首页 > 最新文献

Non-Coding RNA最新文献

英文 中文
MicroRNAs in Gingival Crevicular Fluid: An Observational Case-Control Study of Differential Expression in Periodontitis. 龈沟液中的microrna:牙周炎患者差异表达的观察性病例对照研究。
IF 4.3 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-11-18 DOI: 10.3390/ncrna9060073
Pedro J Almiñana-Pastor, Francisco M Alpiste-Illueca, Pablo Micó-Martinez, Jose Luis García-Giménez, Eva García-López, Andrés López-Roldán

Objectives: microRNAs (miRNAs) present in the gingival crevicular fluid (GCF) of patients with chronic periodontitis may serve as biomarkers of periodontal disease. The aim of this study was to perform a miRNA-sequencing study of all miRNAs present in GCF, comparing miRNA expression level profiles between advanced chronic periodontitis (CP) patients and healthy subjects (HS).

Materials and methods: GCF samples were collected from the single-rooted teeth of patients with severe CP (n = 11) and of HS (n = 12). miRNAs were isolated from GCF using an miRNeasy Serum/Plasma kit(Qiagen GmbH, Hilden, Germany). Reverse transcription polymerase chain reaction (qRT-PCR) was used to determine the expression levels of miRNA candidates involved in periodontal pathogenesis.

Results: Of all the sequenced miRNAs, miR-199, miR-146a, miR-30a, and miR-338 were identified as best representing the CP patient samples. The validation study identified miR-199 as the most powerful biomarker used to define periodontitis.

Conclusions: Upon sequencing all known miRNAs in GCF for the first time, we uncovered several potential biomarkers to define periodontitis. Identifying miRNAS in the GCF using high-throughput approaches will clarify the role of these molecules in periodontitis and provide biomarkers with potential applications.

目的:慢性牙周炎患者龈沟液(GCF)中存在的microRNAs (miRNAs)可能作为牙周病的生物标志物。本研究的目的是对GCF中存在的所有miRNA进行miRNA测序研究,比较晚期慢性牙周炎(CP)患者和健康受试者(HS)的miRNA表达水平。材料与方法:分别采集重度CP患者(n = 11)和HS患者(n = 12)单根牙GCF标本。使用miRNeasy血清/血浆试剂盒(Qiagen GmbH, Hilden, Germany)从GCF中分离mirna。采用逆转录聚合酶链反应(qRT-PCR)检测参与牙周发病的候选miRNA的表达水平。结果:在所有测序的mirna中,miR-199、miR-146a、miR-30a和miR-338被确定为最能代表CP患者样本的mirna。验证研究确定miR-199是用于定义牙周炎的最有效的生物标志物。结论:在首次对GCF中所有已知的mirna进行测序后,我们发现了几个潜在的生物标志物来定义牙周炎。利用高通量方法鉴定GCF中的miRNAS将阐明这些分子在牙周炎中的作用,并提供具有潜在应用价值的生物标志物。
{"title":"MicroRNAs in Gingival Crevicular Fluid: An Observational Case-Control Study of Differential Expression in Periodontitis.","authors":"Pedro J Almiñana-Pastor, Francisco M Alpiste-Illueca, Pablo Micó-Martinez, Jose Luis García-Giménez, Eva García-López, Andrés López-Roldán","doi":"10.3390/ncrna9060073","DOIUrl":"10.3390/ncrna9060073","url":null,"abstract":"<p><strong>Objectives: </strong>microRNAs (miRNAs) present in the gingival crevicular fluid (GCF) of patients with chronic periodontitis may serve as biomarkers of periodontal disease. The aim of this study was to perform a miRNA-sequencing study of all miRNAs present in GCF, comparing miRNA expression level profiles between advanced chronic periodontitis (CP) patients and healthy subjects (HS).</p><p><strong>Materials and methods: </strong>GCF samples were collected from the single-rooted teeth of patients with severe CP (<i>n</i> = 11) and of HS (<i>n</i> = 12). miRNAs were isolated from GCF using an miRNeasy Serum/Plasma kit(Qiagen GmbH, Hilden, Germany). Reverse transcription polymerase chain reaction (qRT-PCR) was used to determine the expression levels of miRNA candidates involved in periodontal pathogenesis.</p><p><strong>Results: </strong>Of all the sequenced miRNAs, miR-199, miR-146a, miR-30a, and miR-338 were identified as best representing the CP patient samples. The validation study identified miR-199 as the most powerful biomarker used to define periodontitis.</p><p><strong>Conclusions: </strong>Upon sequencing all known miRNAs in GCF for the first time, we uncovered several potential biomarkers to define periodontitis. Identifying miRNAS in the GCF using high-throughput approaches will clarify the role of these molecules in periodontitis and provide biomarkers with potential applications.</p>","PeriodicalId":19271,"journal":{"name":"Non-Coding RNA","volume":"9 6","pages":""},"PeriodicalIF":4.3,"publicationDate":"2023-11-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10660715/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138176919","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ethanol- and PARP-Mediated Regulation of Ribosome-Associated Long Non-Coding RNA (lncRNA) in Pyramidal Neurons. 乙醇和parp介导的核糖体相关长链非编码RNA (lncRNA)在锥体神经元中的调控。
IF 4.3 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-11-17 DOI: 10.3390/ncrna9060072
Hooriyah S Rizavi, Hannah E Gavin, Harish R Krishnan, David P Gavin, Rajiv P Sharma

Although, by definition, long noncoding RNAs (lncRNAs) are not translated, they are sometimes associated with ribosomes. In fact, some estimates suggest the existence of more than 50 K lncRNA molecules that could encode for small peptides. We examined the effects of an ethanol and Poly-ADP Ribose Polymerase (PARP) inhibitor (ABT-888) on ribosome-bound lncRNAs. Mice were administered via intraperitoneal injection (i.p.) either normal saline (CTL) or ethanol (EtOH) twice a day for four consecutive days. On the fourth day, a sub-group of mice administered with ethanol also received ABT-888 (EtOH+ABT). Ribosome-bound lncRNAs in CaMKIIα-expressing pyramidal neurons were measured using the Translating Ribosome Affinity Purification (TRAP) technique. Our findings show that EtOH altered the attachment of 107 lncRNA transcripts, while EtOH+ABT altered 60 lncRNAs. Among these 60 lncRNAs, 49 were altered by both conditions, while EtOH+ABT uniquely altered the attachment of 11 lncRNA transcripts that EtOH alone did not affect. To validate these results, we selected eight lncRNAs (Mir124-2hg, 5430416N02Rik, Snhg17, Snhg12, Snhg1, Mir9-3hg, Gas5, and 1110038B12Rik) for qRT-PCR analysis. The current study demonstrates that ethanol-induced changes in lncRNA attachment to ribosomes can be mitigated by the addition of the PARP inhibitor ABT-888.

