筛选差异表达基因和蛋白质的方法进展

分离和鉴定差异表达基因和蛋白质不仅有助于发现基因和蛋白质的功能,更有助于揭示某些疾病的发生机理.目前筛选差异表达基因的方法主要有差异显示PCR方法(differential display RT-PCR,DDRT-PCR)、消减杂交法(subtractive hybridization,SH)、基因芯片技术(DNA chip technique)和基因表达的系统分析(serial analysis of gene expression,SAGE)等,其中消减杂交法中又先后建立了代表性差异分析技术(representational difference analysis,RDA)、抑制消减杂交法(suppression subtractive hybridization,SSH)和获得全长基因的消减杂交法(full-length-gene-obtainable subtractive hybridization).筛选差异表达蛋白质的方法主要有双向电泳技术(two-dimentional gel electrophoresis)和噬菌体全套抗体库技术(phage display antibody repertoire library technique).这些方法各有特点,各有利弊,研究者可根据自己的需要选择适合于自己的方法.     

基于蛋白质互作评价差异表达基因的重复性

利用高通量基因表达谱数据可以识别在肿瘤与正常组织中差异表达的基因,为研究癌机理提供重要的线索。目前,在研究同种癌型的不同实验中发现的差异表达基因的交叠比例很低。这种高通量基因表达谱数据低重复性的现象严重制约了基因芯片在癌症研究中的应用。然而,已有研究表明从研究同种癌型的不同实验数据中得到的不交叠的差异表达基因倾向于扰动相同的功能。因此,在评价差异表达基因重复性时,应考虑其在生物学功能上的一致性。本文结合基因共表达和蛋白质互作关系,设计了功能重复性指标来评价差异表达基因列表的可重复性。通过分析两套卵巢癌数据,发现对同种癌型得到的差异表达基因具有很高的功能一致性(p<0.0001)。结果表明,在功能水平上评估差异表达基因的一致性具有合理性。     

用改进的差别显示法克隆R6大鼠细胞的癌相关基因

为了识别参与细胞癌变的基因,本文选择p53135-val-过表达正常细胞系R6#13-8及其自发转化癌变细胞系T2作为研究材料,在克隆差异表达基因的同时,建立了一种简单、快速的差异表达基因分离的方法,并已克隆到2个与细胞癌变相关的候选新基因。本文所得的实验结果表明这种方法实验步骤简单,避免使用同位素,RT-PCR扩增带的重复性好,能克隆到大于500bp的差异表达cDNA片段,差异表达的PCRcDNA片段假阳性率低,并可广泛适用于在两个或两个以上相对应真核细胞RNA群体中分离和克隆特异表达基因。研究结果还提示在R6#13-8自发转化为T2的过程中涉及多个基因的激活与失活,这两个细胞系之间存在明显的基因表达差异。     

基于生物信息学分析的非小细胞肺癌诊断预后相关基因的筛选

为了从基因层面探讨非小细胞肺癌(non-small cell lung cancer, NSCLC)发生发展的内在机制,筛选与NSCLC诊断、预后相关的基因,为NSCLC分子机制的进一步研究提供生物信息学依据,利用生物信息学方法对GEO数据库和TCGA数据库的数据集进行合并分析,筛选NSCLC组织与正常肺组织之间的差异表达基因(differentially expressed genes, DEGs),并对所取交集的DEGs进行基因集富集分析(gene set enrichment analysis, GSEA)、基因本体论(gene ontology, GO)分析、KEGG (kyoto encyclopedia of genes and genomes)通路富集分析、蛋白质相互作用(protein-protein interaction, PPI)分析、ROC曲线诊断效能分析及LASSO生存分析。文中共筛选出240个DEGs,主要涉及核分裂、染色体分离等生物学过程。GSEA分析结果显示,富集的通路主要涉及DNA修复和细胞周期。从PPI网络中筛选出20个hub基因, ROC结果显示, UBE2C (AUC=0.939)、TOP2A(AUC=0.927)、RRM2 (AUC=0.927)、CCNB1 (AUC=0.928)、MKI67 (AUC=0.930)、AURKA (AUC=0.931)、MELK(AUC=0.950)相对具有较高的诊断价值, LASSO COX回归结果则显示IL6、KIAA0101、MKI67、TPX2、AURKA、CDKN3及CDCA5与NSCLC患者的预后强相关。本研究结果表明, ZWINT、KIF2C、MELK、CDCA5可能在NSCLC中发挥着重要的作用,为阐明NSCLC的分子机制提供了新思路。     

