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Xu Y, Yang Z, Wang T, Hu L, Jiao S, Zhou J, Dai T, Feng Z, Li S, Meng Q. From molecular subgroups to molecular targeted therapy in rheumatoid arthritis: A bioinformatics approach. Heliyon 2024; 10:e35774. [PMID: 39220908 PMCID: PMC11365346 DOI: 10.1016/j.heliyon.2024.e35774] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2023] [Revised: 08/01/2024] [Accepted: 08/02/2024] [Indexed: 09/04/2024] Open
Abstract
1Background Rheumatoid Arthritis (RA) is a heterogeneous autoimmune disease with multiple unidentified pathogenic factors. The inconsistency between molecular subgroups poses challenges for early diagnosis and personalized treatment strategies. In this study, we aimed to accurately distinguish RA patients at the transcriptome level using bioinformatics methods. 2Methods We collected a total of 362 transcriptome datasets from RA patients in three independent samples from the GEO database. Consensus clustering was performed to identify molecular subgroups, and clinical features were assessed. Differential analysis was employed to annotate the biological functions of specifically upregulated genes between subgroups. 3Results Based on consensus clustering of RA samples, we identified three robust molecular subgroups, with Subgroup III representing the high-risk subgroup and Subgroup II exhibiting a milder phenotype, possibly associated with relatively higher levels of autophagic ability. Subgroup I showed biological functions mainly related to viral infections, cellular metabolism, protein synthesis, and inflammatory responses. Subgroup II involved autophagy of mitochondria and organelles, protein localization, and organelle disassembly pathways, suggesting heterogeneity in the autophagy process of mitochondria that may play a protective role in inflammatory diseases. Subgroup III represented a high-risk subgroup with pathological processes including abnormal amyloid precursor protein activation, promotion of inflammatory response, and cell proliferation. 4Conclusion The classification of the RA dataset revealed pathological heterogeneity among different subgroups, providing new insights and a basis for understanding the molecular mechanisms of RA, identifying potential therapeutic targets, and developing personalized treatment approaches.
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Affiliation(s)
- Yangyang Xu
- Guizhou Medical University, Guiyang City, Guizhou Province, China
- Guangzhou Red Cross Hospital Affiliated of Jinan University, Guangzhou, Guangdong Province, China
| | - Zhenyu Yang
- Jinan University, Guangzhou, Guangdong Province, China
- Xuzhou New Health Hospital, North Hospital of Xuzhou Cancer Hospital, Xuzhou City, Jiangsu Province, China
| | - Tengyan Wang
- Guizhou Hospital of The First Affiliated Hospital, Sun Yat-Sen University, Guiyang City, Guizhou Province, China
| | - Liqiong Hu
- Guangzhou Red Cross Hospital Affiliated of Jinan University, Guangzhou, Guangdong Province, China
| | - Songsong Jiao
- Jinan University, Guangzhou, Guangdong Province, China
| | - Jiangfei Zhou
- Jinan University, Guangzhou, Guangdong Province, China
| | - Tianming Dai
- Guangzhou Red Cross Hospital Affiliated of Jinan University, Guangzhou, Guangdong Province, China
| | - Zhencheng Feng
- Guangzhou Red Cross Hospital Affiliated of Jinan University, Guangzhou, Guangdong Province, China
| | - Siming Li
- Guizhou Medical University, Guiyang City, Guizhou Province, China
- Guangzhou Red Cross Hospital Affiliated of Jinan University, Guangzhou, Guangdong Province, China
| | - Qinqqi Meng
- Guangzhou Red Cross Hospital Affiliated of Jinan University, Guangzhou, Guangdong Province, China
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2
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Beine-Golovchuk O, Kallas M, Kunze R, Griesel S, Baßler J. The Efg1-Bud22 dimer associates with the U14 snoRNP contacting the 5' rRNA domain of an early 90S pre-ribosomal particle. Nucleic Acids Res 2024; 52:431-447. [PMID: 38000371 PMCID: PMC10783500 DOI: 10.1093/nar/gkad1109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 10/27/2023] [Accepted: 11/02/2023] [Indexed: 11/26/2023] Open
Abstract
The DEAD-box helicase Dbp4 plays an essential role during the early assembly of the 40S ribosome, which is only poorly understood to date. By applying the yeast two-hybrid method and biochemical approaches, we discovered that Dbp4 interacts with the Efg1-Bud22 dimer. Both factors associate with early pre-90S particles and smaller complexes, each characterized by a high presence of the U14 snoRNA. A crosslink analysis of Bud22 revealed its contact to the U14 snoRNA and the 5' domain of the nascent 18S rRNA, close to its U14 snoRNA hybridization site. Moreover, depletion of Bud22 or Efg1 specifically affects U14 snoRNA association with pre-ribosomal complexes. Accordingly, we concluded that the role of the Efg1-Bud22 dimer is linked to the U14 snoRNA function on early 90S ribosome intermediates chaperoning the 5' domain of the nascent 18S rRNA. The successful rRNA folding of the 5' domain and the release of Efg1, Bud22, Dpb4, U14 snoRNA and associated snoRNP factors allows the subsequent recruitment of the Kre33-Bfr2-Enp2-Lcp5 module towards the 90S pre-ribosome.
