Gene interaction

基因相互作用
  • 文章类型: Journal Article
    心肌细胞肥大在心力衰竭的发展中起着至关重要的作用,可能导致心脏骤停和死亡。先前的研究表明,微核糖核酸(miRNA)有望用于心肌细胞肥大的早期诊断和治疗。探讨miR-378在心肌细胞肥大模型中的表达,逆转录-聚合酶链反应(RT-qPCR),蛋白质印迹,并在血管紧张素Ⅱ(AngⅡ)诱导的H9c2细胞和AngⅡ诱导的心肌细胞肥大小鼠模型中进行免疫荧光试验。通过双荧光素酶报告基因研究miR-378与AKT2的功能相互作用,RNA下拉,蛋白质印迹,和RT-qPCR测定。RT-qPCR分析结果显示miR-378在心肌细胞肥大的细胞和动物模型中表达下调。观察到miR-378模拟物的引入抑制了由AngII诱导的心肌细胞的肥大。此外,AKT2表达载体的共转染部分减轻了miR-378过表达对AngII诱导的心肌细胞的负面影响.分子研究提供了证据,表明miR-378通过与AKT2mRNA的3'非翻译区(UTR)相互作用来负调节AKT2表达。降低的miR-378表达和AKT2激活与AngII诱导的心肌细胞肥大有关。靶向miR-378/AKT2轴提供了缓解心肌细胞肥大的治疗机会。
    Cardiomyocyte hypertrophy plays a crucial role in heart failure development, potentially leading to sudden cardiac arrest and death. Previous studies suggest that micro-ribonucleic acids (miRNAs) show promise for the early diagnosis and treatment of cardiomyocyte hypertrophy.To investigate the miR-378 expression in the cardiomyocyte hypertrophy model, reverse transcription-polymerase chain reaction (RT-qPCR), Western blot, and immunofluorescence tests were conducted in angiotensin II (Ang II)-induced H9c2 cells and Ang II-induced mouse model of cardiomyocyte hypertrophy. The functional interaction between miR-378 and AKT2 was studied by dual-luciferase reporter, RNA pull-down, Western blot, and RT-qPCR assays.The results of RT-qPCR analysis showed the downregulated expression of miR-378 in both the cell and animal models of cardiomyocyte hypertrophy. It was observed that the introduction of the miR-378 mimic inhibited the hypertrophy of cardiomyocytes induced by Ang II. Furthermore, the co-transfection of AKT2 expression vector partially mitigated the negative impact of miR-378 overexpression on Ang II-induced cardiomyocytes. Molecular investigations provided evidence that miR-378 negatively regulated AKT2 expression by interacting with the 3\' untranslated region (UTR) of AKT2 mRNA.Decreased miR-378 expression and AKT2 activation are linked to Ang II-induced cardiomyocyte hypertrophy. Targeting miR-378/AKT2 axis offers therapeutic opportunity to alleviate cardiomyocyte hypertrophy.
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  • 文章类型: Journal Article
    背景:统计上存在,或遗传关联研究中的“基因-基因相互作用”,是指影响相同表型的两个不同基因的多态性位点之间的非加性效应。在复杂性状的遗传关联分析中,然而,到目前为止,研究人员还没有找到足够的统计上的线索。
    方法:我们开发了一个统计模型,其中统计上位表现为不同风险基因多态性位点之间的额外连锁不平衡。计算了用于识别基因-基因相互作用的统计检验的功效,然后在不同的假设情况下进行了比较。
    结果:我们的结果表明,统计功效随着交互系数的增加而增加,相对风险,和遗传标记的连锁不平衡。然而,交互发现的能力远低于常规的单站点关联测试。当在统计检验中采用严格的标准时,基因-基因相互作用的鉴定成为一项非常困难的任务。由于显著性标准是p值≤5.0×10-8,与许多全基因组关联研究相同,在各种情况下,几乎没有机会识别基因-基因相互作用。
    结论:缺乏上位性往往是遗传关联研究中方法的统计原理所导致的必然结果,因此是研究本身的固有特征。
    BACKGROUND: Statistical epistasis, or \"gene-gene interaction\" in genetic association studies, means the nonadditive effects between the polymorphic sites on two different genes affecting the same phenotype. In the genetic association analysis of complex traits, nevertheless, the researchers haven\'t found enough clues of statistical epistasis so far.
