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Integrated Analysis of Transcriptome Profiles and lncRNA-miRNA-mRNA Competing Endogenous RNA Regulatory Network to Identify Biological Functional Effects of Genes and Pathways Associated with Johne's Disease in Dairy Cattle. 综合分析转录组图谱和 lncRNA-miRNA-mRNA 竞争性内源性 RNA 调控网络,确定奶牛约翰氏病相关基因和途径的生物功能效应。
IF 3.6 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-06-28 DOI: 10.3390/ncrna10040038
Farzad Ghafouri, Vahid Dehghanian Reyhan, Mostafa Sadeghi, Seyed Reza Miraei-Ashtiani, John P Kastelic, Herman W Barkema, Masoud Shirali

Paratuberculosis or Johne's disease (JD), a chronic granulomatous gastroenteritis caused by Mycobacterium avium subsp. paratuberculosis (MAP), causes huge economic losses and reduces animal welfare in dairy cattle herds worldwide. At present, molecular mechanisms and biological functions involved in immune responses to MAP infection of dairy cattle are not clearly understood. Our purpose was to integrate transcriptomic profiles and competing endogenous RNA (ceRNA) network analyses to identify key messenger RNAs (mRNAs) and regulatory RNAs involved in molecular regulation of peripheral blood mononuclear cells (PBMCs) for MAP infection in dairy cattle. In total, 28 lncRNAs, 42 miRNAs, and 370 mRNAs were identified by integrating gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses. In this regard, we identified 21 hub genes (CCL20, CCL5, CD40, CSF2, CXCL8, EIF2AK2, FOS, IL10, IL17A, IL1A, IL1B, IRF1, MX2, NFKB1, NFKBIA, PTGS2, SOCS3, TLR4, TNF, TNFAIP3, and VCAM1) involved in MAP infection. Furthermore, eight candidate subnets with eight lncRNAs, 29 miRNAs, and 237 mRNAs were detected through clustering analyses, whereas GO enrichment analysis of identified RNAs revealed 510, 22, and 11 significantly enriched GO terms related to MAP infection in biological process, molecular function, and cellular component categories, respectively. The main metabolic-signaling pathways related to MAP infection that were enriched included the immune system process, defense response, response to cytokine, leukocyte migration, regulation of T cell activation, defense response to bacterium, NOD-like receptor, B cell receptor, TNF, NF-kappa B, IL-17, and T cell receptor signaling pathways. Contributions of transcriptome profiles from MAP-positive and MAP-negative sample groups plus a ceRNA regulatory network underlying phenotypic differences in the intensity of pathogenicity of JD provided novel insights into molecular mechanisms associated with immune system responses to MAP infection in dairy cattle.

副结核病或约翰氏病(JD)是由副结核分枝杆菌(MAP)引起的一种慢性肉芽肿性肠胃炎,给全世界的奶牛群造成了巨大的经济损失并降低了动物福利。目前,乳牛对 MAP 感染的免疫反应所涉及的分子机制和生物功能尚不清楚。我们的目的是整合转录组图谱和竞争性内源性 RNA(ceRNA)网络分析,以确定参与奶牛外周血单核细胞(PBMC)对 MAP 感染的分子调控的关键信使 RNA(mRNA)和调控 RNA。通过整合基因本体(GO)和京都基因与基因组百科全书(KEGG)富集分析,我们共鉴定出 28 个 lncRNA、42 个 miRNA 和 370 个 mRNA。在这方面,我们确定了 21 个参与 MAP 感染的中心基因(CCL20、CCL5、CD40、CSF2、CXCL8、EIF2AK2、FOS、IL10、IL17A、IL1A、IL1B、IRF1、MX2、NFKB1、NFKBIA、PTGS2、SOCS3、TLR4、TNF、TNFAIP3 和 VCAM1)。此外,通过聚类分析还发现了8个候选子网,包括8个lncRNA、29个miRNA和237个mRNA,而对鉴定出的RNA进行的GO富集分析则发现,在生物过程、分子功能和细胞组分类别中,分别有510、22和11个与MAP感染相关的GO术语被显著富集。被富集的与 MAP 感染有关的主要代谢-信号通路包括免疫系统过程、防御反应、对细胞因子的反应、白细胞迁移、T 细胞活化调节、对细菌的防御反应、NOD 样受体、B 细胞受体、TNF、NF-kappa B、IL-17 和 T 细胞受体信号通路。MAP 阳性样本组和 MAP 阴性样本组的转录组图谱,加上 JD 致病性强度表型差异背后的 ceRNA 调控网络,为乳牛对 MAP 感染的免疫系统反应的分子机制提供了新的见解。
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引用次数: 0
Molecular Mechanisms and Clinical Implications of Noncoding RNAs in Cancer. 非编码 RNA 在癌症中的分子机制和临床意义。
IF 3.6 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-06-25 DOI: 10.3390/ncrna10040037
Jin Wang, Xiaomeng He, Christopher Corpe

