Laser microdissection

  • 文章类型: Journal Article
    背景:随着单细胞测序技术的快速发展,组织学研究不再局限于传统的匀浆化组织。激光显微切割能够准确分离特定的组织或细胞,当与下一代测序相结合时,它可以在细胞水平揭示重要的生物过程。然而,传统的激光显微切割技术往往既复杂又耗时,从收集的样本中提取的RNA的质量不一致,限制后续研究。因此,一个改进的,简单,迫切需要高效的激光显微切割方法。
    结果:我们省略了样品固定和冷冻保护剂添加步骤。相反,将新鲜样品包埋在1.5ml离心管盖内的最佳切割温度介质中,用液氮快速冷冻,并立即进行冷冻切片。对柑橘皮的一系列切片厚度进行了RNA提取测试,这表明18μm厚度产生最高质量的RNA。通过将脱水时间缩短至每个乙醇梯度1分钟,并省略组织清除步骤,所得的高效脱水和保存的形态确保了高质量的RNA提取。我们还通过将激光功率调整到最佳值,提出了一套激光显微切割参数,减小光圈大小,降低脉冲频率.收集柑橘皮的表皮和表皮下细胞,RNA提取在9小时内完成。使用这种有效的方法,分离组织的转录组测序产生了高质量数据,平均Q30值和作图率超过91%.此外,转录组分析揭示了细胞层之间的显著差异,进一步证实了我们隔离方法的有效性。
    结论:我们开发了一种简单,快速的激光显微切割方法,并通过基于柑橘皮的研究证明了其有效性,我们从中产生高质量的转录组数据。这种快速有效的细胞分离方法,与转录组测序相结合,不仅有助于柑橘细胞水平的精确组织学研究,而且为更广泛的其他植物组织中的细胞特异性转录组分析提供了一种有前途的方法。
    BACKGROUND: With the rapid development of single-cell sequencing technology, histological studies are no longer limited to conventional homogenized tissues. Laser microdissection enables the accurate isolation of specific tissues or cells, and when combined with next-generation sequencing, it can reveal important biological processes at the cellular level. However, traditional laser microdissection techniques have often been complicated and time-consuming, and the quality of the RNA extracted from the collected samples has been inconsistent, limiting follow-up studies. Therefore, an improved, simple, and efficient laser microdissection method is urgently needed.
    RESULTS: We omitted the sample fixation and cryoprotectant addition steps. Instead, fresh samples were embedded in Optimal Cutting Temperature medium within 1.5 ml centrifuge tube caps, rapidly frozen with liquid nitrogen, and immediately subjected to cryosectioning. A series of section thicknesses of citrus rind were tested for RNA extraction, which showed that 18 μm thickness yielded the highest quality RNA. By shortening the dehydration time to one minute per ethanol gradient and omitting the tissue clearing step, the resulting efficient dehydration and preserved morphology ensured high-quality RNA extraction. We also propose a set of laser microdissection parameters by adjusting the laser power to optimal values, reducing the aperture size, and lowering the pulse frequency. Both the epidermal and subepidermal cells from the citrus rind were collected, and RNA extraction was completed within nine hours. Using this efficient method, the transcriptome sequencing of the isolated tissues generated high-quality data with average Q30 values and mapping rates exceeding 91%. Moreover, the transcriptome analysis revealed significant differences between the cell layers, further confirming the effectiveness of our isolation approach.
    CONCLUSIONS: We developed a simple and rapid laser microdissection method and demonstrated its effectiveness through a study based on citrus rind, from which we generated high-quality transcriptomic data. This fast and efficient method of cell isolation, combined with transcriptome sequencing not only contributes to precise histological studies at the cellular level in citrus but also provides a promising approach for cell-specific transcriptome analysis in a broader range of other plant tissues.
