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采后常溫貯藏下菠蘿罹病果實轉(zhuǎn)錄組測序分析

2024-12-31 00:00:00張夢卓納琦婷朱長松曹慧劉詩穎史學(xué)群孟蘭環(huán)
熱帶作物學(xué)報 2024年11期
關(guān)鍵詞:病部心病差異基因

摘""要:菠蘿在常溫貯藏過程中易發(fā)生黑心病,為了探索黑心病的發(fā)生機制,選取菠蘿黑心病初期果實的發(fā)病部位和健康部位,每個部位選取3個樣本分別進行測轉(zhuǎn)錄組RNA-Seq分析,對差異基因進行GO、KEGG、各代謝通路基因表達聚類分析和RT-qPCR驗證,對比病部(IB)和健部(WT)的差異基因表達量。通過分析發(fā)現(xiàn),IB"vs"WT共有1037個差異基因,其中上調(diào)886個,下調(diào)130個。GO和KEGG分析發(fā)現(xiàn)氨基酸生物合成差異基因最顯著,而且差異基因數(shù)量占比大;通過聚類分析和RT-qPCR驗證,糖代謝路徑發(fā)現(xiàn)果實發(fā)病后糖酵解、三羧酸循環(huán)(TCA)和氧化磷酸化過程中相關(guān)酶基因表達量顯著上調(diào);植物應(yīng)對外界環(huán)境信號通路發(fā)現(xiàn)抗性酶基因表達量顯著下調(diào),致病蛋白基因表達量顯著上調(diào),抗病蛋白基因表達量顯著下調(diào);抗氧化物質(zhì)通路發(fā)現(xiàn)谷胱甘肽合成基因表達量顯著下調(diào),類黃酮生物合成相關(guān)基因表達量顯著上調(diào),L-抗壞血酸過氧化物酶(APX)基因表達量顯著下調(diào),而L-抗壞血酸氧化酶(AOX)同系物基因表達量顯著上調(diào)。RNA-Seq和RT-qPCR分析結(jié)果表明,菠蘿組織通過顯著上調(diào)糖代謝關(guān)鍵基因加速果實病部糖代謝、顯著上調(diào)表達信號傳導(dǎo)關(guān)鍵通路MAPK途徑中的關(guān)鍵基因以及顯著下調(diào)抗氧化物質(zhì)等代謝通路變化而導(dǎo)致黑心病的發(fā)生。通過這些結(jié)果可以豐富菠蘿黑心病發(fā)生的基因網(wǎng)絡(luò),為后續(xù)菠蘿黑心病相關(guān)基因篩選提供信息參考。

關(guān)鍵詞:常溫貯藏;菠蘿;黑心?。籖NA-Seq分析中圖分類號:S667.9""""""文獻標志碼:A

Transcriptome"Sequencing"Analysis"of"Diseased"Pineapple"Fruits"Stored"at"Room"Temperature"after"Harvest

ZHANG"Mengzhuo,"NA"Qiting,"ZHU"Changsong,"CAO"Hui,"LIU"Shiying,"SHI"Xuequn,"MENG"Lanhuan*

School"of"Food"Science"and"Engineering,"Hainan"University,"Haikou,"Hainan"570228,"China

