RNA‐Seq

RNA - Seq
  • 文章类型: Journal Article
    阿尔茨海默病(Alzheimer\'sdisease,AD)是进行性痴呆的主要原因,其特征是记忆丧失和进行性神经认知功能障碍。然而,分子机制尚未完全了解。为了阐明导致AD的分子机制,在AD患者颞叶皮质的RNA测序(RNA-seq)数据中,我们部署了一个整合的分析工作流程,以确定关键的调控靶标.可溶性转化生长因子β受体3(sTGFBR3)被确定为AD的关键靶标,在AD患者和AD小鼠模型中异常升高。然后,我们证明了sTGFBR3缺陷在淀粉样前体蛋白(APP)/PS1和链脲佐菌素(STZ)诱导的神经元损伤小鼠的表达被表达shRNA的慢病毒(LV)载体破坏后,恢复了空间学习和记忆障碍。机械上,sTGFBR3缺乏增强TGF-β信号并抑制NF-κB途径,从而减少了疾病相关小胶质细胞(DAMs)的数量,抑制促炎活性并增加DAMs的吞噬活性。此外,sTGFBR3缺乏可显着减轻脂多糖(LPS)引起的急性神经炎症,并减轻STZ引起的神经元功能障碍。总的来说,这些结果将sTGFBR3定位为AD治疗干预的有希望的候选者.
    Alzheimer\'s disease (AD) is a major cause of progressive dementia characterized by memory loss and progressive neurocognitive dysfunction. However, the molecular mechanisms are not fully understood. To elucidate the molecular mechanism contributing to AD, an integrated analytical workflow was deployed to identify pivotal regulatory target within the RNA-sequencing (RNA-seq) data of the temporal cortex from AD patients. Soluble transforming growth factor beta receptor 3 (sTGFBR3) was identified as a critical target in AD, which was abnormally elevated in AD patients and AD mouse models. We then demonstrated that sTGFBR3 deficiency restored spatial learning and memory deficits in amyloid precursor protein (APP)/PS1 and streptozotocin (STZ)-induced neuronal impairment mice after its expression was disrupted by a lentiviral (LV) vector expressing shRNA. Mechanistically, sTGFBR3 deficiency augments TGF-β signaling and suppressing the NF-κB pathway, thereby reduced the number of disease-associated microglia (DAMs), inhibited proinflammatory activity and increased the phagocytic activity of DAMs. Moreover, sTGFBR3 deficiency significantly mitigated acute neuroinflammation provoked by lipopolysaccharide (LPS) and alleviated neuronal dysfunction induced by STZ. Collectively, these results position sTGFBR3 as a promising candidate for therapeutic intervention in AD.
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  • 文章类型: Journal Article
    背景:气虚痰湿(QPD)是肺腺癌(LUAD)最常见的中医证型之一。本研究旨在确定LUAD与QPD综合征的综合征特异性生物标志物。
    方法:LUADQPD患者外周血单核细胞(PBMC),患有非QPD(N-QPD)的LUAD患者,收集和健康对照(H)并用RNA-seq分析以鉴定差异表达基因(DEGs)。计算每个DEG的受试者操作特征曲线下面积(AUC),和前10个最高AUCDEGs通过qRT-PCR进行验证。使用Logistic回归分析来建立用AUC评估的诊断模型。
    结果:本研究共纳入135名个体(训练集:15个QPD,15N-QPD,15小时;验证集:30QPD,30N-QPD,30小时)。在QPD和N-QPD之间总共鉴定出1480个DEG。qRT-PCR结果显示DDR2的表达下调,PPARG上调,这与训练集的发现是一致的。我们用这两个基因开发了一个诊断模型。训练队列和验证队列中诊断模型的AUC分别为0.891和0.777。
    结论:我们确定了两个基因(DDR2和PPARG)作为LUAD伴QPD综合征的综合征特异性生物标志物,并开发了一种新的诊断模型,有助于提高临床诊断的准确性和敏感性,为天然药物治疗LUAD提供新的靶点。
    BACKGROUND: Qi deficiency and phlegm dampness (QPD) is one of the most common traditional Chinese medicine (TCM) syndromes in lung adenocarcinoma (LUAD). This study aimed to identify syndrome-specific biomarkers for LUAD with QPD syndrome.
