Pub Date : 2025-12-01Epub Date: 2025-10-03DOI: 10.1080/15476286.2025.2563986
Michelle Ninochka D'Souza, Naveen Kumar Chandappa Gowda, Nivedita Hariharan, Syed Wasifa Qadri, Dasaradhi Palakodeti, Ravi S Muddashetty
The Fragile X Messenger Ribonucleoprotein (FMRP) is a selective RNA-binding protein that localizes to the cytoplasm and the nucleus. The loss of FMRP results in Fragile X Syndrome (FXS), an autism spectrum disorder. FMRP interacts with ribosomes and regulates the translation of mRNAs essential for neuronal development and synaptic plasticity. However, the biochemical nature of this translation regulation is unknown. Here, we report that a potential feature of FMRP-mediated translation regulation during neuronal differentiation is the modulation of 2'-O-methylation of ribosomal RNA. 2'O-methylation, facilitated by C/D box snoRNAs in the nucleus, is a major epitranscriptome mark on rRNA, essential for ribosome assembly and function. We found that FMRP influences a distinct rRNA 2'O-Methylation pattern across neuronal differentiation. We show that in H9 ESCs, FMRP interacts with a selected set of C/D box snoRNA in the nucleus, resulting in the generation of ribosomes with a distinct pattern of rRNA 2'O-Methylation. This epitranscriptome pattern on rRNA undergoes a significant change during the differentiation of ESCs to neuronal precursors and cortical neurons. ESCs exhibit substantial levels of hypomethylated residues on rRNA, which progressively decrease in neuronal precursors and post-mitotic cortical neurons. This reduction correlates with changes in global protein synthesis across different stages of differentiation. Importantly, this stepwise change in the 2'O-methylation pattern during neuronal differentiation is altered in the absence of FMRP, which could impact neuronal development and contribute to dysregulated protein synthesis observed in Fragile X Syndrome.
脆性X信使核糖核蛋白(FMRP)是一种选择性rna结合蛋白,定位于细胞质和细胞核。FMRP的缺失导致脆性X染色体综合征(FXS),这是一种自闭症谱系障碍。FMRP与核糖体相互作用,调节对神经元发育和突触可塑性至关重要的mrna的翻译。然而,这种翻译调控的生化性质尚不清楚。在这里,我们报道了fmrp介导的神经元分化过程中翻译调节的一个潜在特征是核糖体RNA的2'- o -甲基化的调节。2' o -甲基化是rRNA上一个主要的表转录组标记,由细胞核中的C/D盒snorna促进,对核糖体的组装和功能至关重要。我们发现FMRP在神经元分化过程中影响一种独特的rRNA 2' o甲基化模式。我们发现,在H9 ESCs中,FMRP与细胞核中选定的一组C/D盒snoRNA相互作用,导致产生具有独特rRNA 2' o甲基化模式的核糖体。在ESCs向神经元前体和皮质神经元分化的过程中,rRNA上的这种表转录组模式发生了显著变化。ESCs在rRNA上显示出大量的低甲基化残基,在神经元前体和有丝分裂后皮层神经元中逐渐减少。这种减少与分化不同阶段的整体蛋白质合成变化有关。重要的是,在缺乏FMRP的情况下,神经元分化过程中2' o甲基化模式的逐步变化会发生改变,这可能会影响神经元发育,并导致脆性X综合征中观察到的蛋白质合成失调。
{"title":"Altering rRNA 2'O-methylation pattern during neuronal differentiation is regulated by FMRP.","authors":"Michelle Ninochka D'Souza, Naveen Kumar Chandappa Gowda, Nivedita Hariharan, Syed Wasifa Qadri, Dasaradhi Palakodeti, Ravi S Muddashetty","doi":"10.1080/15476286.2025.2563986","DOIUrl":"10.1080/15476286.2025.2563986","url":null,"abstract":"<p><p>The Fragile X Messenger Ribonucleoprotein (FMRP) is a selective RNA-binding protein that localizes to the cytoplasm and the nucleus. The loss of FMRP results in Fragile X Syndrome (FXS), an autism spectrum disorder. FMRP interacts with ribosomes and regulates the translation of mRNAs essential for neuronal development and synaptic plasticity. However, the biochemical nature of this translation regulation is unknown. Here, we report that a potential feature of FMRP-mediated translation regulation during neuronal differentiation is the modulation of 2'-O-methylation of ribosomal RNA. 2'O-methylation, facilitated by C/D box snoRNAs in the nucleus, is a major epitranscriptome mark on rRNA, essential for ribosome assembly and function. We found that FMRP influences a distinct rRNA 2'O-Methylation pattern across neuronal differentiation. We show that in H9 ESCs, FMRP interacts with a selected set of C/D box snoRNA in the nucleus, resulting in the generation of ribosomes with a distinct pattern of rRNA 2'O-Methylation. This epitranscriptome pattern on rRNA undergoes a significant change during the differentiation of ESCs to neuronal precursors and cortical neurons. ESCs exhibit substantial levels of hypomethylated residues on rRNA, which progressively decrease in neuronal precursors and post-mitotic cortical neurons. This reduction correlates with changes in global protein synthesis across different stages of differentiation. Importantly, this stepwise change in the 2'O-methylation pattern during neuronal differentiation is altered in the absence of FMRP, which could impact neuronal development and contribute to dysregulated protein synthesis observed in Fragile X Syndrome.</p>","PeriodicalId":21351,"journal":{"name":"RNA Biology","volume":"22 1","pages":"1-22"},"PeriodicalIF":3.