4周中等强度有氧运动诱导大鼠心房肌蛋白质组差异表达的研究

目的：探讨中等强度有氧运动对大鼠心房肌蛋白质组及其基因差异表达的影响,为运动心脏重塑和慢性心血管疾病康复研究提供研究依据。方法：20只雄性SD大鼠按照体重随机配对分为对照组、实验组（n=10）,实验组大鼠每次按照速度24 m·min^-1、持续训练40 min （负荷强度相当于60%~70% VO_2max）,每周训练6 d,持续训练4周中等强度有氧运动。应用双向凝胶电泳技术（2-DE）分离心房肌蛋白质点,串联飞行时间质谱仪技术鉴定电泳结果中表达量上调≥5倍以上,下调至1/5以下的13个备选目标蛋白质点。并对其中6个目标蛋白质用逆转录-聚合酶链式反应（RT-PCR）技术检测其mRNA。结果：通过软件分析,实验组与对照组比较,其中表达量下调至20%以下的点8个,上调5倍及以上点有5个,质谱鉴定分析其中的13个蛋白质点,最终鉴定出8种蛋白质和一个分子量为54 KDa的未知蛋白,包括：丙酮酸脱氢酶E1α1、线粒体乌头酸水合酶、蛋白质二硫键异构酶A3、甲基丙二酸半醛脱氢酶、线粒体二氢硫辛酸脱氢酶、异戊酰辅酶A脱氢酶、谷胱甘肽合成酶、丝裂素活化蛋白激酶3等。RT-PCR检测结果表明,与对照组相比,4周中等强度有氧运动后,大鼠心房肌中甲基丙二酸半醛脱氢酶的mRNA表达量降低（P﹤0.05）,线粒体二氢硫辛酸脱氢酶、蛋白质二硫键异构酶A3、线粒体乌头酸水合酶、谷胱甘肽合成酶的mRNA表达量降低（P>0.05）;异戊烯辅酶A脱氢酶的mRNA表达量增高（P>0.05）,表明mRNA表达水平与质谱鉴定结果的变化不完全一致。结论：4周的中等强度有氧运动诱导大鼠心房肌蛋白质组发生显著变化,有13个明显变化的目标蛋白,多数为能量物质代谢酶,这些目标蛋白质的变化与其mRNA表达量的变化并不完全一致,表明中等强度运动可能影响这些目标蛋白质上游基因转录的调控,也可影响下游翻译﹑修饰等的调控,导致表达的差异变化。     

长期中小强度有氧运动对大鼠左心室肌蛋白质组差异表达的影响*

目的:探讨长期中小强度有氧运动对大鼠左室肌蛋白质组差异性表达的影响,筛选出对中小强度有氧运动刺激敏感的目标蛋白质,丰富运动健身的基础理论及为慢性心血管疾病的康复治疗提供新的思路和实验依据。方法:20只雄性SD大鼠随机分为运动组(E组)和对照组(C组)(n=10)。建立大鼠长期中小强度有氧运动跑台训练模型,采用双向凝胶电泳(2-DE)对大鼠左心室肌全蛋白样品进行分离。采用串联飞行时间质谱蛋白质仪对部分分离后差异表达量上调大于5倍或下调超过80%的蛋白质点进行质谱鉴定。结果:与C组比较,E组大鼠心脏重量指数(HWI)增加了32.0%,具有显著性差异(P＜0.05);与C组比较,E组有71个蛋白质点表达上调≥2倍或下调≥50%,对4个表达上调≥5倍或下调大于等于80%的蛋白质点进行质谱鉴定,鉴定出3个蛋白质和1个未知蛋白质。结论:长期中小强度有氧运动后,大鼠心脏发生了良好的适应性改变;大鼠左心室肌蛋白质组发生了明显变化,长期中小强度有氧运动能有效增强大鼠心肌抗氧化能力。     