虽然根据定义,长链非编码rna (lncrna)不被翻译,但它们有时与核糖体有关。事实上,一些估计表明存在超过50 K的lncRNA分子可以编码小肽。我们研究了乙醇和聚adp核糖聚合酶(PARP)抑制剂(ABT-888)对核糖体结合lncRNAs的影响。小鼠通过腹腔注射生理盐水(CTL)或乙醇(EtOH),每天两次,连续4天。第四天,给药乙醇的小鼠亚组也接受ABT-888 (EtOH+ABT)。使用翻译核糖体亲和纯化(TRAP)技术检测表达camkii α-锥体神经元中核糖体结合的lncrna。我们的研究结果表明,EtOH改变了107个lncRNA转录本的附着,而EtOH+ABT改变了60个lncRNA。在这60个lncRNA中,49个被两种条件改变,而EtOH+ABT唯一地改变了11个lncRNA转录本的附着,而EtOH单独不影响这些lncRNA转录本。为了验证这些结果,我们选择了8个lncRNAs (Mir124-2hg、5430416N02Rik、Snhg17、Snhg12、Snhg1、Mir9-3hg、Gas5和1110038B12Rik)进行qRT-PCR分析。目前的研究表明,乙醇诱导的lncRNA与核糖体附着的变化可以通过添加PARP抑制剂ABT-888来减轻。
{"title":"Ethanol- and PARP-Mediated Regulation of Ribosome-Associated Long Non-Coding RNA (lncRNA) in Pyramidal Neurons.","authors":"Hooriyah S Rizavi, Hannah E Gavin, Harish R Krishnan, David P Gavin, Rajiv P Sharma","doi":"10.3390/ncrna9060072","DOIUrl":"10.3390/ncrna9060072","url":null,"abstract":"<p><p>Although, by definition, long noncoding RNAs (lncRNAs) are not translated, they are sometimes associated with ribosomes. In fact, some estimates suggest the existence of more than 50 K lncRNA molecules that could encode for small peptides. We examined the effects of an ethanol and Poly-ADP Ribose Polymerase (PARP) inhibitor (ABT-888) on ribosome-bound lncRNAs. Mice were administered via intraperitoneal injection (i.p.) either normal saline (CTL) or ethanol (EtOH) twice a day for four consecutive days. On the fourth day, a sub-group of mice administered with ethanol also received ABT-888 (EtOH+ABT). Ribosome-bound lncRNAs in CaMKIIα-expressing pyramidal neurons were measured using the Translating Ribosome Affinity Purification (TRAP) technique. Our findings show that EtOH altered the attachment of 107 lncRNA transcripts, while EtOH+ABT altered 60 lncRNAs. Among these 60 lncRNAs, 49 were altered by both conditions, while EtOH+ABT uniquely altered the attachment of 11 lncRNA transcripts that EtOH alone did not affect. To validate these results, we selected eight lncRNAs (Mir124-2hg, 5430416N02Rik, Snhg17, Snhg12, Snhg1, Mir9-3hg, Gas5, and 1110038B12Rik) for qRT-PCR analysis. The current study demonstrates that ethanol-induced changes in lncRNA attachment to ribosomes can be mitigated by the addition of the PARP inhibitor ABT-888.</p>","PeriodicalId":19271,"journal":{"name":"Non-Coding RNA","volume":"9 6","pages":""},"PeriodicalIF":4.3,"publicationDate":"2023-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10661276/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138176918","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
LADON, a Natural Antisense Transcript of NODAL, Promotes Tumour Progression and Metastasis in Melanoma. LADON是一种天然的NODAL反义转录物,促进黑色素瘤的肿瘤进展和转移。
IF 4.3 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-11-15 DOI: 10.3390/ncrna9060071
Annie Dutriaux, Serena Diazzi, Chiara Bresesti, Sylvie Hardouin, Frédérique Deshayes, Jérôme Collignon, Domenico Flagiello

The TGFβ family member NODAL, repeatedly required during embryonic development, has also been associated with tumour progression. Our aim was to clarify the controversy surrounding its involvement in melanoma tumour progression. We found that the deletion of the NODAL exon 2 in a metastatic melanoma cell line impairs its ability to form tumours and colonize distant tissues. However, we show that this phenotype does not result from the absence of NODAL, but from a defect in the expression of a natural antisense transcript of NODAL, here called LADON. We show that LADON expression is specifically activated in metastatic melanoma cell lines, that its transcript is packaged in exosomes secreted by melanoma cells, and that, via its differential impact on the expression of oncogenes and tumour suppressors, it promotes the mesenchymal to amoeboid transition that is critical for melanoma cell invasiveness. LADON is, therefore, a new player in the regulatory network governing tumour progression in melanoma and possibly in other types of cancer.