    METHODS: We developed a statistical model where the statistical epistasis was presented as an extra linkage disequilibrium between the polymorphic sites of different risk genes. The power of statistical test for identifying the gene-gene interaction was calculated and then compared in different hypothesis scenarios.
    RESULTS: Our results show the statistical power increases with the increasing of interaction coefficient, relative risk, and linkage disequilibrium with genetic markers. However, the power of interaction discovery is much lower than that of regular single-site association test. When rigorous criteria were employed in statistical tests, the identification of gene-gene interaction became a very difficult task. Since the criterion of significance was given to be p-value ≤ 5.0 × 10-8, the same as that of many genome-wide association studies, there is little chance to identify the gene-gene interaction in all kind of circumstances.
    CONCLUSIONS: The lack of epistasis tends to be an inevitable result caused by the statistical principles of methods in the genetic association studies and therefore is the inherent characteristic of the research itself.
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  • 文章类型: Journal Article
    Wnt/β-catenin通路基因可能在非创伤性股骨头坏死(ONFH)的脂肪堆积中发挥潜在作用,但其在通路中的变异体对ONFH发育的影响尚不清楚.为了探索变异体在ONFH发展中的潜在作用,我们完成了对GSK3β17种变体的配对相互作用及其相关生物学功能的研究,LRP5和FRP4基因等。在通路中。在560ONFH病例控制系统中,通过大规模阵列平台完成了17种变体的基因分型。通过逻辑回归分析等评估变体相互作用与ONFH风险和临床特征的关联。和生物信息学技术。结果表明,基因型,等位基因频率,和Gsk3βrs334558(G/A)的遗传模型,SFRP4rs1052981(A/G),和LRP5rs312778(T/C)与ONFH风险和临床特征的增加和减少显着相关,分别(P<0.001-0.0002)。特别是,六个变异体以及八个变异体的配对相互作用也显示出统计学上增加和降低的ONFH风险,双侧髋关节病变风险和IV期ONFH风险,分别为(P<0.044-0.004)。我们的结果不仅首次同时显示了相同研究系统中ONFH的确切血脂紊乱和血小板功能异常,具有Wnt/β-catenin通路的17个变体多态性,而且还揭示了这些变体密切干预脂质紊乱和ONFH的异常凝血功能。
    The genes of Wnt/β-catenin pathway may have potential roles in fat accumulation of Non-traumatic osteonecrosis of the femoral head (ONFH), but the effects of their variants in the pathway on ONFH development have been remained unclear. To explore the potential roles of the variants in the development of ONFH, we completed the investigation of the paired interactions as well as their related biological functions of 17 variants of GSK3β, LRP5, and FRP4 genes etc. in the pathway. The genotyping of the 17 variants were finished by MASS ARRAY PLATFORM in a 560 ONFH case-control system. The association of variants interactions with ONFH risk and clinical traits was evaluated by logistic regression analysis etc. and bioinformatics technology. The results showed that the genotype, allele frequency, and genetic models of Gsk3β rs334558 (G/A), SFRP4 rs1052981 (A/G), and LRP5 rs312778 (T/C) were significantly associated with the increased and decreased ONFH risk and clinical traits, respectively (P < 0.001-0.0002). Particularly, the paired interactions of six variants as well as eight variants also showed statistically increased and decreased ONFH risk, bilateral hip lesions risk and stage IV risk of ONFH, respectively (P < 0.044-0.004). Our results not only at the first time simultaneously showed exact serum lipid disorder and abnormal platelet function of ONFH in the same study system with the 17 variants polymorphisms of Wnt/β-catenin pathway but also shed light on the variants closely intervening the lipid disorder and abnormal coagulation of ONFH.