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12498540/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145213567","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The crosstalk between the tumour immune microenvironment (TIME) and tumour cells promote immune evasion and resistance to immunotherapy in gastrointestinal (GI) tumours. Post-transcriptional regulation of genes is pivotal to GI tumours progression, and RNA-binding proteins (RBPs) serve as key regulators via their RNA-binding domains. RBPs may exhibit either anti-tumour or pro-tumour functions by influencing the TIME through the modulation of mRNAs and non-coding RNAs expression, as well as post-transcriptional modifications, primarily N6-methyladenosine (m6A). Aberrant regulation of RBPs, such as HuR and YBX1, typically enhances tumour immune escape and impacts prognosis of GI tumour patients. Further, while targeting RBPs offers a promising strategy for improving immunotherapy in GI cancers, the mechanisms by which RBPs regulate the TIME in these tumours remain poorly understood, and the therapeutic application is still in its early stages. This review summarizes current advances in exploring the roles of RBPs in regulating genes expression and their effect on the TIME of GI tumours, then providing theoretical insights for RBP-targeted cancer therapies.
{"title":"The regulatory roles of RNA-binding proteins in the tumour immune microenvironment of gastrointestinal malignancies.","authors":"Dongqi Li, Xiangyu Chu, Weikang Liu, Yongsu Ma, Xiaodong Tian, Yinmo Yang","doi":"10.1080/15476286.2024.2440683","DOIUrl":"10.1080/15476286.2024.2440683","url":null,"abstract":"<p><p>The crosstalk between the tumour immune microenvironment (TIME) and tumour cells promote immune evasion and resistance to immunotherapy in gastrointestinal (GI) tumours. Post-transcriptional regulation of genes is pivotal to GI tumours progression, and RNA-binding proteins (RBPs) serve as key regulators via their RNA-binding domains. RBPs may exhibit either anti-tumour or pro-tumour functions by influencing the TIME through the modulation of mRNAs and non-coding RNAs expression, as well as post-transcriptional modifications, primarily N6-methyladenosine (m<sup>6</sup>A). Aberrant regulation of RBPs, such as HuR and YBX1, typically enhances tumour immune escape and impacts prognosis of GI tumour patients. Further, while targeting RBPs offers a promising strategy for improving immunotherapy in GI cancers, the mechanisms by which RBPs regulate the TIME in these tumours remain poorly understood, and the therapeutic application is still in its early stages. This review summarizes current advances in exploring the roles of RBPs in regulating genes expression and their effect on the TIME of GI tumours, then providing theoretical insights for RBP-targeted cancer therapies.</p>","PeriodicalId":21351,"journal":{"name":"RNA Biology","volume":"22 1","pages":"1-14"},"PeriodicalIF":3.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12710923/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142882916","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
DEAH box splicing helicase Prp16 in budding yeast governs spliceosomal remodelling from the branching conformation (C complex) to the exon ligation conformation (C* complex). In this study, we examined the genome-wide functions of Prp16 in the short intron-rich genome of the basidiomycete yeast Cryptococcus neoformans. The presence of multiple introns per transcript with intronic features that are more similar to those of higher eukaryotes makes it a promising model for studying spliceosomal splicing. Using a promoter-shutdown conditional Prp16 knockdown strain, we uncovered genome-wide but substrate-specific roles in C. neoformans splicing. The splicing functions of Prp16 are dependent on helicase motifs I and II, which are conserved motifs for helicase activity. A small subset of introns spliced independent of Prp16 activity was investigated to discover that exonic sequences at the 5' splice site (5'SS) and 3' splice site (3'SS) with stronger affinity for U5 loop 1 are a common feature in these introns. Furthermore, short (60-100nts) and ultrashort introns (<60nts) prevalent in the C. neoformans transcriptome were more sensitive to Prp16 knockdown than longer introns, indicating that Prp16 is required for the efficient splicing of short and ultrashort introns. We propose that stronger U5 snRNA-pre-mRNA interactions enable efficient transition of the spliceosome from the first to the second catalytic confirmation in Prp16 knockdown, particularly for short introns and introns with suboptimal features. This study provides insights into fine-tuning spliceosomal helicase function with variations in cis-element features.