TGFβ家族成员NODAL在胚胎发育过程中反复需要,也与肿瘤进展有关。我们的目的是澄清围绕其参与黑色素瘤进展的争议。我们发现转移性黑色素瘤细胞系中NODAL外显子2的缺失会损害其形成肿瘤和定植远端组织的能力。然而,我们发现这种表型不是由于缺乏NODAL,而是由于NODAL的自然反义转录物(这里称为LADON)的表达缺陷。我们发现LADON的表达在转移性黑色素瘤细胞系中被特异性激活,其转录物被包装在黑色素瘤细胞分泌的外泌体中,并且通过其对癌基因和肿瘤抑制因子表达的差异影响,它促进了间充质向变形虫的转化,这对黑色素瘤细胞的侵袭性至关重要。因此,LADON在控制黑色素瘤和其他类型癌症的肿瘤进展的调节网络中是一个新的参与者。
{"title":"<i>LADON</i>, a Natural Antisense Transcript of <i>NODAL</i>, Promotes Tumour Progression and Metastasis in Melanoma.","authors":"Annie Dutriaux, Serena Diazzi, Chiara Bresesti, Sylvie Hardouin, Frédérique Deshayes, Jérôme Collignon, Domenico Flagiello","doi":"10.3390/ncrna9060071","DOIUrl":"10.3390/ncrna9060071","url":null,"abstract":"<p><p>The TGFβ family member NODAL, repeatedly required during embryonic development, has also been associated with tumour progression. Our aim was to clarify the controversy surrounding its involvement in melanoma tumour progression. We found that the deletion of the <i>NODAL</i> exon 2 in a metastatic melanoma cell line impairs its ability to form tumours and colonize distant tissues. However, we show that this phenotype does not result from the absence of NODAL, but from a defect in the expression of a natural antisense transcript of <i>NODAL</i>, here called <i>LADON</i>. We show that <i>LADON</i> expression is specifically activated in metastatic melanoma cell lines, that its transcript is packaged in exosomes secreted by melanoma cells, and that, via its differential impact on the expression of oncogenes and tumour suppressors, it promotes the mesenchymal to amoeboid transition that is critical for melanoma cell invasiveness. <i>LADON</i> is, therefore, a new player in the regulatory network governing tumour progression in melanoma and possibly in other types of cancer.</p>","PeriodicalId":19271,"journal":{"name":"Non-Coding RNA","volume":"9 6","pages":""},"PeriodicalIF":4.3,"publicationDate":"2023-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10661258/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138176917","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Overview of the Immune Modulatory Properties of Long Non-Coding RNAs and Their Potential Use as Therapeutic Targets in Cancer 长链非编码rna的免疫调节特性及其作为癌症治疗靶点的潜在应用综述
Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-11-11 DOI: 10.3390/ncrna9060070
Moises Martinez-Castillo, Abdelrahman M. Elsayed, Gabriel López-Berestein, Paola Amero, Cristian Rodríguez-Aguayo
Long non-coding RNAs (lncRNAs) play pivotal roles in regulating immune responses, immune cell differentiation, activation, and inflammatory processes. In cancer, they are gaining prominence as potential therapeutic targets due to their ability to regulate immune checkpoint molecules and immune-related factors, suggesting avenues for bolstering anti-tumor immune responses. Here, we explore the mechanistic insights into lncRNA-mediated immune modulation, highlighting their impact on immunity. Additionally, we discuss their potential to enhance cancer immunotherapy, augmenting the effectiveness of immune checkpoint inhibitors and adoptive T cell therapies. LncRNAs as therapeutic targets hold the promise of revolutionizing cancer treatments, inspiring further research in this field with substantial clinical implications.
长链非编码rna (lncRNAs)在调节免疫应答、免疫细胞分化、激活和炎症过程中发挥着关键作用。在癌症中,由于它们调节免疫检查点分子和免疫相关因子的能力,它们作为潜在的治疗靶点越来越突出,这为增强抗肿瘤免疫反应提供了途径。在这里,我们探讨了lncrna介导的免疫调节的机制,强调了它们对免疫的影响。此外,我们还讨论了它们增强癌症免疫治疗的潜力,增强免疫检查点抑制剂和过继T细胞疗法的有效性。LncRNAs作为治疗靶点有望彻底改变癌症治疗,激发该领域的进一步研究,具有重大的临床意义。
{"title":"An Overview of the Immune Modulatory Properties of Long Non-Coding RNAs and Their Potential Use as Therapeutic Targets in Cancer","authors":"Moises Martinez-Castillo, Abdelrahman M. Elsayed, Gabriel López-Berestein, Paola Amero, Cristian Rodríguez-Aguayo","doi":"10.3390/ncrna9060070","DOIUrl":"https://doi.org/10.3390/ncrna9060070","url":null,"abstract":"Long non-coding RNAs (lncRNAs) play pivotal roles in regulating immune responses, immune cell differentiation, activation, and inflammatory processes. In cancer, they are gaining prominence as potential therapeutic targets due to their ability to regulate immune checkpoint molecules and immune-related factors, suggesting avenues for bolstering anti-tumor immune responses. Here, we explore the mechanistic insights into lncRNA-mediated immune modulation, highlighting their impact on immunity. Additionally, we discuss their potential to enhance cancer immunotherapy, augmenting the effectiveness of immune checkpoint inhibitors and adoptive T cell therapies. LncRNAs as therapeutic targets hold the promise of revolutionizing cancer treatments, inspiring further research in this field with substantial clinical implications.","PeriodicalId":19271,"journal":{"name":"Non-Coding RNA","volume":"22 24","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135086640","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Typical tRNA Co-Expresses Multiple 5′ tRNA Halves Whose Sequences and Abundances Depend on Isodecoder and Isoacceptor and Change with Tissue Type, Cell Type, and Disease 典型的tRNA共表达多个5 ' tRNA半部分,其序列和丰度取决于同位解码器和同位受体,并随组织类型、细胞类型和疾病而变化
Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-11-06 DOI: 10.3390/ncrna9060069
Robert Brian Akins, Kayleigh Ostberg, Tess Cherlin, Nikolas J. Tsiouplis, Phillipe Loher, Isidore Rigoutsos
Transfer RNA-derived fragments (tRFs) are noncoding RNAs that arise from either mature transfer RNAs (tRNAs) or their precursors. One important category of tRFs comprises the tRNA halves, which are generated through cleavage at the anticodon. A given tRNA typically gives rise to several co-expressed 5’-tRNA halves (5′-tRHs) that differ in the location of their 3′ ends. These 5′-tRHs, even though distinct, have traditionally been treated as indistinguishable from one another due to their near-identical sequences and lengths. We focused on co-expressed 5′-tRHs that arise from the same tRNA and systematically examined their exact sequences and abundances across 10 different human tissues. To this end, we manually curated and analyzed several hundred human RNA-seq datasets from NCBI’s Sequence Run Archive (SRA). We grouped datasets from the same tissue into their own collection and examined each group separately. We found that a given tRNA produces different groups of co-expressed 5′-tRHs in different tissues, different cell lines, and different diseases. Importantly, the co-expressed 5′-tRHs differ in their sequences, absolute abundances, and relative abundances, even among tRNAs with near-identical sequences from the same isodecoder or isoacceptor group. The findings suggest that co-expressed 5′-tRHs that are produced from the same tRNA or closely related tRNAs have distinct, context-dependent roles. Moreover, our analyses show that cell lines modeling the same tissue type and disease may not be interchangeable when it comes to experimenting with tRFs.