Abstract:"Pineapple"is"prone"to"intern"browning"during"storage"at"room"temperature."Diseased"and"healthy"parts"of"pineapple"at"early"stage"of"intern"browning"were"used"to"explore"the"mechanism"of"the"disease."Three"samples"from"each"part"were"used"for"transcriptome"RNA-Seq"analysis."GO,"KEGG,"cluster"analysis"of"gene"expression"in"various"metabolic"pathways,"and"RT-qPCR"validation"on"differential"genes"were"performed"and"the"differential"gene"expression"levels"between"the"diseased"(IB)"and"healthy"(WT)"parts"were"compared."IB"vs"WT"had"1037"differentially"expressed"genes,"of"which"886"were"up-regulated"and"130"were"down-regulated."GO"and"KEGG"analysis"found"that"the"differentially"expressed"genes"in"amino"acid"biosynthesis"were"the"most"significant,"and"the"proportion"of"differentially"expressed"genes"was"large."Cluster"analysis"and"RT-qPCR"validation"found"that"the"sugar"metabolism"pathway"significantly"up-regulated"the"expression"levels"of"related"enzyme"genes"in"glycolysis,"tricarboxylic"acid"cycle"(TCA),"and"oxidative"phosphorylation"processes"after"fruit"disease"onset."The"response"of"plants"to"external"environmental"signaling"pathways"revealed"a"significant"down-regulation"of"resistance"enzyme"gene"expression,"a"significant"up-regulation"of"pathogenic"protein"gene"expression,"and"a"significant"down-regulation"of"resistance"protein"gene"expression."The"antioxidant"pathway"revealed"significant"down-regulation"of"glutathione"synthesis"gene"expression,"significant"up-regulation"of"flavonoid"biosynthesis"related"gene"expression,"significant"down-regulation"of"L-ascorbate"peroxidase"(APX)"gene"expression,"and"significant"up-regulation"of"L-ascorbate"oxidase"(AOX)"homologous"gene"expression."RNA-Seq"and"RT-qPCR"analysis"indicated"that"pineapple"tissue"significantly"up-regulated"key"genes"in"sugar"metabolism"to"accelerate"sugar"metabolism"in"fruit"disease"part,"significantly"up-regulated"key"genes"in"the"MAPK"signaling"pathway,"and"significantly"down-regulated"metabolic"pathway"changes"such"as"antioxidant"substances,"leading"to"pineapple"intern"browning."The"results"could"enrich"the"gene"network"of"pineapple"intern"browning"and"provide"a"valuable"reference"for"the"subsequent"gene"screening"of"pineapple"intern"browning.

Keywords:"room"temperature"storage;"pineapple;"intern"browning;"RNA-Seq"analysis

DOI:"10.3969/j.issn.1000-2561.2024.11.006

菠蘿(Ananas"comosus"L.),屬鳳梨屬,又名鳳梨,僅次于香蕉和芒果的第三大熱帶水果,是世界四大名果之一[1-2]。原產(chǎn)于南美洲巴西、巴拉圭[3],現(xiàn)已在熱帶地區(qū)廣泛種植。菠蘿深受消費者喜愛,它風(fēng)味獨特,富含膳食纖維、有機酸、維生素B1、維生素C、類胡蘿卜素、鉀及多種礦物質(zhì)等物質(zhì)[4],其中菠蘿蛋白酶是一種促消化和抗炎的物質(zhì)[5-7]。中國的菠蘿產(chǎn)地面積位居世界第4位,產(chǎn)量為世界第6位,雖然我國是菠蘿生產(chǎn)和消費大國,但仍不是菠蘿貿(mào)易強國[8-9]。

菠蘿黑心?。╞lack"heart),也稱內(nèi)部褐變?。╥nternal"browning,"IB),是一種生理代謝失調(diào)病[10],一般從果實外部無法觀察,切開果實才能發(fā)現(xiàn)。黑心病初發(fā)時,在果實基部的果心兩側(cè)出現(xiàn)水漬狀斑點,之后斑點顏色變暗、范圍變大;發(fā)展嚴重時,病斑聯(lián)合一起,使大部分果肉褐變[11]。研究發(fā)現(xiàn),果實內(nèi)部褐變與酚類物質(zhì)氧化成醌類、活性氧(reactive"oxygen"species,"ROS)、膜脂過氧化等有關(guān)[12-13]。目前證明可延緩黑心病的方法包括氯化鈣[14]、熱誘導(dǎo)[15]、水楊酸[16]、1-甲基丙烯(1-methylcyclopropene,"1-MCP)[17-18]和打蠟協(xié)同效應(yīng)[19]、外源抗壞血酸[20]等處理,但仍難以實現(xiàn)廣泛應(yīng)用,黑心病仍是影響菠蘿商品價值和流通性的主要病害。