{"title":"Prp16 enables efficient splicing of introns with diverse exonic consensus elements in the short-intron rich <i>Cryptococcus neoformans</i> transcriptome.","authors":"Manendra Singh Negi, Vishnu Priya Krishnan, Niharika Saraf, Usha Vijayraghavan","doi":"10.1080/15476286.2025.2477844","DOIUrl":"10.1080/15476286.2025.2477844","url":null,"abstract":"<p><p>DEAH box splicing helicase Prp16 in budding yeast governs spliceosomal remodelling from the branching conformation (C complex) to the exon ligation conformation (C* complex). In this study, we examined the genome-wide functions of Prp16 in the short intron-rich genome of the basidiomycete yeast <i>Cryptococcus neoformans</i>. The presence of multiple introns per transcript with intronic features that are more similar to those of higher eukaryotes makes it a promising model for studying spliceosomal splicing. Using a promoter-shutdown conditional Prp16 knockdown strain, we uncovered genome-wide but substrate-specific roles in <i>C. neoformans</i> splicing. The splicing functions of Prp16 are dependent on helicase motifs I and II, which are conserved motifs for helicase activity. A small subset of introns spliced independent of Prp16 activity was investigated to discover that exonic sequences at the 5' splice site (5'SS) and 3' splice site (3'SS) with stronger affinity for U5 loop 1 are a common feature in these introns. Furthermore, short (60-100nts) and ultrashort introns (<60nts) prevalent in the <i>C. neoformans</i> transcriptome were more sensitive to Prp16 knockdown than longer introns, indicating that Prp16 is required for the efficient splicing of short and ultrashort introns. We propose that stronger U5 snRNA-pre-mRNA interactions enable efficient transition of the spliceosome from the first to the second catalytic confirmation in Prp16 knockdown, particularly for short introns and introns with suboptimal features. This study provides insights into fine-tuning spliceosomal helicase function with variations in <i>cis-</i>element features.</p>","PeriodicalId":21351,"journal":{"name":"RNA Biology","volume":" ","pages":"1-14"},"PeriodicalIF":3.6,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11913375/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143597670","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-01Epub Date: 2025-06-03DOI: 10.1080/15476286.2025.2511318
Tomer Friehmann, Yamama Abu Mohsen, Yehuda Schlesinger, Lucy Ghantous, Lika Gamaev, Chavah Landau Zenilman, Avi Harazi, Eithan Galun, Daniel S Goldenberg
The Long Interspersed Element-1 (LINE-1) contributes significantly to carcinogenesis and to tumour heterogeneity in many cancer types, including hepatocellular carcinoma (HCC), by its autonomous retrotransposition (RTP) and by its ability to retrotranspose some non-autonomous transposable elements. Previously, multiple proteins and a few microRNAs (miRs) were described as regulators of LINE-1 RTP. Here, we demonstrate that miR-222, which is oncogenic in HCC, promotes LINE-1 RTP in human HCC and some other cell lines in vitro, and that both miR-222-3p and miR-222-5p activate LINE-1 RTP in a cell-type specific manner. We generated miR-222-knockout mutants of the Huh7 and FLC4 hCC cell lines, and performed RNA-seq analysis of Huh7/miR-222-knockout cells and global proteomics analysis of both Huh7 and FLC4 miR-222-knockout mutants. We demonstrate that miR-222 decreases let-7c expression in both Huh7 and FLC4 cells, and that this decrease contributes to promotion of LINE-1 RTP by miR-222 in Huh7 cells.
