transcriptomes

转录组
  • 文章类型: Journal Article
    目的:目前的数据表明卡介苗(BCG)疫苗接种有助于非特异性增强对各种感染的耐药性。因此,BCG疫苗可诱导针对分枝杆菌的特异性免疫和针对各种病原体的非特异性“训练免疫”。为了理解“训练”免疫的基本机制,在先天免疫细胞中接种卡介苗期间发生的转录组变化的研究,以及它们的前体,是必要的。此外,该数据对于与旨在增强针对多种感染因子的先天免疫的重组BCG菌株的开发相关的实际应用具有重要意义。
    方法:我们在皮下接种BCG疫苗三天后,对来自鼠骨髓和脾的先天性免疫细胞进行了RNA测序。使用荧光激活细胞分选,我们从对照组和BCG疫苗接种组获得了每只小鼠的三种细胞群:骨髓单核细胞和嗜中性粒细胞以及脾NK细胞。然后从收集的样品中制备用于Illumina测序的双索引cDNA文库,对所得cDNA文库混合物进行NovaSeq6000测序。本文描述了24个RNA测序样品的集合,其包含从皮下接种BCG的小鼠和对照小鼠获得的4组免疫细胞群体。
    OBJECTIVE: Current data suggests that Bacille Calmette-Guerin (BCG) vaccination contributes to nonspecific enhancement of resistance to various infections. Thus, BCG vaccination induces both specific immunity against mycobacteria and non-specific \"trained immunity\" against various pathogens. To understand the fundamental mechanisms of \"trained\" immunity, studies of transcriptome changes occurring during BCG vaccination in innate immunity cells, as well as in their precursors, are necessary. Furthermore, this data possesses important significance for practical applications associated with the development of recombinant BCG strains aimed to enhance innate immunity against diverse infectious agents.
    METHODS: We performed RNA sequencing of innate immune cells derived from murine bone marrow and spleen three days after subcutaneous BCG vaccination. Using fluorescence-activated cell sorting we obtained three cell populations for each mouse from both control and BCG vaccinated groups: bone marrow monocytes and neutrophils and splenic NK-cells. Then double-indexed cDNA libraries for Illumina sequencing from the collected samples were prepared, the resulting cDNA library mix was subjected to NovaSeq 6000 sequencing. This paper describes the collection of 24 RNA sequencing samples comprising 4 sets of immune cell populations obtained from subcutaneously BCG-vaccinated and control mice.
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  • 文章类型: Journal Article
    背景:宿主对感染的反应是结果的主要决定因素。然而,心内膜炎患者存在不同的反应特征尚未得到解决.我们的目的是应用转录组学技术鉴定感染性心内膜炎患者的内生型。
    方法:对32例感染性心内膜炎患者进行研究。在诊断时收集临床数据和血液样本,和RNA测序。基因表达用于鉴定两个簇(心内膜炎内异型EE1和EE2)。手术后重复RNA测序。通过去卷积鉴定转录活性细胞群。临床数据中的内异型之间的差异,生存,评估涉及的基因表达和分子途径。在一组COVID19患者中概述了鉴定的内生型。
    结果:18和14例患者分别被分配到EE1和EE2,在临床数据上没有差异。分配到EE2的患者显示与T细胞成熟相关的基因富集和STAT途径激活的减少,活性T细胞计数较高,中性粒细胞计数较低。14例患者(EE1中9例,EE2中5例)接受了手术。EE2患者的手术将基因表达向EE1样图谱转移。EE1的住院死亡率更高(56%vs14%,p=0.027),调整后的风险比为12.987(95%置信区间3.356-50]。将这些基因型翻译为COVID19和非COVID脓毒症患者在细胞群和结果方面产生了相似的结果。
    结论:基因表达揭示了急性心内膜炎患者的两种内异型,具有不同的潜在致病机制,对手术和结果的反应。
    BACKGROUND: Host responses to infection are a major determinant of outcome. However, the existence of different response profiles in patients with endocarditis has not been addressed. Our objective was to apply transcriptomics to identify endotypes in patients with infective endocarditis.