2015年福建農(nóng)林大學(xué)首次破譯了菠蘿基因組[21],在菠蘿基因組的研究取得了很大的進展,但目前多是對菠蘿幼苗、花進行測序來研究果實生長發(fā)育[22-24],菠蘿果實黑心病相關(guān)基因的研究甚少,僅發(fā)現(xiàn)AcPPO[25]、AcGA2ox[26]、AcCYS1[27]和AcPLD2/9[28]等可能與黑心病相關(guān),且其功能也未進行驗證。

因此,我們對常溫貯藏6"d發(fā)病初期果實的病部和健部進行轉(zhuǎn)錄組RNA-Seq分析,其主要包括:首先對測序結(jié)果進行總體數(shù)據(jù)可行性證明;然后對差異基因進行基因本體論(gene"ontology,"GO)基因功能注釋和京都基因與基因組百科全書(Kyoto"Encyclopedia"of"Genes"and"Genomes,"KEGG)富集分析得到主要的代謝通路;最后對糖代謝、植物應(yīng)對外界環(huán)境的信號通路和抗氧化物質(zhì)相關(guān)通路進行差異基因聚類分析,可得到菠蘿果實黑心病發(fā)生路徑。本研究對黑心病如何發(fā)生有了更全面的了解,同時可得到一些相關(guān)基因,為今后通過分子手段控制黑心病發(fā)生提供新思路。

1""材料與方法

1.1""材料

巴厘菠蘿(Ananas"comosus"cv."Comtede"Paris)于2021年10月采收于海南省瓊海市,并于3"h內(nèi)送至海南大學(xué)食品科學(xué)與工程學(xué)院采后果蔬保鮮實驗室進行貯藏,挑選果實大小均一,無病害果實。果實貯藏于(25±1)"℃,相對濕度(RH)為(85±5)%環(huán)境。貯藏6"d后選取初期發(fā)病果實,取其病部和健部(圖1),分別取3組,每組3個果實,迅速置于液氮中凍樣,用干冰運輸,送至天津諾禾致源科技有限公司進行有參轉(zhuǎn)錄組測序分析。健部(WT):C1、C2、C3,病部(IB):IB1、IB2、IB3。

1.2""方法

1.2.1""樣品收集和準備""使用Agilent"2100"bioanalyzer精確檢測RNA完整性和總量;然后構(gòu)建文庫,后進行質(zhì)檢;質(zhì)檢合格后上機進行Illumina測序。

1.2.2""測序數(shù)據(jù)分析""首先對原始數(shù)據(jù)中質(zhì)量較低的reads進行過濾,得到高質(zhì)量的clean"data。然后使用HISAT2"v2.0.5構(gòu)建參考基因組的索引,并使用HISAT2"v2.0.5將配對末端clean"reads與參照基因組比對;采用StringTie(1.3.3b)進行新基因預(yù)測;對于有生物學(xué)重復(fù)的樣本,使用DESeq2(1.20.0)軟件進行差異表達分析。通過clusterProfiler(3.8.1)軟件進行差異表達基因的GO和KEGG"富集分析。

1.2.3""實時熒光定量PCR分析""首先,用天根多糖多酚RNA試劑盒提取菠蘿果實病部和健部果實RNA;接著使用天根FastKing"gDNA"Dispelling"RT"SuperMix試劑盒反轉(zhuǎn)錄合成cDNA;最后利用網(wǎng)站https://primer3.ut.ee/設(shè)計特異性引物(表1),然后通過天根FastReal"qPCR"PreMix(SYBR"Green)試劑盒進行PCR反應(yīng),反應(yīng)程序:95"℃預(yù)變性5"min;95"℃變性10"s,60"℃退火30"s,72"℃延伸30"s,40個循環(huán);最后72"℃延伸10"min。按照2-ΔΔCt方法計算[29]。