长穿插元件-1 (LINE-1)通过其自主反转位(RTP)和对一些非自主转座元件的反转位能力,对包括肝细胞癌(HCC)在内的许多癌症类型的癌变和肿瘤异质性有重要贡献。以前,多种蛋白质和一些microrna (miRs)被描述为LINE-1 RTP的调节因子。在这里,我们证明了在HCC中具有致癌作用的miR-222在体外促进人类HCC和其他一些细胞系中的LINE-1 RTP,并且miR-222-3p和miR-222-5p都以细胞类型特异性的方式激活LINE-1 RTP。我们生成了Huh7和FLC4 HCC细胞系的mir -222敲除突变体,并对Huh7/ mir -222敲除细胞进行RNA-seq分析,并对Huh7和FLC4 mir -222敲除突变体进行全局蛋白质组学分析。我们证明miR-222降低了Huh7和FLC4细胞中let-7c的表达,并且这种降低有助于miR-222在Huh7细胞中促进LINE-1 RTP。
{"title":"The oncogenic microRNA miR-222 promotes human LINE-1 retrotransposition.","authors":"Tomer Friehmann, Yamama Abu Mohsen, Yehuda Schlesinger, Lucy Ghantous, Lika Gamaev, Chavah Landau Zenilman, Avi Harazi, Eithan Galun, Daniel S Goldenberg","doi":"10.1080/15476286.2025.2511318","DOIUrl":"10.1080/15476286.2025.2511318","url":null,"abstract":"<p><p>The Long Interspersed Element-1 (LINE-1) contributes significantly to carcinogenesis and to tumour heterogeneity in many cancer types, including hepatocellular carcinoma (HCC), by its autonomous retrotransposition (RTP) and by its ability to retrotranspose some non-autonomous transposable elements. Previously, multiple proteins and a few microRNAs (miRs) were described as regulators of LINE-1 RTP. Here, we demonstrate that miR-222, which is oncogenic in HCC, promotes LINE-1 RTP in human HCC and some other cell lines <i>in vitro</i>, and that both miR-222-3p and miR-222-5p activate LINE-1 RTP in a cell-type specific manner. We generated miR-222-knockout mutants of the Huh7 and FLC4 hCC cell lines, and performed RNA-seq analysis of Huh7/miR-222-knockout cells and global proteomics analysis of both Huh7 and FLC4 miR-222-knockout mutants. We demonstrate that miR-222 decreases let-7c expression in both Huh7 and FLC4 cells, and that this decrease contributes to promotion of LINE-1 RTP by miR-222 in Huh7 cells.</p>","PeriodicalId":21351,"journal":{"name":"RNA Biology","volume":" ","pages":"1-15"},"PeriodicalIF":3.6,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12143727/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144151352","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-01Epub Date: 2025-05-30DOI: 10.1080/15476286.2025.2512610
Jiyoon Chung, Yerim Lee, Jimin Yoon, Yoosik Kim
Protein kinase R (PKR) is a serine/threonine kinase that recognizes double-stranded RNAs (dsRNAs) to initiate innate immune signalling during viral infection. PKR dimerizes on long dsRNAs and undergoes autophosphorylation. Phosphorylated/Activated PKR then catalyses the phosphorylation of numerous substrates to control global translation, inflammatory response, and cell signalling pathways. While primarily known for its antiviral role, emerging evidence suggests that PKR can play multifaceted roles in uninfected cells by interacting with cellular dsRNAs and protein regulators. The misactivation of PKR in uninfected cells is associated with many degenerative and inflammatory diseases. Even in healthy cells, PKR can affect gene expression by controlling mRNA splicing and gene-specific translation under stress. In addition, PKR can modulate cell cycle progression and promote cellular differentiation in several tissue types. This review explores PKR function in various pathological and physiological contexts in the absence of viral stimuli. By elucidating these diverse functions, we aim to highlight the perspectives in cellular dsRNA research and the therapeutic implications of targeting PKR, stimulating further research into this versatile and essential RNA-dependent kinase.
