 924 435 | 0.042 95 | 核糖体蛋白L18p/L5e家族蛋白 Ribosomal L18p/L5e family protein |
LOC_Os12g38000 | 1.022 593 563 | 0.047 05 | 60S核糖体蛋白L8 60S ribosomal protein L8 |
LOC_Os08g33820 | 2.001 613 891 | 5.00E-05 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os04g38410 | 2.743 324 248 | 5.00E-05 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os02g36850 | 1.942 328 010 | 0.000 60 | 放氧增强蛋白3 Oxygen-evolving enhancer protein 3 |
LOC_Os07g37240 | 1.907 040 368 | 0.000 75 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os09g26810 | 1.457 308 201 | 0.001 75 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os07g36080 | 1.656 294 981 | 0.002 45 | 放氧增强蛋白3结构域蛋白 Oxygen-evolving enhancer protein 3 domain protein |
LOC_Os07g30670 | 1.267 700 635 | 0.014 15 | 2Fe-2S铁硫簇结合域蛋白 2Fe-2S iron-sulfur cluster binding domain protein |
LOC_Os11g13890 | 1.502 035 534 | 0.014 35 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os12g08770 | 1.118 250 231 | 0.021 50 | 光系统I反应中心亚基 Photosystem I reaction center subunit |
LOC_Os08g25720 | 1.467 877 984 | 0.023 85 | 焦磷酸-果糖6-磷酸1-磷酸转移酶亚基 Pyrophosphate-fructose 6-phosphate 1-phosphotransferase subunit |
LOC_Os02g10390 | 1.148 377 518 | 0.029 20 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
LOC_Os06g22060 | 1.526 688 176 | 0.033 45 | 焦磷酸-果糖6-磷酸1-磷酸转移酶亚基 Pyrophosphate-fructose 6-phosphate 1-phosphotransferase subunit |
LOC_Os06g21590 | 1.221 345 436 | 0.043 55 | 叶绿素A-B结合蛋白 Chlorophyll A-B binding protein |
图7 水稻3个基因在h1突变体中的表达发生紊乱 A-C:转录组测序峰图,每个样品两次重复;D-F:RT-qPCR验证。** P<0.01
Fig. 7 Expressions of three genes are disrupted in rice h1 triple mutant A-C: Transcriptomic sequencing peaks, there are 2 replicates for each sample. D-F: RT-qPCR validation. ** P < 0.01
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