Noncoding RNAs (ncRNAs), which include small nuclear RNAs (snRNAs), small nucleolar RNAs (snoRNAs), microRNAs (miRNAs), long noncoding RNAs (lncRNAs), and circular RNAs (circRNAs), are RNA molecules that arise from genomic regions without protein-coding potential and display a variety of mechanisms and functions by regulating gene expression at the transcriptional, RNA processing, and translational levels and participating in virtually all cellular processes [...].

非编码 RNA(ncRNA)包括小核 RNA(snRNA)、小核 RNA(snoRNA)、microRNA(miRNA)、长非编码 RNA(lncRNA)和环状 RNA(circRNA)、它们在转录、RNA 加工和翻译水平上调节基因表达,并参与几乎所有细胞过程,从而显示出多种机制和功能[......]。..].
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引用次数: 0
Molecular and Evolutionary Analysis of RNA-Protein Interactions in Telomerase Regulation. 端粒酶调控中 RNA 蛋白相互作用的分子和进化分析。
IF 3.6 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-06-18 DOI: 10.3390/ncrna10030036
Justin A Davis, Kausik Chakrabarti

Telomerase is an enzyme involved in the maintenance of telomeres. Telomere shortening due to the end-replication problem is a threat to the genome integrity of all eukaryotes. Telomerase inside cells depends on a myriad of protein-protein and RNA-protein interactions to properly assemble and regulate the function of the telomerase holoenzyme. These interactions are well studied in model eukaryotes, like humans, yeast, and the ciliated protozoan known as Tetrahymena thermophila. Emerging evidence also suggests that deep-branching eukaryotes, such as the parasitic protist Trypanosoma brucei require conserved and novel RNA-binding proteins for the assembly and function of their telomerase. In this review, we will discuss telomerase regulatory pathways in the context of telomerase-interacting proteins, with special attention paid to RNA-binding proteins. We will discuss these interactors on an evolutionary scale, from parasitic protists to humans, to provide a broader perspective on the extensive role that protein-protein and RNA-protein interactions play in regulating telomerase activity in eukaryotes.

端粒酶是一种参与端粒维护的酶。末端复制问题导致的端粒缩短威胁着所有真核生物基因组的完整性。细胞内的端粒酶依赖于大量的蛋白质-蛋白质和核糖核酸-蛋白质相互作用来正确组装和调节端粒酶全酶的功能。这些相互作用在模式真核生物(如人类、酵母和纤毛原生动物嗜热四膜虫)中得到了很好的研究。新的证据还表明,深枝真核生物(如寄生原生动物布氏锥虫)需要保守的和新型的 RNA 结合蛋白来组装端粒酶并发挥其功能。在这篇综述中,我们将从端粒酶相互作用蛋白的角度讨论端粒酶的调控途径,并特别关注 RNA 结合蛋白。我们将从寄生原生动物到人类的进化尺度来讨论这些相互作用蛋白,从而以更广阔的视角来探讨蛋白质与蛋白质以及RNA与蛋白质之间的相互作用在调节真核生物端粒酶活性方面所发挥的广泛作用。
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引用次数: 0
Investigation of Antihypertensive Properties of Chios Mastic via Monitoring microRNA-21 Expression Levels in the Plasma of Well-Controlled Hypertensive Patients. 通过监测控制良好的高血压患者血浆中 microRNA-21 的表达水平研究奇奥果胶的降压特性
IF 3.6 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-05-31 DOI: 10.3390/ncrna10030033
Maria Tsota, Panagiota Giardoglou, Evangelia Mentsiou-Nikolaou, Panagiotis Symianakis, Ioanna Panagiota Kalafati, Anastasia-Areti Kyriazopoulou-Korovesi, Lasthenis Angelidakis, Maria Papaioannou, Christina Konstantaki, Hyper-Mastic Consortium, Kimon Stamatelopoulos, George V Dedoussis