{"title":"Deciphering the multifaceted role of double-stranded RNA sensor protein kinase R: pathophysiological function beyond the antiviral response.","authors":"Jiyoon Chung, Yerim Lee, Jimin Yoon, Yoosik Kim","doi":"10.1080/15476286.2025.2512610","DOIUrl":"10.1080/15476286.2025.2512610","url":null,"abstract":"<p><p>Protein kinase R (PKR) is a serine/threonine kinase that recognizes double-stranded RNAs (dsRNAs) to initiate innate immune signalling during viral infection. PKR dimerizes on long dsRNAs and undergoes autophosphorylation. Phosphorylated/Activated PKR then catalyses the phosphorylation of numerous substrates to control global translation, inflammatory response, and cell signalling pathways. While primarily known for its antiviral role, emerging evidence suggests that PKR can play multifaceted roles in uninfected cells by interacting with cellular dsRNAs and protein regulators. The misactivation of PKR in uninfected cells is associated with many degenerative and inflammatory diseases. Even in healthy cells, PKR can affect gene expression by controlling mRNA splicing and gene-specific translation under stress. In addition, PKR can modulate cell cycle progression and promote cellular differentiation in several tissue types. This review explores PKR function in various pathological and physiological contexts in the absence of viral stimuli. By elucidating these diverse functions, we aim to highlight the perspectives in cellular dsRNA research and the therapeutic implications of targeting PKR, stimulating further research into this versatile and essential RNA-dependent kinase.</p>","PeriodicalId":21351,"journal":{"name":"RNA Biology","volume":"22 1","pages":"1-14"},"PeriodicalIF":3.6,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12128661/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144187811","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-01Epub Date: 2025-11-01DOI: 10.1080/15476286.2025.2580180
Sama Shamloo, Jeffrey L Schloßhauer, Shashank Tiwari, Kim Denise Fischer, Omar Almolla, Yohana Ghebrechristos, Lisa Kratzenberg, Aathma Merin Bejoy, Ioannis Aifantis, Francesco Boccalatte, Eric Wang, Jochen Imig
Dysregulation of RNA binding proteins (RBPs) is a hallmark in cancerous cells. In acute myeloid leukaemia (AML) RBPs are key regulators of tumour proliferation. While classical RBPs have defined RNA binding domains, RNA recognition and function in AML by non-canonical RBPs (ncRBPs) remain unclear. Given the inherent complexity of targeting AML broadly, our goal was to uncover potential ncRBP candidates critical for AML survival using a CRISPR/Cas-based screening. We identified the glycolytic enzyme glyceraldehyde-3-phosphate dehydrogenase (GAPDH) as a pro-proliferative factor in AML cells. Based on cross-linking and immunoprecipitation (CLIP), we are defining the global targetome, detecting novel RNA targets mainly located within 5'UTRs, including GAPDH, RPL13a, and PKM. The knockdown of GAPDH unveiled genetic pathways related to ribosome biogenesis, translation initiation, and regulation. Moreover, we demonstrated a stabilizing effect through GAPDH binding to target transcripts including its own mRNA. The present findings provide new insights on the RNA functions and characteristics of GAPDH in AML.
{"title":"RNA binding of GAPDH controls transcript stability and protein translation in acute myeloid leukemia.","authors":"Sama Shamloo, Jeffrey L Schloßhauer, Shashank Tiwari, Kim Denise Fischer, Omar Almolla, Yohana Ghebrechristos, Lisa Kratzenberg, Aathma Merin Bejoy, Ioannis Aifantis, Francesco Boccalatte, Eric Wang, Jochen Imig","doi":"10.1080/15476286.2025.2580180","DOIUrl":"10.1080/15476286.2025.2580180","url":null,"abstract":"<p><p>Dysregulation of RNA binding proteins (RBPs) is a hallmark in cancerous cells. In acute myeloid leukaemia (AML) RBPs are key regulators of tumour proliferation. While classical RBPs have defined RNA binding domains, RNA recognition and function in AML by non-canonical RBPs (ncRBPs) remain unclear. Given the inherent complexity of targeting AML broadly, our goal was to uncover potential ncRBP candidates critical for AML survival using a CRISPR/Cas-based screening. We identified the glycolytic enzyme glyceraldehyde-3-phosphate dehydrogenase (GAPDH) as a pro-proliferative factor in AML cells. Based on cross-linking and immunoprecipitation (CLIP), we are defining the global targetome, detecting novel RNA targets mainly located within 5'UTRs, including GAPDH, RPL13a, and PKM. The knockdown of GAPDH unveiled genetic pathways related to ribosome biogenesis, translation initiation, and regulation. Moreover, we demonstrated a stabilizing effect through GAPDH binding to target transcripts including its own mRNA. The present findings provide new insights on the RNA functions and characteristics of GAPDH in AML.</p>","PeriodicalId":21351,"journal":{"name":"RNA Biology","volume":"22 1","pages":"1-23"},"PeriodicalIF":3.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12582121/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145426925","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Cancer diagnosis at an early stage is crucial for improving overall health outcomes. However, existing cancer diagnostic techniques are mostly invasive and tend to identify the disease only in its advanced stages. MicroRNAs (miRNAs), which are small non-coding RNAs involved in gene expression regulation, are stable in serum as circulating miRNAs and have potential as non-invasive biomarkers. However, their application in pan-cancer diagnostics and therapeutics is still largely unexplored. We developed Serum-MiR-CanPred, a deep learning framework using a multi-layer perceptron (MLP) trained on serum miRNA expression data from 20,271 samples across 12 cancer types and healthy controls from GEO databases. The model achieves robust pan-cancer classification (AUC = 96.87%, accuracy = 96%) with a consensus set of 88 miRNAs. Validation using external datasets demonstrated its generalizability and clinical potential. SHapley Additive exPlanations (SHAP) identified hsa-miR-5100 as a key biomarker, dysregulated in cancers including lung, bladder, and gastric carcinomas. Pathway analysis linked these miRNAs to cancer-related processes like VEGFA-VEGFR2 signalling. Molecular docking of pre-mir-5100 with rDock, identified AC1MMYR2 as a potential high-affinity ligand, with binding stability confirmed by molecular dynamics simulations using GROMACS In conclusion, Serum-MiR-CanPred integrates explainable AI with molecular modelling, advancing miRNA-based diagnostics and drug discovery for precision oncology.