基于高通量转录组测序的草鱼雌雄性腺差异表达基因分析

草鱼雌性个体生长优势明显高于雄性,挖掘精巢和卵巢差异表达的功能基因对草鱼生殖调控具有重要的价值及应用前景。采用Illumina HiSep 2500转录组测序技术分别对12月龄的3尾雌性草鱼和3尾雄性草鱼的性腺组织的mRNA进行测序分析,精巢和卵巢共得到8 363个差异表达基因。与卵巢相比,精巢上调基因6 446个(77%),下调基因1 917个(23%),差异明显。将上述差异基因在Nr、GO和KEGG数据库进行比对,获得48种Go功能注释分类和313条KEGG代谢通路。分析发现,Go功能分类中"绑定"功能富集差异基因的数量最多,占总数的15.8%;KEGG代谢通路中"信号转导"通路富集差异基因的数量最多,占总数的10.2%。结合转录本数据,挑选与草鱼性腺发育相关的关键差异基因Dmrt1、amh、foxl2、cyp19a1a进行分析,研究显示,与卵巢相比,Dmrt1和amh基因在草鱼精巢中极显著高表达(p0.01);与精巢相比,cyp19a1a和foxl2基因在草鱼卵巢中显著高表达(p0.05),与转录组数据分析结论一致,说明Dmrt1和amh基因与早期草鱼精巢发育调控相关,cyp19a1a和foxl2基因与早期草鱼卵巢发育调控相关。本实验为进一步了解草鱼性别基因的调控机理提供数据依据。     

结核分枝杆菌感染人源树突状细胞的蛋白质表达谱

在结核分枝杆菌(Mycobacteriumtuberculosis,MTB)的感染中,树突状细胞(Dendriticcells ,DCs)的应答反应是机体起始免疫应答的关键。因此,利用双向电泳技术(Two_dimensionalelectrophoresis,2_DE)对人源树突状细胞受结核分枝杆菌H37RvATCC 2 72 94菌株感染前后的全细胞蛋白表达图谱进行差异比较和分析,发现其中产生差异的有4 5个蛋白质斑点,利用基质辅助激光解析电离串联飞行时间质谱技术对其中4个表达明显上调的蛋白质斑点进行分析鉴定,获得4个明确的肽指纹图谱,通过在数据库中检索分析,确定这4个蛋白质分别为人亚砷酸诱导ATP酶I(HumanArsenite_stimulatedATPase ,hASNA_I) ,膜联蛋白IV(AnnexinIV) ,γ_肌动蛋白(γ_actin) ,热休克蛋白2 7(Heatshockprotein2 7,HSP2 7)。上述发现有助于了解结核分枝杆菌入侵早期导致的树突状细胞蛋白质组表达变化,为深入研究结核分枝杆菌 宿主相互作用提供了探索方向     