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  • 文章类型: Journal Article
    这项研究旨在阐明丛枝菌根(AM)共生对植物水通道蛋白的调节是否仅发生在真菌定植的根或细胞中或整个根系中。玉米植物在分根系统中种植,其中一半的根系接种了AM真菌,另一半未接种。测量了植物的生长和水力参数,并确定了每个根部和显微解剖细胞中的水通道蛋白基因表达。在水分充足的条件下,AM植物的非定殖根部分比定殖根部分生长更多。AM植物的总渗透和静水根水力传导率(Lo和Lpr)高于非菌根植物。所分析的大多数玉米水通道蛋白基因的表达在AM植物的菌根根部与非菌根根部不同。在细胞层面,还观察到AM定植细胞和未定植细胞中的水通道蛋白表达差异。结果表明两者都存在,AM共生对植物水通道蛋白的局部和系统调节,并表明这种调节与每个根部真菌菌丝吸收的水的可用性以及植物动员水的需求有关。
    This study aims to elucidate if the regulation of plant aquaporins by the arbuscular mycorrhizal (AM) symbiosis occurs only in roots or cells colonized by the fungus or at whole root system. Maize plants were cultivated in a split-root system, with half of the root system inoculated with the AM fungus and the other half uninoculated. Plant growth and hydraulic parameters were measured and aquaporin gene expression was determined in each root fraction and in microdissected cells. Under well-watered conditions, the non-colonized root fractions of AM plants grew more than the colonized root fraction. Total osmotic and hydrostatic root hydraulic conductivities (Lo and Lpr) were higher in AM plants than in non-mycorrhizal plants. The expression of most maize aquaporin genes analysed was different in the mycorrhizal root fraction than in the non-mycorrhizal root fraction of AM plants. At the cellular level, differential aquaporin expression in AM-colonized cells and in uncolonized cells was also observed. Results indicate the existence of both, local and systemic regulation of plant aquaporins by the AM symbiosis and suggest that such regulation is related to the availability of water taken up by fungal hyphae in each root fraction and to the plant need of water mobilization.
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  • 文章类型: Journal Article
    背景:乳腺癌(BC)是最常见的癌症,也是全球女性癌症死亡的主要原因。尽管取得了进展,非腔A肿瘤患者的临床结局存在相当大的差异,分类为难以治疗的乳腺癌(DTBC)。这项研究旨在描绘DTBC肿瘤与腔A(LumA)肿瘤相比的蛋白质基因组景观。
    方法:我们回顾性地收集了117个未经治疗的原发性乳腺肿瘤标本,重点关注DTBC亚型。通过激光显微切割(LMD)处理乳腺肿瘤以富集肿瘤细胞。DNA,RNA,同时从每种肿瘤制剂中提取蛋白质,然后是全基因组测序,配对末端RNA测序,全球蛋白质组学和磷酸蛋白质组学。差异特征分析,我们进行了通路分析和生存分析,以更好地了解DTBC和研究生物标志物.
    结果:我们观察到基因突变的明显变异,结构变化,DTBC和LumA乳腺肿瘤之间的染色体改变。DTBC肿瘤主要在TP53、PLXNB3、锌指基因、SDC2,CDH1,PIK3CA中的突变较少,SVIL,和PTEN。值得注意的是,细胞带1q21,其中包含许多细胞增殖相关基因,在DTBC肿瘤中显著扩增。LMD成功地最小化基质成分和增加的RNA-蛋白质一致性,基质评分比较和蛋白质组学分析证明了这一点。通过蛋白质组学和磷酸蛋白质组学聚类分析观察到不同的DTBC和LumA富集簇,一些生存差异。磷酸化蛋白质组学确定了高复发风险和低复发风险基底样肿瘤的两种不同的磷酸化蛋白质组学图谱。涉及一些已知与乳腺癌的发生和进展有关的基因,包括KIAA1522,DCK,FOXO3,MYO9B,ARID1A,EPRS,ZC3HAV1和RBM14。最后,一项针对多组学数据的综合通路分析,突出了DTBC肿瘤中增殖通路的丰富.
    结论:这项研究提供了DTBC与LumA的整合蛋白质基因组特征,并通过激光显微切割富集了肿瘤细胞。我们确定了DTBC肿瘤和磷酸肽的许多共同特征,这些特征可以作为高/低复发风险基底样BC的潜在生物标志物,并可能指导治疗选择。
    BACKGROUND: Breast cancer (BC) is the most commonly diagnosed cancer and the leading cause of cancer death among women globally. Despite advances, there is considerable variation in clinical outcomes for patients with non-luminal A tumors, classified as difficult-to-treat breast cancers (DTBC). This study aims to delineate the proteogenomic landscape of DTBC tumors compared to luminal A (LumA) tumors.