早期癌症诊断对于改善整体健康状况至关重要。然而,现有的癌症诊断技术大多是侵入性的,往往只能在晚期发现疾病。MicroRNAs (miRNAs)是一种参与基因表达调控的小非编码rna,作为循环miRNAs在血清中稳定存在,具有作为非侵入性生物标志物的潜力。然而,它们在泛癌症诊断和治疗中的应用在很大程度上仍未被探索。我们开发了serum - mir - canpred,这是一个深度学习框架,使用多层感知器(MLP)训练来自GEO数据库中12种癌症类型和健康对照的20,271个样本的血清miRNA表达数据。该模型实现了稳健的泛癌症分类(AUC = 96.87%,准确率= 96%),共有88个mirna。使用外部数据集验证证明了其普遍性和临床潜力。SHapley加法解释(SHAP)发现hsa-miR-5100是一个关键的生物标志物,在肺癌、膀胱癌和胃癌等癌症中失调。通路分析将这些mirna与VEGFA-VEGFR2信号传导等癌症相关过程联系起来。pre-mir-5100与rDock的分子对接,鉴定出AC1MMYR2是潜在的高亲和力配体,使用GROMACS进行分子动力学模拟证实了其结合稳定性。总之,血清mir- canpred将可解释的AI与分子建模相结合,推进了基于mirna的诊断和精准肿瘤学的药物发现。
{"title":"Serum-MiR-CanPred: deep learning framework for pan-cancer classification and miRNA-targeted drug discovery.","authors":"Naisarg Patel, Ankita Lawarde, Suhas Manikant Surisetti, Premkumar Thiruselvam, Prakash Lingasamy, Vino Sundararajan, Sajitha Lulu S, Andres Salumets, Vijayachitra Modhukur","doi":"10.1080/15476286.2025.2577433","DOIUrl":"10.1080/15476286.2025.2577433","url":null,"abstract":"<p><p>Cancer diagnosis at an early stage is crucial for improving overall health outcomes. However, existing cancer diagnostic techniques are mostly invasive and tend to identify the disease only in its advanced stages. MicroRNAs (miRNAs), which are small non-coding RNAs involved in gene expression regulation, are stable in serum as circulating miRNAs and have potential as non-invasive biomarkers. However, their application in pan-cancer diagnostics and therapeutics is still largely unexplored. We developed Serum-MiR-CanPred, a deep learning framework using a multi-layer perceptron (MLP) trained on serum miRNA expression data from 20,271 samples across 12 cancer types and healthy controls from GEO databases. The model achieves robust pan-cancer classification (AUC = 96.87%, accuracy = 96%) with a consensus set of 88 miRNAs. Validation using external datasets demonstrated its generalizability and clinical potential. SHapley Additive exPlanations (SHAP) identified hsa-miR-5100 as a key biomarker, dysregulated in cancers including lung, bladder, and gastric carcinomas. Pathway analysis linked these miRNAs to cancer-related processes like VEGFA-VEGFR2 signalling. Molecular docking of pre-mir-5100 with rDock, identified AC1MMYR2 as a potential high-affinity ligand, with binding stability confirmed by molecular dynamics simulations using GROMACS In conclusion, Serum-MiR-CanPred integrates explainable AI with molecular modelling, advancing miRNA-based diagnostics and drug discovery for precision oncology.</p>","PeriodicalId":21351,"journal":{"name":"RNA Biology","volume":"22 1","pages":"1-19"},"PeriodicalIF":3.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12578308/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145409465","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-01Epub Date: 2024-12-26DOI: 10.1080/15476286.2024.2442856
Minjie Zhang, Zhipeng Lu
Transfer RNA (tRNA) is one of the most abundant RNA types in cells, acting as an adaptor to bridge the genetic information in mRNAs with the amino acid sequence in proteins. Both tRNAs and small fragments processed from them play many nonconventional roles in addition to translation. tRNA molecules undergo various types of chemical modifications to ensure the accuracy and efficiency of translation and regulate their diverse functions beyond translation. In this review, we discuss the biogenesis and molecular mechanisms of tRNA modifications, including major tRNA modifications, writer enzymes, and their dynamic regulation. We also summarize the state-of-the-art technologies for measuring tRNA modification, with a particular focus on 2'-O-methylation (Nm), and discuss their limitations and remaining challenges. Finally, we highlight recent discoveries linking dysregulation of tRNA modifications with genetic diseases.