    METHODS: Peripheral blood mononuclear cells (PBMCs) from LUAD patients with QPD, LUAD patients with non-QPD (N-QPD), and healthy control (H) were collected and analyzed with RNA-seq to identify differentially expressed genes (DEGs). The area under the receiver operator characteristic curve (AUC) of each DEG was calculated, and the top 10 highest AUC DEGs were validated by qRT-PCR. Logistic regression analysis was used to develop a diagnostic model evaluated with AUC.
    RESULTS: A total of 135 individuals were enrolled in this study (training set: 15 QPD, 15 N-QPD, 15 H; validation set: 30 QPD, 30 N-QPD, 30 H). A total of 1480 DEGs were identified between QPD and N-QPD. The qRT-PCR results showed that the expression of DDR2 was downregulated, and PPARG was upregulated, which was in line with the finding of the training set. We developed a diagnostic model with these two genes. The AUC of the diagnostic model in the training cohort and validation cohort was 0.891 and 0.777, respectively.
    CONCLUSIONS: We identified the two genes (DDR2 and PPARG) as syndrome-specific biomarkers for LUAD with QPD syndrome and developed a novel diagnostic model, which may help to improve the accuracy and sensibility of clinical diagnosis and provide a new target for natural drug treatment of LUAD.
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  • 文章类型: Journal Article
    低剂量5-氨基乙酰丙酸光动力疗法(ALA-PDT)已用于应对皮肤光老化,并被认为涉及DNA损伤修复反应。然而,目前尚不清楚低剂量ALA-PDT如何调节DNA损伤修复以抑制皮肤光老化.我们使用人真皮成纤维细胞(HDFs)和大鼠皮肤建立了光老化模型。进行RNA测序(RNA-seq)分析以鉴定低剂量ALA-PDT治疗前后HDF中的差异表达基因(DEG)。其次是生物信息学分析。采用衰老相关β-半乳糖苷酶(SA-β-gal)染色评估皮肤衰老相关表现,并采用Western印迹评估相关蛋白的表达。彗星试验用于检测细胞DNA损伤,同时免疫荧光检测8-羟基-2'-脱氧鸟苷(8-oxo-dG)在细胞和皮肤组织中的表达。在体内和体外模型中,低剂量ALA-PDT减轻了紫外线B(UVB)引起的皮肤光老化的表现。低剂量ALA-PDT可显着降低光老化HDFs中的DNA损伤。此外,低剂量ALA-PDT加速了光老化HDFs和光老化大鼠皮肤浅层真皮中光产物8-oxo-dG的清除。RNA-seq分析表明,低剂量ALA-PDT上调碱基切除修复(BER)途径中关键基因的表达。进一步的功能验证表明,使用UPF1069对BER表达的抑制显着抑制了SA-β-gal活性,G2/M相比,衰老相关蛋白P16、P21、P53和MUTYH蛋白的表达,以及光老化HDF中光产物8-oxo-dG的清除。低剂量ALA-PDT通过激活BER信号通路发挥抗光老化作用。
    Low-dose 5-aminolevulinic acid photodynamic therapy (ALA-PDT) has been used to cope with skin photoaging, and is thought to involve DNA damage repair responses. However, it is still unknown how low-dose ALA-PDT regulates DNA damage repair to curb skin photoaging. We established a photoaging model using human dermal fibroblasts (HDFs) and rat skin. RNA-sequencing (RNA-seq) analysis was conducted to identify differentially expressed genes (DEGs) in HDFs before and after low-dose ALA-PDT treatment, followed by bioinformatics analysis. Senescence-associated β-galactosidase (SA-β-gal) staining was employed to assess skin aging-related manifestations and Western blotting to evaluate the expression of associated proteins. A comet assay was used to detect cellular DNA damage, while immunofluorescence to examine the expression of 8-hydroxy-2\'-deoxyguanosine (8-oxo-dG) in cells and skin tissues. In both in vivo and in vitro models, low-dose ALA-PDT alleviated the manifestations of ultraviolet B (UVB)-induced skin photoaging. Low-dose ALA-PDT significantly reduced DNA damage in photoaged HDFs. Furthermore, low-dose ALA-PDT accelerated the clearance of the photoproduct 8-oxo-dG in photoaged HDFs and superficial dermis of photoaged rat skin. RNA-seq analysis suggested that low-dose ALA-PDT upregulated the expression of key genes in the base excision repair (BER) pathway. Further functional validation showed that inhibition on BER expression by using UPF1069 significantly suppressed SA-β-gal activity, G2/M phase ratio, expression of aging-associated proteins P16, P21, P53, and MUTYH proteins, as well as clearance of the photoproduct 8-oxo-dG in photoaged HDFs. Low-dose ALA-PDT exerts anti-photoaging effects by activating the BER signalling pathway.