    METHODS: We retrospectively collected a total of 117 untreated primary breast tumor specimens, focusing on DTBC subtypes. Breast tumors were processed by laser microdissection (LMD) to enrich tumor cells. DNA, RNA, and protein were simultaneously extracted from each tumor preparation, followed by whole genome sequencing, paired-end RNA sequencing, global proteomics and phosphoproteomics. Differential feature analysis, pathway analysis and survival analysis were performed to better understand DTBC and investigate biomarkers.
    RESULTS: We observed distinct variations in gene mutations, structural variations, and chromosomal alterations between DTBC and LumA breast tumors. DTBC tumors predominantly had more mutations in TP53, PLXNB3, Zinc finger genes, and fewer mutations in SDC2, CDH1, PIK3CA, SVIL, and PTEN. Notably, Cytoband 1q21, which contains numerous cell proliferation-related genes, was significantly amplified in the DTBC tumors. LMD successfully minimized stromal components and increased RNA-protein concordance, as evidenced by stromal score comparisons and proteomic analysis. Distinct DTBC and LumA-enriched clusters were observed by proteomic and phosphoproteomic clustering analysis, some with survival differences. Phosphoproteomics identified two distinct phosphoproteomic profiles for high relapse-risk and low relapse-risk basal-like tumors, involving several genes known to be associated with breast cancer oncogenesis and progression, including KIAA1522, DCK, FOXO3, MYO9B, ARID1A, EPRS, ZC3HAV1, and RBM14. Lastly, an integrated pathway analysis of multi-omics data highlighted a robust enrichment of proliferation pathways in DTBC tumors.
    CONCLUSIONS: This study provides an integrated proteogenomic characterization of DTBC vs LumA with tumor cells enriched through laser microdissection. We identified many common features of DTBC tumors and the phosphopeptides that could serve as potential biomarkers for high/low relapse-risk basal-like BC and possibly guide treatment selections.
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  • 文章类型: Journal Article
    胰腺导管腺癌(PDAC)的瘤内形态异质性可预测临床结果,但在分子水平上仅部分了解。为了阐明支撑PDAC肿瘤内形态变异的基因表达程序,我们在单细胞水平研究和去卷积了组织学上不同的PDAC细胞簇的分子谱.我们确定了三种主要的形态和功能变体,它们在所有PDAC中以不同的比例共存。显示有限的遗传多样性,并且与细胞外基质的独特组织有关:具有经典导管特征的腺体变体;显示流产导管结构和混合的内胚层和成肌纤维细胞样基因表达的过渡变体;以及缺乏导管特征和基底膜的低分化变体,并显示神经元谱系启动。离体和体外证据支持这些变体之间的动态转变的发生,部分受到细胞外基质组成和硬度的影响,并与局部,特别是神经,入侵。
    Intratumor morphological heterogeneity of pancreatic ductal adenocarcinoma (PDAC) predicts clinical outcomes but is only partially understood at the molecular level. To elucidate the gene expression programs underpinning intratumor morphological variation in PDAC, we investigated and deconvoluted at single cell level the molecular profiles of histologically distinct clusters of PDAC cells. We identified three major morphological and functional variants that co-exist in varying proportions in all PDACs, display limited genetic diversity, and are associated with a distinct organization of the extracellular matrix: a glandular variant with classical ductal features; a transitional variant displaying abortive ductal structures and mixed endodermal and myofibroblast-like gene expression; and a poorly differentiated variant lacking ductal features and basement membrane, and showing neuronal lineage priming. Ex vivo and in vitro evidence supports the occurrence of dynamic transitions among these variants in part influenced by extracellular matrix composition and stiffness and associated with local, specifically neural, invasion.