tRNA (Transfer RNA)是细胞中最丰富的RNA类型之一,是mrna遗传信息与蛋白质氨基酸序列之间的桥梁。除了翻译外,trna和由它们加工而成的小片段还发挥着许多非常规的作用。tRNA分子经过各种类型的化学修饰,以保证翻译的准确性和效率,并调节其翻译之外的多种功能。本文综述了tRNA修饰的生物发生和分子机制,包括主要的tRNA修饰、writer酶及其动态调控。我们还总结了测量tRNA修饰的最新技术,特别关注2'- o -甲基化(Nm),并讨论了它们的局限性和仍然存在的挑战。最后,我们强调了最近发现的tRNA修饰失调与遗传疾病的联系。
{"title":"tRNA modifications: greasing the wheels of translation and beyond.","authors":"Minjie Zhang, Zhipeng Lu","doi":"10.1080/15476286.2024.2442856","DOIUrl":"10.1080/15476286.2024.2442856","url":null,"abstract":"<p><p>Transfer RNA (tRNA) is one of the most abundant RNA types in cells, acting as an adaptor to bridge the genetic information in mRNAs with the amino acid sequence in proteins. Both tRNAs and small fragments processed from them play many nonconventional roles in addition to translation. tRNA molecules undergo various types of chemical modifications to ensure the accuracy and efficiency of translation and regulate their diverse functions beyond translation. In this review, we discuss the biogenesis and molecular mechanisms of tRNA modifications, including major tRNA modifications, writer enzymes, and their dynamic regulation. We also summarize the state-of-the-art technologies for measuring tRNA modification, with a particular focus on 2'-O-methylation (Nm), and discuss their limitations and remaining challenges. Finally, we highlight recent discoveries linking dysregulation of tRNA modifications with genetic diseases.</p>","PeriodicalId":21351,"journal":{"name":"RNA Biology","volume":"22 1","pages":"1-25"},"PeriodicalIF":3.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12710937/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142897124","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-01Epub Date: 2025-06-29DOI: 10.1080/15476286.2025.2506712
Christian Ramirez, Elena Perenthaler, Fabio Lauria, Toma Tebaldi, Gabriella Viero
This review evaluates the current state of C/D snoRNA databases and prediction tools in relation to 2'-O-methylation (2'-O-Me). It highlights the limitations of existing resources in accurately annotating and predicting guide snoRNAs, particularly for newly identified 2'-O-Me sites. We emphasize the need for advanced computational approaches specifically tailored to 2'-O-Me to enable the discovery and functional analysis of snoRNAs. Given the growing importance of 2'-O-Me in areas such as cancer epitranscriptomics, ribosome biogenesis, and heterogeneity, existing tools remain inadequate. As 2'-O-Me gains recognition as a potential biomarker and therapeutic target, more sophisticated methods are urgently needed to improve snoRNA annotation and prediction, facilitating biomedical advancements.