1.3""數(shù)據(jù)處理

采用Graphpad"prism"10.1軟件對數(shù)據(jù)進行方差分析和相關(guān)性分析。

2""結(jié)果與分析

2.1""轉(zhuǎn)錄組數(shù)據(jù)質(zhì)量評估

對各樣本進行轉(zhuǎn)錄組數(shù)據(jù)質(zhì)量評估發(fā)現(xiàn),WT和IB組間的樣本分散,組內(nèi)3個樣本聚集,表明樣本間生物學(xué)重復(fù)好(圖2A);盒型圖(圖2B)可直觀地看到各樣本的基因分布情況,每個樣本從下往上可以看出基因分布越來越少。樣本間相關(guān)性均大于0.8,組內(nèi)相關(guān)性數(shù)值相近,組間相關(guān)性數(shù)值差值大(圖2C),表明樣本可靠,可用于后續(xù)分析。

2.2""差異表達基因數(shù)目

差異基因數(shù)目分析發(fā)現(xiàn),WT和IB組共有基因為14"586個(圖3A);IB"vs"WT的差異表達基因有1037個,其中上調(diào)基因886個,下調(diào)基因130個,上調(diào)基因的數(shù)量遠大于下調(diào)基因(圖3B)。

2.3""GO和KEGG富集分析

GO"分析發(fā)現(xiàn)(圖4A),分子功能(molecular"function,"MF)顯著性富集,其中輔酶結(jié)合(coenzyme"binding)基因顯著上調(diào)且差異基因數(shù)量最多;生物過程(biological"process,"BP)顯著性次之,其中藥物代謝過程(drug"metabolism"process)基因顯著上調(diào)且差異基因數(shù)量最多;細胞成分"(cellular"components,"CC)無顯著性富集。

KEGG代謝通路中(圖4B),氨基酸生物合成(amino"acid"biosynthesis)通路中基因表達差異倍數(shù)最高且差異基因數(shù)最多(22個),其次為苯丙氨酸、酪氨酸和色氨酸生物合成(biosynthesis"of"phenylalanine,"tyrosine"and"tryptophan)(9個),氨基糖和核苷酸糖代謝(amino"sugar"and"nucleotide"sugar"metabolism)(11個),苯丙烷類生物合成(phenylpropane"biosynthesis)(9個)等。

2.4""糖代謝路徑分析

菠蘿是糖含量豐富的水果之一,有研究表明果實褐變會加速糖代謝,糖含量降低[30-31],對糖的3個生物氧化過程分析發(fā)現(xiàn)。首先,糖酵解中葡萄糖在有氧條件下丙酮酸激酶基因(109727427、109726650、109726809、109710080、109722348)表達上調(diào)生成烯醇式酮酸,之后在非酶促反應(yīng)下生成丙酮酸;在無氧條件下,乳酸脫氫酶基因(109727043)表達上調(diào)生成乳酸,丙酮酸脫羧酶基因(109719677)表達上調(diào)生成乙醛,乙醇脫氫酶基因(109706271、109720821、109721267)上調(diào)表達生成乙醇(圖5A)。

然后,糖酵解生成的丙酮酸可以通過丙酮酸激酶催化生成乙酰CoA進入三羧酸循環(huán)(tricarboxylic"acid"cycle,"TCA)(圖5B),其關(guān)鍵酶檸檬酸合酶基因(109710242、109708439、109710921、109724956)上調(diào)表達,異檸檬酸脫氫酶基因(109716911、109710820)上調(diào)表達,а-酮戊二酸脫氫酶基因(109723651、109725790)上調(diào)表達,表明機體會加速代謝以獲取能量。