    METHODS: Thirty-two patients with infective endocarditis were studied. Clinical data and a blood sample were collected at diagnosis, and RNA sequenced. Gene expression was used to identify two clusters (endocarditis endotypes EE1 and EE2). RNA sequencing was repeated after surgery. Transcriptionally active cell populations were identified by deconvolution. Differences between endotypes in clinical data, survival, gene expression and molecular pathways involved were assessed. Identified endotypes were recapitulated in a cohort of COVID19 patients.
    RESULTS: 18 and 14 patients were assigned to EE1 and EE2 respectively, with no differences in clinical data. Patients assigned to EE2 showed an enrichment in genes related to T-cell maturation and a decrease in the activation of the STAT pathway, with higher counts of active T-cells and lower counts of neutrophils. Fourteen patients (9 in EE1 and 5 in EE2) were submitted to surgery. Surgery in EE2 patients shifted gene expression towards a EE1-like profile. In-hospital mortality was higher in EE1 (56% vs 14%, p=0.027) with adjusted hazard ratio of 12.987 (95% confidence interval 3.356 - 50]. Translation of these endotypes to COVID19 and non-COVID septic patients yielded similar results in cell populations and outcome.
    CONCLUSIONS: Gene expression reveals two endotypes in patients with acute endocarditis, with different underlying pathogenetic mechanisms, response to surgery and outcome.
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  • 文章类型: Journal Article
    珍珠小米是一种营养谷物,主要生长在恶劣的环境中,使其成为在分子水平上研究耐热性机制的理想作物。尽管比其他作物对高温有更好的耐性,热应力对作物产生负面影响,对生产力增长构成威胁。因此,为了了解热响应基因,两个对比珍珠小米自交系的叶子和根样本,EGTB1034(耐热)和EGTB1091(热敏),经受热处理条件并产生全基因组转录组。我们发现了13,464个差异表达基因(DEG),其中6932在叶和根组织中下调,6532在叶和根组织中上调。对两种基因型的基于组织的转录组数据的成对分析证明了基因的独特基因型和组织特异性表达。与叶子相比,根表现出更多的DEG,强调珍珠小米的不同适应策略。大量编码ROS清除酶的基因,WRKY,NAC,参与营养吸收的酶,蛋白激酶,光合酶,在胁迫条件下,参与温度应激反应机制交叉对话的热休克蛋白(HSPs)和几种转录因子(TFs)被激活。核糖体蛋白作为关键的枢纽基因出现,与表达并参与热应激反应的关键基因高度互动。热胁迫下珍珠谷子次生代谢产物的合成和代谢途径显著富集。谷子基因组中HSPs和TFs的比较同种关系分析显示,与谷子相比,谷子与谷子的共线性更大,大米,高粱,和玉米。在这项研究中,1906年,识别了未注释的DEG,提供对热应激分子反应的新参与者的见解。已确定的基因有望加快珍珠小米和类似作物的耐热性品种发育,在高温环境中培养韧性和提高谷物产量。
    Pearl millet is a nutri-cereal that is mostly grown in harsh environments, making it an ideal crop to study heat tolerance mechanisms at the molecular level. Despite having a better-inbuilt tolerance to high temperatures than other crops, heat stress negatively affects the crop, posing a threat to productivity gain. Hence, to understand the heat-responsive genes, the leaf and root samples of two contrasting pearl millet inbreds, EGTB 1034 (heat tolerant) and EGTB 1091 (heat sensitive), were subjected to heat-treated conditions and generated genome-wide transcriptomes. We discovered 13,464 differentially expressed genes (DEGs), of which 6932 were down-regulated and 6532 up-regulated in leaf and root tissues. The pairwise analysis of the tissue-based transcriptome data of the two genotypes demonstrated distinctive genotype and tissue-specific expression of genes. The root exhibited a higher number of DEGs compared to the leaf, emphasizing different adaptive strategies of pearl millet. A large number of genes encoding ROS scavenging enzymes, WRKY, NAC, enzymes involved in nutrient uptake, protein kinases, photosynthetic enzymes, and heat shock proteins (HSPs) and several transcription factors (TFs) involved in cross-talking of temperature stress responsive mechanisms were activated in the stress conditions. Ribosomal proteins emerged as pivotal hub genes, highly interactive with key genes expressed and involved in heat stress response. The synthesis of secondary metabolites and metabolic pathways of pearl millet were significantly enriched under heat stress. Comparative synteny analysis of HSPs and TFs in the foxtail millet genome demonstrated greater collinearity with pearl millet compared to proso millet, rice, sorghum, and maize. In this study, 1906 unannotated DEGs were identified, providing insight into novel participants in the molecular response to heat stress. The identified genes hold promise for expediting varietal development for heat tolerance in pearl millet and similar crops, fostering resilience and enhancing grain yield in heat-prone environments.