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  • 文章类型: Journal Article
    骨纤维发育不良(OFD)是一种罕见的,良性,最常见于儿童胫骨的纤维骨损伤。胫骨受累导致弯曲并易于发生骨折,骨折的愈合过程显着延迟。导致长期发病。我们先前确定MET基因中的功能获得性突变是OFD的原因。在我们目前的研究中,我们检验了功能获得MET突变由于成骨细胞分化减少而损害骨修复的假设.产生杂合Met外显子15跳跃(MetA15-HET)小鼠以模仿人OFD突变。该突变导致从宽型和遗传小鼠中提取的鼠成骨细胞中由RNA-seq确定的MET相关信号的异常和失调。尽管在小鼠中没有发现明显的骨骼缺陷,MetΔ15-HET小鼠骨折修复延迟,骨折后2周观察到骨形成减少。我们的数据与MET介导的信号调节成骨的新作用一致。
    Osteofibrous dysplasia (OFD) is a rare, benign, fibro-osseous lesion that occurs most commonly in the tibia of children. Tibial involvement leads to bowing and predisposes to the development of a fracture which exhibit significantly delayed healing processes, leading to prolonged morbidity. We previously identified gain-of-function mutations in the MET gene as a cause for OFD. In our present study, we test the hypothesis that gain-of-function MET mutations impair bone repair due to reduced osteoblast differentiation. A heterozygous Met exon 15 skipping (MetΔ15-HET) mouse was created to imitate the human OFD mutation. The mutation results in aberrant and dysregulation of MET-related signaling determined by RNA-seq in the murine osteoblasts extracted from the wide-type and genetic mice. Although no gross skeletal defects were identified in the mice, fracture repair was delayed in MetΔ15-HET mice, with decreased bone formation observed 2-week postfracture. Our data are consistent with a novel role for MET-mediated signaling regulating osteogenesis.