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Affiliation(s)
- Olga Beine-Golovchuk
- Biochemie-Zentrum der Universität Heidelberg (BZH), Im Neuenheimer Feld 328, 69120 Heidelberg, Germany
| | - Martina Kallas
- Biochemie-Zentrum der Universität Heidelberg (BZH), Im Neuenheimer Feld 328, 69120 Heidelberg, Germany
| | - Ruth Kunze
- Biochemie-Zentrum der Universität Heidelberg (BZH), Im Neuenheimer Feld 328, 69120 Heidelberg, Germany
| | - Sabine Griesel
- Biochemie-Zentrum der Universität Heidelberg (BZH), Im Neuenheimer Feld 328, 69120 Heidelberg, Germany
| | - Jochen Baßler
- Biochemie-Zentrum der Universität Heidelberg (BZH), Im Neuenheimer Feld 328, 69120 Heidelberg, Germany
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3
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Oishi K, Blanco-Melo D, Kurland AP, Johnson JR, tenOever BR. Archaeal Kink-Turn Binding Protein Mediates Inhibition of Orthomyxovirus Splicing Biology. J Virol 2023; 97:e0181322. [PMID: 36943134 PMCID: PMC10134859 DOI: 10.1128/jvi.01813-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 02/22/2023] [Indexed: 03/23/2023] Open
Abstract
Despite lacking a DNA intermediate, orthomyxoviruses complete their replication cycle in the nucleus and generate multiple transcripts by usurping the host splicing machinery. This biology results in dynamic changes of relative viral transcripts over time and dictates the replicative phase of the infection. Here, we demonstrate that the family of archaeal L7Ae proteins uniquely inhibit the splicing biology of influenza A virus, influenza B virus, and Salmon isavirus, revealing a common strategy utilized by Orthomyxoviridae members to achieve this dynamic. L7Ae-mediated inhibition of virus biology was lost with the generation of a splicing-independent strain of influenza A virus and attempts to select for an escape mutant resulted in variants that conformed to host splicing biology at significant cost to their overall fitness. As L7Ae recognizes conventional kink turns in various RNAs, these data implicate the formation of a similar structure as a shared strategy adopted by this virus family to coordinate their replication cycle. IMPORTANCE Here, we demonstrate that a family of proteins from archaea specifically inhibit this splicing biology of all tested members of the Orthomyxoviridae family. We show that this inhibition extends to influenza A virus, influenza B virus, and isavirus genera, while having no significant impact on the mammalian transcriptome or proteome. Attempts to generate an escape mutant against L7Ae-mediated inhibition resulted in mutations surrounding the viral splice sites and a significant loss of viral fitness. Together, these findings reveal a unique biology shared among diverse members of the Orthomyxoviridae family that may serve as a means to generate future universal therapeutics.
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Affiliation(s)
- Kohei Oishi
- Department of Microbiology, New York University, Grossman School of Medicine, New York, New York, USA
| | - Daniel Blanco-Melo
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, Washington, USA
| | - Andrew P. Kurland
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Jeffrey R. Johnson
- Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Benjamin R. tenOever
- Department of Microbiology, New York University, Grossman School of Medicine, New York, New York, USA
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4
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RPflex: A Coarse-Grained Network Model for RNA Pocket Flexibility Study. Int J Mol Sci 2023; 24:ijms24065497. [PMID: 36982570 PMCID: PMC10058308 DOI: 10.3390/ijms24065497] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 03/09/2023] [Accepted: 03/11/2023] [Indexed: 03/18/2023] Open
Abstract
RNA regulates various biological processes, such as gene regulation, RNA splicing, and intracellular signal transduction. RNA’s conformational dynamics play crucial roles in performing its diverse functions. Thus, it is essential to explore the flexibility characteristics of RNA, especially pocket flexibility. Here, we propose a computational approach, RPflex, to analyze pocket flexibility using the coarse-grained network model. We first clustered 3154 pockets into 297 groups by similarity calculation based on the coarse-grained lattice model. Then, we introduced the flexibility score to quantify the flexibility by global pocket features. The results show strong correlations between the flexibility scores and root-mean-square fluctuation (RMSF) values, with Pearson correlation coefficients of 0.60, 0.76, and 0.53 in Testing Sets I–III. Considering both flexibility score and network calculations, the Pearson correlation coefficient was increased to 0.71 in flexible pockets on Testing Set IV. The network calculations reveal that the long-range interaction changes contributed most to flexibility. In addition, the hydrogen bonds in the base–base interactions greatly stabilize the RNA structure, while backbone interactions determine RNA folding. The computational analysis of pocket flexibility could facilitate RNA engineering for biological or medical applications.