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  • 文章类型: Journal Article
    Bowhaiensis是一种新发现的鞭毛藻物种,在中国沿海地区引起有害的水华,马来西亚,和新喀里多尼亚。这些水华给当地水产养殖带来了巨大的经济损失。以往的研究主要集中在了解博海H.bohaiensis的毒性。然而,H.bohaiensis花的原因仍然未知。在这项研究中,我们的目的是确定河豚生长和繁殖所需的氮(N)和磷(P)。此外,我们试图通过比较营养限制条件和对照条件下的H.bohaiensis的转录组来了解其功能机制。结果表明,博海因的氮磷比范围很广,归因于涉及养分储存的机制,即使硝酸盐或磷酸盐耗尽,也可以使H.bohainensis维持其生长。较高的N:P比(>27.5)比f/2中或低比例更有利于博海因的生长,这与鲍海因吸收的氮磷比有关。在N限制或P限制状态下,鲍海因的毒性显着增强。这些发现强调了H.bohainensis的生理代谢在适应人类活动引起的环境压力和建立花朵优势方面的重要性。
    Heterocapsa bohaiensis is a newly identified dinoflagellate species that causes harmful blooms in coastal areas in China, Malaysian, and New Caledonian. These blooms have led to substantial economic losses for local aquaculture. Previous studies have mainly focused on understanding the toxicity of H. bohaiensis. However, the causes of H. bohaiensis blooms remain unknown. In this study, we aimed to ascertain nitrogen (N) and phosphorus (P) requirements for the growth and reproduction of H. bohaiensis. Additionally, we sought to understand the functional mechanisms by comparing the transcriptomes of H. bohaiensis under nutrient-limited conditions and control conditions. The results revealed a wide range of acceptable N:P ratios for H. bohainensis, attributed to a mechanism involving nutrient storage, which allowed H. bohainensis to sustain its growth even when either nitrate or phosphate was depleted. Higher N:P ratios (>27.5) were more conducive to the growth of H. bohainensis than f/2 medium or low ratios, which is related to the N:P ratios absorbed by H. bohainensis. The toxicity of H. bohainensis was significantly enhanced in N-limited or P-limited states. These findings underscore the significance of the physiological metabolism of H. bohainensis in adapting to environmental stresses induced by human activities and establishing the dominance of blooms.