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  • 文章类型: Journal Article
    凋落物大小是牲畜生产性能的关键指标。然而,它在山羊中的遗传基础仍然知之甚少。在这项工作中,首次对100个已发表的产仔率不同的山羊基因组进行了全基因组选择扫描分析(GWSA),以鉴定与产仔率相关的候选基因.该分析与来自高产和低产山羊的卵巢组织(卵泡期)的公开RNA测序数据相结合。通过GWSA鉴定了总共2278个基因。这些基因大多富集在与卵泡发育和激素分泌相关的信号通路中。此外,从不同产仔数山羊的卵巢中获得了208个组间差异表达的基因。这些基因基本上富集在胆固醇和类固醇合成信号通路中。同时,加权基因共表达网络用于对差异表达基因进行模块分析.结果表明,重建了七个模块,其中一个模块与产仔数有很强的相关性(r=-0.51,p值<0.001)。这个模块中有51个基因,根据核心基因之间的Pearson相关系数>0.4,模块成员之间的相关系数>0.80和模块内连通性≥5,筛选出39个hub基因。最后,根据GWSA和hub基因Venn分析的结果,七个关键基因(ACSS2,HECW2,KDR,LHCGR,NAMPT,发现PTGFR和TFPI)与类固醇合成和卵泡生长发育有关。该工作有助于了解山羊产仔数的遗传基础,为山羊分子育种提供理论支持。
    Litter size is a key indicator of production performance in livestock. However, its genetic basis in goats remains poorly understood. In this work, a genome-wide selection sweep analysis (GWSA) on 100 published goat genomes with different litter rates was performed for the first time to identify candidate genes related to kidding rate. This analysis was combined with the public RNA-sequencing data of ovary tissues (follicular phase) from high- and low-yielding goats. A total of 2278 genes were identified by GWSA. Most of these genes were enriched in signaling pathways related to ovarian follicle development and hormone secretion. Moreover, 208 differentially expressed genes between groups were obtained from the ovaries of goats with different litter sizes. These genes were substantially enriched in the cholesterol and steroid synthesis signaling pathways. Meanwhile, the weighted gene co-expression network was used to perform modular analysis of differentially expressed genes. The results showed that seven modules were reconstructed, of which one module showed a very strong correlation with litter size (r = -0.51 and p-value <0.001). There were 51 genes in this module, and 39 hub genes were screened by Pearson\'s correlation coefficient between core genes > 0.4, correlation coefficient between module members > 0.80 and intra-module connectivity ≥5. Finally, based on the results of GWSA and hub gene Venn analysis, seven key genes (ACSS2, HECW2, KDR, LHCGR, NAMPT, PTGFR and TFPI) were found to be associated with steroid synthesis and follicle growth development. This work contributes to understanding of the genetic basis of goat litter size and provides theoretical support for goat molecular breeding.
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  • 文章类型: Journal Article
    渗透抗性机制已在整个植物或植物组织中进行了广泛的研究。然而,在广泛用于植物生物技术系统的胚胎发生组织(ET)中对此知之甚少。Suberin,细胞壁脂肪族和芳香族杂聚物,在植物细胞抵抗渗透胁迫中起着至关重要的作用。在裸子植物中很少研究木素调节生物合成。这里,PaMYB11,一个亚组11R2R3-MYB转录因子,在冷冻保护剂预处理过程中,挪威云杉(Piceaabies)ET的渗透抗性中起着关键作用。因此,RNA-seq,组织学,并对挪威云杉ET中PaMYB11-OE和PaMYB11-SRDX的稳定转化进行了分析化学分析。DAP-seq,Y1H,和LUC进一步结合探索PaMYB11靶点。PaMYB11的激活对于挪威云杉胚胎发生细胞壁上的细叶沉积是必要且足够的,在渗透胁迫下ET的存活中起着决定性的作用。转录组分析表明,PaMYB11通过促进极长链脂肪酸(VLCFA)的合成来增强薄片单体的合成。PaPOP,PaADH1和PaTET8L,前两个(PaADH1和PaPOP,包括)参与VLCFA合成,被证明是PaMYB11的直接靶标。我们的研究确定了挪威云杉ET中由PaMYB11指导的新型渗透反应,这提供了对裸子植物抗渗作用机制的新认识。
    The osmotic resistance mechanism has been extensively studied in whole plants or plant tissues. However, little is known about it in embryogenic tissue (ET) which is widely used in plant-based biotechnological systems. Suberin, a cell wall aliphatic and aromatic heteropolymer, plays a critical role in plant cells against osmosis stress. The suberin regulatory biosynthesis has rarely been studied in gymnosperms. Here, PaMYB11, a subgroup 11 R2R3-MYB transcription factor, plays a key role in the osmotic resistance of Norway spruce (Picea abies) ETs during cryoprotectant pretreatment. Thus, RNA-seq, histological, and analytical chemical analyses are performed on the stable transformations of PaMYB11-OE and PaMYB11-SRDX in Norway spruce ETs. DAP-seq, Y1H, and LUC are further combined to explore the PaMYB11 targets. Activation of PaMYB11 is necessary and sufficient for suberin lamellae deposition on Norway spruce embryogenic cell walls, which plays a decisive role in ET survival under osmotic stress. Transcriptome analysis shows that PaMYB11 enhances suberin lamellae monomer synthesis by promoting very long-chain fatty acid (VLCFA) synthesis. PaPOP, PaADH1, and PaTET8L, the first two (PaADH1 and PaPOP, included) involved in VLCFA synthesis, are proved to be the direct targets of PaMYB11. Our study identified a novel osmotic response directed by PaMYB11 in Norway spruce ET, which provides a new understanding of the resistance mechanism against osmosis in gymnosperms.
