1
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Dale R, Mosher R. Mathematical model of RNA-directed DNA methylation predicts tuning of negative feedback required for stable maintenance. Open Biol 2024; 14:240159. [PMID: 39532148 PMCID: PMC11557233 DOI: 10.1098/rsob.240159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Revised: 10/02/2024] [Accepted: 10/03/2024] [Indexed: 11/16/2024] Open
Abstract
RNA-directed DNA methylation (RdDM) is a plant-specific de novo methylation pathway that is responsible for maintenance of asymmetric methylation (CHH, H = A, T or G) in euchromatin. Loci with CHH methylation produce 24 nucleotide (nt) short interfering (si) RNAs. These siRNAs direct additional CHH methylation to the locus, maintaining methylation states through DNA replication. To understand the necessary conditions to produce stable methylation, we developed a stochastic mathematical model of RdDM. The model describes DNA target search by siRNAs derived from CHH methylated loci bound by an Argonaute. Methylation reinforcement occurs either throughout the cell cycle (steady) or immediately following replication (bursty). We compare initial and final methylation distributions to determine simulation conditions that produce stable methylation. We apply this method to the low CHH methylation case. The resulting model predicts that siRNA production must be linearly proportional to methylation levels, that bursty reinforcement is more stable and that slightly higher levels of siRNA production are required for searching DNA, compared to RNA. Unlike CG methylation, which typically exhibits bi-modality with loci having either 100% or 0% methylation, CHH methylation exists across a range. Our model predicts that careful tuning of the negative feedback in the system is required to enable stable maintenance.
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Affiliation(s)
- Renee Dale
- Donald Danforth Plant Science Center, Olivette, MO 63132, USA
| | - Rebecca Mosher
- Department of Biology, University of Oxford, Oxford OX1 2JD, UK
- Plant Sciences, University of Arizona, Tucson, AZ 85721, USA
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2
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Fujiwara Y, Takahashi RU, Saito M, Umakoshi M, Shimada Y, Koyama K, Yatabe Y, Watanabe SI, Koyota S, Minamiya Y, Tahara H, Kono K, Shiraishi K, Kohno T, Goto A, Tsuchiya N. Oncofetal IGF2BP3-mediated control of microRNA structural diversity in the malignancy of early-stage lung adenocarcinoma. Proc Natl Acad Sci U S A 2024; 121:e2407016121. [PMID: 39196622 PMCID: PMC11388381 DOI: 10.1073/pnas.2407016121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Accepted: 08/02/2024] [Indexed: 08/29/2024] Open
Abstract
The nature of microRNA (miRNA) dysfunction in carcinogenesis remains controversial because of the complex connection between miRNA structural diversity and biological processes. Here, we found that oncofetal IGF2BP3 regulates the selective production of a subset of 3'-isoforms (3'-isomiRs), including miR-21-5p and Let-7 family, which induces significant changes in their cellular seed occupancy and structural components, establishing a cancer-specific gene expression profile. The D-score, reflecting dominant production of a representative miR-21-5p+C (a 3'-isomiR), discriminated between clinical early-stage lung adenocarcinoma (LUAD) cases with low and high recurrence risks, and was associated with molecular features of cell cycle progression, epithelial-mesenchymal transition pressure, and immune evasion. We found that IGF2BP3 controls the production of miR-21-5p+C by directing the nuclear Drosha complex to select the cleavage site. IGF2BP3 was also involved in the production of 3'-isomiRs of miR-425-5p and miR-454-3p. IGF2BP3-regulated these three miRNAs are suggested to be associated with the regulation of p53, TGF-β, and TNF pathways in LUAD. Knockdown of IGF2BP3 also induced a selective upregulation of Let-7 3'-isomiRs, leading to increased cellular Let-7 seed occupancy and broad repression of its target genes encoding cell cycle regulators. The D-score is an index that reflects this cellular situation. Our results suggest that the aberrant regulation of miRNA structural diversity is a critical component for controlling cellular networks, thus supporting the establishment of a malignant gene expression profile in early stage LUAD.
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Affiliation(s)
- Yuko Fujiwara
- Laboratory of Molecular Carcinogenesis, National Cancer Center Research Institute, Tokyo 104-0045, Japan
| | - Ryou-U Takahashi
- Department of Cellular and Molecular Biology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8553, Japan
| | - Motonobu Saito
- Department of Gastrointestinal Tract Surgery, Fukushima Medical University School of Medicine, Fukushima 960-1295, Japan
| | - Michinobu Umakoshi
- Department of Cellular and Organ Pathology, Graduate School of Medicine, Akita University, Akita 010-8543, Japan
| | - Yoko Shimada
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo 104-0045, Japan
| | - Kei Koyama
- Department of Cellular and Organ Pathology, Graduate School of Medicine, Akita University, Akita 010-8543, Japan
| | - Yasushi Yatabe
- Department of Diagnostic Pathology, National Cancer Center Hospital, Tokyo 104-0045, Japan
| | - Shun-Ichi Watanabe
- Department of Thoracic Surgery, National Cancer Center Hospital, Tokyo 104-0045, Japan
| | - Souichi Koyota
- Molecular Medicine Laboratory, Bioscience Education and Research Support Center, Akita University, Akita 010-8543, Japan
| | - Yoshihiro Minamiya
- Department of Thoracic Surgery, Akita University Hospital, Akita 010-8543, Japan
| | - Hidetoshi Tahara
- Department of Cellular and Molecular Biology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8553, Japan
| | - Koji Kono
- Department of Gastrointestinal Tract Surgery, Fukushima Medical University School of Medicine, Fukushima 960-1295, Japan
| | - Kouya Shiraishi
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo 104-0045, Japan
- Department of Clinical Genomics, National Cancer Center Research Institute, Tokyo 104-0045, Japan
| | - Takashi Kohno
- Division of Genome Biology, National Cancer Center Research Institute, Tokyo 104-0045, Japan
| | - Akiteru Goto
- Department of Cellular and Organ Pathology, Graduate School of Medicine, Akita University, Akita 010-8543, Japan
| | - Naoto Tsuchiya
- Laboratory of Molecular Carcinogenesis, National Cancer Center Research Institute, Tokyo 104-0045, Japan
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3
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Mohamed AA, Wang PY, Bartel DP, Vos SM. The structural basis for RNA slicing by human Argonaute2. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.19.608718. [PMID: 39229170 PMCID: PMC11370433 DOI: 10.1101/2024.08.19.608718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
Argonaute (AGO) proteins associate with guide RNAs to form complexes that slice transcripts that pair to the guide. This slicing drives post-transcriptional gene-silencing pathways that are essential for many eukaryotes and the basis for new clinical therapies. Despite this importance, structural information on eukaryotic AGOs in a fully paired, slicing-competent conformation-hypothesized to be intrinsically unstable-has been lacking. Here we present the cryogenic-electron microscopy structure of a human AGO-guide complex bound to a fully paired target, revealing structural rearrangements that enable this conformation. Critically, the N domain of AGO rotates to allow the RNA full access to the central channel and forms contacts that license rapid slicing. Moreover, a conserved loop in the PIWI domain secures the RNA near the active site to enhance slicing rate and specificity. These results explain how AGO accommodates targets possessing the pairing specificity typically observed in biological and clinical slicing substrates.
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Affiliation(s)
- Abdallah A. Mohamed
- Department of Biology, Massachusetts Institute of Technology, 31 Ames Street, Cambridge, MA, 02139, USA
- These authors contributed equally
| | - Peter Y. Wang
- Department of Biology, Massachusetts Institute of Technology, 31 Ames Street, Cambridge, MA, 02139, USA
- Whitehead Institute for Biomedical Research, 455 Main Street, Cambridge, MA, 02142, USA
- Howard Hughes Medical Institute, Cambridge, MA, 02142, USA
- These authors contributed equally
| | - David P. Bartel
- Department of Biology, Massachusetts Institute of Technology, 31 Ames Street, Cambridge, MA, 02139, USA
- Whitehead Institute for Biomedical Research, 455 Main Street, Cambridge, MA, 02142, USA
- Howard Hughes Medical Institute, Cambridge, MA, 02142, USA
| | - Seychelle M. Vos
- Department of Biology, Massachusetts Institute of Technology, 31 Ames Street, Cambridge, MA, 02139, USA
- Howard Hughes Medical Institute, Cambridge, MA, 02142, USA
- Lead contact
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4
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Wang PY, Bartel DP. The guide-RNA sequence dictates the slicing kinetics and conformational dynamics of the Argonaute silencing complex. Mol Cell 2024; 84:2918-2934.e11. [PMID: 39025072 PMCID: PMC11371465 DOI: 10.1016/j.molcel.2024.06.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 05/03/2024] [Accepted: 06/24/2024] [Indexed: 07/20/2024]
Abstract
The RNA-induced silencing complex (RISC), which powers RNA interference (RNAi), consists of a guide RNA and an Argonaute protein that slices target RNAs complementary to the guide. We find that, for different guide-RNA sequences, slicing rates of perfectly complementary bound targets can be surprisingly different (>250-fold range), and that faster slicing confers better knockdown in cells. Nucleotide sequence identities at guide-RNA positions 7, 10, and 17 underlie much of this variation in slicing rates. Analysis of one of these determinants implicates a structural distortion at guide nucleotides 6-7 in promoting slicing. Moreover, slicing directed by different guide sequences has an unanticipated, 600-fold range in 3'-mismatch tolerance, attributable to guides with weak (AU-rich) central pairing requiring extensive 3' complementarity (pairing beyond position 16) to more fully populate the slicing-competent conformation. Together, our analyses identify sequence determinants of RISC activity and provide biochemical and conformational rationale for their action.
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Affiliation(s)
- Peter Y Wang
- Whitehead Institute for Biomedical Research, 455 Main Street, Cambridge, MA 02142, USA; Howard Hughes Medical Institute, Cambridge, MA 02142, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - David P Bartel
- Whitehead Institute for Biomedical Research, 455 Main Street, Cambridge, MA 02142, USA; Howard Hughes Medical Institute, Cambridge, MA 02142, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
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5
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Yamada K, Hariharan VN, Caiazzi J, Miller R, Ferguson CM, Sapp E, Fakih HH, Tang Q, Yamada N, Furgal RC, Paquette JD, Biscans A, Bramato BM, McHugh N, Summers A, Lochmann C, Godinho BMDC, Hildebrand S, Jackson SO, Echeverria D, Hassler MR, Alterman JF, DiFiglia M, Aronin N, Khvorova A. Enhancing siRNA efficacy in vivo with extended nucleic acid backbones. Nat Biotechnol 2024:10.1038/s41587-024-02336-7. [PMID: 39090305 DOI: 10.1038/s41587-024-02336-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Accepted: 06/25/2024] [Indexed: 08/04/2024]
Abstract
Therapeutic small interfering RNA (siRNA) requires sugar and backbone modifications to inhibit nuclease degradation. However, metabolic stabilization by phosphorothioate (PS), the only backbone chemistry used clinically, may be insufficient for targeting extrahepatic tissues. To improve oligonucleotide stabilization, we report the discovery, synthesis and characterization of extended nucleic acid (exNA) consisting of a methylene insertion between the 5'-C and 5'-OH of a nucleoside. exNA incorporation is compatible with common oligonucleotide synthetic protocols and the PS backbone, provides stabilization against 3' and 5' exonucleases and is tolerated at multiple oligonucleotide positions. A combined exNA-PS backbone enhances resistance to 3' exonuclease by ~32-fold over the conventional PS backbone and by >1,000-fold over the natural phosphodiester backbone, improving tissue exposure, tissue accumulation and efficacy in mice, both systemically and in the brain. The improved efficacy and durability imparted by exNA may enable therapeutic interventions in extrahepatic tissues, both with siRNA and with other oligonucleotides such as CRISPR guide RNA, antisense oligonucleotides, mRNA and tRNA.
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Affiliation(s)
- Ken Yamada
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA.
| | - Vignesh N Hariharan
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Jillian Caiazzi
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Rachael Miller
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Chantal M Ferguson
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Ellen Sapp
- Department of Neurology, Harvard Medical School and Mass General Institute for Neurodegenerative Disease, Charlestown, MA, USA
| | - Hassan H Fakih
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Qi Tang
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Nozomi Yamada
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Raymond C Furgal
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Joseph D Paquette
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Annabelle Biscans
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Brianna M Bramato
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Nicholas McHugh
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Ashley Summers
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Clemens Lochmann
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Bruno M D C Godinho
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Samuel Hildebrand
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | | | - Dimas Echeverria
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Matthew R Hassler
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Julia F Alterman
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Marian DiFiglia
- Department of Neurology, Harvard Medical School and Mass General Institute for Neurodegenerative Disease, Charlestown, MA, USA
| | - Neil Aronin
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
- Department of Medicine, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Anastasia Khvorova
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA.
- Program in Molecular Medicine, University of Massachusetts Chan Medical School, Worcester, MA, USA.