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  • 文章类型: Journal Article
    大豆锈病(SBR),由专性生物营养病原体Phakopsorapachyrhizi引起,是全球大豆的毁灭性疾病。然而,对P.pachyrhizi入侵植物的潜在机制知之甚少,这阻碍了SBR有效控制策略的发展。在这里,我们对大豆中P.pachyrhizi的感染周期进行了详细的组织学表征,并在感染过程中对P.pachyrhizi进行了高分辨率转录解剖。这表明P.pachyrhizi感染导致10个共表达基因模块的基因表达发生显著变化,代表在整个感染周期的不同阶段代谢和信号转导的戏剧性转录变化。许多编码分泌蛋白的基因是双相表达的,并且能够抑制由微生物效应物触发的程序性细胞死亡。值得注意的是,发现三种共表达的P.pachyrhizi脱胎换骨效应子(PpAE1,PpAE2和PpAE3)抑制植物免疫反应,对P.pachyrhizi感染至关重要。双链RNA与纳米材料偶联通过靶向PpAE1,PpAE2和PpAE3显着抑制SBR感染,并为大豆提供持久的保护。一起,这项研究揭示了与SBR相关的基因表达的显着变化,并确定了P.pachyrhizi毒力效应子作为基于RNA干扰的大豆针对SBR的保护策略的有希望的靶标。
    Soybean rust (SBR), caused by an obligate biotrophic pathogen Phakopsora pachyrhizi, is a devastating disease of soybean worldwide. However, the mechanisms underlying plant invasion by P. pachyrhizi are poorly understood, which hinders the development of effective control strategies for SBR. Here we performed detailed histological characterization on the infection cycle of P. pachyrhizi in soybean and conducted a high-resolution transcriptional dissection of P. pachyrhizi during infection. This revealed P. pachyrhizi infection leads to significant changes in gene expression with 10 co-expressed gene modules, representing dramatic transcriptional shifts in metabolism and signal transduction during different stages throughout the infection cycle. Numerous genes encoding secreted protein are biphasic expressed, and are capable of inhibiting programmed cell death triggered by microbial effectors. Notably, three co-expressed P. pachyrhizi apoplastic effectors (PpAE1, PpAE2, and PpAE3) were found to suppress plant immune responses and were essential for P. pachyrhizi infection. Double-stranded RNA coupled with nanomaterials significantly inhibited SBR infection by targeting PpAE1, PpAE2, and PpAE3, and provided long-lasting protection to soybean against P. pachyrhizi. Together, this study revealed prominent changes in gene expression associated with SBR and identified P. pachyrhizi virulence effectors as promising targets of RNA interference-based soybean protection strategy against SBR.
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  • 文章类型: Journal Article
    Eusocial昆虫,比如蚂蚁和白蚁,具有高水平的协调社会组织的特点。与之形成对比的是,孤独的昆虫表现出更有限的集体行为形式。有人假设,社会行为复杂性的这种梯度与化学特征复杂性呈正相关,由于对具有较高社会复杂性的昆虫化学通讯机制多样性的潜在需求增加。然而,这一说法很少被凭经验评估。这里,我们比较了代表不同社会组织水平的Blattodea顺序的选定物种中不同水平的化学和转录组复杂性,从孤独到社会。我们主要关注表皮碳氢化合物(CHC)的复杂性,因为已经反复证明CHCs是在单性和社会性昆虫中传达各种化学信息的关键信号分子。我们评估了CHC的复杂性和我们研究的不同社会复杂性水平的分类单元之间的差异,以及它们各自的CHC生物合成基因转录本的差异。令人惊讶的是,我们没有发现任何与社会复杂性相关的化学复杂性的一致模式,CHC生物合成基因的整体化学差异或转录组库也没有反映社会组织水平。我们的结果挑战了这样一个假设,即社会复杂性的增加通常反映在更复杂的化学概况中,并指出需要对化学品的复杂性进行更谨慎和差异化的观点。遗传,社会层面。
    Eusocial insects, such as ants and termites, are characterized by high levels of coordinated social organization. This is contrasted by solitary insects that display more limited forms of collective behavior. It has been hypothesized that this gradient in sociobehavioral sophistication is positively correlated with chemical profile complexity, due to a potentially increased demand for diversity in chemical communication mechanisms in insects with higher levels of social complexity. However, this claim has rarely been assessed empirically. Here, we compare different levels of chemical and transcriptomic complexity in selected species of the order Blattodea that represent different levels of social organization, from solitary to eusocial. We primarily focus on cuticular hydrocarbon (CHC) complexity, since it has repeatedly been demonstrated that CHCs are key signaling molecules conveying a wide variety of chemical information in solitary as well as eusocial insects. We assessed CHC complexity and divergence between our studied taxa of different social complexity levels as well as the differentiation of their respective repertoires of CHC biosynthesis gene transcripts. Surprisingly, we did not find any consistent pattern of chemical complexity correlating with social complexity, nor did the overall chemical divergence or transcriptomic repertoire of CHC biosynthesis genes reflect on the levels of social organization. Our results challenge the assumption that increasing social complexity is generally reflected in more complex chemical profiles and point toward the need for a more cautious and differentiated view on correlating complexity on a chemical, genetic, and social level.