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  • 文章类型: Journal Article
    茶树(茶树[L.])是中国最重要的农作物之一,茶枝是决定茶树产量的重要农艺性状。在以前的工作集中在GWAS,通过对古代茶树的全基因组重新测序来检测与植物结构相关的GWAS信号,发现了与植物类型显着相关的TEA029928基因座。序列比对结果表明,该基因属于F-box家族。我们把它命名为CsBRC。CsBRC-GFP融合蛋白主要位于质膜中。通过比较CsBRC转基因烟草和WT烟草的表型,发现转基因烟草的分枝数明显高于野生型烟草。通过RNA-seq分析,研究发现,CsBRC通过调控植物油菜素合成途径相关基因的表达,影响植物的分枝发育。此外,CsBRC在水稻中的过表达可以增加分ill数,谷物长度和宽度,和1000粒的重量。
    Tea plant (Camellia sinensis [L.]) is one of the most important crops in China, and tea branch is an important agronomic trait that determines the yield of tea plant. In previous work focused on GWAS that detecting GWAS signals related to plant architecture through whole genome re-sequencing of ancient tea plants, a gene locus TEA 029928 significantly related to plant type was found. Sequence alignment results showed that this gene belonged to the F-box family. We named it CsBRC. CsBRC-GFP fusion proteins were mainly localized in the plasma membrane. By comparing the phenotypes of CsBRC transgenic tobacco and WT tobacco, it was found that the number of branches of transgenic tobacco was significantly higher than that of wild-type tobacco. Through RNA-seq analysis, it was found that CsBRC affects the branching development of plants by regulating the expression of genes related to brassinosteroid synthesis pathway in plants. In addition, overexpression of CsBRC in rice could increase tiller number, grain length and width, and 1,000-grain weight.
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  • 文章类型: Journal Article
    缺氧已成为限制水产养殖发展的最关键因素之一。鲤鱼(Carassiusauratus)是中国广泛食用的鱼类,对低氧环境具有优异的耐受性。然而,cru鱼缺氧适应和耐受的分子机制尚不清楚。与对照相比,T-SOD增加,CAT,GSH-Px,T-AOC,ALT,AST活性和MDA,TCHO,和TG含量,低氧胁迫后,TP和ATP含量降低。基于RNA-seq,2479个差异表达(DE)mRNA和60个DEmiRNA,和许多参与HIF信号通路的DEmRNA(HIF-1α,epo,vegfa,andho),厌氧代谢(hk1/hk2,pfk,gapdh,pk,和ldh)和免疫应答(nlrp12,cxcr1,cxcr4,ccr9和cxcl12)在缺氧暴露后显著上调。综合分析发现,预测igfbp1、hsp70和hk2受novel_867、dre-miR-125c-3p/novel_173、dre-miR-181b-5p、和dre-miR-338-5p/dre-miR-17a-3p,分别,MAPK信号通路显著富集DEmiRNAs,FoxO信号通路,和糖酵解/糖异生。表达分析表明,vegfa的mRNA水平,epo,ho,hsp70,hsp90aa.1,igfbp1,ldh,hk1,pfk,pk,gapdh表现出显著的增长,而sdh和mdh在H3h下调,H12h,H24h组与对照组比较。此外,研究发现,hk2是dre-miR-17a-3p的靶标,过表达dre-miR-17a-3p显著降低了hk2的表达水平,而在dre-miR-17a-3p沉默后获得相反的结果。这些结果有助于我们了解cru鱼耐缺氧的分子机制。
    Hypoxia has become one of the most critical factors limiting the development of aquaculture. Crucian carp (Carassius auratus) is widely consumed fish in China, with excellent tolerance to hypoxic environment. However, the molecular mechanisms underlying hypoxia adaptation and tolerance in crucian carp remain unclear. Compared with the control, increased T-SOD, CAT, GSH-Px, T-AOC, ALT, and AST activities and