nm23-H1基因转染前后人高转移大细胞肺癌细胞株双向凝胶电泳图谱分析

为了更全面地了解nm23-H1在肺癌中发挥转移抑制的机理,用双向凝胶电泳技术比较人高转移大细胞肺癌细胞株(L9981)和转染nm23-H1基因的人大细胞肺癌细胞株(L9981-nm23-H1)间蛋白表达的差异.利用固相pH梯度双向凝胶电泳分离人高转移大细胞肺癌细胞株(L9981)和转染nm23-H1基因的人大细胞肺癌细胞株(L9981-nm23-H1)的总蛋白,用图像分析软件比较分析以识别细胞间的差异表达蛋白质.结果成功地获得了两株细胞蛋白组分辨率高、重复性好的双向凝胶电泳图谱.软件分析两种细胞的凝胶电泳图谱后发现,在相同分析条件下识别的蛋白质斑点数L9981为902±169个、L9981-nm23-H1为1160±212个.比较L9981和L9981-nm23-H1人大细胞肺癌细胞株的双向凝胶电泳蛋白质图谱后发现6个蛋白质点仅在L9981中有表达,17个蛋白质点仅在L9981-nm23-H1中有表达.此外,发现13个在两种细胞株中均存在,但表达量差异在2倍以上的蛋白质点(P<0.05).结果提示,nm23-H1基因转染引起人高转移大细胞肺癌细胞株蛋白质表达谱的变化,可能是其逆转肺癌侵袭转移的生物学基础.     

小鼠生精细胞凋亡相关基因的分子克隆

利用手术隐睾的方法建立小鼠生精细胞凋亡模型,通过光镜、电镜以及原位末端标记法（TUNEL）证实手术隐睾可成功诱导小鼠生精细胞凋亡;在此基础上应用抑制消减杂交法（suppression subtractive hybridization,SSH)对隐睾和对侧睾丸组织的基因表达进行研究,在隐睾组织中分离得到24个高表达cDNA片段,经克隆、PCR和酶切鉴定、测序及匹配分析,证实24个cDNA片段均为新的ESTs,已被GenBank接受并给予新序列编号。任选其中3个cDNA片段作为探针进行Northern印迹杂交,证实它们在隐睾和对侧睾丸组织有差异表达。上述结果提示手术隐睾是研究生精功能降低和睾丸组织凋亡过程中基因表达的适合实验模型,所分离的差异表达cDNA序列可能与生精细胞凋亡密切相关。     

不同氮素水平下小黑麦旗叶蛋白质差异表达

在不同氮素水平下,研究小黑麦叶片蛋白质差异表达,进行MALDI-TOF-MS和生物信息学分析。找到7个差异表达蛋白,即与蛋白质合成和信号传导相关的蛋白、与清除自由基有关的酶、与叶绿体的发育和代谢有关蛋白、与植物碳代谢有关的酶、与氮素同化有关的酶。氮素对植物生长发育、物质代谢和信号传导影响全面,从蛋白点的鉴定分析来看,功能蛋白是其影响的重点。     

Subproteomic analysis of the mitochondrial proteins in rats 24 h after partial hepatectomy

A 70% partial hepatectomy (70%PHx) induces cell proliferation until the original mass of the liver is restored. Mitochondria are involved directly in the process of liver regeneration (LR); however, their role in the early phase of LR is not clear. In an attempt to identify mitochondrial proteins that are correlated with the early phase of LR, we obtained a mitochondrial fraction via Nycodenz(R) density gradient centrifugation and subcellular proteomic analysis was performed. The mitochondrial proteins were separated by two-dimensional gel electrophoresis and identified by mass spectrometry. Compared to the sham-operation control group, 3 proteins were up-regulated and 22 proteins were down-regulated at 24 h after 70%PHx. We identified 22 differentially expressed proteins that were associated with carbohydrate metabolism, lipid metabolism, the respiratory chain and oxidation-phosphorylation, biotransformation and other metabolic pathways. Prohibitin, a proliferation-regulating protein that was down-regulated at 24 h after PHx, was analyzed by applying RNAi (PHBi) with BRL-3A. This demonstrated a decreased mitochondrial membrane potential, implying a potential role in maintaining mitochondrial integrity. These results indicated that hepatic mitochondrial adaptations to LR after 70%PHx affect various cellular metabolic pathways, which advances our knowledge of the role of mitochondria in the early phase of LR.     