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  • 文章类型: Journal Article
    背景:PRAME构成了欧瑟利亚人最大的多拷贝基因家族之一,编码具有富含亮氨酸重复(LRR)结构域的癌症睾丸抗原(CTA),在癌细胞和配子生殖细胞中高度表达。这项研究旨在阐明两个成员之间的遗传相互作用,Pramex1和Pramel1,在小鼠Prame家族中使用基因敲除方法进行配子发生。
    结果:Pramex1或Pramel1的单基因敲除(sKO)导致约7%的异常生精小管,以仅支持细胞(SCO)表型为特征,显著影响精子数量和繁殖力。值得注意的是,sKO雌性小鼠表现出正常的生殖功能。相比之下,Pramex1/Pramel1双敲除(dKO)小鼠在两种性别中均表现出降低的繁殖力。在dKO女性中,与sKO和WT小鼠相比,卵巢初级卵泡计数减少了50%,与繁殖力减少50%相关。这表明在Pramex1或Pramel1sKO雌性的卵子发生过程中具有代偿作用。相反,dKO男性表现出18%的SCO小管频率,凋亡生殖细胞增加,与sKO和WT睾丸相比,未分化的精原细胞减少。在sKO睾丸上使用PRAMEX1或PRAMEL1特异性抗体进行的蛋白质印迹分析显示,每种蛋白质(30-50%)的代偿性上调响应于另一个基因的缺失。双KO男性在精子数量和产仔数方面表现出更严重的缺陷,超越Pramex1和Pramel1sKO累积效应,表明精子发生过程中的协同增强相互作用。在sKO中施用反式维甲酸(RA)及其抑制剂(WIN18,446)的其他实验,dKO,和WT小鼠提示PRAMEX1和PRAMEL1在精子发生过程中协同抑制RA信号通路。
    结论:来自sKO和dKO小鼠的数据揭示了在配子发生过程中通过RA信号通路在Pramex1和Pramel1基因之间的协同相互作用。这一发现为调查Prame家族其他成员之间的互动奠定了基础,促进我们对生殖细胞形成和功能涉及的多拷贝基因家族的理解。
    BACKGROUND: PRAME constitutes one of the largest multi-copy gene families in Eutherians, encoding cancer-testis antigens (CTAs) with leucine-rich repeats (LRR) domains, highly expressed in cancer cells and gametogenic germ cells. This study aims to elucidate genetic interactions between two members, Pramex1 and Pramel1, in the mouse Prame family during gametogenesis using a gene knockout approach.
    RESULTS: Single-gene knockout (sKO) of either Pramex1 or Pramel1 resulted in approximately 7% of abnormal seminiferous tubules, characterized by a Sertoli-cell only (SCO) phenotype, impacting sperm count and fecundity significantly. Remarkably, sKO female mice displayed normal reproductive functions. In contrast, Pramex1/Pramel1 double knockout (dKO) mice exhibited reduced fecundity in both sexes. In dKO females, ovarian primary follicle count decreased by 50% compared to sKO and WT mice, correlating with a 50% fecundity decrease. This suggested compensatory roles during oogenesis in Pramex1 or Pramel1 sKO females. Conversely, dKO males showed an 18% frequency of SCO tubules, increased apoptotic germ cells, and decreased undifferentiated spermatogonia compared to sKO and WT testes. Western blot analysis with PRAMEX1- or PRAMEL1-specific antibodies on sKO testes revealed compensatory upregulation of each protein (30-50%) in response to the other gene\'s deletion. Double KO males exhibited more severe defects in sperm count and litter size, surpassing Pramex1 and Pramel1 sKO accumulative effects, indicating a synergistic enhancement interaction during spermatogenesis. Additional experiments administering trans-retinoic acid (RA) and its inhibitor (WIN18,446) in sKO, dKO, and WT mice suggested that PRAMEX1 and PRAMEL1 synergistically repress the RA signaling pathway during spermatogenesis.
    CONCLUSIONS: Data from sKO and dKO mice unveil a synergistic interaction via the RA signaling pathway between Pramex1 and Pramel1 genes during gametogenesis. This discovery sets the stage for investigating interactions among other members within the Prame family, advancing our understanding of multi-copy gene families involved in germ cell formation and function.