转移rna衍生片段(tRFs)是由成熟的转移rna (trna)或其前体产生的非编码rna。trf的一个重要类别包括tRNA的一半,它们是通过反密码子的切割产生的。一个给定的tRNA通常会产生几个共同表达的5 ' -tRNA一半(5 ' -tRHs),它们的3 '端位置不同。这些5 ' - trh,即使是不同的,由于它们几乎相同的序列和长度,传统上被认为是无法区分的。我们专注于由相同tRNA产生的共表达5 ' - trh,并系统地检查了它们在10种不同人体组织中的确切序列和丰度。为此,我们手工整理和分析了来自NCBI序列运行档案(SRA)的数百个人类RNA-seq数据集。我们将来自同一组织的数据集分组到各自的集合中,并分别检查每组。我们发现,给定的tRNA在不同的组织、不同的细胞系和不同的疾病中产生不同组的共表达5 ' - trh。重要的是,共表达的5 ' - trh在序列、绝对丰度和相对丰度上存在差异,即使在来自同一同位解码器或同位受体组的具有几乎相同序列的trna之间也是如此。研究结果表明,由相同tRNA或密切相关的tRNA产生的共表达5 ' - trh具有不同的上下文依赖作用。此外,我们的分析表明,当涉及到tRFs实验时,模拟相同组织类型和疾病的细胞系可能无法互换。
{"title":"The Typical tRNA Co-Expresses Multiple 5′ tRNA Halves Whose Sequences and Abundances Depend on Isodecoder and Isoacceptor and Change with Tissue Type, Cell Type, and Disease","authors":"Robert Brian Akins, Kayleigh Ostberg, Tess Cherlin, Nikolas J. Tsiouplis, Phillipe Loher, Isidore Rigoutsos","doi":"10.3390/ncrna9060069","DOIUrl":"https://doi.org/10.3390/ncrna9060069","url":null,"abstract":"Transfer RNA-derived fragments (tRFs) are noncoding RNAs that arise from either mature transfer RNAs (tRNAs) or their precursors. One important category of tRFs comprises the tRNA halves, which are generated through cleavage at the anticodon. A given tRNA typically gives rise to several co-expressed 5’-tRNA halves (5′-tRHs) that differ in the location of their 3′ ends. These 5′-tRHs, even though distinct, have traditionally been treated as indistinguishable from one another due to their near-identical sequences and lengths. We focused on co-expressed 5′-tRHs that arise from the same tRNA and systematically examined their exact sequences and abundances across 10 different human tissues. To this end, we manually curated and analyzed several hundred human RNA-seq datasets from NCBI’s Sequence Run Archive (SRA). We grouped datasets from the same tissue into their own collection and examined each group separately. We found that a given tRNA produces different groups of co-expressed 5′-tRHs in different tissues, different cell lines, and different diseases. Importantly, the co-expressed 5′-tRHs differ in their sequences, absolute abundances, and relative abundances, even among tRNAs with near-identical sequences from the same isodecoder or isoacceptor group. The findings suggest that co-expressed 5′-tRHs that are produced from the same tRNA or closely related tRNAs have distinct, context-dependent roles. Moreover, our analyses show that cell lines modeling the same tissue type and disease may not be interchangeable when it comes to experimenting with tRFs.","PeriodicalId":19271,"journal":{"name":"Non-Coding RNA","volume":"7 2","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135589756","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dysregulation of Non-Coding RNAs: Roles of miRNAs and lncRNAs in the Pathogenesis of Multiple Myeloma 非编码rna的失调:mirna和lncrna在多发性骨髓瘤发病中的作用
Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-11-03 DOI: 10.3390/ncrna9060068
Nor Hayati Ismail, Ali Mussa, Mutaz Jamal Al-Khreisat, Shafini Mohamed Yusoff, Azlan Husin, Hamid Ali Nagi Al-Jamal, Muhammad Farid Johan, Md Asiful Islam
The dysregulation of non-coding RNAs (ncRNAs), specifically microRNAs (miRNAs) and long non-coding RNAs (lncRNAs), leads to the development and advancement of multiple myeloma (MM). miRNAs, in particular, are paramount in post-transcriptional gene regulation, promoting mRNA degradation and translational inhibition. As a result, miRNAs can serve as oncogenes or tumor suppressors depending on the target genes. In MM, miRNA disruption could result in abnormal gene expression responsible for cell growth, apoptosis, and other biological processes pertinent to cancer development. The dysregulated miRNAs inhibit the activity of tumor suppressor genes, contributing to disease progression. Nonetheless, several miRNAs are downregulated in MM and have been identified as gene regulators implicated in extracellular matrix remodeling and cell adhesion. miRNA depletion potentially facilitates the tumor advancement and resistance of therapeutic drugs. Additionally, lncRNAs are key regulators of numerous cellular processes, such as gene expression, chromatin remodeling, protein trafficking, and recently linked MM development. The lncRNAs are uniquely expressed and influence gene expression that supports MM growth, in addition to facilitating cellular proliferation and viability via multiple molecular pathways. miRNA and lncRNA alterations potentially result in anomalous gene expression and interfere with the regular functioning of MM. Thus, this review aims to highlight the dysregulation of these ncRNAs, which engender novel therapeutic modalities for the treatment of MM.