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  • 文章类型: Journal Article
    近200年来,刺喉鳟鱼(Oncorhynchusclarkii)的分类学,一种原产于北美西部的鲑鱼,由于鱼类学家和渔业生物学家试图描述这些鱼类的多样性,因此一直在变化。从1950年代开始,RobertBehnke重新审视了这只残酷的鳟鱼,并根据形态特征确定了14个亚种,更新世事件,和现代地理范围。他的任命有助于识别和保护残酷鳟鱼的剩余多样性。随着时间的推移,分子技术(即核型,同工酶,线粒体DNA,SNPs,和微卫星阵列)在很大程度上加强了Behnke的系统发育,但也揭示了一些关系一直受到弱支持。为了进一步解决这些关系,我们为九个残酷的亚种产生了从头转录组,以及熊河Bonneville形式和两个Colorado河血统(蓝色和绿色)。我们介绍了从转录组提取的多组直系同源基因产生的这些亚种的系统发育。我们确认了以前的形态学和分子研究中确定的许多关系,以及从地质角度讨论我们的系统发育明显差异的重要性。具体发现包括三个不同的进化枝:(1)熊河邦纳维尔形态和黄石残酷鳟鱼;(2)邦纳维尔残酷鳟鱼(n=2);(3)格林贝克和里奥格兰德残酷鳟鱼。我们还确定了Bonneville残酷鳟鱼与Colorado河绿色血统残酷鳟鱼之间的潜在基因转移。利用这些发现,如果保留其他最近的物种海拔,则似乎需要额外的群体考虑物种水平。
    For almost 200 years, the taxonomy of cutthroat trout (Oncorhynchus clarkii), a salmonid native to Western North America, has been in flux as ichthyologists and fisheries biologists have tried to describe the diversity within these fishes. Starting in the 1950s, Robert Behnke reexamined the cutthroat trout and identified 14 subspecies based on morphological traits, Pleistocene events, and modern geographic ranges. His designations became instrumental in recognizing and preserving the remaining diversity of cutthroat trout. Over time, molecular techniques (i.e. karyotypes, allozymes, mitochondrial DNA, SNPs, and microsatellite arrays) have largely reinforced Behnke\'s phylogenies, but have also revealed that some relationships are consistently weakly supported. To further resolve these relationships, we generated de novo transcriptomes for nine cutthroat subspecies, as well as a Bear River Bonneville form and two Colorado River lineages (blue and green). We present phylogenies of these subspecies generated from multiple sets of orthologous genes extracted from our transcriptomes. We confirm many of the relationships identified in previous morphological and molecular studies, as well as discuss the importance of significant differences apparent in our phylogenies from these studies within a geological perspective. Specific findings include three distinct clades: (1) Bear River Bonneville form and Yellowstone cutthroat trout; (2) Bonneville cutthroat trout (n = 2); and (3) Greenback and Rio Grande cutthroat trout. We also identify potential gene transfer between Bonneville cutthroat trout and a population of Colorado River green lineage cutthroat trout. Using these findings, it appears that additional groups warrant species-level consideration if other recent species elevations are retained.