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6
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Weiss A, Gilbert JW, Flores IVR, Belgrad J, Ferguson C, Dogan EO, Wightman N, Mocarski K, Echeverria D, Summers A, Bramato B, McHugh N, Furgal R, Yamada N, Cooper D, Monopoli K, Godinho BM, Hassler MR, Yamada K, Greer P, Henninger N, Brown RH, Khvorova A. RNAi-mediated silencing of SOD1 profoundly extends survival and functional outcomes in ALS mice. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.20.599943. [PMID: 38979291 PMCID: PMC11230209 DOI: 10.1101/2024.06.20.599943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/10/2024]
Abstract
Amyotrophic lateral sclerosis (ALS) is a fatal neurodegenerative condition, with 20% of familial and 2-3% of sporadic cases linked to mutations in the cytosolic superoxide dismutase (SOD1) gene. Mutant SOD1 protein is toxic to motor neurons, making SOD1 gene lowering a promising approach, supported by preclinical data and the 2023 FDA approval of the GapmeR ASO targeting SOD1, tofersen. Despite the approval of an ASO and the optimism it brings to the field, the pharmacodynamics and pharmacokinetics of therapeutic SOD1 modulation can be improved. Here, we developed a chemically stabilized divalent siRNA scaffold (di-siRNA) that effectively suppresses SOD1 expression in vitro and in vivo. With optimized chemical modification, it achieves remarkable CNS tissue permeation and SOD1 silencing in vivo. Administered intraventricularly, di-siRNASOD1 extended survival in SOD1-G93A ALS mice, surpassing survival previously seen in these mice by ASO modalities, slowed disease progression, and prevented ALS neuropathology. These properties offer an improved therapeutic strategy for SOD1-mediated ALS and may extend to other dominantly inherited neurological disorders.
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Affiliation(s)
- Alexandra Weiss
- Department of Neurology, UMass Chan Medical School; Worcester, MA, USA
| | - James W. Gilbert
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | | | - Jillian Belgrad
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | - Chantal Ferguson
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | - Elif O. Dogan
- Department of Neurology, UMass Chan Medical School; Worcester, MA, USA
| | - Nicholas Wightman
- Department of Neurology, UMass Chan Medical School; Worcester, MA, USA
| | - Kit Mocarski
- Department of Neurology, UMass Chan Medical School; Worcester, MA, USA
- Program in Molecular Medicine, UMass Chan Medical School; Worcester, MA, USA
| | - Dimas Echeverria
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | - Ashley Summers
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | - Brianna Bramato
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | - Nicholas McHugh
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | - Raymond Furgal
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | - Nozomi Yamada
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | - David Cooper
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | - Kathryn Monopoli
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | | | - Matthew R. Hassler
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | - Ken Yamada
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
| | - Paul Greer
- Program in Molecular Medicine, UMass Chan Medical School; Worcester, MA, USA
| | - Nils Henninger
- Department of Neurology, UMass Chan Medical School; Worcester, MA, USA
- Department of Psychiatry, UMass Chan Medical School; Worcester, MA, USA
| | - Robert H. Brown
- Department of Neurology, UMass Chan Medical School; Worcester, MA, USA
| | - Anastasia Khvorova
- RNA Therapeutics Institute, UMass Chan Medical School; Worcester, MA, USA
- Program in Molecular Medicine, UMass Chan Medical School; Worcester, MA, USA
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7
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Wang PY, Bartel DP. The guide RNA sequence dictates the slicing kinetics and conformational dynamics of the Argonaute silencing complex. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.10.15.562437. [PMID: 38766062 PMCID: PMC11100590 DOI: 10.1101/2023.10.15.562437] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2024]
Abstract
The RNA-induced silencing complex (RISC), which powers RNA interference (RNAi), consists of a guide RNA and an Argonaute protein that slices target RNAs complementary to the guide. We find that for different guide-RNA sequences, slicing rates of perfectly complementary, bound targets can be surprisingly different (>250-fold range), and that faster slicing confers better knockdown in cells. Nucleotide sequence identities at guide-RNA positions 7, 10, and 17 underlie much of this variation in slicing rates. Analysis of one of these determinants implicates a structural distortion at guide nucleotides 6-7 in promoting slicing. Moreover, slicing directed by different guide sequences has an unanticipated, 600-fold range in 3'-mismatch tolerance, attributable to guides with weak (AU-rich) central pairing requiring extensive 3' complementarity (pairing beyond position 16) to more fully populate the slicing-competent conformation. Together, our analyses identify sequence determinants of RISC activity and provide biochemical and conformational rationale for their action.
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Affiliation(s)
- Peter Y. Wang
- Whitehead Institute for Biomedical Research, 455 Main Street, Cambridge, MA, 02142, USA
- Howard Hughes Medical Institute, Cambridge, MA, 02142, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
| | - David P. Bartel
- Whitehead Institute for Biomedical Research, 455 Main Street, Cambridge, MA, 02142, USA
- Howard Hughes Medical Institute, Cambridge, MA, 02142, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA, 02139, USA
- Lead contact
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8
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Brown SD, Klimi E, Bakker WAM, Beqqali A, Baker AH. Non-coding RNAs to treat vascular smooth muscle cell dysfunction. Br J Pharmacol 2024. [PMID: 38773733 DOI: 10.1111/bph.16409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Revised: 02/19/2024] [Accepted: 03/14/2024] [Indexed: 05/24/2024] Open
Abstract
Vascular smooth muscle cell (vSMC) dysfunction is a critical contributor to cardiovascular diseases, including atherosclerosis, restenosis and vein graft failure. Recent advances have unveiled a fascinating range of non-coding RNAs (ncRNAs) that play a pivotal role in regulating vSMC function. This review aims to provide an in-depth analysis of the mechanisms underlying vSMC dysfunction and the therapeutic potential of various ncRNAs in mitigating this dysfunction, either preventing or reversing it. We explore the intricate interplay of microRNAs, long-non-coding RNAs and circular RNAs, shedding light on their roles in regulating key signalling pathways associated with vSMC dysfunction. We also discuss the prospects and challenges associated with developing ncRNA-based therapies for this prevalent type of cardiovascular pathology.
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Affiliation(s)
- Simon D Brown
- BHF Centre for Cardiovascular Science, Queens Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Eftychia Klimi
- BHF Centre for Cardiovascular Science, Queens Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | | | - Abdelaziz Beqqali
- BHF Centre for Cardiovascular Science, Queens Medical Research Institute, University of Edinburgh, Edinburgh, UK
| | - Andrew H Baker
- BHF Centre for Cardiovascular Science, Queens Medical Research Institute, University of Edinburgh, Edinburgh, UK
- Cardiovascular Research Institute Maastricht (CARIM), Maastricht University Medical Centre, Maastricht, The Netherlands
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9
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Zheng L, Zhou B, Yang Y, Zan B, Zhong B, Wu B, Feng Y, Liu Q, Hong L. Mn 2+-induced structural flexibility enhances the entire catalytic cycle and the cleavage of mismatches in prokaryotic argonaute proteins. Chem Sci 2024; 15:5612-5626. [PMID: 38638240 PMCID: PMC11023060 DOI: 10.1039/d3sc06221j] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Accepted: 03/01/2024] [Indexed: 04/20/2024] Open
Abstract
Prokaryotic Argonaute (pAgo) proteins, a class of DNA/RNA-guided programmable endonucleases, have been extensively utilized in nucleic acid-based biosensors. The specific binding and cleavage of nucleic acids by pAgo proteins, which are crucial processes for their applications, are dependent on the presence of Mn2+ bound in the pockets, as verified through X-ray crystallography. However, a comprehensive understanding of how dissociated Mn2+ in the solvent affects the catalytic cycle, and its underlying regulatory role in this structure-function relationship, remains underdetermined. By combining experimental and computational methods, this study reveals that unbound Mn2+ in solution enhances the flexibility of diverse pAgo proteins. This increase in flexibility through decreasing the number of hydrogen bonds, induced by Mn2+, leads to higher affinity for substrates, thus facilitating cleavage. More importantly, Mn2+-induced structural flexibility increases the mismatch tolerance between guide-target pairs by increasing the conformational states, thereby enhancing the cleavage of mismatches. Further simulations indicate that the enhanced flexibility in linkers triggers conformational changes in the PAZ domain for recognizing various lengths of nucleic acids. Additionally, Mn2+-induced dynamic alterations of the protein cause a conformational shift in the N domain and catalytic sites towards their functional form, resulting in a decreased energy penalty for target release and cleavage. These findings demonstrate that the dynamic conformations of pAgo proteins, resulting from the presence of the unbound Mn2+ in solution, significantly promote the catalytic cycle of endonucleases and the tolerance of cleavage to mismatches. This flexibility enhancement mechanism serves as a general strategy employed by Ago proteins from diverse prokaryotes to accomplish their catalytic functions and provide useful information for Ago-based precise molecular diagnostics.
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Affiliation(s)
- Lirong Zheng
- Institute of Natural Sciences, Shanghai Jiao Tong University Shanghai 200240 China
- Department of Cell and Developmental Biology & Michigan Neuroscience Institute, University of Michigan Medical School 48105 Ann Arbor MI USA
| | - Bingxin Zhou
- Institute of Natural Sciences, Shanghai Jiao Tong University Shanghai 200240 China
- Shanghai National Center for Applied Mathematics (SJTU Center), Shanghai Jiao Tong University Shanghai 200240 China
| | - Yu Yang
- State Key Laboratory for Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University Shanghai 200240 China
| | - Bing Zan
- Institute of Natural Sciences, Shanghai Jiao Tong University Shanghai 200240 China
| | - Bozitao Zhong
- State Key Laboratory for Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University Shanghai 200240 China
| | - Banghao Wu
- State Key Laboratory for Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University Shanghai 200240 China
| | - Yan Feng
- State Key Laboratory for Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University Shanghai 200240 China
| | - Qian Liu
- State Key Laboratory for Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University Shanghai 200240 China
| | - Liang Hong
- Institute of Natural Sciences, Shanghai Jiao Tong University Shanghai 200240 China
- State Key Laboratory for Microbial Metabolism, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University Shanghai 200240 China
- Shanghai National Center for Applied Mathematics (SJTU Center), Shanghai Jiao Tong University Shanghai 200240 China
- Zhangjiang Institute for Advanced Study, Shanghai Jiao Tong University Shanghai 200240 China
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10
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Yang TH, Chen JC, Lee YH, Lu SY, Wu SH, Chang FY, Huang YC, Lee MH, Tseng YY, Wu WS. Identifying Human miRNA Target Sites via Learning the Interaction Patterns between miRNA and mRNA Segments. J Chem Inf Model 2024; 64:2445-2453. [PMID: 37903033 DOI: 10.1021/acs.jcim.3c01150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2023]
Abstract
miRNAs (microRNAs) target specific mRNA (messenger RNA) sites to regulate their translation expression. Although miRNA targeting can rely on seed region base pairing, animal miRNAs, including human miRNAs, typically cooperate with several cofactors, leading to various noncanonical pairing rules. Therefore, identifying the binding sites of animal miRNAs remains challenging. Because experiments for mapping miRNA targets are costly, computational methods are preferred for extracting potential miRNA-mRNA fragment binding pairs first. However, existing prediction tools can have significant false positives due to the prevalent noncanonical miRNA binding behaviors and the information-biased training negative sets that were used while constructing these tools. To overcome these obstacles, we first prepared an information-balanced miRNA binding pair ground-truth data set. A miRNA-mRNA interaction-aware model was then designed to help identify miRNA binding events. On the test set, our model (auROC = 94.4%) outperformed existing models by at least 2.8% in auROC. Furthermore, we showed that this model can suggest potential binding patterns for miRNA-mRNA sequence interacting pairs. Finally, we made the prepared data sets and the designed model available at http://cosbi2.ee.ncku.edu.tw/mirna_binding/download.