双向凝胶电泳中三种蛋白质检测方法的比较

高通量双向电泳是蛋白质组学的核心 ,双向电泳凝胶上蛋白质点的检测方法应具有灵敏度高、线性范围宽和兼容质谱鉴定等优点 .采用差异凝胶电泳 (differencegelelectrophoresis ,DIGE)技术以Cy3(1 (5 carboxypentyl) 1′ propylindocarbocyaninehalideN hydroxysuccinimidylester)和Cy5 (1 (5 carboxypentyl) 1′ methylindodicarbocyaninehalideN hydroxysuccinimidylester)荧光分别标记正常和TNF α处理细胞的蛋白质 ,用Cy2 (3 (4 carboxymethyl)phenylmethyl) 3′ ethyloxacarbocyaninehalideN hydroxysuccinimidylester)荧光标记正常和TNF α处理细胞蛋白质的等量混合样品作为内标 ,混合 3种荧光标记的蛋白质后 ,在同一等电聚焦胶条进行聚焦 ,然后在聚丙烯酰胺凝胶上进行第二向电泳 ,用 3种波长的激光激发扫描得到凝胶图象 ,DIGE中多个样品在同一条件下电泳 ,因而匹配率高 ,且引入内标使蛋白质点的检测与定量更为准确 .DIGE技术与质谱相结合 ,实现了高通量和相对准确定量 .与硝酸银和考马斯亮蓝染色结果相比较 ,DIGE技术具有灵敏度高、线性范围宽和不影响后续质谱鉴定等优点     

Proteins Involved in the Interaction of Potato Tubers with Pectobacterium atrosepticum: a Proteomic Approach to Understanding Partial Resistance

Potato can be severely affected by various pathogens, including Pectobacterium atrosepticum, the cause of bacterial soft rot on tubers and of blackleg on stems. To date, no complete resistance to P. atrosepticum is available, so that only cultivars exhibiting partial resistance can be found. The mechanistic basis of this type of resistance is still poorly understood. A proteomic approach was thus developed to identify pathways specifically activated during the interaction between potato tubers and P. atrosepticum. Protein profiles on silver‐stained gels in the 5–8 pH range were obtained from healthy and infected tubers from two cultivars differing for resistance level and analyzed by 2‐DE and nano‐LC‐MS/MS. Thirteen proteins were differentially up‐regulated in the partially resistant cv. Kerpondy; by contrast, no significant differences in protein profiles of inoculated and control tubers were observed in the susceptible cv. Bintje. Mass spectrometry and database searching showed that these proteins are involved in energetic metabolism (glyceraldehyde‐3‐phosphate dehydrogenase, 2‐phosphoglycerate dehydratase or enolase, fructose biphosphate aldolase and ATPase α subunit), cytoskeleton structure (actin), protein catabolism (cysteine protease inhibitor) and patatins or patatin precursors. Their involvement in defence responses of cv. Kerpondy to P. atrosepticum is discussed. Proteomic appears as an efficient approach to have insight into the mechanisms and pathways leading to potato resistance against P. atrosepticum.     

Down-regulation of the strawberry Bet v 1-homologous allergen in concert with the flavonoid biosynthesis pathway in colorless strawberry mutant

Proteomic screening of strawberry (Fragaria ananassa) yielded a 58% success rate in protein identification in spite of the fact that no genomic sequence is available for this species. This was achieved by a combination of MALDI-MS/MS de novo sequencing of double-derivatized peptides and indel-tolerant searching against local protein databases built on both EST and full-length nucleotide sequences. The amino acid sequence of a strawberry allergen, homologous to the well-known major birch pollen allergen Bet v 1, was partially determined. This strawberry allergen, named Fra a 1 according to the nomenclature for allergen proteins, showed sequence identity of 54 and 77%, respectively, with corresponding allergens from birch and apple. Differential expression, as evaluated by 2-D DIGE, occurred in 10% of protein spots when red strawberries were compared to a colorless (white) strawberry mutant. White strawberries, known to be tolerated by individuals affected by allergy, were found to be virtually free from the strawberry allergen. Also several enzymes in the pathway for biosynthesis of flavonoids, to which the red color pelargonidin belongs, were down-regulated. This approach to assess differential protein expression without access to genomic sequence information can also be applied to other crop plants and phenotypic traits.     