非编码rna (ncRNAs),特别是microRNAs (miRNAs)和长链非编码rna (lncRNAs)的失调导致多发性骨髓瘤(MM)的发生和进展。尤其是mirna,在转录后基因调控、促进mRNA降解和翻译抑制中起着至关重要的作用。因此,根据靶基因的不同,mirna可以作为致癌基因或肿瘤抑制基因。在MM中,miRNA破坏可能导致负责细胞生长、凋亡和其他与癌症发展相关的生物学过程的基因表达异常。失调的mirna抑制肿瘤抑制基因的活性,促进疾病进展。尽管如此,一些mirna在MM中下调,并被确定为参与细胞外基质重塑和细胞粘附的基因调节因子。miRNA的缺失可能会促进肿瘤的进展和治疗药物的耐药性。此外,lncrna是许多细胞过程的关键调节因子,如基因表达、染色质重塑、蛋白质运输和最近相关的MM发展。除了通过多种分子途径促进细胞增殖和活力外,lncrna的独特表达和影响支持MM生长的基因表达。miRNA和lncRNA的改变可能导致基因表达异常并干扰MM的正常功能。因此,本文旨在强调这些ncrna的失调,从而为MM的治疗提供新的治疗方式。
{"title":"Dysregulation of Non-Coding RNAs: Roles of miRNAs and lncRNAs in the Pathogenesis of Multiple Myeloma","authors":"Nor Hayati Ismail, Ali Mussa, Mutaz Jamal Al-Khreisat, Shafini Mohamed Yusoff, Azlan Husin, Hamid Ali Nagi Al-Jamal, Muhammad Farid Johan, Md Asiful Islam","doi":"10.3390/ncrna9060068","DOIUrl":"https://doi.org/10.3390/ncrna9060068","url":null,"abstract":"The dysregulation of non-coding RNAs (ncRNAs), specifically microRNAs (miRNAs) and long non-coding RNAs (lncRNAs), leads to the development and advancement of multiple myeloma (MM). miRNAs, in particular, are paramount in post-transcriptional gene regulation, promoting mRNA degradation and translational inhibition. As a result, miRNAs can serve as oncogenes or tumor suppressors depending on the target genes. In MM, miRNA disruption could result in abnormal gene expression responsible for cell growth, apoptosis, and other biological processes pertinent to cancer development. The dysregulated miRNAs inhibit the activity of tumor suppressor genes, contributing to disease progression. Nonetheless, several miRNAs are downregulated in MM and have been identified as gene regulators implicated in extracellular matrix remodeling and cell adhesion. miRNA depletion potentially facilitates the tumor advancement and resistance of therapeutic drugs. Additionally, lncRNAs are key regulators of numerous cellular processes, such as gene expression, chromatin remodeling, protein trafficking, and recently linked MM development. The lncRNAs are uniquely expressed and influence gene expression that supports MM growth, in addition to facilitating cellular proliferation and viability via multiple molecular pathways. miRNA and lncRNA alterations potentially result in anomalous gene expression and interfere with the regular functioning of MM. Thus, this review aims to highlight the dysregulation of these ncRNAs, which engender novel therapeutic modalities for the treatment of MM.","PeriodicalId":19271,"journal":{"name":"Non-Coding RNA","volume":"22 9","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135873491","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Downregulation of Exosomal hsa-miR-551b-3p in Obesity and Its Link to Type 2 Diabetes Mellitus 肥胖症外泌体hsa-miR-551b-3p的下调及其与2型糖尿病的关系
Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-11-02 DOI: 10.3390/ncrna9060067
Kseniia V. Dracheva, Irina A. Pobozheva, Kristina A. Anisimova, Stanislav G. Balandov, Maria N. Grunina, Zarina M. Hamid, Dmitriy I. Vasilevsky, Sofya N. Pchelina, Valentina V. Miroshnikova
Obesity is a significant risk factor for the development of type 2 diabetes mellitus (T2DM). Adipose tissue dysfunction can affect the pool of circulating exosomal miRNAs, driving concomitant disease in obesity. These exosomal miRNAs can reflect adipose tissue functionality, thus serving as prognostic biomarkers for disease monitoring in case of T2DM. In the present study, we conducted NanoString microRNA profiling of extracellular vesicles (EVs) secreted by adipose tissue of obese patients (body mass index (BMI) > 35) without T2DM and nonobese individuals (BMI < 30) as a control group. Functional and pathway enrichment analysis showed that miRNAs associated with obesity in this study were implicated in insulin signaling and insulin resistance biological pathways. Further, these microRNAs were screened in serum EVs in the following groups: (1) obese patients with T2DM, (2) obese patients without T2DM, and (3) nonobese individuals as a control group. has-miR-551b-3p was shown to be downregulated in adipose tissue EVs, as well as in serum EVs, of patients with obesity without T2DM. At the same time, the serum exosomal hsa-miR-551b-3p content was significantly higher in obese patients with T2DM when compared with obese patients without T2DM and may be a potential biomarker of T2DM development in obesity.
肥胖是2型糖尿病(T2DM)发展的重要危险因素。脂肪组织功能障碍可影响循环外泌体mirna库,驱动肥胖伴随疾病。这些外泌体mirna可以反映脂肪组织的功能,因此可以作为T2DM疾病监测的预后生物标志物。在本研究中,我们对肥胖患者的脂肪组织分泌的细胞外囊泡(EVs)进行了纳米链microRNA分析。35)无2型糖尿病和非肥胖者(BMI <30)作为对照组。功能和通路富集分析显示,本研究中与肥胖相关的mirna与胰岛素信号传导和胰岛素抵抗生物学通路有关。进一步,在以下组的血清EVs中筛选这些microrna:(1)伴有T2DM的肥胖患者,(2)无T2DM的肥胖患者,(3)作为对照组的非肥胖个体。研究显示,has-miR-551b-3p在肥胖无T2DM患者的脂肪组织EVs以及血清EVs中下调。同时,肥胖合并T2DM患者血清外泌体hsa-miR-551b-3p含量明显高于非T2DM的肥胖患者,可能是肥胖症中T2DM发展的潜在生物标志物。
{"title":"Downregulation of Exosomal hsa-miR-551b-3p in Obesity and Its Link to Type 2 Diabetes Mellitus","authors":"Kseniia V. Dracheva, Irina A. Pobozheva, Kristina A. Anisimova, Stanislav G. Balandov, Maria N. Grunina, Zarina M. Hamid, Dmitriy I. Vasilevsky, Sofya N. Pchelina, Valentina V. Miroshnikova","doi":"10.3390/ncrna9060067","DOIUrl":"https://doi.org/10.3390/ncrna9060067","url":null,"abstract":"Obesity is a significant risk factor for the development of type 2 diabetes mellitus (T2DM). Adipose tissue dysfunction can affect the pool of circulating exosomal miRNAs, driving concomitant disease in obesity. These exosomal miRNAs can reflect adipose tissue functionality, thus serving as prognostic biomarkers for disease monitoring in case of T2DM. In the present study, we conducted NanoString microRNA profiling of extracellular vesicles (EVs) secreted by adipose tissue of obese patients (body mass index (BMI) > 35) without T2DM and nonobese individuals (BMI < 30) as a control group. Functional and pathway enrichment analysis showed that miRNAs associated with obesity in this study were implicated in insulin signaling and insulin resistance biological pathways. Further, these microRNAs were screened in serum EVs in the following groups: (1) obese patients with T2DM, (2) obese patients without T2DM, and (3) nonobese individuals as a control group. has-miR-551b-3p was shown to be downregulated in adipose tissue EVs, as well as in serum EVs, of patients with obesity without T2DM. At the same time, the serum exosomal hsa-miR-551b-3p content was significantly higher in obese patients with T2DM when compared with obese patients without T2DM and may be a potential biomarker of T2DM development in obesity.","PeriodicalId":19271,"journal":{"name":"Non-Coding RNA","volume":"2 12","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135974074","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Discovery of Novel miRNAs in Colorectal Cancer: Potential Biological Roles and Clinical Utility 结直肠癌中新型mirna的发现:潜在的生物学作用和临床应用
Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-10-26 DOI: 10.3390/ncrna9060065
Iael Weissberg Minutentag, Ana Laura Seneda, Mateus C. Barros-Filhos, Márcio de Carvalho, Vanessa G. P. Souza, Claudia N. Hasimoto, Marcelo P. T. Moraes, Fabio A. Marchi, Wan L. Lam, Patricia P. Reis, Sandra A. Drigo
Deregulated miRNAs are associated with colorectal cancer (CRC), with alterations depending on the tumor location. Novel tissue-specific miRNAs have been identified in different tumors and are associated with cancer. We used miRMaster to identify novel miRNAs in CRC from the TCGA and GEO data (discovery and validation groups). We used TCGA data from five tissues to analyze miRNA tissue specificity. miRDB was used to predict miRNA targets, and the UCSC Xena Browser was used to evaluate target expression. After successive analyses, we identified 15 novel miRNAs with the same expression patterns in CRC in both the discovery and validation groups. Four molecules (nov-miR-13844-5p, nov-miR-7154-5p, nov-miR-5035-3p, and nov-miR-590-5p) were differentially expressed in proximal and distal CRC. The nov-miR-3345-5p and nov-miR-13172-3p, which are upregulated in tumors, are only expressed in colorectal tissues. These molecules have been linked to a worse prognosis in right-sided colon and rectal carcinomas. An analysis revealed an association between eight novel miRNAs and 81 targets, mostly cancer-related genes, with varying expression based on tumor location. These findings provide new miRNAs with potential biological relevance, molecular biomarkers, and therapeutic targets for CRC treatment.