这篇综述评估了C/D snoRNA数据库和与2'- o -甲基化(2'-O-Me)相关的预测工具的现状。它突出了现有资源在准确注释和预测指导snorna方面的局限性,特别是对于新发现的2 ' ' -O-Me位点。我们强调需要专门为2”-O-Me定制的先进计算方法,以实现snorna的发现和功能分析。鉴于2'-O-Me在癌症表转录组学、核糖体生物发生和异质性等领域的重要性日益增加,现有的工具仍然不足。随着2'-O-Me作为一种潜在的生物标志物和治疗靶点的认可,迫切需要更复杂的方法来改进snoRNA的注释和预测,促进生物医学的进步。
{"title":"Computational limitations and future needs to unravel the full potential of 2'-O-methylation and C/D box snoRNAs.","authors":"Christian Ramirez, Elena Perenthaler, Fabio Lauria, Toma Tebaldi, Gabriella Viero","doi":"10.1080/15476286.2025.2506712","DOIUrl":"10.1080/15476286.2025.2506712","url":null,"abstract":"<p><p>This review evaluates the current state of C/D snoRNA databases and prediction tools in relation to 2'-O-methylation (2'-O-Me). It highlights the limitations of existing resources in accurately annotating and predicting guide snoRNAs, particularly for newly identified 2'-O-Me sites. We emphasize the need for advanced computational approaches specifically tailored to 2'-O-Me to enable the discovery and functional analysis of snoRNAs. Given the growing importance of 2'-O-Me in areas such as cancer epitranscriptomics, ribosome biogenesis, and heterogeneity, existing tools remain inadequate. As 2'-O-Me gains recognition as a potential biomarker and therapeutic target, more sophisticated methods are urgently needed to improve snoRNA annotation and prediction, facilitating biomedical advancements.</p>","PeriodicalId":21351,"journal":{"name":"RNA Biology","volume":" ","pages":"1-11"},"PeriodicalIF":3.6,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12218551/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144079928","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-01Epub Date: 2025-03-24DOI: 10.1080/15476286.2025.2483484
Laura Contreras, Alfonso Rodríguez-Gil, Jordi Muntané, Jesús de la Cruz
Sorafenib (Sfb) is a multikinase inhibitor regularly used for the management of patients with advanced hepatocellular carcinoma (HCC) that has been shown to increase very modestly life expectancy. We have shown that Sfb inhibits protein synthesis at the level of initiation in cancer cells. However, the global snapshot of mRNA translation following Sorafenib-treatment has not been explored so far. In this study, we performed a genome-wide polysome profiling analysis in Sfb-treated HCC cells and demonstrated that, despite global translation repression, a set of different genes remain efficiently translated or are even translationally induced. We reveal that, in response to Sfb inhibition, translation is tuned, which strongly correlates with the presence of established mRNA cis-acting elements and the corresponding protein factors that recognize them, including DAP5 and ARE-binding proteins. At the level of biological processes, Sfb leads to the translational down-regulation of key cellular activities, such as those related to the mitochondrial metabolism and the collagen synthesis, and the translational up-regulation of pathways associated with the adaptation and survival of cells in response to the Sfb-induced stress. Our findings indicate that Sfb induces an adaptive reprogramming of translation and provides valuable information that can facilitate the analysis of other drugs for the development of novel combined treatment strategies based on Sfb therapy.
{"title":"Sorafenib-associated translation reprogramming in hepatocellular carcinoma cells.","authors":"Laura Contreras, Alfonso Rodríguez-Gil, Jordi Muntané, Jesús de la Cruz","doi":"10.1080/15476286.2025.2483484","DOIUrl":"10.1080/15476286.2025.2483484","url":null,"abstract":"<p><p>Sorafenib (Sfb) is a multikinase inhibitor regularly used for the management of patients with advanced hepatocellular carcinoma (HCC) that has been shown to increase very modestly life expectancy. We have shown that Sfb inhibits protein synthesis at the level of initiation in cancer cells. However, the global snapshot of mRNA translation following Sorafenib-treatment has not been explored so far. In this study, we performed a genome-wide polysome profiling analysis in Sfb-treated HCC cells and demonstrated that, despite global translation repression, a set of different genes remain efficiently translated or are even translationally induced. We reveal that, in response to Sfb inhibition, translation is tuned, which strongly correlates with the presence of established mRNA <i>cis</i>-acting elements and the corresponding protein factors that recognize them, including DAP5 and ARE-binding proteins. At the level of biological processes, Sfb leads to the translational down-regulation of key cellular activities, such as those related to the mitochondrial metabolism and the collagen synthesis, and the translational up-regulation of pathways associated with the adaptation and survival of cells in response to the Sfb-induced stress. Our findings indicate that Sfb induces an adaptive reprogramming of translation and provides valuable information that can facilitate the analysis of other drugs for the development of novel combined treatment strategies based on Sfb therapy.</p>","PeriodicalId":21351,"journal":{"name":"RNA Biology","volume":" ","pages":"1-11"},"PeriodicalIF":3.6,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11934173/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143670923","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}