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  • 文章类型: Journal Article
    抗性淀粉(RS)可以帮助预防糖尿病和减少卡路里的摄入,而植物是人类消费的主要来源。大米是许多人的主食,RS较高的大米将有助于健康管理。水稻表观直链淀粉含量(AAC)与RS含量呈显著正相关。在这项研究中,选择了72个中等或高AAC的种质,以探讨不同加工类型水稻RS的调控机制和理化性质。生米中的RS(RSm),热饭(RSc),和回生水稻(RSr)表现出广泛的变化和不同的控制机制。它们是由蜡质(Wx)共同调控的,可溶性淀粉合酶(SS)IIb和SSI。除此之外,RSm也受到SSIIa和SSIVb的调控,颗粒结合淀粉合酶(GBSS)II的RSc和GBSSII和普鲁兰酶(PUL)的RSr。此外,Wx与SSIIa有显著的相互作用,SSI,RSm上的SSIIb和SSIVb,但只有与SSIIb和SSI在RSc和RSr上的显性相互作用。Wx是RS形成的关键因素,特别是RSc和RSr。这些基因在开花后17天具有最高的表达并且有益于RS形成。淀粉的链长越长,RS3含量越高。RSc和RSr可能包含在中等大小的淀粉颗粒中。研究结果有利于理解RS不同亚型的生物合成。
    Resistant starch (RS) can help prevent diabetes and decrease calorie intake and that from plants are the main source of mankind consumption. Rice is many people\'s staple food and that with higher RS will help health management. A significantly positive correlation exists between apparent amylose content (AAC) of rice and its RS content. In this study, 72 accessions with moderate or high AAC were selected to explore the regulatory mechanisms and physicochemical properties on different proceeding types of rice RS. RS in raw milled rice (RSm), hot cooked rice (RSc), and retrogradation rice (RSr) showed a wide variation and distinct controlling mechanisms. They were co-regulated by Waxy (Wx), soluble starch synthase (SS) IIb and SSI. Besides that, RSm was also regulated by SSIIa and SSIVb, RSc by granule-bound starch synthase (GBSS) II and RSr by GBSSII and Pullulanase (PUL). Moreover, Wx had significant interactions with SSIIa, SSI, SSIIb and SSIVb on RSm, but only the dominant interactions with SSIIb and SSI on RSc and RSr. Wx was the key factor for the formation of RS, especially the RSc and RSr. The genes had the highest expression at 17 days after flowering and were beneficial for RS formation. The longer the chain length of starch, the higher the RS3 content. RSc and RSr were likely to be contained in medium-size starch granules. The findings favor understanding the biosynthesis of different subtypes of RS.
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  • 文章类型: Journal Article
    当前的基因概念在20世纪和21世纪非常有用。然而,分子生物学和生物信息学的最新进展,它们进一步多样化了遗传信息的功能和适应性特征及其与细胞生理和环境反应的整合,除了传统的定义之外,还有助于关注其他新的基因特性。考虑到基因表达的内在复杂性,其自适应目标必须参考乌龟-兔模型,两种趋势融合在一起,一个专注于快速适应以实现生存,另一种是防止过度适应效应的。在这种情况下,必须对基因概念进行修改,其中必须包括这些新的机制和方法。在本文中,我们提出了一个基因概念的新概念,该概念从遗传信息的静态和定义版本转变为动态概念,该概念主要体现基因相互作用(限于蛋白质-蛋白质之间建立的相互作用,蛋白质-核酸,和核酸-核酸)及其施加的选择,作为在基因组调节网络(GRN)中以协调方式工作的不可约元件。
    The current concept of gene has been very useful during the 20th and 21st centuries. However, recent advances in molecular biology and bioinformatics, which have further diversified the functional and adaptive profile of genetic information and its integration with cell physiology and environmental response, have contributed to focusing on additional new gene properties besides the traditional definition. Considering the inherent complexity of gene expression, whose adaptive objective must be referred to the Tortoise-Hare model, in which two tendencies converge, one focused on rapid adaptation to achieve survival, and the other that prevents an over-adaptation effect. In this context, a revision of the gene concept must be made, which must include these new mechanisms and approaches. In this paper, we propose a new conception of the idea of a gene that moves from a static and defined version of hereditary information to a dynamic idea that preponderates gene interaction (circumscribed to that established between protein-protein, protein-nucleic acid, and nucleic acid-nucleic acid) and the selection it exerts, as the irreducible element that works in a coordinated way in a genomic regulatory network (GRN).