Integrated Seed Proteome and Phosphoproteome Analyses Reveal Interplay of Nutrient Dynamics,Carbon–Nitrogen Partitioning,and Oxidative Signaling in Chickpea

Nutrient dynamics in storage organs is a complex developmental process that requires coordinated interactions of environmental, biochemical, and genetic factors. Although sink organ developmental events have been identified, understanding of translational and post‐translational regulation of reserve synthesis, accumulation, and utilization in legumes is limited. To understand nutrient dynamics during embryonic and cotyledonary photoheterotrophic transition to mature and germinating autotrophic seeds, an integrated proteomics and phosphoproteomics study in six sequential seed developmental stages in chickpea is performed. MS/MS analyses identify 109 unique nutrient‐associated proteins (NAPs) involved in metabolism, storage and biogenesis, and protein turnover. Differences and similarities in 60 nutrient‐associated phosphoproteins (NAPPs) containing 93 phosphosites are compared with NAPs. Data reveal accumulation of carbon–nitrogen metabolic and photosynthetic proteoforms during seed filling. Furthermore, enrichment of storage proteoforms and protease inhibitors is associated with cell expansion and seed maturation. Finally, combined proteoforms network analysis identifies three significant modules, centered around malate dehydrogenase, HSP70, triose phosphate isomerase, and vicilin. Novel clues suggest that ubiquitin–proteasome pathway regulates nutrient reallocation. Second, increased abundance of NAPs/NAPPs related to oxidative and serine/threonine signaling indicates direct interface between redox sensing and signaling during seed development. Taken together, nutrient signals act as metabolic and differentiation determinant governing storage organ reprogramming.     

植物叶片蛋白质双向电泳技术的改进与优化

通过对传统的双向电泳方法进行改进与优化,得到了一种适合于分析植物叶片蛋白质的双向电泳新方法。用改进后的方法对水稻不同时期成熟叶片蛋白质进行双向电泳分离,结果显示其稳定性和重复性好,分辨率较高,经考马斯亮蓝染色后可分辨出３００多个蛋白质（肽）点。它们的等电点和分子量主要分布于ｐ＊４．１－８．２和１０－１００ｋＤａ之间,本还就实验过程中出现的一些技术问题进行了讨论。     

激光照射对中华大蟾蜍原肠胚蛋白质表达的影响

用YAG倍频激光器选择不同能量密度对中华大蟾蜍原肠胚进行照射,对各组样品进行双向电泳,凝胶成像后用PDQuest软件进行分析,结果表明:激光照射对蛋白质点数及其分布影响显著,影响程度与照射激光密度有关。各激光照射组与对照组相比,有些蛋白质点变化明显,有些蛋白质点在对照组未发现,而在各激光照射组皆新出现。结论:激光照射可对原肠胚一些蛋白质的表达产生明显的影响。     

Early changes in the liver-soluble proteome from mice fed a nonalcoholic steatohepatitis inducing diet

Despite the increasing incidence of nonalcoholic steatohepatitis (NASH) with the rise in lifestyle-related diseases such as the metabolic syndrome, little is known about the changes in the liver proteome that precede the onset of inflammation and fibrosis. Here, we investigated early changes in the liver-soluble proteome of female C57BL/6N mice fed an NASH-inducing diet by 2D-DIGE and nano-HPLC-MS/MS. In parallel, histology and measurements of hepatic content of triglycerides, cholesterol and intermediates of the methionine cycle were performed. Hepatic steatosis manifested itself after 2 days of feeding, albeit significant changes in the liver-soluble proteome were not evident before day 10 in the absence of inflammatory or fibrotic signs. Proteomic alterations affected mainly energy and amino acid metabolism, detoxification processes, urea cycle, and the one-carbon/S-adenosylmethionine pathways. Additionally, intermediates of relevant affected pathways were quantified from liver tissue, confirming the findings from the proteomic analysis.