MDA, TCHO, and TG contents, and decreased TP and ATP contents were observed after hypoxia stress. Based on RNA-seq, 2479 differentially expressed (DE) mRNAs and 60 DE miRNAs were identified, and numerous DE mRNAs involved in HIF signaling pathway (hif-1α, epo, vegfa, and ho), anaerobic metabolism (hk1/hk2, pfk, gapdh, pk, and ldh) and immune response (nlrp12, cxcr1, cxcr4, ccr9, and cxcl12) were significantly upregulated after hypoxia exposure. Integrated analysis found that ho, igfbp1, hsp70, and hk2 were predicted to be regulated by novel_867, dre-miR-125c-3p/novel_173, dre-miR-181b-5p, and dre-miR-338-5p/dre-miR-17a-3p, respectively, and targets of DE miRNAs were significantly enriched in MAPK signaling pathway, FoxO signaling pathway, and glycolysis/gluconeogenesis. Expression analysis showed that the mRNA levels of vegfa, epo, ho, hsp70, hsp90aa.1, igfbp1, ldh, hk1, pfk, pk, and gapdh exhibited a remarkable increase, whereas sdh and mdh were downregulated in the H3h, H12h, and H24h groups compared with the control. Furthermore, research found that hk2 is a target of dre-miR-17a-3p, overexpression of dre-miR-17a-3p significantly decreased the expression level of hk2, while the opposite results were obtained after dre-miR-17a-3p silencing. These results contribute to our understanding of the molecular mechanisms of hypoxia tolerance in crucian carp.
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  • 文章类型: Journal Article
    目的:肺腺癌(LUAD)从原位腺癌(AIS)逐步连续发展为微浸润性腺癌(MIA)和随后的浸润性腺癌(IAC)的基因组和分子生态学尚不清楚,需要进一步阐明。我们旨在表征基因突变和表达景观,并探讨从AIS到IAC的动态进化过程中差异表达基因(DEGs)和显著突变基因(SMGs)之间的关联。
    方法:纳入35例磨玻璃结节(GGNs)肺腺癌患者。对所有患者进行全外显子组测序(WES)和转录组测序(RNA-Seq),包括肿瘤样本和相应的非癌组织。随后分析从WES和RNA-Seq获得的数据。
    结果:来自WES的发现描绘了在EGFR(49%)和ANKRD36C(17%)中观察到的主要突变。SMGs,包括EGFR和RBM10,与从AIS到IAC的动态演变有关。同时,DEGs,包括GPR143、CCR9、ADAMTS16等均与侵入性LUAD的全过程有关。我们发现与细胞迁移和侵袭相关的信号通路上调,血管生成的信号通路在各个病理阶段都下调。此外,我们发现FAM83A的信使RNA(mRNA)水平,MAL2,深度,其他人与CNVs显著相关。基因集富集分析(GSEA)显示,EGFR/RBM10共突变患者血红素代谢和胆固醇稳态通路显著上调,与EGFR突变患者相比,这些患者的总生存期可能较差.基于免疫浸润评分的六种计算方法,NK/CD8+T细胞减少,Treg/B细胞随着早期LUAD的进展而增加。
    结论:我们的发现为LUAD的独特基因组和分子特征提供了有价值的见解,促进识别和推进针对LUAD从AIS到IAC的侵入性进展的精准医学策略。
    OBJECTIVE: The genomic and molecular ecology involved in the stepwise continuum progression of lung adenocarcinoma (LUAD) from adenocarcinoma in situ (AIS) to minimally invasive adenocarcinoma (MIA) and subsequent invasive adenocarcinoma (IAC) remains unclear and requires further elucidation. We aimed to characterize gene mutations and expression landscapes, and explore the association between differentially expressed genes (DEGs) and significantly mutated genes (SMGs) during the dynamic evolution from AIS to IAC.