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  • 文章类型: Journal Article
    结论:转录组学和甲基组学被用来确定转基因水稻育种堆叠产生的潜在影响,为我国堆放转基因作物的安全性评估策略提供了科学数据。基因互相感化是堆叠式转基因作物平安性的主要存眷成绩之一。随着科技的发展,组学和生物信息学的结合已成为评估转基因作物非预期影响的有用工具。在这项研究中,转录组学和甲基组学被用作分子谱分析技术,以确定堆叠通过育种的潜在影响。以堆叠的转基因水稻En-12×Ec-26为材料,通过使用亲本En-12和Ec-26杂交获得,其中外源蛋白可以通过内含肽介导的反式分裂形成功能性EPSPS蛋白。差异甲基化区(DMR)分析表明,在甲基化组水平上,堆叠育种对甲基化的影响小于遗传转化。差异表达基因(DEG)分析表明,En-12×Ec-26及其亲本之间的DEG远远少于转基因水稻和中华11(ZH11)之间的DEG,在En-12×Ec-26中没有发现意外的新基因。莽草酸代谢相关基因表达和甲基化的统计学分析显示,基因表达无差异,尽管在En-12×Ec-26及其亲本(En和Ec)之间存在16和10个DMR基因的甲基化,分别。结果表明,堆叠育种对基因表达和DNA甲基化的影响小于遗传转化的影响。本研究提供了支持中国堆叠转基因作物安全性评估的科学数据。
    CONCLUSIONS: Transcriptomics and methylomics were used to identify the potential effects resulting from GM rice breeding stacks, which provided scientific data for the safety assessment strategy of stacked GM crops in China. Gene interaction is one of the main concerns for stacked genetically modified crop safety. With the development of technology, the combination of omics and bioinformatics has become a useful tool to evaluate the unintended effects of genetically modified crops. In this study, transcriptomics and methylomics were used as molecular profiling techniques to identify the potential effects of stack through breeding. Stacked transgenic rice En-12 × Ec-26 was used as material, which was obtained through hybridization using parents En-12 and Ec-26, in which the foreign protein can form functional EPSPS protein by intein-mediated trans-splitting. Differentially methylated region (DMR) analysis showed that the effect of stacking breeding on methylation was less than that of genetic transformation at the methylome level. Differentially expressed gene (DEG) analysis showed that the DEGs between En-12 × Ec-26 and its parents were far fewer than those between transgenic rice and Zhonghua 11 (ZH11), and no unintended new genes were found in En-12 × Ec-26. Statistical analysis of gene expression and methylation involved in shikimic acid metabolism showed that there was no difference in gene expression, although there were 16 and 10 DMR genes between En-12 × Ec-26 and its parents (En and Ec) in methylation, respectively. The results indicated that the effect of stacking breeding on gene expression and DNA methylation was less than the effect of genetic transformation. This study provides scientific data supporting safety assessments of stacked GM crops in China.