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  • 文章类型: Journal Article
    具有高(HM)和低肌肉(LM)储备的奶牛在妊娠后期表现出背最长肌深度(LDD)的明显时间变化。补充支链挥发性脂肪酸(BCVFA)可增加血糖水平。我们假设HM和LM的差异反映了不同的肌肉代谢和BCVFA补充改变的代谢途径。在预期产牛(BEC)前42d,将荷斯坦奶牛纳入饮食和肌肉储备的2x2析因研究,通过分配给对照(CON)或BCVFA补充饮食和HM(>4.6cm)或LM(≤4.6cm)组的LDD:HM-CON(n=13),HM-BCVFA(n=10),LM-CON(n=9),和LM-BCVFA(n=9)。在第21天BEC进行背脊活检,用RNA-seq测量分离的总RNA和蛋白质编码基因表达。HM与LM之间713个基因差别表达,BCVFA与CON之间481个基因差别表达(P<0.05)。转录特征表明II型纤维在组间的差异分布,LM牛MYH1较大,HM牛MYH2较大(P<0.05)。LM牛相对于HM的特征表明自噬的激活更大,泛素-蛋白酶体,和Ca2+-钙蛋白酶途径。HM牛显示出编码细胞外基质蛋白的基因和调节其蛋白水解和周转的因子的更高表达。BCVFA通过增加调节脂肪酸降解的基因的表达和作为乙酰辅酶A的碳流入TCA循环来修饰转录组。分子特征支持LM和HM牛之间不同的代谢策略,补充BCVFA增加了能量产生的底物。
    Dairy cattle with high (HM) versus low muscle (LM) reserves as determined by longissimus dorsi muscle depth (LDD) in late gestation exhibit differential muscle mobilization related to subsequent milk production. Moreover, branched-chain volatile fatty acid (BCVFA) supplementation increased blood glucose levels. We hypothesized that differences in HM and LM reflect distinct muscle metabolism and that BCVFA supplementation altered metabolic pathways. At 42 days before expected calving (BEC), Holstein dairy cows were enrolled in a 2 × 2 factorial study of diet and muscle reserves, by assignment to control (CON)- or BCVFA-supplemented diets and LDD of HM (>4.6 cm) or LM (≤4.6 cm) groups: HM-CON (n = 13), HM-BCVFA (n = 10), LM-CON (n = 9), and LM-BCVFA (n = 9). Longisumus dorsi muscle was biopsied at 21 days BEC, total RNA was isolated, and protein-coding gene expression was measured with RNA sequencing. Between HM and LM, 713 genes were differentially expressed and 481 between BCVFA and CON (P < 0.05). Transcriptional signatures indicated differential distribution of type II fibers between groups, with MYH1 greater in LM cattle and MYH2 greater in HM cattle (P < 0.05). Signatures of LM cattle relative to HM cattle indicated greater activation of autophagy, ubiquitin-proteasome, and Ca2+-calpain pathways. HM cattle displayed greater expression of genes that encode extracellular matrix proteins and factors that regulate their proteolysis and turnover. BCVFA modified transcriptomes by increasing expression of genes that regulate fatty acid degradation and flux of carbons into the tricarboxylic acid cycle as acetyl CoA. Molecular signatures support distinct metabolic strategies between LM and HM cattle and that BCVFA supplementation increased substrates for energy generation.NEW & NOTEWORTHY Muscle biopsies of the longissimus dorsi of prepartum dairy cattle indicate that molecular signatures support distinct metabolic strategies between low- and high-muscle cattle and that branched-chain volatile fatty acid supplementation increased substrates for energy generation.
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  • 文章类型: Journal Article
    真核生物的基因组大小变化对从基因组到整个生物水平的生物生物学具有无数影响。大的基因组大小可能与较低的选择效率相关,因为较低的有效群体大小允许通过遗传漂移固定有害突变。增加基因组大小和降低选择效率。由于基因组大小和每个碱基对的重组率之间存在假设的负相关关系,增加基因组大小也可以增加基因组中连锁选择的效果,降低自然选择修复或去除突变的效率。我们使用了15个转录组数据集和6个新热带sal物种的子集,基因组大小从12到87pg不等,以研究基因组大小与选择效率之间的关系。我们估计了具有小基因组和大基因组的sal的dN/dS,并测试了较大基因组中的选择松弛。与我们的期望相反,我们没有发现基因组大小与选择效率之间的显著关系,也没有强有力的证据表明,在任何一组物种的基因组较大的物种中,dN/dS值较高.我们还发现几乎没有证据表明基因组较大的物种会放松选择。该组中基因组大小与范围大小(种群大小的代表)之间的正相关与具有较大基因组的物种中更强漂移的预测不一致。我们的结果强调了在具有基因组巨人症的生物体中形成基因组变异的许多力量之间的复杂相互作用。
    Genome size variation in eukaryotes has myriad effects on organismal biology from the genomic to whole-organism level. Large genome size may be associated with lower selection efficiency because lower effective population sizes allow fixation of deleterious mutations via genetic drift, increasing genome size and decreasing selection efficiency. Because of a hypothesized negative relationship between genome size and recombination rate per base pair, increased genome size could also increase the effect of linked selection in the genome, decreasing the efficiency with which natural selection can fix or remove mutations. We used a transcriptomic dataset of 15 and a subset of six Neotropical salamander species ranging in genome size from 12 to 87 pg to study the relationship between genome size and efficiency of selection. We estimated dN/dS of salamanders with small and large genomes and tested for relaxation of selection in the larger genomes. Contrary to our expectations, we did not find a significant relationship between genome size and selection efficiency or strong evidence for higher dN/dS values in species with larger genomes for either species set. We also found little evidence for relaxation of selection in species with larger genomes. A positive correlation between genome size and range size (a proxy of population size) in this group disagrees with predictions of stronger drift in species with larger genomes. Our results highlight the complex interactions between the many forces shaping genomic variation in organisms with genomic gigantism.