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Affiliation(s)
- Tzu-Hsien Yang
- Department of Biomedical Engineering, National Cheng Kung University, No.1, University Road, Tainan 701, Taiwan
- Medical Device Innovation Center, National Cheng Kung University, No.1 University Road, Tainan 701, Taiwan
| | - Jhih-Cheng Chen
- Department of Electrical Engineering, National Cheng Kung University, No.1, University Road, Tainan 701, Taiwan
| | - Yuan-Han Lee
- Department of Electrical Engineering, National Cheng Kung University, No.1, University Road, Tainan 701, Taiwan
| | - Shang-Yi Lu
- Department of Electrical Engineering, National Cheng Kung University, No.1, University Road, Tainan 701, Taiwan
| | - Sheng-Hang Wu
- Department of Information Management, National University of Kaohsiung, Kaohsiung University Rd, Kaohsiung 811, Taiwan
| | - Fang-Yuan Chang
- Department of Information Management, National University of Kaohsiung, Kaohsiung University Rd, Kaohsiung 811, Taiwan
| | - Yan-Cheng Huang
- Department of Electrical Engineering, National Cheng Kung University, No.1, University Road, Tainan 701, Taiwan
| | - Mei-Hsien Lee
- Department of Mathematics, University of Taipei, No.1, Ai-Guo West Road, Taipei 100234, Taiwan
| | - Yan-Yuan Tseng
- Center for Molecular Medicine and Genetics, Wayne State University, School of Medicine, Detroit, Michigan 48201, United States
| | - Wei-Sheng Wu
- Department of Electrical Engineering, National Cheng Kung University, No.1, University Road, Tainan 701, Taiwan
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11
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Todisco M, Ding D, Szostak JW. Transient states during the annealing of mismatched and bulged oligonucleotides. Nucleic Acids Res 2024; 52:2174-2187. [PMID: 38348869 PMCID: PMC10954449 DOI: 10.1093/nar/gkae091] [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: 11/09/2023] [Revised: 01/19/2024] [Accepted: 01/29/2024] [Indexed: 03/22/2024] Open
Abstract
Oligonucleotide hybridization is crucial in various biological, prebiotic and nanotechnological processes, including gene regulation, non-enzymatic primer extension and DNA nanodevice assembly. Although extensive research has focused on the thermodynamics and kinetics of nucleic acid hybridization, the behavior of complex mixtures and the outcome of competition for target binding remain less well understood. In this study, we investigate the impact of mismatches and bulges in a 12 bp DNA or RNA duplex on its association (kon) and dissociation (koff) kinetics. We find that such defects have relatively small effects on the association kinetics, while the dissociation kinetics vary in a position-dependent manner by up to 6 orders of magnitude. Building upon this observation, we explored a competition scenario involving multiple oligonucleotides, and observed a transient low specificity of probe hybridization to fully versus partially complementary targets in solution. We characterize these long-lived metastable states and their evolution toward equilibrium, and show that sufficiently long-lived mis-paired duplexes can serve as substrates for prebiotically relevant chemical copying reactions. Our results suggest that transient low accuracy states may spontaneously emerge within all complex nucleic acid systems comprising a large enough number of competing strands, with potential repercussions for gene regulation in the realm of modern biology and the prebiotic preservation of genetic information.
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Affiliation(s)
- Marco Todisco
- Howard Hughes Medical Institute, Department of Chemistry, The University of Chicago, Chicago, IL 60637, USA
| | - Dian Ding
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, MA 02138, USA
- Department of Molecular Biology and Center for Computational and Integrative Biology, Massachusetts General Hospital, 185 Cambridge Street, Boston, MA 02114, USA
| | - Jack W Szostak
- Howard Hughes Medical Institute, Department of Chemistry, The University of Chicago, Chicago, IL 60637, USA
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12
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Manakova E, Golovinas E, Pocevičiūtė R, Sasnauskas G, Silanskas A, Rutkauskas D, Jankunec M, Zagorskaitė E, Jurgelaitis E, Grybauskas A, Venclovas Č, Zaremba M. The missing part: the Archaeoglobus fulgidus Argonaute forms a functional heterodimer with an N-L1-L2 domain protein. Nucleic Acids Res 2024; 52:2530-2545. [PMID: 38197228 PMCID: PMC10954474 DOI: 10.1093/nar/gkad1241] [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: 10/19/2023] [Revised: 12/05/2023] [Accepted: 12/16/2023] [Indexed: 01/11/2024] Open
Abstract
Argonaute (Ago) proteins are present in all three domains of life (bacteria, archaea and eukaryotes). They use small (15-30 nucleotides) oligonucleotide guides to bind complementary nucleic acid targets and are responsible for gene expression regulation, mobile genome element silencing, and defence against viruses or plasmids. According to their domain organization, Agos are divided into long and short Agos. Long Agos found in prokaryotes (long-A and long-B pAgos) and eukaryotes (eAgos) comprise four major functional domains (N, PAZ, MID and PIWI) and two structural linker domains L1 and L2. The majority (∼60%) of pAgos are short pAgos, containing only the MID and inactive PIWI domains. Here we focus on the prokaryotic Argonaute AfAgo from Archaeoglobus fulgidus DSM4304. Although phylogenetically classified as a long-B pAgo, AfAgo contains only MID and catalytically inactive PIWI domains, akin to short pAgos. We show that AfAgo forms a heterodimeric complex with a protein encoded upstream in the same operon, which is a structural equivalent of the N-L1-L2 domains of long pAgos. This complex, structurally equivalent to a long PAZ-less pAgo, outperforms standalone AfAgo in guide RNA-mediated target DNA binding. Our findings provide a missing piece to one of the first and the most studied pAgos.
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Affiliation(s)
- Elena Manakova
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
| | - Edvardas Golovinas
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
| | - Reda Pocevičiūtė
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
| | - Giedrius Sasnauskas
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
| | - Arunas Silanskas
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
| | - Danielis Rutkauskas
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
- Institute of Physics, Center for Physical Sciences and Technology, Savanoriu 231, LT-02300, Vilnius, Lithuania
| | - Marija Jankunec
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
- Institute of Biochemistry, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
| | - Evelina Zagorskaitė
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
| | - Edvinas Jurgelaitis
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
| | - Algirdas Grybauskas
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
| | - Česlovas Venclovas
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
| | - Mindaugas Zaremba
- Institute of Biotechnology, Life Sciences Center, Vilnius University, Sauletekio av. 7, LT-10257, Vilnius, Lithuania
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13
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Buhagiar AF, Kleaveland B. To kill a microRNA: emerging concepts in target-directed microRNA degradation. Nucleic Acids Res 2024; 52:1558-1574. [PMID: 38224449 PMCID: PMC10899785 DOI: 10.1093/nar/gkae003] [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: 10/24/2023] [Revised: 12/21/2023] [Accepted: 01/02/2024] [Indexed: 01/16/2024] Open
Abstract
MicroRNAs (miRNAs) guide Argonaute (AGO) proteins to bind mRNA targets. Although most targets are destabilized by miRNA-AGO binding, some targets induce degradation of the miRNA instead. These special targets are also referred to as trigger RNAs. All triggers identified thus far have binding sites with greater complementarity to the miRNA than typical target sites. Target-directed miRNA degradation (TDMD) occurs when trigger RNAs bind the miRNA-AGO complex and recruit the ZSWIM8 E3 ubiquitin ligase, leading to AGO ubiquitination and proteolysis and subsequent miRNA destruction. More than 100 different miRNAs are regulated by ZSWIM8 in bilaterian animals, and hundreds of trigger RNAs have been predicted computationally. Disruption of individual trigger RNAs or ZSWIM8 has uncovered important developmental and physiologic roles for TDMD across a variety of model organisms and cell types. In this review, we highlight recent progress in understanding the mechanistic basis and functions of TDMD, describe common features of trigger RNAs, outline best practices for validating trigger RNAs, and discuss outstanding questions in the field.
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Affiliation(s)
- Amber F Buhagiar
- Department of Pathology and Lab Medicine, Weill Cornell Medicine, New York, NY10065, USA
| | - Benjamin Kleaveland
- Department of Pathology and Lab Medicine, Weill Cornell Medicine, New York, NY10065, USA
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14
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Rinaldi S, Moroni E, Rozza R, Magistrato A. Frontiers and Challenges of Computing ncRNAs Biogenesis, Function and Modulation. J Chem Theory Comput 2024; 20:993-1018. [PMID: 38287883 DOI: 10.1021/acs.jctc.3c01239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2024]
Abstract
Non-coding RNAs (ncRNAs), generated from nonprotein coding DNA sequences, constitute 98-99% of the human genome. Non-coding RNAs encompass diverse functional classes, including microRNAs, small interfering RNAs, PIWI-interacting RNAs, small nuclear RNAs, small nucleolar RNAs, and long non-coding RNAs. With critical involvement in gene expression and regulation across various biological and physiopathological contexts, such as neuronal disorders, immune responses, cardiovascular diseases, and cancer, non-coding RNAs are emerging as disease biomarkers and therapeutic targets. In this review, after providing an overview of non-coding RNAs' role in cell homeostasis, we illustrate the potential and the challenges of state-of-the-art computational methods exploited to study non-coding RNAs biogenesis, function, and modulation. This can be done by directly targeting them with small molecules or by altering their expression by targeting the cellular engines underlying their biosynthesis. Drawing from applications, also taken from our work, we showcase the significance and role of computer simulations in uncovering fundamental facets of ncRNA mechanisms and modulation. This information may set the basis to advance gene modulation tools and therapeutic strategies to address unmet medical needs.
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Affiliation(s)
- Silvia Rinaldi
- National Research Council of Italy (CNR) - Institute of Chemistry of OrganoMetallic Compounds (ICCOM), c/o Area di Ricerca CNR di Firenze Via Madonna del Piano 10, 50019 Sesto Fiorentino, Florence, Italy
| | - Elisabetta Moroni
- National Research Council of Italy (CNR) - Institute of Chemical Sciences and Technologies (SCITEC), via Mario Bianco 9, 20131 Milano, Italy
| | - Riccardo Rozza
- National Research Council of Italy (CNR) - Institute of Material Foundry (IOM) c/o International School for Advanced Studies (SISSA), Via Bonomea, 265, 34136 Trieste, Italy
| | - Alessandra Magistrato
- National Research Council of Italy (CNR) - Institute of Material Foundry (IOM) c/o International School for Advanced Studies (SISSA), Via Bonomea, 265, 34136 Trieste, Italy
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15
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Kong D, Zhang S, Guo M, Li S, Wang Q, Gou J, Wu Y, Chen Y, Yang Y, Dai C, Tian Z, Wee ATS, Liu Y, Wei D. Ultra-Fast Single-Nucleotide-Variation Detection Enabled by Argonaute-Mediated Transistor Platform. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2024; 36:e2307366. [PMID: 37805919 DOI: 10.1002/adma.202307366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 10/03/2023] [Indexed: 10/09/2023]
Abstract
"Test-and-go" single-nucleotide variation (SNV) detection within several minutes remains challenging, especially in low-abundance samples, since existing methods face a trade-off between sensitivity and testing speed. Sensitive detection usually relies on complex and time-consuming nucleic acid amplification or sequencing. Here, a graphene field-effect transistor (GFET) platform mediated by Argonaute protein that enables rapid, sensitive, and specific SNV detection is developed. The Argonaute protein provides a nanoscale binding channel to preorganize the DNA probe, accelerating target binding and rapidly recognizing SNVs with single-nucleotide resolution in unamplified tumor-associated microRNA, circulating tumor DNA, virus RNA, and reverse transcribed cDNA when a mismatch occurs in the seed region. An integrated microchip simultaneously detects multiple SNVs in agreement with sequencing results within 5 min, achieving the fastest SNV detection in a "test-and-go" manner without the requirement of nucleic acid extraction, reverse transcription, and amplification.
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Affiliation(s)
- Derong Kong
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Shen Zhang
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Mingquan Guo
- Department of Laboratory Medicine, Shanghai Public Health Clinical Center, Fudan University, Shanghai, 200433, P. R. China
| | - Shenwei Li
- Shanghai International Travel Healthcare Center, Shanghai, 200335, P. R. China
| | - Qiang Wang
- Shanghai International Travel Healthcare Center, Shanghai, 200335, P. R. China
| | - Jian Gou
- Department of Physics, National University of Singapore, Singapore, 117542, Singapore
| | - Yungen Wu
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Yiheng Chen
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Yuetong Yang
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
| | - Changhao Dai
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
| | - Zhengan Tian
- Shanghai International Travel Healthcare Center, Shanghai, 200335, P. R. China
| | - Andrew Thye Shen Wee
- Department of Physics, National University of Singapore, Singapore, 117542, Singapore
| | - Yunqi Liu
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
- Institute of Chemistry, Chinese Academy of Sciences, Beijing, 100190, P. R. China
| | - Dacheng Wei
- State Key Laboratory of Molecular Engineering of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, 200433, P. R. China
- Laboratory of Molecular Materials and Devices, Fudan University, Shanghai, 200433, P. R. China
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16
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Hu Y, Li CY, Lu Q, Kuang Y. Multiplex miRNA reporting platform for real-time profiling of living cells. Cell Chem Biol 2024; 31:150-162.e7. [PMID: 38035883 DOI: 10.1016/j.chembiol.2023.11.002] [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: 06/20/2023] [Revised: 09/15/2023] [Accepted: 11/03/2023] [Indexed: 12/02/2023]
Abstract
Accurately characterizing cell types within complex cell structures provides invaluable information for comprehending the cellular status during biological processes. In this study, we have developed an miRNA-switch cocktail platform capable of reporting and tracking the activities of multiple miRNAs (microRNAs) at the single-cell level, while minimizing disruption to the cell culture. Drawing on the principles of traditional miRNA-sensing mRNA switches, our platform incorporates subcellular tags and employs intelligent engineering to segment three subcellular regions using two fluorescent proteins. These designs enable the quantification of multiple miRNAs within the same cell. Through our experiments, we have demonstrated the platform's ability to track marker miRNA levels during cell differentiation and provide spatial information of heterogeneity on outlier cells exhibiting extreme miRNA levels. Importantly, this platform offers real-time and in situ miRNA reporting, allowing for multidimensional evaluation of cell profile and paving the way for a comprehensive understanding of cellular events during biological processes.