最后,在線粒體內(nèi)膜糖、脂或氨基酸發(fā)生氧化磷酸化(圖5C),共有5個系統(tǒng)。復(fù)合體Ⅰ中NADH-Q還原酶基因(109709714、109703559、109709706、109711193、109723703、109716813、109719455、109708116、109703616、109708945、109728114、109727605)上調(diào)表達;復(fù)合體Ⅱ中琥珀酸-Q還原酶基因(109710134)上調(diào)表達;復(fù)合體Ⅲ細胞色素還原酶基因(109726546、109728610、109723560)上調(diào)表達;復(fù)合體Ⅳ細胞色素氧化酶基因(109703608、109716203、109722390、109711772、109725159、109725842、109717914)上調(diào)表達;復(fù)合體ⅤATP合酶基因(109720628、109710804、109722176、109712983、109715104、109710439、109705107、109718567、109712204)上調(diào)表達。

綜上,果實病部糖酵解、TCA和氧化磷酸化過程相關(guān)基因表達上調(diào),與果實發(fā)病呈正相關(guān)。

2.5""植物應(yīng)對外界環(huán)境的信號通路

MAPK主要與植物應(yīng)對外界環(huán)境刺激和植物激素有關(guān)。幾丁質(zhì)酶可以參與植物發(fā)育調(diào)控和抗病性,IB"vs"WT幾丁質(zhì)酶基因(109713885)表達量上升;蛋白激酶參與調(diào)節(jié)機體復(fù)雜功能,絲氨酸、蘇氨酸蛋白激酶基因(109726387、109726511)顯著上調(diào);過氧化氫酶基因(catalase,"CAT)(109707674)顯著下調(diào)表達(圖6A)。

植物激素主要包括乙烯(ethylene,"EI)、生長素(auxin,"IAA)、赤霉素(gibberellin,"GA)、脫落酸(abscisic"acid,"ABA)。研究已經(jīng)表明植物激素代謝和相關(guān)的信號轉(zhuǎn)導(dǎo)系統(tǒng)可能與褐變有關(guān)[32]。且研究發(fā)現(xiàn)脫落酸和赤霉素與植物褐變紊亂過程相關(guān)[33]。類脫落酸受體基因PYL5(109727857)顯著上調(diào),表明在果實病部感受ABA信號增強,會促進下游基因表達,開啟ABA信號通路,調(diào)控植物抗逆性(圖6B)。

研究發(fā)現(xiàn)活性氧(ROS)與植物病原相互作用有關(guān)[34],并且可能與黑心病發(fā)生相關(guān)。類致病相關(guān)蛋白基因PRB1-3(109715689)顯著上調(diào)表達,類抗病蛋白基因RPM1(109715970)下調(diào)表達,表明果實發(fā)病后ROS增加,但呼吸爆發(fā)氧會消除ROS對細胞產(chǎn)生的毒害作用,呼吸爆發(fā)氧化酶同源蛋白(A、B、C和E)基因(109717636、109728108、109722976、109704560)都上調(diào)表達。其次,當植物細胞受到外界刺激后,機體會產(chǎn)生熱休克蛋白來抵抗壓力,熱休克蛋白基因(109721392、109728698、109727398)下調(diào)表達;WRKY家族基因和植物抗性有關(guān),當植物受到外界壓力刺激后該家族基因會大量表達,轉(zhuǎn)錄因子WRKY26基因(109709450)上調(diào)表達;鈣是一種細胞膜上的次級調(diào)節(jié)分子,類鈣調(diào)素基因(109713066、109726233)也顯著上調(diào)表達,表明機體在果實發(fā)病后會啟動鈣離子調(diào)節(jié)系統(tǒng)(圖6C)。