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  • 文章类型: Letter
    转移性胰腺腺癌(PDAC)是美国癌症相关死亡的第三大原因,5年生存率只有11%,需要确定新的治疗范例。PDAC患者的肿瘤组织标本,乳腺癌,收集和其他实体瘤恶性肿瘤,并使用激光显微切割(LMD)富集肿瘤细胞。对富集的肿瘤细胞裂解物进行反相蛋白质阵列(RPPA)分析,以量化包含已知抗癌药物靶标和/或癌症相关总蛋白和磷酸化蛋白的32蛋白/磷蛋白生物标志物组,包括HER2Total,HER2Y1248和HER3Y1289。RPPA分析显示,PDAC患者的HER2Total水平与HER2阳性(IHC3+)和HER2低(IHC1+/2+,FISH-)乳腺癌组织,常规进行HER2筛查.这些数据支持对PDAC患者中HER2表达的常规临床评估和对这些患者中HER2定向抗体-药物缀合物的效用的检查的关键未满足的需要。
    Metastatic pancreatic adenocarcinoma (PDAC) is the third leading cause of cancer-related death in the United States, with a 5-year survival rate of only 11%, necessitating identification of novel treatment paradigms. Tumor tissue specimens from patients with PDAC, breast cancer, and other solid tumor malignancies were collected and tumor cells were enriched using laser microdissection (LMD). Reverse phase protein array (RPPA) analysis was performed on enriched tumor cell lysates to quantify a 32-protein/phosphoprotein biomarker panel comprising known anticancer drug targets and/or cancer-related total and phosphorylated proteins, including HER2Total, HER2Y1248, and HER3Y1289. RPPA analysis revealed significant levels of HER2Total in PDAC patients at abundances comparable to HER2-positive (IHC 3+) and HER2-low (IHC 1+ /2+ , FISH-) breast cancer tissues, for which HER2 screening is routinely performed. These data support a critical unmet need for routine clinical evaluation of HER2 expression in PDAC patients and examination of the utility of HER2-directed antibody-drug conjugates in these patients.
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  • 文章类型: Journal Article
    第一个造血干细胞和祖细胞(HSPCs)出现在中期妊娠小鼠胚胎的主动脉-性腺-中肾(AGM)区域。然而,其支持性间充质微环境的确切性质在很大程度上仍未被探索。这里,我们对激光显微解剖的主动脉组织在三个发育阶段的转录组和单个AGM细胞进行了分析。计算分析允许鉴定胚胎第11.5天AGM间充质内的几个细胞亚群,与显着存在尚未确定的亚群,其特征是与粘附或神经元功能有关的基因的双重表达。我们证实了这个细胞亚群作为神经间质细胞群的身份,通过形态学和谱系追踪分析。斑马鱼的功能丧失证实了Decorin,神经间质的特征性细胞外基质成分,对于HSPC开发至关重要。我们进一步证明了这种细胞群不仅仅来自神经c,因此,是AGM间充质的真正新颖亚群。
    The first hematopoietic stem and progenitor cells (HSPCs) emerge in the Aorta-Gonad-Mesonephros (AGM) region of the mid-gestation mouse embryo. However, the precise nature of their supportive mesenchymal microenvironment remains largely unexplored. Here, we profiled transcriptomes of laser micro-dissected aortic tissues at three developmental stages and individual AGM cells. Computational analyses allowed the identification of several cell subpopulations within the E11.5 AGM mesenchyme, with the presence of a yet unidentified subpopulation characterized by the dual expression of genes implicated in adhesive or neuronal functions. We confirmed the identity of this cell subset as a neuro-mesenchymal population, through morphological and lineage tracing assays. Loss of function in the zebrafish confirmed that Decorin, a characteristic extracellular matrix component of the neuro-mesenchyme, is essential for HSPC development. We further demonstrated that this cell population is not merely derived from the neural crest, and hence, is a bona fide novel subpopulation of the AGM mesenchyme.