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Affiliation(s)
- Yaxin Hu
- Department of Chemical and Biological Engineering, The Hong Kong University of Science and Technology, Kowloon, Hong Kong SAR, China
| | - Cheuk Yin Li
- Department of Chemical and Biological Engineering, The Hong Kong University of Science and Technology, Kowloon, Hong Kong SAR, China
| | - Qiuyu Lu
- Department of Chemical and Biological Engineering, The Hong Kong University of Science and Technology, Kowloon, Hong Kong SAR, China
| | - Yi Kuang
- Department of Chemical and Biological Engineering, The Hong Kong University of Science and Technology, Kowloon, Hong Kong SAR, China.
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17
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Zhang Z, Jin F, Huang J, Mandal SD, Zeng L, Zafar J, Xu X. MicroRNA Targets PAP1 to Mediate Melanization in Plutella xylostella (Linnaeus) Infected by Metarhizium anisopliae. Int J Mol Sci 2024; 25:1140. [PMID: 38256210 PMCID: PMC10816858 DOI: 10.3390/ijms25021140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2023] [Revised: 01/10/2024] [Accepted: 01/11/2024] [Indexed: 01/24/2024] Open
Abstract
MicroRNAs (miRNAs) play a pivotal role in important biological processes by regulating post-transcriptional gene expression and exhibit differential expression patterns during development, immune responses, and stress challenges. The diamondback moth causes significant economic damage to crops worldwide. Despite substantial advancements in understanding the molecular biology of this pest, our knowledge regarding the role of miRNAs in regulating key immunity-related genes remains limited. In this study, we leveraged whole transcriptome resequencing data from Plutella xylostella infected with Metarhizium anisopliae to identify specific miRNAs targeting the prophenoloxidase-activating protease1 (PAP1) gene and regulate phenoloxidase (PO) cascade during melanization. Seven miRNAs (pxy-miR-375-5p, pxy-miR-4448-3p, pxy-miR-279a-3p, pxy-miR-3286-3p, pxy-miR-965-5p, pxy-miR-8799-3p, and pxy-miR-14b-5p) were screened. Luciferase reporter assays confirmed that pxy-miR-279a-3p binds to the open reading frame (ORF) and pxy-miR-965-5p to the 3' untranslated region (3' UTR) of PAP1. Our experiments demonstrated that a pxy-miR-965-5p mimic significantly reduced PAP1 expression in P. xylostella larvae, suppressed PO activity, and increased larval mortality rate. Conversely, the injection of pxy-miR-965-5p inhibitor could increase PAP1 expression and PO activity while decreasing larval mortality rate. Furthermore, we identified four LncRNAs (MSTRG.32910.1, MSTRG.7100.1, MSTRG.6802.1, and MSTRG.22113.1) that potentially interact with pxy-miR-965-5p. Interference assays using antisense oligonucleotides (ASOs) revealed that silencing MSTRG.7100.1 and MSTRG.22113.1 increased the expression of pxy-miR-965-5p. These findings shed light on the potential role of pxy-miR-965-5p in the immune response of P. xylostella to M. anisopliae infection and provide a theoretical basis for biological control strategies targeting the immune system of this pest.
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Affiliation(s)
| | | | | | | | | | | | - Xiaoxia Xu
- National Key Laboratory of Green Pesticide, College of Plant Protection, South China Agricultural University, Guangzhou 510642, China; (Z.Z.); (F.J.); (J.H.); (S.D.M.); (L.Z.); (J.Z.)
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18
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Lin Q, Ye X, Chen H, Fang X, Chen H, Kong J. Binding Activity of Prokaryotic Argonaute for Background-Suppressed Exponential Isothermal Amplification. Anal Chem 2024; 96:620-623. [PMID: 38170960 DOI: 10.1021/acs.analchem.3c05263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
Prokaryotic Argonautes (pAgos) have been recently used in many nucleic acid biosensing applications but have rarely been used for regulating the isothermal amplification system. Herein, we reported Thermus thermophilus Argonaute (TtAgo)-mediated background-suppressed exponential isothermal amplification (EXPAR) as the first example to explore the binding activity of pAgos toward regulation of the amplification template. It was demonstrated that thermophilic pAgos efficiently eliminated nonspecific hybridization between templates by their binding affinity with the template, resulting in greatly enhancing the specificity of EXPAR. TtAgo-mediated, background-suppressed EXPAR was employed to detect miRNA with a detection limit of 10-15 M, which was 1000 times and 100 times more sensitive than that of traditional RT-PCR and EXPAR, respectively. This method further showed good performance in discriminating cancer patients from healthy individuals, indicating its potential for practical clinical applications.
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Affiliation(s)
- Qiuyuan Lin
- Department of Laboratory Medicine, Key Laboratory of Clinical Laboratory Technology for Precision Medicine, School of Medical Technology and Engineering Fujian Medical University, Fuzhou 350005, China
| | - Xin Ye
- Department of Laboratory Medicine, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an 710061, Shaanxi PR China
| | - Hongyuan Chen
- State Key Laboratory of Genetic Engineering, School of Life Sciences, Fudan University, Shanghai 200437, China
| | - Xueen Fang
- Department of Chemistry, Fudan University, Shanghai 200437, China
| | - Hui Chen
- Department of Chemistry, Fudan University, Shanghai 200437, China
| | - Jilie Kong
- Department of Chemistry, Fudan University, Shanghai 200437, China
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19
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Min KW, Jo MH, Song M, Lee JW, Shim MJ, Kim K, Park HB, Ha S, Mun H, Polash A, Hafner M, Cho JH, Kim D, Jeong JH, Ko S, Hohng S, Kang SU, Yoon JH. Mature microRNA-binding protein QKI promotes microRNA-mediated gene silencing. RNA Biol 2024; 21:1-15. [PMID: 38372062 PMCID: PMC10878027 DOI: 10.1080/15476286.2024.2314846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/29/2024] [Indexed: 02/20/2024] Open
Abstract
Although Argonaute (AGO) proteins have been the focus of microRNA (miRNA) studies, we observed AGO-free mature miRNAs directly interacting with RNA-binding proteins, implying the sophisticated nature of fine-tuning gene regulation by miRNAs. To investigate microRNA-binding proteins (miRBPs) globally, we analyzed PAR-CLIP data sets to identify RBP quaking (QKI) as a novel miRBP for let-7b. Potential existence of AGO-free miRNAs were further verified by measuring miRNA levels in genetically engineered AGO-depleted human and mouse cells. We have shown that QKI regulates miRNA-mediated gene silencing at multiple steps, and collectively serves as an auxiliary factor empowering AGO2/let-7b-mediated gene silencing. Depletion of QKI decreases interaction of AGO2 with let-7b and target mRNA, consequently controlling target mRNA decay. This finding indicates that QKI is a complementary factor in miRNA-mediated mRNA decay. QKI, however, also suppresses the dissociation of let-7b from AGO2, and slows the assembly of AGO2/miRNA/target mRNA complexes at the single-molecule level. We also revealed that QKI overexpression suppresses cMYC expression at post-transcriptional level, and decreases proliferation and migration of HeLa cells, demonstrating that QKI is a tumour suppressor gene by in part augmenting let-7b activity. Our data show that QKI is a new type of RBP implicated in the versatile regulation of miRNA-mediated gene silencing.
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Affiliation(s)
- Kyung-Won Min
- Department of Biochemistry and Molecular Biology, Medical University of South Carolina, Charleston, SC, USA
- Department of Biology, Gangneung-Wonju National University, Gangneung, Republic of Korea
| | - Myung Hyun Jo
- Department of Physics & Astronomy, Seoul National University, Seoul, Republic of Korea
| | - Minseok Song
- Department of Physics & Astronomy, Seoul National University, Seoul, Republic of Korea
| | - Ji Won Lee
- Department of Biology, Gangneung-Wonju National University, Gangneung, Republic of Korea
| | - Min Ji Shim
- Department of Biology, Gangneung-Wonju National University, Gangneung, Republic of Korea
| | - Kyungmin Kim
- Department of Biology, Gangneung-Wonju National University, Gangneung, Republic of Korea
| | - Hyun Bong Park
- Department of Biology, Gangneung-Wonju National University, Gangneung, Republic of Korea
| | - Shinwon Ha
- Neuroregeneration and Stem Cell Programs, Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, USA
| | - Hyejin Mun
- Department of Biochemistry and Molecular Biology, Medical University of South Carolina, Charleston, SC, USA
- Department of Oncology Science, University of Oklahoma, Oklahoma City, USA
| | - Ahsan Polash
- Laboratory of Muscle Stem Cells and Gene Regulation, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, USA
| | - Markus Hafner
- Laboratory of Muscle Stem Cells and Gene Regulation, National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, Bethesda, USA
| | - Jung-Hyun Cho
- Department of Biochemistry and Molecular Biology, Medical University of South Carolina, Charleston, SC, USA
| | - Dongsan Kim
- Neuroregeneration and Stem Cell Programs, Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, USA
| | - Ji-Hoon Jeong
- Department of Oncology Science, University of Oklahoma, Oklahoma City, USA
- Department of Biochemistry and Molecular Biology, University of Ulsan College of Medicine, Seoul, Korea
| | - Seungbeom Ko
- Department of Biochemistry and Molecular Biology, Medical University of South Carolina, Charleston, SC, USA
| | - Sungchul Hohng
- Department of Physics & Astronomy, Seoul National University, Seoul, Republic of Korea
| | - Sung-Ung Kang
- Neuroregeneration and Stem Cell Programs, Institute for Cell Engineering, Johns Hopkins University School of Medicine, Baltimore, USA
| | - Je-Hyun Yoon
- Department of Biochemistry and Molecular Biology, Medical University of South Carolina, Charleston, SC, USA
- Department of Oncology Science, University of Oklahoma, Oklahoma City, USA
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20
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Shang R, Lee S, Senavirathne G, Lai EC. microRNAs in action: biogenesis, function and regulation. Nat Rev Genet 2023; 24:816-833. [PMID: 37380761 PMCID: PMC11087887 DOI: 10.1038/s41576-023-00611-y] [Citation(s) in RCA: 129] [Impact Index Per Article: 129.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/27/2023] [Indexed: 06/30/2023]
Abstract
Ever since microRNAs (miRNAs) were first recognized as an extensive gene family >20 years ago, a broad community of researchers was drawn to investigate the universe of small regulatory RNAs. Although core features of miRNA biogenesis and function were revealed early on, recent years continue to uncover fundamental information on the structural and molecular dynamics of core miRNA machinery, how miRNA substrates and targets are selected from the transcriptome, new avenues for multilevel regulation of miRNA biogenesis and mechanisms for miRNA turnover. Many of these latest insights were enabled by recent technological advances, including massively parallel assays, cryogenic electron microscopy, single-molecule imaging and CRISPR-Cas9 screening. Here, we summarize the current understanding of miRNA biogenesis, function and regulation, and outline challenges to address in the future.
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Affiliation(s)
- Renfu Shang
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
| | - Seungjae Lee
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
| | - Gayan Senavirathne
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA
| | - Eric C Lai
- Developmental Biology Program, Sloan Kettering Institute, New York, NY, USA.
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21
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Moradimotlagh A, Chen S, Koohbor S, Moon KM, Foster LJ, Reiner N, Nandan D. Leishmania infection upregulates and engages host macrophage Argonaute 1, and system-wide proteomics reveals Argonaute 1-dependent host response. Front Immunol 2023; 14:1287539. [PMID: 38098491 PMCID: PMC10720368 DOI: 10.3389/fimmu.2023.1287539] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 10/26/2023] [Indexed: 12/17/2023] Open
Abstract
Leishmania donovani, an intracellular protozoan parasite, is the causative agent of visceral leishmaniasis, the most severe form of leishmaniasis in humans. It is becoming increasingly clear that several intracellular pathogens target host cell RNA interference (RNAi) pathways to promote their survival. Complexes of Argonaute proteins with small RNAs are core components of the RNAi. In this study, we investigated the potential role of host macrophage Argonautes in Leishmania pathogenesis. Using Western blot analysis of Leishmania donovani-infected macrophages, we show here that Leishmania infection selectively increased the abundance of host Argonaute 1 (Ago1). This increased abundance of Ago1 in infected cells also resulted in higher levels of Ago1 in active Ago-complexes, suggesting the preferred use of Ago1 in RNAi in Leishmania-infected cells. This analysis used a short trinucleotide repeat containing 6 (TNRC6)/glycine-tryptophan repeat protein (GW182) protein-derived peptide fused to Glutathione S-transferase as an affinity matrix to capture mature Ago-small RNAs complexes from the cytosol of non-infected and Leishmania-infected cells. Furthermore, Ago1 silencing significantly reduced intracellular survival of Leishmania, demonstrating that Ago1 is essential for Leishmania pathogenesis. To investigate the role of host Ago1 in Leishmania pathogenesis, a quantitative whole proteome approach was employed, which showed that expression of several previously reported Leishmania pathogenesis-related proteins was dependent on the level of macrophage Ago1. Together, these findings identify Ago1 as the preferred Argonaute of RNAi machinery in infected cells and a novel and essential virulence factor by proxy that promotes Leishmania survival.