Hypertension is a chronic, multifactorial disease, leading to high cardiovascular morbidity and mortality globally. Despite the advantages of pharmaceutical treatments, natural products have gained scientific interest due to their emerging phytotherapeutic properties. Chios mastic is a natural Greek product, consisting of bioactive compounds which modify microRNAs' (small, expression-regulating molecules) expression. In this study, we investigated the antihypertensive properties of Chios mastic through the assessment of miR-21 levels. Herein, plasma samples of 57 individuals with hypertension, recruited for the purposes of the HYPER-MASTIC study, were analyzed. This was a clinical trial with Chios mastic supplements in which the patients were divided into groups receiving high and low mastic doses and placebo supplements, respectively. miR-21 was significantly upregulated in patients compared to normotensive individuals. Mean changes in miR-21 levels were statistically significant, after adjusting for sex and age, between the placebo and low-dose group and between the low- and high-dose group. Post-intervention miR-21 levels were positively associated with night-time systolic blood pressure, pulse pressure, and central systolic mean arterial pressure and negatively associated with night-time pulse wave velocity in the low-dose group. Our findings suggest a potential implication of miR-21 in the association of Chios mastic with night-time blood pressure measurements.

高血压是一种慢性、多因素疾病,导致全球心血管疾病发病率和死亡率居高不下。尽管药物治疗有其优势,但天然产品因其新兴的植物治疗特性而受到科学界的关注。希俄斯胶泥是希腊的一种天然产品,由生物活性化合物组成,可改变微 RNA(调节表达的小分子)的表达。在这项研究中,我们通过评估 miR-21 的水平,研究了希俄斯胶浆的抗高血压特性。在此,我们分析了 57 名高血压患者的血浆样本,这些患者是为了参加 HYPER-MASTIC 研究而被招募的。与正常血压的人相比,患者的 miR-21 明显上调。在对性别和年龄进行调整后,安慰剂组和低剂量组之间以及低剂量组和高剂量组之间的 miR-21 水平的平均变化具有统计学意义。在低剂量组中,干预后的 miR-21 水平与夜间收缩压、脉压和中心收缩平均动脉压呈正相关,而与夜间脉搏波速度呈负相关。我们的研究结果表明,miR-21 对奇奥斯胶原蛋白与夜间血压测量的关系具有潜在的影响。
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引用次数: 0
Identification and Functional Characterization of Alternative Transcripts of LncRNA HNF1A-AS1 and Their Impacts on Cell Growth, Differentiation, Liver Diseases, and in Response to Drug Induction. LncRNA HNF1A-AS1 替代转录本的鉴定和功能表征及其对细胞生长、分化、肝脏疾病和药物诱导的影响。
IF 4.3 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-04-21 DOI: 10.3390/ncrna10020028
Jing Jin, Le Tra Giang Nguyen, Andrew Wassef, Ragui Sadek, Timothy M Schmitt, Grace L Guo, Theodore P Rasmussen, Xiao-Bo Zhong