    METHODS: Thirty-five patients with ground-glass nodules (GGNs) lung adenocarcinomas were enrolled. Whole-exome sequencing (WES) and transcriptome sequencing (RNA-Seq) were conducted on all patients, encompassing both tumor samples and corresponding noncancerous tissues. Data obtained from WES and RNA-Seq were subsequently analyzed.
    RESULTS: The findings from WES delineated that the predominant mutations were observed in EGFR (49%) and ANKRD36C (17%). SMGs, including EGFR and RBM10, were associated with the dynamic evolution from AIS to IAC. Meanwhile, DEGs, including GPR143, CCR9, ADAMTS16, and others were associated with the entire process of invasive LUAD. We found that the signaling pathways related to cell migration and invasion were upregulated, and the signaling pathways of angiogenesis were downregulated across the pathological stages. Furthermore, we found that the messenger RNA (mRNA) levels of FAM83A, MAL2, DEPTOR, and others were significantly correlated with CNVs. Gene set enrichment analysis (GSEA) showed that heme metabolism and cholesterol homeostasis pathways were significantly upregulated in patients with EGFR/RBM10 co-mutations, and these patients may have poorer overall survival than those with EGFR mutations. Based on the six calculation methods for the immune infiltration score, NK/CD8+ T cells decreased, and Treg/B cells increased with the progression of early LUAD.
    CONCLUSIONS: Our findings offer valuable insights into the unique genomic and molecular features of LUAD, facilitating the identification and advancement of precision medicine strategies targeting the invasive progression of LUAD from AIS to IAC.
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  • 文章类型: Journal Article
    全转录组关联研究(TWAS)可以为植物中的候选基因提供单基因分辨率,补充全基因组关联研究(GWAS),但在植物方面的努力已经得到了满足,充其量,混合成功。我们从693种玉米基因型中获得了表达数据,在一个普通的现场实验中测量,在2小时内采样,以最大程度地减少昼夜和环境影响,使用全长RNA-seq来最大化转录本丰度的准确估计。TWAS可以识别出可能在开花时间调节中起作用的基因,是GWAS从同一实验中获得的数据的大约10倍。TWAS使用成熟的叶片组织鉴定了已知在茎尖分生组织中起作用的已知真阳性开花时间基因,和来自新环境的性状数据使得能够识别额外的开花时间基因,而无需新的表达数据。TWAS标记基因的eQTL分析通过反式eQTL相互作用鉴定了至少一个其他已知的玉米开花时间基因。这些结果共同表明,这里描述的基因表达资源可以将基因与在一系列组织中表达的不同植物表型的功能联系起来,并在不同的实验中评分。
    Transcriptome-wide association studies (TWAS) can provide single gene resolution for candidate genes in plants, complementing genome-wide association studies (GWAS) but efforts in plants have been met with, at best, mixed success. We generated expression data from 693 maize genotypes, measured in a common field experiment, sampled over a 2-h period to minimize diurnal and environmental effects, using full-length RNA-seq to maximize the accurate estimation of transcript abundance. TWAS could identify roughly 10 times as many genes likely to play a role in flowering time regulation as GWAS conducted data from the same experiment. TWAS using mature leaf tissue identified known true-positive flowering time genes known to act in the shoot apical meristem, and trait data from a new environment enabled the identification of additional flowering time genes without the need for new expression data. eQTL analysis of TWAS-tagged genes identified at least one additional known maize flowering time gene through trans-eQTL interactions. Collectively these results suggest the gene expression resource described here can link genes to functions across different plant phenotypes expressed in a range of tissues and scored in different experiments.
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