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Affiliation(s)
- Atieh Moradimotlagh
- Division of Infectious Diseases, Department of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Stella Chen
- Division of Infectious Diseases, Department of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Sara Koohbor
- Division of Infectious Diseases, Department of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Kyung-Mee Moon
- Department of Biochemistry and Molecular Biology, University of British Columbia, Vancouver, BC, Canada
| | - Leonard J. Foster
- Department of Biochemistry and Molecular Biology, University of British Columbia, Vancouver, BC, Canada
| | - Neil Reiner
- Division of Infectious Diseases, Department of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Devki Nandan
- Division of Infectious Diseases, Department of Medicine, University of British Columbia, Vancouver, BC, Canada
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22
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Kosek DM, Banijamali E, Becker W, Petzold K, Andersson E. Efficient 3'-pairing renders microRNA targeting less sensitive to mRNA seed accessibility. Nucleic Acids Res 2023; 51:11162-11177. [PMID: 37819016 PMCID: PMC10639062 DOI: 10.1093/nar/gkad795] [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: 07/21/2022] [Revised: 09/15/2023] [Accepted: 09/19/2023] [Indexed: 10/13/2023] Open
Abstract
MicroRNAs (miRNAs) are short RNAs that post-transcriptionally regulate gene expression by binding to specific sites in mRNAs. Site recognition is primarily mediated by the seed region (nucleotides g2-g8 in the miRNA), but pairing beyond the seed (3'-pairing) is important for some miRNA:target interactions. Here, we use SHAPE, luciferase reporter assays and transcriptomics analyses to study the combined effect of 3'-pairing and secondary structures in mRNAs on repression efficiency. Using the interaction between miR-34a and its SIRT1 binding site as a model, we provide structural and functional evidence that 3'-pairing can compensate for low seed-binding site accessibility, enabling repression of sites that would otherwise be ineffective. We show that miRNA 3'-pairing regions can productively base-pair with nucleotides far upstream of the seed-binding site and that both hairpins and unstructured bulges within the target site are tolerated. We use SHAPE to show that sequences that overcome inaccessible seed-binding sites by strong 3'-pairing adopt the predicted structures and corroborate the model using luciferase assays and high-throughput modelling of 8177 3'-UTR targets for six miRNAs. Finally, we demonstrate that PHB2, a target of miR-141, is an inaccessible target rescued by efficient 3'-pairing. We propose that these results could refine predictions of effective target sites.
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Affiliation(s)
- David M Kosek
- Department of Cell and Molecular Biology, Karolinska Institute, Biomedicum 9B, Solnavägen 9, 17177Stockholm, Sweden
| | - Elnaz Banijamali
- Department of Medical Biochemistry and Biophysics, Karolinska Institute, Biomedicum 9B, Solnavägen 9, 17177Stockholm, Sweden
| | - Walter Becker
- Department of Medical Biochemistry and Biophysics, Karolinska Institute, Biomedicum 9B, Solnavägen 9, 17177Stockholm, Sweden
| | - Katja Petzold
- Department of Medical Biochemistry and Biophysics, Karolinska Institute, Biomedicum 9B, Solnavägen 9, 17177Stockholm, Sweden
- Department of Medical Biochemistry and Microbiology, Uppsala University, Biomedical Centre D9:3, Husargatan 3, 752 37 Uppsala, Sweden
| | - Emma R Andersson
- Department of Cell and Molecular Biology, Karolinska Institute, Biomedicum 9B, Solnavägen 9, 17177Stockholm, Sweden
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23
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Monopoli KR, Korkin D, Khvorova A. Asymmetric trichotomous partitioning overcomes dataset limitations in building machine learning models for predicting siRNA efficacy. MOLECULAR THERAPY. NUCLEIC ACIDS 2023; 33:93-109. [PMID: 37456778 PMCID: PMC10338369 DOI: 10.1016/j.omtn.2023.06.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/03/2022] [Accepted: 06/09/2023] [Indexed: 07/18/2023]
Abstract
Chemically modified small interfering RNAs (siRNAs) are promising therapeutics guiding sequence-specific silencing of disease genes. Identifying chemically modified siRNA sequences that effectively silence target genes remains challenging. Such determinations necessitate computational algorithms. Machine learning is a powerful predictive approach for tackling biological problems but typically requires datasets significantly larger than most available siRNA datasets. Here, we describe a framework applying machine learning to a small dataset (356 modified sequences) for siRNA efficacy prediction. To overcome noise and biological limitations in siRNA datasets, we apply a trichotomous, two-threshold, partitioning approach, producing several combinations of classification threshold pairs. We then test the effects of different thresholds on random forest machine learning model performance using a novel evaluation metric accounting for class imbalances. We identify thresholds yielding a model with high predictive power, outperforming a linear model generated from the same data, that was predictive upon experimental evaluation. Using a novel model feature extraction method, we observe target site base importances and base preferences consistent with our current understanding of the siRNA-mediated silencing mechanism, with the random forest providing higher resolution than the linear model. This framework applies to any classification challenge involving small biological datasets, providing an opportunity to develop high-performing design algorithms for oligonucleotide therapies.
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Affiliation(s)
- Kathryn R. Monopoli
- Department of Bioinformatics & Computational Biology, Worcester Polytechnic Institute, Worcester, MA 01609, USA
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA
| | - Dmitry Korkin
- Department of Bioinformatics & Computational Biology, Worcester Polytechnic Institute, Worcester, MA 01609, USA
| | - Anastasia Khvorova
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA
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24
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Duran E, Schmidt A, Welty R, Jalihal AP, Pitchiaya S, Walter NG. Utilizing functional cell-free extracts to dissect ribonucleoprotein complex biology at single-molecule resolution. WILEY INTERDISCIPLINARY REVIEWS. RNA 2023; 14:e1787. [PMID: 37042458 PMCID: PMC10524090 DOI: 10.1002/wrna.1787] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/12/2022] [Revised: 03/06/2023] [Accepted: 03/21/2023] [Indexed: 04/13/2023]
Abstract
Cellular machineries that drive and regulate gene expression often rely on the coordinated assembly and interaction of a multitude of proteins and RNA together called ribonucleoprotein complexes (RNPs). As such, it is challenging to fully reconstitute these cellular machines recombinantly and gain mechanistic understanding of how they operate and are regulated within the complex environment that is the cell. One strategy for overcoming this challenge is to perform single molecule fluorescence microscopy studies within crude or recombinantly supplemented cell extracts. This strategy enables elucidation of the interaction and kinetic behavior of specific fluorescently labeled biomolecules within RNPs under conditions that approximate native cellular environments. In this review, we describe single molecule fluorescence microcopy approaches that dissect RNP-driven processes within cellular extracts, highlighting general strategies used in these methods. We further survey biological advances in the areas of pre-mRNA splicing and transcription regulation that have been facilitated through this approach. Finally, we conclude with a summary of practical considerations for the implementation of the featured approaches to facilitate their broader future implementation in dissecting the mechanisms of RNP-driven cellular processes. This article is categorized under: RNA Structure and Dynamics > RNA Structure, Dynamics and Chemistry RNA Interactions with Proteins and Other Molecules > RNA-Protein Complexes RNA Structure and Dynamics > Influence of RNA Structure in Biological Systems.
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Affiliation(s)
- Elizabeth Duran
- Single Molecule Analysis Group, Department of Chemistry, University of Michigan, Ann Arbor, Michigan, USA
| | - Andreas Schmidt
- Single Molecule Analysis Group, Department of Chemistry, University of Michigan, Ann Arbor, Michigan, USA
| | - Robb Welty
- Single Molecule Analysis Group, Department of Chemistry, University of Michigan, Ann Arbor, Michigan, USA
| | - Ameya P Jalihal
- Department of Biology, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Sethuramasundaram Pitchiaya
- Michigan Center for Translational Pathology, Department of Pathology, Department of Urology, Michigan Medicine, Ann Arbor, Michigan, USA
| | - Nils G Walter
- Single Molecule Analysis Group, Department of Chemistry, University of Michigan, Ann Arbor, Michigan, USA
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25
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van Wolfswinkel JC. Insights in piRNA targeting rules. WILEY INTERDISCIPLINARY REVIEWS. RNA 2023; 15:e1811. [PMID: 37632327 PMCID: PMC10895071 DOI: 10.1002/wrna.1811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 06/22/2023] [Accepted: 07/06/2023] [Indexed: 08/27/2023]
Abstract
PIWI-interacting RNAs (piRNAs) play an important role in the defense against transposons in the germline and stem cells of animals. To what extent other transcripts are also regulated by piRNAs is an ongoing topic of debate. The amount of sequence complementarity between piRNA and target that is required for effective downregulation of the targeted transcript is guiding in this discussion. Over the years, various methods have been applied to infer targeting requirements from the collections of piRNAs and potential target transcripts, and recent structural studies of the PIWI proteins have provided an additional perspective. In this review, I summarize the findings from these studies and propose a set of requirements that can be used to predict targets to the best of our current abilities. This article is categorized under: Regulatory RNAs/RNAi/Riboswitches > Regulatory RNAs RNA Interactions with Proteins and Other Molecules > Protein-RNA Interactions: Functional Implications RNA-Based Catalysis > RNA-Mediated Cleavage.
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Affiliation(s)
- Josien C van Wolfswinkel
- Department of Molecular Cellular and Developmental Biology, Yale University, New Haven, Connecticut, USA
- Center for Stem Cell Biology, Yale School of Medicine, New Haven, Connecticut, USA
- Center for RNA Biology and Medicine, Yale School of Medicine, New Haven, Connecticut, USA
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26
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Gainetdinov I, Vega-Badillo J, Cecchini K, Bagci A, Colpan C, De D, Bailey S, Arif A, Wu PH, MacRae IJ, Zamore PD. Relaxed targeting rules help PIWI proteins silence transposons. Nature 2023:10.1038/s41586-023-06257-4. [PMID: 37344600 PMCID: PMC10338343 DOI: 10.1038/s41586-023-06257-4] [Citation(s) in RCA: 23] [Impact Index Per Article: 23.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 05/24/2023] [Indexed: 06/23/2023]
Abstract
In eukaryotes, small RNA guides, such as small interfering RNAs and microRNAs, direct AGO-clade Argonaute proteins to regulate gene expression and defend the genome against external threats. Only animals make a second clade of Argonaute proteins: PIWI proteins. PIWI proteins use PIWI-interacting RNAs (piRNAs) to repress complementary transposon transcripts1,2. In theory, transposons could evade silencing through target site mutations that reduce piRNA complementarity. Here we report that, unlike AGO proteins, PIWI proteins efficiently cleave transcripts that are only partially paired to their piRNA guides. Examination of target binding and cleavage by mouse and sponge PIWI proteins revealed that PIWI slicing tolerates mismatches to any target nucleotide, including those flanking the scissile phosphate. Even canonical seed pairing is dispensable for PIWI binding or cleavage, unlike plant and animal AGOs, which require uninterrupted target pairing from the seed to the nucleotides past the scissile bond3,4. PIWI proteins are therefore better equipped than AGO proteins to target newly acquired or rapidly diverging endogenous transposons without recourse to new small RNA guides. Conversely, the minimum requirements for PIWI slicing are sufficient to avoid inadvertent silencing of host RNAs. Our results demonstrate the biological advantage of PIWI over AGO proteins in defending the genome against transposons and suggest an explanation for why the piRNA pathway was retained in animal evolution.
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Affiliation(s)
- Ildar Gainetdinov
- RNA Therapeutics Institute and Howard Hughes Medical Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA.
| | - Joel Vega-Badillo
- RNA Therapeutics Institute and Howard Hughes Medical Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Katharine Cecchini
- RNA Therapeutics Institute and Howard Hughes Medical Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Ayca Bagci
- RNA Therapeutics Institute and Howard Hughes Medical Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Cansu Colpan
- RNA Therapeutics Institute and Howard Hughes Medical Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
- Voyager Therapeutics, Cambridge, MA, USA
| | - Dipayan De
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA
| | - Shannon Bailey
- RNA Therapeutics Institute and Howard Hughes Medical Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Amena Arif
- RNA Therapeutics Institute and Howard Hughes Medical Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
- Beam Therapeutics, Cambridge, MA, USA
| | - Pei-Hsuan Wu
- RNA Therapeutics Institute and Howard Hughes Medical Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
- University of Geneva, Geneva, Switzerland
| | - Ian J MacRae
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA
| | - Phillip D Zamore
- RNA Therapeutics Institute and Howard Hughes Medical Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA.