The long non-coding RNA (lncRNA) hepatocyte nuclear factor-1 alpha (HNF1A) antisense RNA 1 (HNF1A-AS1) is an important lncRNA for liver growth, development, cell differentiation, and drug metabolism. Like many lncRNAs, HNF1A-AS1 has multiple annotated alternative transcripts in the human genome. Several fundamental biological questions are still not solved: (1) How many transcripts really exist in biological samples, such as liver samples and liver cell lines? (2) What are the expression patterns of different alternative HNF1A-AS1 transcripts at different conditions, including during cell growth and development, after exposure to xenobiotics (such as drugs), and in disease conditions, such as metabolic dysfunction-associated steatotic liver disease (MASLD), alcohol-associated liver disease (ALD) cirrhosis, and obesity? (3) Does the siRNA used in previous studies knock down one or multiple transcripts? (4) Do different transcripts have the same or different functions for gene regulation? The presented data confirm the existence of several annotated HNF1A-AS1 transcripts in liver samples and cell lines, but also identify some new transcripts, which are not annotated in the Ensembl genome database. Expression patterns of the identified HNF1A-AS1 transcripts are highly correlated with the cell differentiation of matured hepatocyte-like cells from human embryonic stem cells (hESC), growth and differentiation of HepaRG cells, in response to rifampicin induction, and in various liver disease conditions. The expression levels of the HNF1A-AS1 transcripts are also highly correlated to the expression of cytochrome P450 enzymes, such as CYP3A4, during HepaRG growth, differentiation, and in response to rifampicin induction.

长非编码 RNA(lncRNA)肝细胞核因子-1α(HNF1A)反义 RNA 1(HNF1A-AS1)是肝脏生长、发育、细胞分化和药物代谢的重要 lncRNA。与许多 lncRNA 一样,HNF1A-AS1 在人类基因组中有多个注释替代转录本。几个基本的生物学问题仍未解决:(1) 在肝脏样本和肝细胞系等生物样本中到底存在多少转录本? (2) 在不同条件下,包括在细胞生长和发育过程中、暴露于异生物体(如药物)后,以及在代谢功能障碍相关性脂肪性肝病(MASLD)、酒精相关性肝病(ALD)肝硬化和肥胖症等疾病条件下,不同的 HNF1A-AS1 替代转录本的表达模式是什么?(3) 先前研究中使用的 siRNA 是否会敲除一个或多个转录本?(4) 不同的转录本是否具有相同或不同的基因调控功能?所提供的数据证实了肝脏样本和细胞系中存在几种已注释的 HNF1A-AS1 转录本,同时也发现了一些 Ensembl 基因组数据库中未注释的新转录本。已发现的 HNF1A-AS1 转录本的表达模式与人类胚胎干细胞(hESC)成熟肝细胞样细胞的细胞分化、HepaRG 细胞的生长和分化、利福平诱导反应以及各种肝病状况高度相关。在 HepaRG 生长、分化和对利福平诱导的反应过程中,HNF1A-AS1 转录物的表达水平与细胞色素 P450 酶(如 CYP3A4)的表达水平也高度相关。
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引用次数: 0
Circulating miRNAs as Novel Clinical Biomarkers in Temporal Lobe Epilepsy. 循环 miRNAs 作为颞叶癫痫的新型临床生物标记物。
IF 4.3 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-03-17 DOI: 10.3390/ncrna10020018
Lorenza Guarnieri, Nicola Amodio, Francesca Bosco, Sara Carpi, Martina Tallarico, Luca Gallelli, Vincenzo Rania, Rita Citraro, Antonio Leo, Giovambattista De Sarro

Temporal lobe epilepsy (TLE) represents the most common form of refractory focal epilepsy. The identification of innovative clinical biomarkers capable of categorizing patients with TLE, allowing for improved treatment and outcomes, still represents an unmet need. Circulating microRNAs (c-miRNAs) are short non-coding RNAs detectable in body fluids, which play crucial roles in the regulation of gene expression. Their characteristics, including extracellular stability, detectability through non-invasive methods, and responsiveness to pathological changes and/or therapeutic interventions, make them promising candidate biomarkers in various disease settings. Recent research has investigated c-miRNAs in various bodily fluids, including serum, plasma, and cerebrospinal fluid, of TLE patients. Despite some discrepancies in methodologies, cohort composition, and normalization strategies, a common dysregulated signature of c-miRNAs has emerged across different studies, providing the basis for using c-miRNAs as novel biomarkers for TLE patient management.