失调的mirna与结直肠癌(CRC)相关,其改变取决于肿瘤的位置。新的组织特异性mirna已经在不同的肿瘤中被发现,并与癌症相关。我们使用miRMaster从TCGA和GEO数据中识别CRC中的新mirna(发现组和验证组)。我们使用来自5个组织的TCGA数据来分析miRNA的组织特异性。使用miRDB预测miRNA靶点,使用UCSC Xena Browser评估靶点表达。经过连续分析,我们在发现组和验证组中确定了15个在CRC中具有相同表达模式的新型mirna。四种分子(nov-miR-13844-5p、nov-miR-7154-5p、nov-miR-5035-3p和nov-miR-590-5p)在CRC近端和远端差异表达。在肿瘤中上调的nov-miR-3345-5p和nov-miR-13172-3p仅在结直肠组织中表达。这些分子与右侧结肠癌和直肠癌的预后不良有关。一项分析显示,8种新型mirna与81个靶点(主要是癌症相关基因)之间存在关联,这些靶点的表达基于肿瘤位置的不同。这些发现为结直肠癌的治疗提供了具有潜在生物学相关性、分子生物标志物和治疗靶点的新mirna。
{"title":"Discovery of Novel miRNAs in Colorectal Cancer: Potential Biological Roles and Clinical Utility","authors":"Iael Weissberg Minutentag, Ana Laura Seneda, Mateus C. Barros-Filhos, Márcio de Carvalho, Vanessa G. P. Souza, Claudia N. Hasimoto, Marcelo P. T. Moraes, Fabio A. Marchi, Wan L. Lam, Patricia P. Reis, Sandra A. Drigo","doi":"10.3390/ncrna9060065","DOIUrl":"https://doi.org/10.3390/ncrna9060065","url":null,"abstract":"Deregulated miRNAs are associated with colorectal cancer (CRC), with alterations depending on the tumor location. Novel tissue-specific miRNAs have been identified in different tumors and are associated with cancer. We used miRMaster to identify novel miRNAs in CRC from the TCGA and GEO data (discovery and validation groups). We used TCGA data from five tissues to analyze miRNA tissue specificity. miRDB was used to predict miRNA targets, and the UCSC Xena Browser was used to evaluate target expression. After successive analyses, we identified 15 novel miRNAs with the same expression patterns in CRC in both the discovery and validation groups. Four molecules (nov-miR-13844-5p, nov-miR-7154-5p, nov-miR-5035-3p, and nov-miR-590-5p) were differentially expressed in proximal and distal CRC. The nov-miR-3345-5p and nov-miR-13172-3p, which are upregulated in tumors, are only expressed in colorectal tissues. These molecules have been linked to a worse prognosis in right-sided colon and rectal carcinomas. An analysis revealed an association between eight novel miRNAs and 81 targets, mostly cancer-related genes, with varying expression based on tumor location. These findings provide new miRNAs with potential biological relevance, molecular biomarkers, and therapeutic targets for CRC treatment.","PeriodicalId":19271,"journal":{"name":"Non-Coding RNA","volume":"35 3","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134908660","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Organotypic 3D Cell-Architecture Impacts the Expression Pattern of miRNAs–mRNAs Network in Breast Cancer SKBR3 Cells 器官型3D细胞结构对乳腺癌SKBR3细胞mirna - mrna网络表达模式的影响
Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-10-26 DOI: 10.3390/ncrna9060066
María de los Ángeles Gastélum-López, Maribel Aguilar-Medina, Cristina García Mata, Jorge López-Gutiérrez, Geovanni Romero-Quintana, Mercedes Bermúdez, Mariana Avendaño-Felix, César López-Camarillo, Carlos Pérez-Plascencia, Adriana S Beltrán, Rosalío Ramos-Payán
Background. Currently, most of the research on breast cancer has been carried out in conventional two-dimensional (2D) cell cultures due to its practical benefits, however, the three-dimensional (3D) cell culture is becoming the model of choice in cancer research because it allows cell–cell and cell–extracellular matrix (ECM) interactions, mimicking the native microenvironment of tumors in vivo. Methods. In this work, we evaluated the effect of 3D cell organization on the expression pattern of miRNAs (by Small-RNAseq) and mRNAs (by microarrays) in the breast cancer SKBR3 cell line and analyzed the biological processes and signaling pathways regulated by the differentially expressed protein-coding genes (DE-mRNAs) and miRNAs (DE-microRNAs) found in the organoids. Results. We obtained well-defined cell-aggregated organoids with a grape cluster-like morphology with a size up to 9.2 × 105 μm3. The transcriptomic assays showed that cell growth in organoids significantly affected (all p < 0.01) the gene expression patterns of both miRNAs, and mRNAs, finding 20 upregulated and 19 downregulated DE-microRNAs, as well as 49 upregulated and 123 downregulated DE-mRNAs. In silico analysis showed that a subset of 11 upregulated DE-microRNAs target 70 downregulated DE-mRNAs. These genes are involved in 150 gene ontology (GO) biological processes such as regulation of cell morphogenesis, regulation of cell shape, regulation of canonical Wnt signaling pathway, morphogenesis of epithelium, regulation of cytoskeleton organization, as well as in the MAPK and AGE–RAGE signaling KEGG-pathways. Interestingly, hsa-mir-122-5p (Fold Change (FC) = 15.4), hsa-mir-369-3p (FC = 11.4), and hsa-mir-10b-5p (FC = 20.1) regulated up to 81% of the 70 downregulated DE-mRNAs. Conclusion. The organotypic 3D cell-organization architecture of breast cancer SKBR3 cells impacts the expression pattern of the miRNAs–mRNAs network mainly through overexpression of hsa-mir-122-5p, hsa-mir-369-3p, and hsa-mir-10b-5p. All these findings suggest that the interaction between cell–cell and cell–ECM as well as the change in the culture architecture impacts gene expression, and, therefore, support the pertinence of migrating breast cancer research from conventional cultures to 3D models.