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27
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Lisitskaya L, Kropocheva E, Agapov A, Prostova M, Panteleev V, Yudin D, Ryazansky S, Kuzmenko A, Aravin A, Esyunina D, Kulbachinskiy A. Bacterial Argonaute nucleases reveal different modes of DNA targeting in vitro and in vivo. Nucleic Acids Res 2023; 51:5106-5124. [PMID: 37094066 PMCID: PMC10250240 DOI: 10.1093/nar/gkad290] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 04/04/2023] [Accepted: 04/06/2023] [Indexed: 04/26/2023] Open
Abstract
Prokaryotic Argonaute proteins (pAgos) are homologs of eukaryotic Argonautes (eAgos) and are also thought to play a role in cell defense against invaders. However, pAgos are much more diverse than eAgos and little is known about their functional activities and target specificities in vivo. Here, we describe five pAgos from mesophilic bacteria that act as programmable DNA endonucleases and analyze their ability to target chromosomal and invader DNA. In vitro, the analyzed proteins use small guide DNAs for precise cleavage of single-stranded DNA at a wide range of temperatures. Upon their expression in Escherichia coli, all five pAgos are loaded with small DNAs preferentially produced from plasmids and chromosomal regions of replication termination. One of the tested pAgos, EmaAgo from Exiguobacterium marinum, can induce DNA interference between homologous sequences resulting in targeted processing of multicopy plasmid and genomic elements. EmaAgo also protects bacteria from bacteriophage infection, by loading phage-derived guide DNAs and decreasing phage DNA content and phage titers. Thus, the ability of pAgos to target multicopy elements may be crucial for their protective function. The wide spectrum of pAgo activities suggests that they may have diverse functions in vivo and paves the way for their use in biotechnology.
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Affiliation(s)
- Lidiya Lisitskaya
- Institute of Gene Biology, Russian Academy of Sciences, Moscow119334, Russia
- Institute of Molecular Genetics, National Research Center “Kurchatov Institute”, Moscow123182, Russia
| | - Ekaterina Kropocheva
- Institute of Gene Biology, Russian Academy of Sciences, Moscow119334, Russia
- Institute of Molecular Genetics, National Research Center “Kurchatov Institute”, Moscow123182, Russia
| | - Aleksei Agapov
- Institute of Molecular Genetics, National Research Center “Kurchatov Institute”, Moscow123182, Russia
| | - Maria Prostova
- Institute of Gene Biology, Russian Academy of Sciences, Moscow119334, Russia
- Institute of Molecular Genetics, National Research Center “Kurchatov Institute”, Moscow123182, Russia
| | - Vladimir Panteleev
- Institute of Gene Biology, Russian Academy of Sciences, Moscow119334, Russia
- Institute of Molecular Genetics, National Research Center “Kurchatov Institute”, Moscow123182, Russia
- Moscow Institute of Physics and Technology, Dolgoprudny141700, Russia
| | - Denis Yudin
- Institute of Molecular Genetics, National Research Center “Kurchatov Institute”, Moscow123182, Russia
| | - Sergei Ryazansky
- Institute of Molecular Genetics, National Research Center “Kurchatov Institute”, Moscow123182, Russia
| | - Anton Kuzmenko
- Institute of Molecular Genetics, National Research Center “Kurchatov Institute”, Moscow123182, Russia
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Alexei A Aravin
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Daria Esyunina
- Institute of Gene Biology, Russian Academy of Sciences, Moscow119334, Russia
- Institute of Molecular Genetics, National Research Center “Kurchatov Institute”, Moscow123182, Russia
| | - Andrey Kulbachinskiy
- Institute of Gene Biology, Russian Academy of Sciences, Moscow119334, Russia
- Institute of Molecular Genetics, National Research Center “Kurchatov Institute”, Moscow123182, Russia
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28
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Vega-Badillo J, Zamore PD, Jouravleva K. Protocol to measure protein-RNA binding using double filter-binding assays followed by phosphorimaging or high-throughput sequencing. STAR Protoc 2023; 4:102336. [PMID: 37270783 DOI: 10.1016/j.xpro.2023.102336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 03/29/2023] [Accepted: 05/04/2023] [Indexed: 06/06/2023] Open
Abstract
Binding affinity quantitatively describes the strength of a molecular interaction and is reported by the equilibrium dissociation constant (KD). Here, we present a protocol to measure KD of mammalian microRNA-loaded Argonaute2 protein by double filter binding. We describe steps for radiolabeling target RNA, measuring concentration of binding-competent protein, setting up binding reactions, separating protein-bound RNA from protein-unbound RNA, preparing library for Illumina sequencing, and performing data analysis. Our protocol is easily applied to other RNA- or DNA-binding proteins. For complete details on the use and execution of this protocol, please refer to Jouravleva et al.1.
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Affiliation(s)
- Joel Vega-Badillo
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, MA 01605, USA.
| | - Phillip D Zamore
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, MA 01605, USA; Howard Hughes Medical Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, MA 01605, USA.
| | - Karina Jouravleva
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, MA 01605, USA.
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29
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Hariharan VN, Caiazzi J, Miller R, Ferguson C, Sapp E, Fakih H, Tang Q, Yamada N, Furgal R, Paquette J, Bramato B, McHugh N, Summers A, Lochmann C, Godinho B, Hildebrand S, Echeverria D, Hassler M, Alterman J, DiFiglia M, Aronin N, Khvorova A, Yamada K. Extended Nucleic Acid (exNA): A Novel, Biologically Compatible Backbone that Significantly Enhances Oligonucleotide Efficacy in vivo. RESEARCH SQUARE 2023:rs.3.rs-2987323. [PMID: 37398145 PMCID: PMC10312934 DOI: 10.21203/rs.3.rs-2987323/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
Metabolic stabilization of therapeutic oligonucleotides requires both sugar and backbone modifications, where phosphorothioate (PS) is the only backbone chemistry used in the clinic. Here, we describe the discovery, synthesis, and characterization of a novel biologically compatible backbone, extended nucleic acid (exNA). Upon exNA precursor scale up, exNA incorporation is fully compatible with common nucleic acid synthetic protocols. The novel backbone is orthogonal to PS and shows profound stabilization against 3'- and 5'-exonucleases. Using small interfering RNAs (siRNAs) as an example, we show exNA is tolerated at most nucleotide positions and profoundly improves in vivo efficacy. A combined exNA-PS backbone enhances siRNA resistance to serum 3'-exonuclease by ~ 32-fold over PS backbone and > 1000-fold over the natural phosphodiester backbone, thereby enhancing tissue exposure (~ 6-fold), tissues accumulation (4- to 20-fold), and potency both systemically and in brain. The improved potency and durability imparted by exNA opens more tissues and indications to oligonucleotide-driven therapeutic interventions.
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Affiliation(s)
| | | | | | - Chantal Ferguson
- RNA Therapeutics Institute, University of Massachusetts Medical School
| | | | | | - Qi Tang
- University of Massachusetts Chan Medical School
| | | | | | | | | | - Nicholas McHugh
- RNA Therapeutics Institute, University of Massachusetts Medical School
| | | | | | - Bruno Godinho
- RNA Therapeutics Institute, University of Massachusetts Medical School
| | - Samuel Hildebrand
- RNA Therapeutics Institute, University of Massachusetts Medical School
| | - Dimas Echeverria
- RNA Therapeutics Institute, University of Massachusetts Medical School
| | | | | | | | - Neil Aronin
- University of Massachusetts Worcester Campus
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30
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Wang Z, Spitz R, Vezina C, Hou J, Bjorling DE. Lack of expression of miR-29a/b1 impairs bladder function in male mice. Dis Model Mech 2023; 16:dmm050054. [PMID: 37283037 PMCID: PMC10259841 DOI: 10.1242/dmm.050054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Accepted: 04/26/2023] [Indexed: 05/27/2023] Open
Abstract
Lower urinary tract symptoms (LUTS) refer to various urological diseases, and incomplete bladder emptying is common among affected patients. The etiology of LUTS is largely unknown, and investigations of LUTS suggest that bladder fibrosis contributes to pathogenesis of LUTS. MicroRNAs (miRNAs) are short (∼22 nucleotides), non-coding RNAs that repress target gene expression by a combination of mRNA degradation and translation inhibition. The miR-29 family is best known for its anti-fibrotic role in various organs. miR-29 was decreased in bladders of patients with outlet obstruction and a rat model of bladder outlet obstruction, suggesting that miR-29 may contribute to impaired bladder function subsequent to tissue fibrosis. We characterized bladder function in male mice lacking expression of Mir29a and Mir29b-1 (miR-29a/b1). Lack of miR-29a/b1 resulted in severe urinary retention, increased voiding duration and reduced flow rate, and these mice failed to void or voided irregularly during anesthetized cytometry. Collagens and elastin were increased in bladders of mice lacking miR-29a/b1. These findings reveal an important role for miR-29 in bladder homeostasis and suggest the therapeutic potential of miR-29 to improve symptoms in patients with LUTS.
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Affiliation(s)
- Zunyi Wang
- Department of Surgical Sciences, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Robert Spitz
- Department of Surgical Sciences, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Chad Vezina
- The O'Brien Center for Urologic Research, University of Wisconsin-Madison, Madison, WI 53706, USA
- Comparative Biosciences, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Jianghui Hou
- Division of Nephrology, Washington University School of Medicine, St Louis, MO 63110, USA
| | - Dale E. Bjorling
- Department of Surgical Sciences, University of Wisconsin-Madison, Madison, WI 53706, USA
- The O'Brien Center for Urologic Research, University of Wisconsin-Madison, Madison, WI 53706, USA
- Urology, University of Wisconsin-Madison, Madison, WI 53706, USA
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31
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Yamada K, Hariharan VN, Caiazzi J, Miller R, Furguson C, Sapp E, Fakih H, Tan Q, Yamada N, Furgal RC, Paquette J, Bramato B, McHugh N, Summers A, Lochmann C, Godinho BM, Hildebrand S, Echeverria D, Hassler MR, Alterman JF, DiFiglia M, Aronin N, Khvorova A. Extended Nucleic Acid (exNA): A Novel, Biologically Compatible Backbone that Significantly Enhances Oligonucleotide Efficacy in vivo. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.26.542506. [PMID: 37292886 PMCID: PMC10245983 DOI: 10.1101/2023.05.26.542506] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Metabolic stabilization of therapeutic oligonucleotides requires both sugar and backbone modifications, where phosphorothioate (PS) is the only backbone chemistry used in the clinic. Here, we describe the discovery, synthesis, and characterization of a novel biologically compatible backbone, extended nucleic acid (exNA). Upon exNA precursor scale up, exNA incorporation is fully compatible with common nucleic acid synthetic protocols. The novel backbone is orthogonal to PS and shows profound stabilization against 3'- and 5'-exonucleases. Using small interfering RNAs (siRNAs) as an example, we show exNA is tolerated at most nucleotide positions and profoundly improves in vivo efficacy. A combined exNA-PS backbone enhances siRNA resistance to serum 3'-exonuclease by ~32-fold over PS backbone and >1000-fold over the natural phosphodiester backbone, thereby enhancing tissue exposure (~6-fold), tissues accumulation (4- to 20-fold), and potency both systemically and in brain. The improved potency and durability imparted by exNA opens more tissues and indications to oligonucleotide-driven therapeutic interventions.
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Affiliation(s)
- Ken Yamada
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Vignesh Narayan Hariharan
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Jillian Caiazzi
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Rachael Miller
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
- Department of Medicine, University of Massachusetts Chan Medical School; Charlestown, Massachusetts, United State
| | - Chantal Furguson
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
- Department of Medicine, University of Massachusetts Chan Medical School; Charlestown, Massachusetts, United State
| | - Ellen Sapp
- Department of Neurology, Harvard Medical School and Mass General Institute for Neurodegenerative Disease, Charlestown, Massachusetts, United State
| | - Hassan Fakih
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Qi Tan
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Nozomi Yamada
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Raymond C. Furgal
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Joseph Paquette
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
- Department of Medicine, University of Massachusetts Chan Medical School; Charlestown, Massachusetts, United State
| | - Brianna Bramato
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Nicholas McHugh
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Ashley Summers
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Clemens Lochmann
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Bruno M.D.C. Godinho
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Samuel Hildebrand
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Dimas Echeverria
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Matthew R. Hassler
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Julia F. Alterman
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
| | - Marian DiFiglia
- Department of Neurology, Harvard Medical School and Mass General Institute for Neurodegenerative Disease, Charlestown, Massachusetts, United State
| | - Neil Aronin
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
- Department of Medicine, University of Massachusetts Chan Medical School; Charlestown, Massachusetts, United State
| | - Anastasia Khvorova
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, 368 Plantation Street, Worcester, Massachusetts 01605, United States
- Program in Molecular Medicine, University of Massachusetts Chan Medical School; Charlestown, Massachusetts, United State
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32
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Xiao Y, Liu TM, MacRae IJ. A tiny loop in the Argonaute PIWI domain tunes small RNA seed strength. EMBO Rep 2023:e55806. [PMID: 37082939 DOI: 10.15252/embr.202255806] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Revised: 03/29/2023] [Accepted: 04/05/2023] [Indexed: 04/22/2023] Open
Abstract
Argonaute (AGO) proteins use microRNAs (miRNAs) and small interfering RNAs (siRNAs) as guides to regulate gene expression in plants and animals. AGOs that use miRNAs in bilaterian animals recognize short (6-8 nt.) elements complementary to the miRNA seed region, enabling each miRNA to interact with hundreds of otherwise unrelated targets. By contrast, AGOs that use miRNAs in plants employ longer (> 13 nt.) recognition elements such that each miRNA silences a small number of physiologically related targets. Here, we show that this major functional distinction depends on a minor structural difference between plant and animal AGO proteins: a 9-amino acid loop in the PIWI domain. Swapping the PIWI loop from human Argonaute2 (HsAGO2) into Arabidopsis Argonaute10 (AtAGO10) increases seed strength, resulting in animal-like miRNA targeting. Conversely, swapping the plant PIWI loop into HsAGO2 reduces seed strength and accelerates the turnover of cleaved targets. The loop-swapped HsAGO2 silences targets more potently, with reduced miRNA-like targeting, than wild-type HsAGO2 in mammalian cells. Thus, tiny structural differences can tune the targeting properties of AGO proteins for distinct biological roles.