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5
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Baudin-Baillieu A, Namy O. Saccharomyces cerevisiae, a Powerful Model for Studying rRNA Modifications and Their Effects on Translation Fidelity. Int J Mol Sci 2021; 22:ijms22147419. [PMID: 34299038 PMCID: PMC8307265 DOI: 10.3390/ijms22147419] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Revised: 07/03/2021] [Accepted: 07/06/2021] [Indexed: 12/31/2022] Open
Abstract
Ribosomal RNA is a major component of the ribosome. This RNA plays a crucial role in ribosome functioning by ensuring the formation of the peptide bond between amino acids and the accurate decoding of the genetic code. The rRNA carries many chemical modifications that participate in its maturation, the formation of the ribosome and its functioning. In this review, we present the different modifications and how they are deposited on the rRNA. We also describe the most recent results showing that the modified positions are not 100% modified, which creates a heterogeneous population of ribosomes. This gave rise to the concept of specialized ribosomes that we discuss. The knowledge accumulated in the yeast Saccharomyces cerevisiae is very helpful to better understand the role of rRNA modifications in humans, especially in ribosomopathies.
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6
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Baldini L, Charpentier B, Labialle S. Emerging Data on the Diversity of Molecular Mechanisms Involving C/D snoRNAs. Noncoding RNA 2021; 7:ncrna7020030. [PMID: 34066559 PMCID: PMC8162545 DOI: 10.3390/ncrna7020030] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 04/28/2021] [Accepted: 04/30/2021] [Indexed: 12/15/2022] Open
Abstract
Box C/D small nucleolar RNAs (C/D snoRNAs) represent an ancient family of small non-coding RNAs that are classically viewed as housekeeping guides for the 2′-O-methylation of ribosomal RNA in Archaea and Eukaryotes. However, an extensive set of studies now argues that they are involved in mechanisms that go well beyond this function. Here, we present these pieces of evidence in light of the current comprehension of the molecular mechanisms that control C/D snoRNA expression and function. From this inventory emerges that an accurate description of these activities at a molecular level is required to let the snoRNA field enter in a second age of maturity.
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Affiliation(s)
| | - Bruno Charpentier
- Correspondence: (B.C.); (S.L.); Tel.: +33-3-72-74-66-27 (B.C.); +33-3-72-74-66-51 (S.L.)
| | - Stéphane Labialle
- Correspondence: (B.C.); (S.L.); Tel.: +33-3-72-74-66-27 (B.C.); +33-3-72-74-66-51 (S.L.)
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7
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Chagot ME, Quinternet M, Jacquemin C, Manival X, Gardiennet C. Box C/D snoRNPs: solid-state NMR fingerprint of an early-stage 50 kDa assembly intermediate. BIOMOLECULAR NMR ASSIGNMENTS 2020; 14:131-140. [PMID: 32030621 DOI: 10.1007/s12104-020-09933-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2019] [Accepted: 01/26/2020] [Indexed: 06/10/2023]
Abstract
Many cellular functions rely on stable protein-only or protein-RNA complexes. Deciphering their assembly mechanism is a key question in cell biology. We here focus on box C/D small nucleolar ribonucleoproteins involved in ribosome biogenesis. The mature particles contain four core proteins and a guide RNA. Despite their relatively simple composition, these particles don't self-assemble in eukaryote and the production of a native and functional particle requires a large number of transient other proteins, called assembly factors. We present here 13C and 15N solid-state NMR assignment of yeast 126-residue core protein Snu13 in the context of its 50 kDa pre-complex with assembly factors Rsa1p:Hit1p. In this sample, only one third of the protein is labelled, leading to a low sensitivity. We could nevertheless obtain assignment data for 91% of the residues. Secondary structure derived from our assignments shows that Snu13p overall structure is maintained in the context of the complex. Chemical shift perturbations are analysed to evaluate Snu13p conformational changes and interaction interface upon binding to its partner proteins. While indirect perturbations are observed in the hydrophobic core, we find other good candidate residues belonging to the interaction interface. We describe the role of some Snu13p N-terminal and C-terminal residues, not identified in previous structural studies. These preliminary results will serve as a basis for future interaction studies, especially by adding RNA, to decipher box C/D snoRNP particles assembly pathway.