颞叶癫痫(TLE)是最常见的难治性局灶性癫痫。确定能够对颞叶癫痫患者进行分类的创新临床生物标志物,从而改善治疗和预后,仍是一项尚未满足的需求。循环微RNA(c-miRNA)是可在体液中检测到的非编码短RNA,在基因表达调控中起着至关重要的作用。它们具有细胞外稳定性、可通过非侵入性方法检测、对病理变化和/或治疗干预反应灵敏等特点,因此在各种疾病中是很有前途的候选生物标记物。最近的研究对狼疮患者各种体液(包括血清、血浆和脑脊液)中的 c-miRNA 进行了调查。尽管在方法学、队列组成和归一化策略方面存在一些差异,但不同研究中出现了共同的 c-miRNA 失调特征,为把 c-miRNA 用作治疗 TLE 患者的新型生物标记物奠定了基础。
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引用次数: 0
Targeting MicroRNAs with Small Molecules. 用小分子靶向 MicroRNA。
IF 4.3 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-03-14 DOI: 10.3390/ncrna10020017
Kisanet Tadesse, Raphael I Benhamou

MicroRNAs (miRs) have been implicated in numerous diseases, presenting an attractive target for the development of novel therapeutics. The various regulatory roles of miRs in cellular processes underscore the need for precise strategies. Recent advances in RNA research offer hope by enabling the identification of small molecules capable of selectively targeting specific disease-associated miRs. This understanding paves the way for developing small molecules that can modulate the activity of disease-associated miRs. Herein, we discuss the progress made in the field of drug discovery processes, transforming the landscape of miR-targeted therapeutics by small molecules. By leveraging various approaches, researchers can systematically identify compounds to modulate miR function, providing a more potent intervention either by inhibiting or degrading miRs. The implementation of these multidisciplinary approaches bears the potential to revolutionize treatments for diverse diseases, signifying a significant stride towards the targeting of miRs by precision medicine.

微小核糖核酸(miRs)与多种疾病有关,是开发新型疗法的诱人靶点。miRs 在细胞过程中发挥着各种调控作用,因此需要制定精确的策略。RNA 研究的最新进展给人们带来了希望,因为它能够鉴定出能够选择性地靶向特定疾病相关 miRs 的小分子。这种认识为开发能调节疾病相关 miRs 活性的小分子铺平了道路。在此,我们将讨论药物发现过程领域所取得的进展,这些进展改变了小分子 miR 靶向疗法的格局。通过利用各种方法,研究人员可以系统地发现调节 miR 功能的化合物,通过抑制或降解 miR 提供更有效的干预。这些多学科方法的实施有可能彻底改变各种疾病的治疗方法,标志着精准医学在靶向 miRs 方面迈出了重要的一步。
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引用次数: 0
miR-125 in Breast Cancer Etiopathogenesis: An Emerging Role as a Biomarker in Differential Diagnosis, Regenerative Medicine, and the Challenges of Personalized Medicine. 乳腺癌发病机制中的 miR-125:miR-125 在乳腺癌发病机制中的作用:作为生物标志物在鉴别诊断、再生医学和个性化医学挑战中的新兴角色。
IF 4.3 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-02-21 DOI: 10.3390/ncrna10020016
Roberto Piergentili, Enrico Marinelli, Gaspare Cucinella, Alessandra Lopez, Gabriele Napoletano, Giuseppe Gullo, Simona Zaami

Breast Cancer (BC) is one of the most common cancer types worldwide, and it is characterized by a complex etiopathogenesis, resulting in an equally complex classification of subtypes. MicroRNA (miRNA or miR) are small non-coding RNA molecules that have an essential role in gene expression and are significantly linked to tumor development and angiogenesis in different types of cancer. Recently, complex interactions among coding and non-coding RNA have been elucidated, further shedding light on the complexity of the roles these molecules fulfill in cancer formation. In this context, knowledge about the role of miR in BC has significantly improved, highlighting the deregulation of these molecules as additional factors influencing BC occurrence, development and classification. A considerable number of papers has been published over the past few years regarding the role of miR-125 in human pathology in general and in several types of cancer formation in particular. Interestingly, miR-125 family members have been recently linked to BC formation as well, and complex interactions (competing endogenous RNA networks, or ceRNET) between this molecule and target mRNA have been described. In this review, we summarize the state-of-the-art about research on this topic.