背景。目前,大多数乳腺癌研究都是在传统的二维(2D)细胞培养中进行的,因为它具有实际的好处,然而,三维(3D)细胞培养正成为癌症研究的首选模型,因为它允许细胞间和细胞外基质(ECM)相互作用,模拟肿瘤在体内的原生微环境。方法。在这项工作中,我们评估了3D细胞组织对乳腺癌SKBR3细胞系中miRNAs(通过Small-RNAseq)和mrna(通过微阵列)表达模式的影响,并分析了类器官中发现的差异表达蛋白编码基因(de - mrna)和miRNAs (DE-microRNAs)调控的生物学过程和信号通路。结果。我们获得了定义明确的细胞聚集类器官,具有葡萄簇状形态,大小可达9.2 × 105 μm3。转录组学分析显示,类器官的细胞生长显著影响(p <0.01),发现20个de - microrna上调,19个下调,49个de - mrna上调,123个mrna下调。计算机分析显示,11个上调的de - microrna的一个子集靶向70个下调的de - mrna。这些基因参与了150个基因本体(GO)生物学过程,如细胞形态发生的调控、细胞形状的调控、典型Wnt信号通路的调控、上皮形态发生的调控、细胞骨架组织的调控,以及MAPK和AGE-RAGE信号通路kegg -通路。有趣的是,hsa-mir-122-5p (Fold Change (FC) = 15.4)、hsa-mir-369-3p (FC = 11.4)和hsa-mir-10b-5p (FC = 20.1)调节了70个下调的de - mrna中的81%。结论。乳腺癌SKBR3细胞的器官型三维细胞组织结构主要通过过表达hsa-mir-122-5p、hsa-mir-369-3p和hsa-mir-10b-5p来影响mirnas - mrna网络的表达模式。所有这些发现都表明,细胞-细胞和细胞- ecm之间的相互作用以及培养结构的变化会影响基因表达,因此,支持将乳腺癌研究从传统培养转移到3D模型的针对性。
{"title":"Organotypic 3D Cell-Architecture Impacts the Expression Pattern of miRNAs–mRNAs Network in Breast Cancer SKBR3 Cells","authors":"María de los Ángeles Gastélum-López, Maribel Aguilar-Medina, Cristina García Mata, Jorge López-Gutiérrez, Geovanni Romero-Quintana, Mercedes Bermúdez, Mariana Avendaño-Felix, César López-Camarillo, Carlos Pérez-Plascencia, Adriana S Beltrán, Rosalío Ramos-Payán","doi":"10.3390/ncrna9060066","DOIUrl":"https://doi.org/10.3390/ncrna9060066","url":null,"abstract":"Background. Currently, most of the research on breast cancer has been carried out in conventional two-dimensional (2D) cell cultures due to its practical benefits, however, the three-dimensional (3D) cell culture is becoming the model of choice in cancer research because it allows cell–cell and cell–extracellular matrix (ECM) interactions, mimicking the native microenvironment of tumors in vivo. Methods. In this work, we evaluated the effect of 3D cell organization on the expression pattern of miRNAs (by Small-RNAseq) and mRNAs (by microarrays) in the breast cancer SKBR3 cell line and analyzed the biological processes and signaling pathways regulated by the differentially expressed protein-coding genes (DE-mRNAs) and miRNAs (DE-microRNAs) found in the organoids. Results. We obtained well-defined cell-aggregated organoids with a grape cluster-like morphology with a size up to 9.2 × 105 μm3. The transcriptomic assays showed that cell growth in organoids significantly affected (all p < 0.01) the gene expression patterns of both miRNAs, and mRNAs, finding 20 upregulated and 19 downregulated DE-microRNAs, as well as 49 upregulated and 123 downregulated DE-mRNAs. In silico analysis showed that a subset of 11 upregulated DE-microRNAs target 70 downregulated DE-mRNAs. These genes are involved in 150 gene ontology (GO) biological processes such as regulation of cell morphogenesis, regulation of cell shape, regulation of canonical Wnt signaling pathway, morphogenesis of epithelium, regulation of cytoskeleton organization, as well as in the MAPK and AGE–RAGE signaling KEGG-pathways. Interestingly, hsa-mir-122-5p (Fold Change (FC) = 15.4), hsa-mir-369-3p (FC = 11.4), and hsa-mir-10b-5p (FC = 20.1) regulated up to 81% of the 70 downregulated DE-mRNAs. Conclusion. The organotypic 3D cell-organization architecture of breast cancer SKBR3 cells impacts the expression pattern of the miRNAs–mRNAs network mainly through overexpression of hsa-mir-122-5p, hsa-mir-369-3p, and hsa-mir-10b-5p. All these findings suggest that the interaction between cell–cell and cell–ECM as well as the change in the culture architecture impacts gene expression, and, therefore, support the pertinence of migrating breast cancer research from conventional cultures to 3D models.","PeriodicalId":19271,"journal":{"name":"Non-Coding RNA","volume":"61 5","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136382214","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Machine Learning Model Based on microRNAs for the Diagnosis of Essential Hypertension 基于microrna的原发性高血压诊断机器学习模型
Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2023-10-25 DOI: 10.3390/ncrna9060064
Amela Jusic, Inela Junuzovic, Ahmed Hujdurovic, Lu Zhang, Mélanie Vausort, Yvan Devaux
Introduction: Hypertension is a major and modifiable risk factor for cardiovascular diseases. Essential, primary, or idiopathic hypertension accounts for 90–95% of all cases. Identifying novel biomarkers specific to essential hypertension may help in understanding pathophysiological pathways and developing personalized treatments. We tested whether the integration of circulating microRNAs (miRNAs) and clinical risk factors via machine learning modeling may provide useful information and novel tools for essential hypertension diagnosis and management. Materials and methods: In total, 174 participants were enrolled in the present observational case–control study, among which, there were 89 patients with essential hypertension and 85 controls. A discovery phase was conducted using small RNA sequencing in whole blood samples obtained from age- and sex-matched hypertension patients (n = 30) and controls (n = 30). A validation phase using RT-qPCR involved the remaining 114 participants. For machine learning, 170 participants with complete data were used to generate and evaluate