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Affiliation(s)
- Marie-Eve Chagot
- IMoPA, UMR 7365 CNRS, Université de Lorraine, Campus Biologie Santé, Nancy, France
| | - Marc Quinternet
- UMS-2008 IBSLor Université de Lorraine, CNRS, INSERM, Nancy, France
| | - Clémence Jacquemin
- IMoPA, UMR 7365 CNRS, Université de Lorraine, Campus Biologie Santé, Nancy, France
- CIRI, Centre International de Recherche en Infectiologie, Univ Lyon, Inserm, U1111, Université Claude Bernard Lyon 1, CNRS, UMR5308, ENS de Lyon, Lyon, France
| | - Xavier Manival
- IMoPA, UMR 7365 CNRS, Université de Lorraine, Campus Biologie Santé, Nancy, France.
| | - Carole Gardiennet
- CRM2, UMR 7036 CNRS, Université de Lorraine, Faculté des Sciences et Technologies, Nancy, France.
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8
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Filippova JA, Matveeva AM, Zhuravlev ES, Balakhonova EA, Prokhorova DV, Malanin SJ, Shah Mahmud R, Grigoryeva TV, Anufrieva KS, Semenov DV, Vlassov VV, Stepanov GA. Are Small Nucleolar RNAs "CRISPRable"? A Report on Box C/D Small Nucleolar RNA Editing in Human Cells. Front Pharmacol 2019; 10:1246. [PMID: 31780925 PMCID: PMC6856654 DOI: 10.3389/fphar.2019.01246] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2019] [Accepted: 09/27/2019] [Indexed: 01/20/2023] Open
Abstract
CRISPR technologies are nowadays widely used for targeted knockout of numerous protein-coding genes and for the study of various processes and metabolic pathways in human cells. Most attention in the genome editing field is now focused on the cleavage of protein-coding genes or genes encoding long non-coding RNAs (lncRNAs), while the studies on targeted knockout of intron-encoded regulatory RNAs are sparse. Small nucleolar RNAs (snoRNAs) present a class of non-coding RNAs encoded within the introns of various host genes and involved in post-transcriptional maturation of ribosomal RNAs (rRNAs) in eukaryotic cells. Box C/D snoRNAs direct 2'-O-methylation of rRNA nucleotides. These short RNAs have specific elements in their structure, namely, boxes C and D, and a target-recognizing region. Here, we present the study devoted to CRISPR/Cas9-mediated editing of box C/D snoRNA genes in Gas5. We obtained monoclonal cell lines carrying mutations in snoRNA genes and analyzed the levels of the mutant box C/D snoRNA as well as the 2'-O-methylation status of the target rRNA nucleotide in the obtained cells. Mutations in SNORD75 in the obtained monoclonal cell line were shown to result in aberrant splicing of Gas5 with exclusion of exons 3 to 5, which was confirmed by RT-PCR and RNA-Seq. The obtained results suggest that SNORD75 contains an element for binding of some factors regulating maturation of Gas5 pre-lncRNA. We suggest that METTL3/METTL14 is among such factors, and m6A-methylation pathways are involved in regulation of Gas5 splicing. Our results shell light on the role of SNORDs in regulating splicing of the host gene.
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Affiliation(s)
- Julia A Filippova
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russia
| | - Anastasiya M Matveeva
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russia.,Department of Natural Sciences, Novosibirsk State University, Novosibirsk, Russia
| | - Evgenii S Zhuravlev
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russia
| | - Evgenia A Balakhonova
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russia
| | - Daria V Prokhorova
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russia.,Department of Natural Sciences, Novosibirsk State University, Novosibirsk, Russia
| | - Sergey J Malanin
- Institute of Fundamental Medicine and Biology, Kazan Federal University, Kazan, Russia
| | - Raihan Shah Mahmud
- Institute of Fundamental Medicine and Biology, Kazan Federal University, Kazan, Russia
| | - Tatiana V Grigoryeva
- Institute of Fundamental Medicine and Biology, Kazan Federal University, Kazan, Russia
| | - Ksenia S Anufrieva
- Department of Biological and Medical Physics, Moscow Institute of Physics and Technology (State University), Moscow, Russia.,Laboratory of Cell Biology, Federal Research and Clinical Center of Physical-Chemical Medicine, Federal Medical Biological Agency, Moscow, Russia
| | - Dmitry V Semenov
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russia
| | - Valentin V Vlassov
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russia
| | - Grigory A Stepanov
- Institute of Chemical Biology and Fundamental Medicine, Siberian Branch of the Russian Academy of Sciences, Novosibirsk, Russia.,Department of Natural Sciences, Novosibirsk State University, Novosibirsk, Russia
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