2.6""抗氧化物質(zhì)相關(guān)通路分析

次生代謝苯丙烷生物合成途徑是酚類和黃酮類化合物等抗氧化物質(zhì)合成途徑,可抑制果實褐變。4-香豆酸-CoA連接酶參與催化類黃酮物質(zhì)合成,其相關(guān)基因(109711909、109720819、109711565、109713679、109713578)上調(diào)表達,可能會加快催化類黃酮物質(zhì)的合成(圖7A);黃酮和異黃酮都是黃酮類化合物,都屬于抗氧化物質(zhì)。查爾酮合成酶(chalcone"synthase,"CHS)是將苯丙烷代謝途徑引向黃酮類化合物的合成第一關(guān)鍵酶,但是CHS基因表達下調(diào),可能影響類黃酮的生物合成。查爾酮異構(gòu)化酶(chalcone"isomerase,"CHI)是進入異黃酮代謝的關(guān)鍵酶,CHI基因(109719166、109719641)上調(diào)表達,其基因表達量升高(圖7C)。苯丙氨酸解氨酶(pheny lalanine"ammonia-lyase,"PAL)是酚類物質(zhì)合成的相關(guān)酶,PAL基因109727686顯著下調(diào)表達,而109713835上調(diào)表達,但下調(diào)基因FPKM值遠大于上調(diào)基因(圖7A)。過氧化物酶(peroxidase,"POD)基因中既有上調(diào)基因,也有下調(diào)基因(圖7A),研究發(fā)現(xiàn)POD是一個雙向酶,既可氧化[35],又可抗氧化[36]。

谷胱甘肽是一種還原劑,參與機體氧化還原反應(yīng),抑制果實褐變。γ-谷氨酰環(huán)化轉(zhuǎn)移酶基因(109725671、109724587)上調(diào)表達,而5-氧代脯氨酸酶基因(109708431)下調(diào)表達,γ-谷氨酰半胱氨酸合成酶基因(109708663)下調(diào)表達(圖7B),果實發(fā)病后谷胱甘肽合成途徑上相關(guān)酶基因表達量降低。

抗壞血酸是一種抗氧化物質(zhì),可抑制黑心病的發(fā)生。菠蘿果實中抗壞血酸含量豐富,為47.8"mg/100"g[30],對抗壞血酸和醛酸代謝變化分析,發(fā)現(xiàn)L-抗壞血酸過氧化物酶(L-ascorbate"peroxidase,"APX)基因(109727824)顯著下調(diào)表達,而且L-抗壞血酸氧化酶(L-ascorbate"oxidase,"AOX)同系物(109719227)顯著上調(diào)表達(圖7D),可能病部果實抗氧化酶能力下降。

2.7""不同通路關(guān)鍵基因表達分析

為了驗證轉(zhuǎn)錄組數(shù)據(jù),從不同路徑中篩選共30個關(guān)鍵基因,通過RT-qPCR對果實病部和健部果實的30個基因轉(zhuǎn)錄水平進行分析。結(jié)果表明,糖代謝路徑中TCA循環(huán)、丙酮酸代謝和氧化磷酸化關(guān)鍵基因在果實病部均顯著上調(diào)表達(圖8A),表明果實發(fā)病后機體能量代謝旺盛。MAPK信號通路中蘇氨酸蛋白激酶、致病蛋白脫落酸受體基因在果實病部顯著上調(diào)表達,而抗性基因(如抗病基因和過氧化氫酶)顯著下調(diào)表達(圖8B)??寡趸房寡趸窹AL和APX在病部顯著下調(diào)表達,氧化酶AOX顯著上調(diào)表達(圖8C),表明果實發(fā)病后的抗病能力下降。這些結(jié)果也與轉(zhuǎn)錄組數(shù)據(jù)一致。