乳腺癌(BC)是全球最常见的癌症类型之一,其发病机制复杂,亚型分类也同样复杂。微小 RNA(miRNA 或 miR)是一种非编码 RNA 小分子,在基因表达中起着至关重要的作用,与不同类型癌症中的肿瘤发生和血管生成有着重要联系。最近,人们阐明了编码和非编码 RNA 之间复杂的相互作用,进一步揭示了这些分子在癌症形成过程中所起作用的复杂性。在此背景下,人们对 miR 在 BC 中作用的认识有了显著提高,强调了这些分子的失调是影响 BC 发生、发展和分类的额外因素。在过去几年中,发表了大量有关 miR-125 在人类病理学,特别是在几种癌症形成中的作用的论文。有趣的是,miR-125 家族成员最近也与 BC 的形成有关,而且该分子与靶 mRNA 之间复杂的相互作用(竞争性内源性 RNA 网络,或 ceRNET)也已被描述。在这篇综述中,我们将总结有关这一主题的最新研究进展。
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引用次数: 0
Investigating the Role of Non-Coding RNA in Non-Alcoholic Fatty Liver Disease. 研究非编码 RNA 在非酒精性脂肪肝中的作用
IF 4.3 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-01-31 DOI: 10.3390/ncrna10010010
Samar A Zailaie, Basmah B Khoja, Jumana J Siddiqui, Mohammad H Mawardi, Emily Heaphy, Amjad Aljagthmi, Consolato M Sergi

Non-coding RNAs (ncRNAs) are RNA molecules that do not code for protein but play key roles in regulating cellular processes. NcRNAs globally affect gene expression in diverse physiological and pathological contexts. Functionally important ncRNAs act in chromatin modifications, in mRNA stabilization and translation, and in regulation of various signaling pathways. Non-alcoholic fatty liver disease (NAFLD) is a set of conditions caused by the accumulation of triacylglycerol in the liver. Studies of ncRNA in NAFLD are limited but have demonstrated that ncRNAs play a critical role in the pathogenesis of NAFLD. In this review, we summarize NAFLD's pathogenesis and clinical features, discuss current treatment options, and review the involvement of ncRNAs as regulatory molecules in NAFLD and its progression to non-alcoholic steatohepatitis (NASH). In addition, we highlight signaling pathways dysregulated in NAFLD and review their crosstalk with ncRNAs. Having a thorough understanding of the disease process's molecular mechanisms will facilitate development of highly effective diagnostic and therapeutic treatments. Such insights can also inform preventive strategies to minimize the disease's future development.

非编码 RNA(ncRNA)是不编码蛋白质的 RNA 分子,但在调节细胞过程中发挥着关键作用。在不同的生理和病理环境中,NcRNA 会全面影响基因表达。功能重要的 ncRNA 在染色质修饰、mRNA 稳定和翻译以及各种信号通路的调控中发挥作用。非酒精性脂肪肝(NAFLD)是由三酰甘油在肝脏中蓄积引起的一系列疾病。对非酒精性脂肪肝中 ncRNA 的研究有限,但已证明 ncRNA 在非酒精性脂肪肝的发病机制中起着关键作用。在这篇综述中,我们总结了非酒精性脂肪肝的发病机制和临床特征,讨论了当前的治疗方案,并回顾了 ncRNA 作为调控分子参与非酒精性脂肪肝及其向非酒精性脂肪性肝炎(NASH)发展的过程。此外,我们还强调了非酒精性脂肪肝中失调的信号通路,并回顾了它们与 ncRNA 的相互影响。透彻了解疾病过程的分子机制将有助于开发高效的诊断和治疗方法。这些见解还可以为预防策略提供依据,从而最大限度地减少疾病的未来发展。
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引用次数: 0
HGSMDA: miRNA-Disease Association Prediction Based on HyperGCN and Sørensen-Dice Loss. HGSMDA:基于 HyperGCN 和 Sørensen-Dice Loss 的 miRNA-疾病关联预测。
IF 4.3 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-01-26 DOI: 10.3390/ncrna10010009
Zhenghua Chang, Rong Zhu, Jinxing Liu, Junliang Shang, Lingyun Dai