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  • 文章类型: Journal Article
    实体型肺腺癌(SPA),是肺腺癌中预后差、化疗和靶向治疗反应不理想的高危亚型之一,仍未阐明分子特征。加权相关网络分析(WGCNA)用于数据挖掘,特别是用于研究基于变量之间成对相关性的生物网络。本研究旨在确定与早期SPA相关的疾病相关蛋白共表达网络。
    我们评估了从SPA组(n=5)的福尔马林固定石蜡包埋(FFPE)组织中激光显微解剖的癌细胞,引用低风险亚型,LPA(n=4),和另一种高风险亚型,微乳头状主要亚型(MPA)组(n=3),并进行基于质谱的蛋白质组学分析。WGCNA鉴定了与SPA亚型相关的疾病相关共表达网络,并通过IngenuityPathwayAnalysis预测了其上游调节因子和因果网络。
    在确定的40个WGCNA网络模块中,发现两个网络模块与SPA亚型显著相关.典型的富集途径与细胞生长高度相关,扩散,和免疫反应。上调的HLAI类分子HLA-G和HLA-B涉及SPA亚型中的高突变负荷和T细胞活化。上游分析涉及高度激活的致癌调节因子的参与,MYC,MLXIPL,MYCN,氧化还原主调节剂NFE2L2和高度抑制的LARP1,导致致癌IRES依赖性翻译,以及适应性免疫反应的调节剂,包括高度激活的IFNG,TCRD,CD3-TCR,CD8A,CD8B,CD3、CD80/CD86和高度抑制LILRB2。有趣的是,免疫检查点分子HLA-G,LILRB2的对应物在SPA亚型中特征性高表达,可能与抗肿瘤免疫有关。
    我们的研究结果提供了一个基于蛋白质共表达网络的疾病分子谱,这些蛋白质共表达网络被鉴定为高风险实体占优势的腺癌,这将有助于制定未来的治疗策略。
    UNASSIGNED: Solid-predominant lung adenocarcinoma (SPA), which is one of the high-risk subtypes with poor prognosis and unsatisfactory response to chemotherapy and targeted therapy in lung adenocarcinoma, remains molecular profile unclarified. Weighted correlation network analysis (WGCNA) was used for data mining, especially for studying biological networks based on pairwise correlations between variables. This study aimed to identify disease-related protein co-expression networks associated with early-stage SPA.
    UNASSIGNED: We assessed cancerous cells laser-microdissected from formalin-fixed paraffin-embedded (FFPE) tissues of a SPA group (n = 5), referencing a low-risk subtype, a lepidic predominant subtype group (LPA) (n = 4), and another high-risk subtype, micropapillary predominant subtype (MPA) group (n = 3) and performed mass spectrometry-based proteomic analysis. Disease-related co-expression networks associated with the SPA subtype were identified by WGCNA and their upstream regulators and causal networks were predicted by Ingenuity Pathway Analysis.
    UNASSIGNED: Among the forty WGCNA network modules identified, two network modules were found to be associated significantly with the SPA subtype. Canonical enriched pathways were highly associated with cellular growth, proliferation, and immune response. Upregulated HLA class I molecules HLA-G and HLA-B implicated high mutation burden and T cell activation in the SPA subtype. Upstream analysis implicated the involvement of highly activated oncogenic regulators, MYC, MLXIPL, MYCN, the redox master regulator NFE2L2, and the highly inhibited LARP1, leading to oncogenic IRES-dependent translation, and also regulators of the adaptive immune response, including highly activated IFNG, TCRD, CD3-TCR, CD8A, CD8B, CD3, CD80/CD86, and highly inhibited LILRB2. Interestingly, the immune checkpoint molecule HLA-G, which is the counterpart of LILRB2, was highly expressed characteristically in the SPA subtype and might be associated with antitumor immunity.
    UNASSIGNED: Our findings provide a disease molecular profile based on protein co-expression networks identified for the high-risk solid predominant adenocarcinoma, which will help develop future therapeutic strategies.
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  • 文章类型: Journal Article
    重复序列形成哺乳动物基因组的实质性且仍然神秘的部分。我们分离了三种Bovidae家族的X染色体的重复DNA块:Kobusdefassa(KDEXr序列),Bostaurus(BTIXr序列)和Antilopecervicapra(ACEXr序列)。使用qPCR评估分离序列的拷贝数,并使用FISH在十个牛科部落和外群物种中分析了它们的染色体定位。除了它们在X染色体上的定位,在几种物种的Y染色体和常染色体上也揭示了它们的存在。在大多数牛科物种中丰富的KDEXr序列也发生在遥远的分类群(Perissodactyla和Carnivora)中,并且在进化上似乎比BTAXr和ACEXr更老。ACEXr序列,仅在使用FISH的几种Antilopini物种中可见,可能是最年轻的,产于牛科和宫颈科的共同祖先。在这项研究中分析的所有三个重复序列都散布在X染色体上的基因丰富区域中,显然阻止了他们附近的过境。这项研究表明,X染色体上的重复序列经历了快速进化,它们在相关物种之间的变异可能有利于进化研究。
    Repetitive sequences form a substantial and still enigmatic part of the mammalian genome. We isolated repetitive DNA blocks of the X chromosomes of three species of the family Bovidae: Kobus defassa (KDEXr sequence), Bos taurus (BTAXr sequence) and Antilope cervicapra (ACEXr sequence). The copy numbers of the isolated sequences were assessed using qPCR, and their chromosomal localisations were analysed using FISH in ten bovid tribes and in outgroup species. Besides their localisation on the X chromosome, their presence was also revealed on the Y chromosome and autosomes in several species. The KDEXr sequence abundant in most Bovidae species also occurs in distant taxa (Perissodactyla and Carnivora) and seems to be evolutionarily older than BTAXr and ACEXr. The ACEXr sequence, visible only in several Antilopini species using FISH, is probably the youngest, and arised in an ancestor common to Bovidae and Cervidae. All three repetitive sequences analysed in this study are interspersed among gene-rich regions on the X chromosomes, apparently preventing the crossing-over in their close vicinity. This study demonstrates that repetitive sequences on the X chromosomes have undergone a fast evolution, and their variation among related species can be beneficial for evolutionary studies.