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  • 文章类型: Journal Article
    流行病学证据表明,绝经后骨质疏松症(OP)和心血管疾病(CVD)之间存在共病,但是缺乏可能的共享基因的识别。使用微芯片和RNA测序,在临床特征明确的绝经后妇女(50至86岁)的经髂骨活检(n=84)中分析了骨骼整体转录组,而没有临床CVD。使用生物信息学进一步分析了与区域骨矿物质密度(aBMD)高度相关的一千个转录本,以及与CVD和相关生物学机制重叠的常见基因,确定了途径和功能。50个基因(45个mRNA,5个miRNA)被发现在氧化应激中具有既定的作用,炎症反应,内皮功能,纤维化,血脂异常和成骨/钙化。这些具有可能的CVD共病功能的多效性基因也存在于微血管内皮细胞和心肌细胞的转录组中,并且在患有脆性骨折的健康和骨质疏松女性之间差异表达。结果得到了遗传多效性通知的条件错误发现率方法的支持,该方法可识别编码aBMD和CVD相关转录本的几个基因中单核苷酸多态性(SNP)的任何重叠。该研究为大量绝经后骨活检中BMD调节和CVD风险的重要基因提供了转录和基因组证据。在CVD风险类别中鉴定的大多数转录本在OP发病机理中没有先前公认的作用,并且为探索CVD和OP之间的生物学关联的机理基础提供了新的途径。
    Epidemiological evidence suggests existing comorbidity between postmenopausal osteoporosis (OP) and cardiovascular disease (CVD), but identification of possible shared genes is lacking. The skeletal global transcriptomes were analyzed in trans-iliac bone biopsies (n = 84) from clinically well-characterized postmenopausal women (50 to 86 years) without clinical CVD using microchips and RNA sequencing. One thousand transcripts highly correlated with areal bone mineral density (aBMD) were further analyzed using bioinformatics, and common genes overlapping with CVD and associated biological mechanisms, pathways and functions were identified. Fifty genes (45 mRNAs, 5 miRNAs) were discovered with established roles in oxidative stress, inflammatory response, endothelial function, fibrosis, dyslipidemia and osteoblastogenesis/calcification. These pleiotropic genes with possible CVD comorbidity functions were also present in transcriptomes of microvascular endothelial cells and cardiomyocytes and were differentially expressed between healthy and osteoporotic women with fragility fractures. The results were supported by a genetic pleiotropy-informed conditional False Discovery Rate approach identifying any overlap in single nucleotide polymorphisms (SNPs) within several genes encoding aBMD- and CVD-associated transcripts. The study provides transcriptional and genomic evidence for genes of importance for both BMD regulation and CVD risk in a large collection of postmenopausal bone biopsies. Most of the transcripts identified in the CVD risk categories have no previously recognized roles in OP pathogenesis and provide novel avenues for exploring the mechanistic basis for the biological association between CVD and OP.
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