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  • 文章类型: Journal Article
    目的:评估LRP5-/6基因多态性及其与绝经后妇女骨量异常(ABM)风险的关系。
    方法:本研究根据骨密度(BMD)结果招募了166例ABM患者(病例组)和106例骨量正常的患者(对照组)。多因素降维(MDR)用于分析低密度脂蛋白受体相关蛋白5(LRP5)基因(rs41494349,rs2306862)和低密度脂蛋白受体相关蛋白6(LRP6)基因(rs10743980,rs2302685)与受试者年龄和绝经年龄的临床特征之间的相互作用。
    结果:(1)Logistic回归分析显示,rs2306862为CT或TT基因型的受试者患ABM的风险高于CC基因型的受试者(OR=2.353,95CI=1.039-6.186;OR=2.434,95CI=1.071,5.531;P<0.05)。TC基因型rs2302685的受试者发生ABM的风险高于TT基因型(OR=2.951,95CI=1.030-8.457,P<0.05)。(2)当三个单核苷酸多态性(SNP)一起服用时,交叉验证一致性为10/10(OR=1.504,95CI:1.092-2.073,P<0.05),表明LRP5rs41494349和LRP6rs10743980,rs2302685与ABM风险相互作用相关。(3)连锁不平衡(LD)结果表明,LRP5(rs41494349,rs2306862)处于强LD(D\'>0.9,r2>0.3)。AC和AT单倍型在ABM组中的分布频率明显高于对照组,表明携带AC和AT单倍型的受试者与ABM风险增加相关(P<0.01)。(4)MDR表明rs41494349和rs2302685和rs10743980和年龄是ABM预测的最佳模型。“高风险组合”中ABM的风险是“低风险组合”的1.00倍(OR=1.005,95CI:1.002-1.008,P<0.05)。(5)MDR显示,任何SNPs与绝经年限和ABM易感性之间都没有显着关联。
    结论:这些研究结果表明,LRP5-rs2306862和LRP6-rs2302685多态性以及基因-基因和基因-年龄相互作用可能会增加绝经后妇女患ABM的风险。SNP与绝经年限和ABM易感性之间没有显着关联。
    OBJECTIVE: To assess LRP5-/6 gene polymorphisms and its association with risk of abnormal bone mass (ABM) in postmenopausal women.
    METHODS: The study recruited 166 patients with ABM (case group) and 106 patients with normal bone mass (control group) based on bone mineral density (BMD) results. Multi-factor dimensionality reduction (MDR) was used to analyze the interaction between the Low-density lipoprotein receptor-related protein 5 (LRP5) gene (rs41494349, rs2306862) and the Low-density lipoprotein receptor-related protein 6 (LRP6) gene (rs10743980, rs2302685) and the subjects\' clinical characteristics of age and menopausal years.
    RESULTS: (1) Logistic regression analysis showed that the subjects with the CT or TT genotype at rs2306862 had a higher risk of ABM than those with the CC genotype (OR = 2.353, 95%CI = 1.039-6.186; OR = 2.434, 95%CI = 1.071, 5.531; P < 0.05). The subjects with the TC genotype at rs2302685 had a higher risk of ABM than those with the TT genotype (OR = 2.951, 95%CI = 1.030-8.457, P < 0.05). (2) When taking the three Single-nucleotide polymorphisms (SNPs) together, the accuracy was the highest with the cross-validation consistency of 10/10 (OR = 1.504, 95%CI:1.092-2.073, P < 0.05), indicating that the LRP5 rs41494349 and LRP6 rs10743980, rs2302685 were interactively associated with the risk of ABM. (3) Linkage disequilibrium (LD) results revealed that the LRP5 (rs41494349,rs2306862) were in strong LD (D\' > 0.9, r2 > 0.3). AC and AT haplotypes were significantly more frequently distributed in the ABM group than in the control group, indicating that subjects carrying the AC and AT haplotypes were associated with an increased risk of ABM (P < 0.01). (4) MDR showed that rs41494349 & rs2302685 & rs10743980 & age were the best model for ABM prediction. The risk of ABM in \"high-risk combination\" was 1.00 times that of \"low-risk combination\"(OR = 1.005, 95%CI: 1.002-1.008, P < 0.05). (5) MDR showed that there was no significant association between any of the SNPs and menopausal years and ABM susceptibility.
    CONCLUSIONS: These findings indicate that LRP5-rs2306862 and LRP6-rs2302685 polymorphisms and gene-gene and gene-age interactions may increase the risk of ABM in postmenopausal women. There was no significant association between any of the SNPs and menopausal years and ABM susceptibility.