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  • 文章类型: Journal Article
    单细胞蛋白质组的质谱表征的成功使我们能够获得比单独的转录组学所提供的更多的理解,但需要清楚地了解分析通量和精度之间的权衡。质谱采集技术的最新进展,包括更新的仪器和样品制备,改善了从单细胞数据获得的肽信号的质量。然而,大部分蛋白质组仍未表征,更高的吞吐量技术通常以降低灵敏度和覆盖率为代价,这降低了测量蛋白质形成异质性的能力,包括剪接变体和翻译后修饰,在单细胞数据分析中。这里,我们评估了超灵敏单细胞方法的不断增长的主体及其权衡,因为研究人员试图在实验中平衡吞吐量和精度。
    Success of mass spectrometry characterization of the proteome of single cells allows us to gain a greater understanding than afforded by transcriptomics alone but requires clear understanding of the tradeoffs between analytical throughput and precision. Recent advances in mass spectrometry acquisition techniques, including updated instrumentation and sample preparation, have improved the quality of peptide signals obtained from single cell data. However, much of the proteome remains uncharacterized, and higher throughput techniques often come at the expense of reduced sensitivity and coverage, which diminish the ability to measure proteoform heterogeneity, including splice variants and post-translational modifications, in single cell data analysis. Here, we assess the growing body of ultrasensitive single-cell approaches and their tradeoffs as researchers try to balance throughput and precision in their experiments.
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  • 文章类型: Journal Article
    目标:高粱(双色高粱(L.)Moench)是世界上生产的第五大重要谷物。在气候变化的背景下,全世界对种植高粱的兴趣正在增加,由于其低投入和水的需求。像其他种植的谷物一样,高粱因其蛋白质而具有重要的营养价值,碳水化合物和膳食纤维含量,后者主要由细胞壁多糖组成。这项工作首次描述了转录组学分析,该转录组学分析致力于鉴定高粱谷粒发育过程中胚乳和外层细胞壁的生物合成和重塑所涉及的基因。对这些转录组数据的进一步分析将提高我们对细胞壁组装的理解,这是谷物质量的关键组成部分。
    方法:这项研究描述了我们分析的步骤,从不同发育阶段的栽培条件和谷物收获开始,然后进行激光显微切割以将胚乳与外层分离。它还描述了用于生成RNA文库并获得标准化和过滤的转录本计数表的程序。并最终确定文献中已经列出的推定细胞壁相关基因的数量。
    OBJECTIVE: Sorghum (Sorghum bicolor (L.) Moench) is the fifth most important grain produced in the world. Interest for cultivating sorghum is increasing all over the world in the context of climate change, due to its low input and water requirements. Like other cultivated cereals, sorghum has significant nutritional value thanks to its protein, carbohydrate and dietary fiber content, these latter mainly consisting of cell wall polysaccharides. This work describes for the first time a transcriptomic analysis dedicated to identify the genes involved in the biosynthesis and remodelling of cell walls both in the endosperm and outer layers of sorghum grain during its development. Further analysis of these transcriptomic data will improve our understanding of cell wall assembly, which is a key component of grain quality.
    METHODS: This research delineates the steps of our analysis, starting with the cultivation conditions and the grain harvest at different stages of development, followed by the laser microdissection applied to separate the endosperm from the outer layers. It also describes the procedures implemented to generate RNA libraries and to obtain a normalized and filtered table of transcript counts, and finally determine the number of putative cell wall-related genes already listed in literature.
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