2.8""黑心病路徑分析

菠蘿果實內(nèi)部容易發(fā)生黑心病,而且其發(fā)生是由多種原因造成的,通過RNA-Seq分析得到黑心病可能與多個代謝通路有關(guān)。當早期果實受到外界刺激時,可誘導(dǎo)呼吸爆發(fā)氧化酶和熱激蛋白進行抵抗;發(fā)病后果實病部致病相關(guān)的蛋白基因顯著上調(diào)表達,抗病蛋白基因顯著下調(diào)表達,可導(dǎo)致果實內(nèi)部ROS增加,但MAPK途徑可以通過調(diào)節(jié)幾丁質(zhì)酶、蛋白激酶和過氧化氫酶來抑制ROS產(chǎn)生;轉(zhuǎn)錄因子WRKY可調(diào)節(jié)細胞膜上的Ca2+信號通路;菠蘿果實糖含量高,發(fā)病后糖代謝在有氧和無氧條件下相關(guān)基因表達顯著升高;脫落酸受體基因表達顯著升高,促進下游基因表達,調(diào)控果實抗逆性;抗氧化通路中合成黃酮相關(guān)基因表達下調(diào),但是異黃酮相關(guān)基因表達上調(diào);合成谷胱甘肽相關(guān)基因下調(diào),抗壞血酸和醛酸代謝通路中生成APX的相關(guān)基因顯著下調(diào)表達,而AOX的相關(guān)基因顯著上調(diào)表達(圖9)。

3""討論

本研究通過RNA-Seq分析菠蘿黑心病發(fā)病的差異基因,獲得參與菠蘿黑心病發(fā)病基因的基因網(wǎng)絡(luò),篩選出菠蘿黑心病相關(guān)的候選基因,以通過分子生物手段改善菠蘿黑心病。

3.1""糖代謝的生物氧化3個過程通路

有研究表明,荔枝在成熟過程中會產(chǎn)生大量乙醛和乙酸,加速發(fā)酵過程[37]。通過糖酵解分析可知,糖酵解在無氧條件下生成乙醛和乙酸的酶表達量升高,有氧條件下糖酵解生成的丙酮酸可以進入TCA循環(huán),同樣TCA過程中關(guān)鍵酶基因表達量顯著上調(diào),同時果實發(fā)病后氧化磷酸化途徑中多種酶基因表達量也發(fā)生顯著上調(diào),說明果實發(fā)病后植物細胞代謝加快,需要更多的能量。

3.2""植物應(yīng)對外界環(huán)境的信號通路

MAPK途徑與植物體免疫、應(yīng)對環(huán)境壓力和正常的生長發(fā)育[38-40]有關(guān)。果實發(fā)生黑心病后,抗性酶基因表達量顯著下調(diào)。類脫落酸受體基因PYL5表達量顯著升高,可能會調(diào)控植物抗逆性。研究發(fā)現(xiàn),機體會在早期大量表達熱休克蛋白和呼吸爆發(fā)氧化酶來抵抗外界刺激[41-42],菠蘿病部致病蛋白基因顯著上調(diào)表達。

3.3""抗氧化物質(zhì)相關(guān)通路

果實品質(zhì)劣變與抗氧化物質(zhì)含量有關(guān),鮮切茄子褐變會使抗氧化物質(zhì)GSH、ASA含量降低[43]。果實發(fā)病后,抗氧化物質(zhì)代謝通路谷胱甘肽合成基因表達下調(diào),黃酮生物合成途徑基因下調(diào)表達,L-抗壞血酸過氧化物酶(APX)基因顯著下調(diào)表達,但L-抗壞血酸氧化酶同系物基因顯著上調(diào)表達,總體來說,果實發(fā)病后相關(guān)抗氧化物質(zhì)基因表達量降低,但氧化性物質(zhì)基因表達量升高,這將會使果實衰老加速,病情惡化。

綜上所述,本研究從RNA-Seq數(shù)據(jù)中選擇3個與菠蘿黑心病相關(guān)的路徑,對其差異進行聚類和定量驗證分析,發(fā)現(xiàn)菠蘿果實發(fā)病后,病部糖酵解、TCA和生物氧化過程相關(guān)基因表達量顯著上調(diào)、抗性蛋白基因表達顯著下調(diào),致病蛋白基因表達顯著上調(diào),抗氧化相關(guān)酶基因表達顯著下調(diào),氧化酶基因表達顯著上調(diào)。通過上述分析可以選擇與黑心病相關(guān)的候選基因,以豐富菠蘿黑心病的基因網(wǎng)絡(luò)。

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