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Affiliation(s)
- Yao Xiao
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA
| | - TingYu M Liu
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA
| | - Ian J MacRae
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA
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33
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Subramanian M, McIninch J, Zlatev I, Schlegel MK, Kaittanis C, Nguyen T, Agarwal S, Racie T, Alvarado MA, Wassarman K, Collins TS, Chickering T, Brown CR, Schmidt K, Castoreno AB, Shulga-Morskaya S, Stamenova E, Buckowing K, Berman D, Barry JD, Bisbe A, Maier MA, Fitzgerald K, Jadhav V. RNAi-mediated rheostat for dynamic control of AAV-delivered transgenes. Nat Commun 2023; 14:1970. [PMID: 37031257 PMCID: PMC10082758 DOI: 10.1038/s41467-023-37774-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Accepted: 03/29/2023] [Indexed: 04/10/2023] Open
Abstract
Adeno-associated virus (AAV)-based gene therapy could be facilitated by the development of molecular switches to control the magnitude and timing of expression of therapeutic transgenes. RNA interference (RNAi)-based approaches hold unique potential as a clinically proven modality to pharmacologically regulate AAV gene dosage in a sequence-specific manner. We present a generalizable RNAi-based rheostat wherein hepatocyte-directed AAV transgene expression is silenced using the clinically validated modality of chemically modified small interfering RNA (siRNA) conjugates or vectorized co-expression of short hairpin RNA (shRNA). For transgene induction, we employ REVERSIR technology, a synthetic high-affinity oligonucleotide complementary to the siRNA or shRNA guide strand to reverse RNAi activity and rapidly recover transgene expression. For potential clinical development, we report potent and specific siRNA sequences that may allow selective regulation of transgenes while minimizing unintended off-target effects. Our results establish a conceptual framework for RNAi-based regulatory switches with potential for infrequent dosing in clinical settings to dynamically modulate expression of virally-delivered gene therapies.
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Affiliation(s)
| | | | - Ivan Zlatev
- Alnylam Pharmaceuticals, Cambridge, MA, 02142, USA
| | | | | | - Tuyen Nguyen
- Alnylam Pharmaceuticals, Cambridge, MA, 02142, USA
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | - Anna Bisbe
- Alnylam Pharmaceuticals, Cambridge, MA, 02142, USA
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34
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Rajasekaran T, Freestone GC, Galindo-Murillo R, Lugato B, Gaus H, Migawa MT, Swayze EE, Cheatham TE, Seth PP, Hanessian S. Systematic Investigation of Tether Length and Phosphorus Configuration in Backbone Constrained Macrocyclic Nucleic Acids to Modulate Binding Kinetics for RNA. J Org Chem 2023; 88:3599-3614. [PMID: 36857642 DOI: 10.1021/acs.joc.2c02796] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/03/2023]
Abstract
We recently described a chemical strategy to pre-organize a trinucleotide subunit in a conformation suitable for Watson-Crick base pairing for modulating the binding kinetics of single-stranded oligonucleotides (ONs) using bis-phosphonate esters bridging hydrocarbon tethers to provide 11- and 15-membered macrocyclic analogues. In this manuscript, we describe the synthesis of all eight P-stereoisomers of macrocyclic 12-, 13-, 14-, and 16-membered hydrocarbon-bridged nucleotide trimers, their incorporation into ONs, and biophysical characterization of the modified ONs. The size of the macrocyclic tether and configuration at phosphorus had profound effects on hybridization kinetics. ONs containing 12- and 13-membered rings exhibited faster on-rates (up to 5-fold) and off-rates (up to 161-fold). In contrast, ONs using the larger ring size macrocycles generally exhibited smaller changes in binding kinetics relative to unmodified DNA. Interestingly, several of the analogues retained significant binding affinity for RNA based on their dissociation constants, despite being modestly destabilizing in the thermal denaturation experiments, highlighting the potential utility of measuring dissociation constants versus duplex thermal stability when evaluating novel nucleic acid analogues. Overall, our results provide additional insights into the ability of backbone-constrained macrocyclic nucleic acid analogues to modulate hybridization kinetics of modified ONs with RNA.
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Affiliation(s)
| | - Graeme C Freestone
- Department of Medicinal Chemistry, Ionis Pharmaceuticals, 2855 Gazelle Court, Carlsbad, California 92010, United States
| | - Rodrigo Galindo-Murillo
- Department of Medicinal Chemistry, Ionis Pharmaceuticals, 2855 Gazelle Court, Carlsbad, California 92010, United States
| | - Barbara Lugato
- Department of Chemistry, Université de Montréal, Quebec H3C 3J7, Canada
| | - Hans Gaus
- Department of Medicinal Chemistry, Ionis Pharmaceuticals, 2855 Gazelle Court, Carlsbad, California 92010, United States
| | - Michael T Migawa
- Department of Medicinal Chemistry, Ionis Pharmaceuticals, 2855 Gazelle Court, Carlsbad, California 92010, United States
| | - Eric E Swayze
- Department of Medicinal Chemistry, Ionis Pharmaceuticals, 2855 Gazelle Court, Carlsbad, California 92010, United States
| | - Thomas E Cheatham
- Department of Medicinal Chemistry, College of Pharmacy, University of Utah, 2000 East 30 South Skaggs 201, Salt Lake City, Utah 84112, United States
| | - Punit P Seth
- Department of Medicinal Chemistry, Ionis Pharmaceuticals, 2855 Gazelle Court, Carlsbad, California 92010, United States
| | - Stephen Hanessian
- Department of Chemistry, Université de Montréal, Quebec H3C 3J7, Canada.,Department of Pharmaceutical Sciences, University of California, Irvine, California 92697, United States
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35
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Panteleev V, Kropocheva E, Esyunina D, Kulbachinskiy A. Strong temperature effects on the fidelity of target DNA recognition by a thermophilic pAgo nuclease. Biochimie 2023; 209:142-149. [PMID: 36804511 DOI: 10.1016/j.biochi.2023.02.007] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Revised: 01/22/2023] [Accepted: 02/16/2023] [Indexed: 02/19/2023]
Abstract
Prokaryotic Argonaute (pAgo) proteins are programmable nucleases with great promise in genetic engineering and biotechnology. Previous studies identified several DNA-targeting pAgo nucleases from mesophilic and thermophilic prokaryotic species that are active in various temperature ranges. However, the effects of temperature on the specificity of target recognition and cleavage by pAgos have not been studied. Here, we describe a thermostable pAgo nuclease from the thermophilic bacterium Thermobrachium celere, TceAgo. We show that TceAgo preferentially uses 5'-phosphorylated small DNA guides and can perform specific cleavage of both single-stranded and double-stranded DNA substrates in a wide range of temperatures. Single-nucleotide mismatches between guide and target molecules differently change the reaction efficiency depending on the mismatch position, with the fidelity of target recognition greatly increased at elevated temperatures. Thus, TceAgo can serve as a tool to allow specific detection and cleavage of DNA targets in a temperature-dependent manner. The results demonstrate that the specificity of programmable nucleases can be strongly affected by the reaction conditions, which should be taken into account when using these nucleases in various in vitro and in vivo applications.
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Affiliation(s)
- Vladimir Panteleev
- Institute of Molecular Genetics, National Research Center "Kurchatov Institute", Moscow, 123182, Russia; Institute of Gene Biology, Russian Academy of Sciences, Moscow, 119334, Russia
| | - Ekaterina Kropocheva
- Institute of Molecular Genetics, National Research Center "Kurchatov Institute", Moscow, 123182, Russia
| | - Daria Esyunina
- Institute of Molecular Genetics, National Research Center "Kurchatov Institute", Moscow, 123182, Russia; Institute of Gene Biology, Russian Academy of Sciences, Moscow, 119334, Russia
| | - Andrey Kulbachinskiy
- Institute of Molecular Genetics, National Research Center "Kurchatov Institute", Moscow, 123182, Russia; Institute of Gene Biology, Russian Academy of Sciences, Moscow, 119334, Russia.
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36
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Transcriptome-Wide Analysis of microRNA-mRNA Correlations in Tissue Identifies microRNA Targeting Determinants. Noncoding RNA 2023; 9:ncrna9010015. [PMID: 36827548 PMCID: PMC9958706 DOI: 10.3390/ncrna9010015] [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: 12/15/2022] [Revised: 01/27/2023] [Accepted: 02/01/2023] [Indexed: 02/15/2023] Open
Abstract
MicroRNAs are small RNAs that regulate gene expression through complementary base pairing with their target mRNAs. A substantial understanding of microRNA target recognition and repression mechanisms has been reached using diverse empirical and bioinformatic approaches, primarily in vitro biochemical or cell culture perturbation settings. We sought to determine if rules of microRNA target efficacy could be inferred from extensive gene expression data of human tissues. A transcriptome-wide assessment of all the microRNA-mRNA canonical interactions' efficacy was performed using a normalized Spearman correlation (Z-score) between the abundance of the transcripts in the PRAD-TCGA dataset tissues (RNA-seq mRNAs and small RNA-seq for microRNAs, 546 samples). Using the Z-score of correlation as a surrogate marker of microRNA target efficacy, we confirmed hallmarks of microRNAs, such as repression of their targets, the hierarchy of preference for gene regions (3'UTR > CDS > 5'UTR), and seed length (6 mer < 7 mer < 8 mer), as well as the contribution of the 3'-supplementary pairing at nucleotides 13-16 of the microRNA. Interactions mediated by 6 mer + supplementary showed similar inferred repression as 7 mer sites, suggesting that the 6 mer + supplementary sites may be relevant in vivo. However, aggregated 7 mer-A1 seeds appear more repressive than 7 mer-m8 seeds, while similar when pairing possibilities at the 3'-supplementary sites. We then examined the 3'-supplementary pairing using 39 microRNAs with Z-score-inferred repressive 3'-supplementary interactions. The approach was sensitive to the offset of the bridge between seed and 3'-supplementary pairing sites, and the pattern of offset-associated repression found supports previous findings. The 39 microRNAs with effective repressive 3'supplementary sites show low GC content at positions 13-16. Our study suggests that the transcriptome-wide analysis of microRNA-mRNA correlations may uncover hints of microRNA targeting determinants. Finally, we provide a bioinformatic tool to identify microRNA-mRNA candidate interactions based on the sequence complementarity of the seed and 3'-supplementary regions.
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37
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Expression of miRNA-Targeted and Not-Targeted Reporter Genes Shows Mutual Influence and Intercellular Specificity. Int J Mol Sci 2022; 23:ijms232315059. [PMID: 36499386 PMCID: PMC9740606 DOI: 10.3390/ijms232315059] [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: 09/28/2022] [Revised: 11/22/2022] [Accepted: 11/29/2022] [Indexed: 12/04/2022] Open
Abstract
The regulation of translation by RNA-induced silencing complexes (RISCs) composed of Argonaute proteins and micro-RNAs is well established; however, the mechanisms underlying specific cellular responses to miRNAs and how specific complexes arise are not completely clear. To explore these questions, we performed experiments with Renilla and firefly luciferase reporter genes transfected in a psiCHECK-2 plasmid into human HCT116 or Me45 cells, where only the Renilla gene contained sequences targeted by microRNAs (miRNAs) in the 3'UTR. The effects of targeting were miRNA-specific; miRNA-21-5p caused strong inhibition of translation, whereas miRNA-24-3p or Let-7 family caused no change or an increase in reporter Renilla luciferase synthesis. The mRNA-protein complexes formed by transcripts regulated by different miRNAs differed from each other and were different in different cell types, as shown by sucrose gradient centrifugation. Unexpectedly, the presence of miRNA targets on Renilla transcripts also affected the expression of the co-transfected but non-targeted firefly luciferase gene in both cell types. Renilla and firefly transcripts were found in the same sucrose gradient fractions and specific anti-miRNA oligoribonucleotides, which influenced the expression of the Renilla gene, and also influenced that of firefly gene. These results suggest that, in addition to targeted transcripts, miRNAs may also modulate the expression of non-targeted transcripts, and using the latter to normalize the results may cause bias. We discuss some hypothetical mechanisms which could explain the observed miRNA-induced effects.