Biological research has demonstrated the significance of identifying miRNA-disease associations in the context of disease prevention, diagnosis, and treatment. However, the utilization of experimental approaches involving biological subjects to infer these associations is both costly and inefficient. Consequently, there is a pressing need to devise novel approaches that offer enhanced accuracy and effectiveness. Presently, the predominant methods employed for predicting disease associations rely on Graph Convolutional Network (GCN) techniques. However, the Graph Convolutional Network algorithm, which is locally aggregated, solely incorporates information from the immediate neighboring nodes of a given node at each layer. Consequently, GCN cannot simultaneously aggregate information from multiple nodes. This constraint significantly impacts the predictive efficacy of the model. To tackle this problem, we propose a novel approach, based on HyperGCN and Sørensen-Dice loss (HGSMDA), for predicting associations between miRNAs and diseases. In the initial phase, we developed multiple networks to represent the similarity between miRNAs and diseases and employed GCNs to extract information from diverse perspectives. Subsequently, we draw into HyperGCN to construct a miRNA-disease heteromorphic hypergraph using hypernodes and train GCN on the graph to aggregate information. Finally, we utilized the Sørensen-Dice loss function to evaluate the degree of similarity between the predicted outcomes and the ground truth values, thereby enabling the prediction of associations between miRNAs and diseases. In order to assess the soundness of our methodology, an extensive series of experiments was conducted employing the Human MicroRNA Disease Database (HMDD v3.2) as the dataset. The experimental outcomes unequivocally indicate that HGSMDA exhibits remarkable efficacy when compared to alternative methodologies. Furthermore, the predictive capacity of HGSMDA was corroborated through a case study focused on colon cancer. These findings strongly imply that HGSMDA represents a dependable and valid framework, thereby offering a novel avenue for investigating the intricate association between miRNAs and diseases.

生物学研究表明,确定 miRNA 与疾病的关联对于疾病的预防、诊断和治疗具有重要意义。然而,利用涉及生物实验对象的实验方法来推断这些关联既昂贵又低效。因此,迫切需要设计出能提高准确性和有效性的新型方法。目前,预测疾病关联的主要方法依赖于图卷积网络(GCN)技术。然而,图卷积网络算法是局部聚合的,每层只包含给定节点的近邻节点的信息。因此,GCN 无法同时聚合来自多个节点的信息。这一限制极大地影响了模型的预测效果。为了解决这个问题,我们提出了一种基于 HyperGCN 和 Sørensen-Dice loss(HGSMDA)的新方法,用于预测 miRNA 与疾病之间的关联。在初始阶段,我们开发了多个网络来表示 miRNA 与疾病之间的相似性,并利用 GCN 从不同角度提取信息。随后,我们借鉴 HyperGCN,利用超节点构建了 miRNA-疾病异构超图,并在图上训练 GCN 以汇总信息。最后,我们利用 Sørensen-Dice 损失函数来评估预测结果与基本真实值之间的相似程度,从而预测 miRNA 与疾病之间的关联。为了评估我们方法的合理性,我们以人类微小核糖核酸疾病数据库(HMDD v3.2)为数据集,进行了一系列广泛的实验。实验结果明确表明,与其他方法相比,HGSMDA 具有显著的功效。此外,一项以结肠癌为重点的案例研究也证实了 HGSMDA 的预测能力。这些发现有力地表明,HGSMDA 是一个可靠、有效的框架,从而为研究 miRNA 与疾病之间错综复杂的联系提供了一条新途径。
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引用次数: 0
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Non-Coding RNA
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