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  • 文章类型: Journal Article
    基因途径富集分析是一种广泛使用的方法,用于分析基因集是否在某些生物途径网络上进行统计富集。目前的基因途径富集方法通常考虑基因在途径中的局部重要性,而不考虑基因之间的相互作用。在本文中,提出了一种基于改进TF-IDF算法的基因途径富集方法(GIGSEA)。该方法使用基因相互作用数据来基于途径中的局部重要性以及全局特异性来计算基因的影响。计算实验结果表明,与传统的基因集富集分析方法相比,我们在本文中提出的方法可以以更高的效率找到与表型相关的更特异的富集途径。
    Gene pathway enrichment analysis is a widely used method to analyze whether a gene set is statistically enriched on certain biological pathway network. Current gene pathway enrichment methods commonly consider local importance of genes in pathways without considering the interactions between genes. In this paper, we propose a gene pathway enrichment method (GIGSEA) based on improved TF-IDF algorithm. This method employs gene interaction data to calculate the influence of genes based on the local importance in a pathway as well as the global specificity. Computational experiment result shows that, compared with traditional gene set enrichment analysis method, our proposed method in this paper can find more specific enriched pathways related to phenotype with higher efficiency.
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  • 文章类型: Journal Article
    全球遗传网络为人类疾病的分析提供了更多信息,超越传统的分析,专注于单一基因或本地网络。高斯图模型(GGM)被广泛应用于学习遗传网络,因为它定义了一个无向图,解码基因之间的条件依赖性。已经提出了许多基于GGM的算法来学习遗传网络结构。因为基因变量的数量通常远远超过收集的样本数量,真正的遗传网络通常是稀疏的,GGM的图形套索实现成为推断基因之间条件相互依存的流行工具。然而,图形套索,尽管在低维数据集中显示出良好的性能,计算昂贵且效率低下,甚至无法直接在全基因组基因表达数据集上工作。在这项研究中,提出了蒙特卡罗高斯图模型(MCGGM)的方法来学习基因的全局遗传网络。该方法使用蒙特卡罗方法从全基因组基因表达数据和图形套索中采样子网络,以学习子网络的结构。然后对学习的子网络进行积分以逼近全局遗传网络。使用相对较小的RNA-seq表达水平的真实数据集来评估所提出的方法。结果表明,所提出的方法具有很强的解码基因之间具有高度条件依赖性的相互作用的能力。然后将该方法应用于RNA-seq表达水平的全基因组数据集。来自估计的全球网络的高度相互依赖的基因相互作用表明,大多数预测的基因-基因相互作用已在文献中报道,在人类不同的癌症中起重要作用。此外,结果验证了该方法在大规模数据集中识别基因间高条件依赖性的能力和可靠性。
    Global genetic networks provide additional information for the analysis of human diseases, beyond the traditional analysis that focuses on single genes or local networks. The Gaussian graphical model (GGM) is widely applied to learn genetic networks because it defines an undirected graph decoding the conditional dependence between genes. Many algorithms based on the GGM have been proposed for learning genetic network structures. Because the number of gene variables is typically far more than the number of samples collected, and a real genetic network is typically sparse, the graphical lasso implementation of GGM becomes a popular tool for inferring the conditional interdependence among genes. However, graphical lasso, although showing good performance in low dimensional data sets, is computationally expensive and inefficient or even unable to work directly on genome-wide gene expression data sets. In this study, the method of Monte Carlo Gaussian graphical model (MCGGM) was proposed to learn global genetic networks of genes. This method uses a Monte Carlo approach to sample subnetworks from genome-wide gene expression data and graphical lasso to learn the structures of the subnetworks. The learned subnetworks are then integrated to approximate a global genetic network. The proposed method was evaluated with a relatively small real data set of RNA-seq expression levels. The results indicate the proposed method shows a strong ability of decoding the interactions with high conditional dependences among genes. The method was then applied to genome-wide data sets of RNA-seq expression levels. The gene interactions with high interdependence from the estimated global networks show that most of the predicted gene-gene interactions have been reported in the literatures playing important roles in different human cancers. Also, the results validate the ability and reliability of the proposed method to identify high conditional dependences among genes in large-scale data sets.
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