the classification model. Results: Small RNA sequencing identified seven miRNAs downregulated in hypertensive patients as compared with controls in the discovery group, of which six were confirmed with RT-qPCR. In the validation group, miR-210-3p/361-3p/362-5p/378a-5p/501-5p were also downregulated in hypertensive patients. A machine learning support vector machine (SVM) model including clinical risk factors (sex, BMI, alcohol use, current smoker, and hypertension family history), miR-361-3p, and miR-501-5p was able to classify hypertension patients in a test dataset with an AUC of 0.90, a balanced accuracy of 0.87, a sensitivity of 0.83, and a specificity of 0.91. While five miRNAs exhibited substantial downregulation in hypertension patients, only miR-361-3p and miR-501-5p, alongside clinical risk factors, were consistently chosen in at least eight out of ten sub-training sets within the SVM model. Conclusions: This study highlights the potential significance of miRNA-based biomarkers in deepening our understanding of hypertension’s pathophysiology and in personalizing treatment strategies. The strong performance of the SVM model highlights its potential as a valuable asset for diagnosing and managing essential hypertension. The model remains to be extensively validated in independent patient cohorts before evaluating its added value in a clinical setting.
高血压是心血管疾病的一个主要的可改变的危险因素。原发性、原发性或特发性高血压占所有病例的90-95%。识别新的特异性高血压生物标志物可能有助于理解病理生理途径和开发个性化治疗。我们通过机器学习模型测试了循环microRNAs (miRNAs)和临床危险因素的整合是否可以为原发性高血压的诊断和管理提供有用的信息和新工具。材料与方法:本观察性病例对照研究共纳入174例受试者,其中原发性高血压患者89例,对照组85例。通过对年龄和性别匹配的高血压患者(n = 30)和对照组(n = 30)的全血样本进行小RNA测序进行发现阶段。使用RT-qPCR的验证阶段涉及其余114名参与者。对于机器学习,使用170个具有完整数据的参与者来生成和评估分类模型。结果:小RNA测序发现,与对照组相比,高血压患者中有7个mirna下调,其中6个经RT-qPCR证实。在验证组中,高血压患者中miR-210-3p/361-3p/362-5p/378a-5p/501-5p也下调。包含临床危险因素(性别、BMI、饮酒、当前吸烟者和高血压家族史)、miR-361-3p和miR-501-5p的机器学习支持向量机(SVM)模型能够在测试数据集中对高血压患者进行分类,AUC为0.90,平衡精度为0.87,灵敏度为0.83,特异性为0.91。虽然有5种mirna在高血压患者中表现出显著的下调,但在SVM模型的10个子训练集中,至少有8个子训练集中一致选择了miR-361-3p和miR-501-5p以及临床危险因素。结论:本研究强调了基于mirna的生物标志物在加深我们对高血压病理生理的理解和个性化治疗策略方面的潜在意义。支持向量机模型的强大性能突出了其作为诊断和管理原发性高血压的宝贵资产的潜力。在评估其在临床环境中的附加价值之前,该模型仍需在独立患者队列中进行广泛验证。
{"title":"A Machine Learning Model Based on microRNAs for the Diagnosis of Essential Hypertension","authors":"Amela Jusic, Inela Junuzovic, Ahmed Hujdurovic, Lu Zhang, Mélanie Vausort, Yvan Devaux","doi":"10.3390/ncrna9060064","DOIUrl":"https://doi.org/10.3390/ncrna9060064","url":null,"abstract":"Introduction: Hypertension is a major and modifiable risk factor for cardiovascular diseases. Essential, primary, or idiopathic hypertension accounts for 90–95% of all cases. Identifying novel biomarkers specific to essential hypertension may help in understanding pathophysiological pathways and developing personalized treatments. We tested whether the integration of circulating microRNAs (miRNAs) and clinical risk factors via machine learning modeling may provide useful information and novel tools for essential hypertension diagnosis and management. Materials and methods: In total, 174 participants were enrolled in the present observational case–control study, among which, there were 89 patients with essential hypertension and 85 controls. A discovery phase was conducted using small RNA sequencing in whole blood samples obtained from age- and sex-matched hypertension patients (n = 30) and controls (n = 30). A validation phase using RT-qPCR involved the remaining 114 participants. For machine learning, 170 participants with complete data were used to generate and evaluate the classification model. Results: Small RNA sequencing identified seven miRNAs downregulated in hypertensive patients as compared with controls in the discovery group, of which six were confirmed with RT-qPCR. In the validation group, miR-210-3p/361-3p/362-5p/378a-5p/501-5p were also downregulated in hypertensive patients. A machine learning support vector machine (SVM) model including clinical risk factors (sex, BMI, alcohol use, current smoker, and hypertension family history), miR-361-3p, and miR-501-5p was able to classify hypertension patients in a test dataset with an AUC of 0.90, a balanced accuracy of 0.87, a sensitivity of 0.83, and a specificity of 0.91. While five miRNAs exhibited substantial downregulation in hypertension patients, only miR-361-3p and miR-501-5p, alongside clinical risk factors, were consistently chosen in at least eight out of ten sub-training sets within the SVM model. Conclusions: This study highlights the potential significance of miRNA-based biomarkers in deepening our understanding of hypertension’s pathophysiology and in personalizing treatment strategies. The strong performance of the SVM model highlights its potential as a valuable asset for diagnosing and managing essential hypertension. The model remains to be extensively validated in independent patient cohorts before evaluating its added value in a clinical setting.","PeriodicalId":19271,"journal":{"name":"Non-Coding RNA","volume":"8 4","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135112672","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Non-Coding RNA
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1