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38
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Sarli SL, Watts JK. Harnessing nucleic acid technologies for human health on earth and in space. LIFE SCIENCES IN SPACE RESEARCH 2022; 35:113-126. [PMID: 36336357 DOI: 10.1016/j.lssr.2022.08.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 08/01/2022] [Accepted: 08/18/2022] [Indexed: 06/16/2023]
Abstract
Nucleic acid therapeutics are a versatile class of sequence-programmable drugs that offer a robust and clinically viable strategy to modulate expression or correct genetic defects contributing to disease. The majority of drugs currently on the market target proteins; however, proteins only represent a subset of possible disease targets. Nucleic acid therapeutics allow intuitive engagement with genome sequences providing a more direct way to target many diseases at their genetic root cause. Their clinical success depends on platform technologies which can support durable and well tolerated pharmacological activity in a given tissue. Nucleic acid drugs possess a potent combination of target specificity and adaptability required to advance drug development for many diseases. As these therapeutic technologies mature, their clinical applications can also expand access to personalized therapies for patients with rare or solo genetic diseases. Spaceflight crew members exposed to the unique hazards of spaceflight, especially those related to galactic cosmic radiation (GCR) exposure, represent another patient subset who may also benefit from nucleic acid drugs as countermeasures. In this review, we will discuss the various classes of RNA- and DNA-targeted nucleic acid drugs, provide an overview of their present-day clinical applications, and describe major strategies to improve their delivery, safety, and overall efficacy.
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Affiliation(s)
- Samantha L Sarli
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Jonathan K Watts
- RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA.
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39
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Wang L, Xie X, Lv B, Liu Y, Li W, Zhang Z, Yang J, Yan G, Chen W, Zhang C, Wang F, Li C, Ma L. A bacterial Argonaute with efficient DNA and RNA cleavage activity guided by small DNA and RNA. Cell Rep 2022; 41:111533. [PMID: 36288702 DOI: 10.1016/j.celrep.2022.111533] [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: 04/25/2022] [Revised: 08/18/2022] [Accepted: 09/29/2022] [Indexed: 11/03/2022] Open
Abstract
Argonaute proteins are widespread in prokaryotes and eukaryotes with diversified catalytic activities. Here, we describe an Argonaute from Marinitoga hydrogenitolerans (MhAgo) with all eight cleavage activities. Utilization of all four types of guides and efficient cleavage of single-stranded DNA (ssDNA) and RNA targets are revealed. The preference for the 5'-terminus nucleotides of 5'P guides, but no obvious preferences for that in 5'OH guides, is further uncovered. Moreover, the cleavage efficiency is heavily impaired by mismatches in the central and 3'-supplementary regions of guides, and the affinity between guides or guides/target duplex and MhAgo is proved as one of the factors affecting cleavage efficiency. Structural and mutational analyses imply some unknown distinctive structural features behind the cleavage activity of MhAgo. Meanwhile, 5'OH-guide RNA (gRNA)-mediated plasmid cleavage activity is unveiled. Conclusively, MhAgo is versatile, and its biochemical characteristics improve our understanding of pAgos and the pAgo-based techniques.
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Affiliation(s)
- Longyu Wang
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China
| | - Xiaochen Xie
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China
| | - Bin Lv
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China
| | - Yang Liu
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China
| | - Wenqiang Li
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China
| | - Zhiwei Zhang
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China
| | - Jun Yang
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China
| | - Guangbo Yan
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China
| | - Wanping Chen
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China
| | - Cheng Zhang
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China
| | - Fei Wang
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China
| | - Chunhua Li
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China.
| | - Lixin Ma
- State Key Laboratory of Biocatalysis and Enzyme Engineering, Hubei Collaborative Innovation Center for Green Transformation of Bio-resources, Hubei Key Laboratory of Industrial Biotechnology, School of Life Sciences, Hubei University, Wuhan, Hubei 430062, China.
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40
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Hayder H, Shan Y, Chen Y, O’Brien JA, Peng C. Role of microRNAs in trophoblast invasion and spiral artery remodeling: Implications for preeclampsia. Front Cell Dev Biol 2022; 10:995462. [PMID: 36263015 PMCID: PMC9575991 DOI: 10.3389/fcell.2022.995462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Accepted: 08/25/2022] [Indexed: 11/18/2022] Open
Abstract
It is now well-established that microRNAs (miRNAs) are important regulators of gene expression. The role of miRNAs in placental development and trophoblast function is constantly expanding. Trophoblast invasion and their ability to remodel uterine spiral arteries are essential for proper placental development and successful pregnancy outcome. Many miRNAs are reported to be dysregulated in pregnancy complications, especially preeclampsia and they exert various regulatory effects on trophoblasts. In this review, we provide a brief overview of miRNA biogenesis and their mechanism of action, as well as of trophoblasts differentiation, invasion and spiral artery remodeling. We then discuss the role of miRNAs in trophoblasts invasion and spiral artery remodeling, focusing on miRNAs that have been thoroughly investigated, especially using multiple model systems. We also discuss the potential role of miRNAs in the pathogenesis of preeclampsia.
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Affiliation(s)
- Heyam Hayder
- Department of Biology, York University, Toronto, ON, Canada
| | - Yanan Shan
- Department of Biology, York University, Toronto, ON, Canada
| | - Yan Chen
- Department of Biology, York University, Toronto, ON, Canada
| | | | - Chun Peng
- Department of Biology, York University, Toronto, ON, Canada
- Centre for Research on Biomolecular Interactions, York University, Toronto, ON, Canada
- *Correspondence: Chun Peng,
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41
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Conroy F, Miller R, Alterman JF, Hassler MR, Echeverria D, Godinho BMDC, Knox EG, Sapp E, Sousa J, Yamada K, Mahmood F, Boudi A, Kegel-Gleason K, DiFiglia M, Aronin N, Khvorova A, Pfister EL. Chemical engineering of therapeutic siRNAs for allele-specific gene silencing in Huntington's disease models. Nat Commun 2022; 13:5802. [PMID: 36192390 PMCID: PMC9530163 DOI: 10.1038/s41467-022-33061-x] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Accepted: 08/31/2022] [Indexed: 11/23/2022] Open
Abstract
Small interfering RNAs are a new class of drugs, exhibiting sequence-driven, potent, and sustained silencing of gene expression in vivo. We recently demonstrated that siRNA chemical architectures can be optimized to provide efficient delivery to the CNS, enabling development of CNS-targeted therapeutics. Many genetically-defined neurodegenerative disorders are dominant, favoring selective silencing of the mutant allele. In some cases, successfully targeting the mutant allele requires targeting single nucleotide polymorphism (SNP) heterozygosities. Here, we use Huntington’s disease (HD) as a model. The optimized compound exhibits selective silencing of mutant huntingtin protein in patient-derived cells and throughout the HD mouse brain, demonstrating SNP-based allele-specific RNAi silencing of gene expression in vivo in the CNS. Targeting a disease-causing allele using RNAi-based therapies could be helpful in a range of dominant CNS disorders where maintaining wild-type expression is essential. Chemically modified siRNAs distinguish between mutant and normal huntingtin based on a single nucleotide difference and lower mutant huntingtin specifically in patient derived cells and in a mouse model of Huntington’s disease.
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Affiliation(s)
- Faith Conroy
- Department of Medicine, UMass Chan Medical School, Worcester, MA, 01605, USA
| | - Rachael Miller
- Department of Medicine, UMass Chan Medical School, Worcester, MA, 01605, USA
| | - Julia F Alterman
- RNA Therapeutics Institute, UMass Chan Medical School, Worcester, MA, 01605, USA
| | - Matthew R Hassler
- RNA Therapeutics Institute, UMass Chan Medical School, Worcester, MA, 01605, USA
| | - Dimas Echeverria
- RNA Therapeutics Institute, UMass Chan Medical School, Worcester, MA, 01605, USA
| | - Bruno M D C Godinho
- RNA Therapeutics Institute, UMass Chan Medical School, Worcester, MA, 01605, USA
| | - Emily G Knox
- RNA Therapeutics Institute, UMass Chan Medical School, Worcester, MA, 01605, USA
| | - Ellen Sapp
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Jaquelyn Sousa
- RNA Therapeutics Institute, UMass Chan Medical School, Worcester, MA, 01605, USA
| | - Ken Yamada
- RNA Therapeutics Institute, UMass Chan Medical School, Worcester, MA, 01605, USA
| | - Farah Mahmood
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Adel Boudi
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Kimberly Kegel-Gleason
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Marian DiFiglia
- Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, 02114, USA
| | - Neil Aronin
- Department of Medicine, UMass Chan Medical School, Worcester, MA, 01605, USA.,RNA Therapeutics Institute, UMass Chan Medical School, Worcester, MA, 01605, USA
| | - Anastasia Khvorova
- RNA Therapeutics Institute, UMass Chan Medical School, Worcester, MA, 01605, USA.
| | - Edith L Pfister
- Department of Medicine, UMass Chan Medical School, Worcester, MA, 01605, USA.
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42
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Hansen SR, White DS, Scalf M, Corrêa IR, Smith LM, Hoskins AA. Multi-step recognition of potential 5' splice sites by the Saccharomyces cerevisiae U1 snRNP. eLife 2022; 11:70534. [PMID: 35959885 PMCID: PMC9436412 DOI: 10.7554/elife.70534] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Accepted: 08/11/2022] [Indexed: 11/13/2022] Open
Abstract
In eukaryotes, splice sites define the introns of pre-mRNAs and must be recognized and excised with nucleotide precision by the spliceosome to make the correct mRNA product. In one of the earliest steps of spliceosome assembly, the U1 small nuclear ribonucleoprotein (snRNP) recognizes the 5' splice site (5' SS) through a combination of base pairing, protein-RNA contacts, and interactions with other splicing factors. Previous studies investigating the mechanisms of 5' SS recognition have largely been done in vivo or in cellular extracts where the U1/5' SS interaction is difficult to deconvolute from the effects of trans-acting factors or RNA structure. In this work we used colocalization single-molecule spectroscopy (CoSMoS) to elucidate the pathway of 5' SS selection by purified yeast U1 snRNP. We determined that U1 reversibly selects 5' SS in a sequence-dependent, two-step mechanism. A kinetic selection scheme enforces pairing at particular positions rather than overall duplex stability to achieve long-lived U1 binding. Our results provide a kinetic basis for how U1 may rapidly surveil nascent transcripts for 5' SS and preferentially accumulate at these sequences rather than on close cognates.
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Affiliation(s)
- Sarah R Hansen
- Department of Biochemistry, University of Wisconsin-Madison, Madison, United States
| | - David S White
- Department of Biochemistry, University of Wisconsin-Madison, Madison, United States
| | - Mark Scalf
- Department of Chemistry, University of Wisconsin-Madison, Madison, United States
| | | | - Lloyd M Smith
- Department of Chemistry, University of Wisconsin-Madison, Madison, United States
| | - Aaron A Hoskins
- Department of Biochemistry, University of Wisconsin-Madison, Madison, United States
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43
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Arif A, Bailey S, Izumi N, Anzelon TA, Ozata DM, Andersson C, Gainetdinov I, MacRae IJ, Tomari Y, Zamore PD. GTSF1 accelerates target RNA cleavage by PIWI-clade Argonaute proteins. Nature 2022; 608:618-625. [PMID: 35772669 PMCID: PMC9385479 DOI: 10.1038/s41586-022-05009-0] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 06/22/2022] [Indexed: 11/16/2022]
Abstract
Argonaute proteins use nucleic acid guides to find and bind specific DNA or RNA target sequences. Argonaute proteins have diverse biological functions and many retain their ancestral endoribonuclease activity, cleaving the phosphodiester bond between target nucleotides t10 and t11. In animals, the PIWI proteins-a specialized class of Argonaute proteins-use 21-35 nucleotide PIWI-interacting RNAs (piRNAs) to direct transposon silencing, protect the germline genome, and regulate gene expression during gametogenesis1. The piRNA pathway is required for fertility in one or both sexes of nearly all animals. Both piRNA production and function require RNA cleavage catalysed by PIWI proteins. Spermatogenesis in mice and other placental mammals requires three distinct, developmentally regulated PIWI proteins: MIWI (PIWIL1), MILI (PIWIL2) and MIWI22-4 (PIWIL4). The piRNA-guided endoribonuclease activities of MIWI and MILI are essential for the production of functional sperm5,6. piRNA-directed silencing in mice and insects also requires GTSF1, a PIWI-associated protein of unknown function7-12. Here we report that GTSF1 potentiates the weak, intrinsic, piRNA-directed RNA cleavage activities of PIWI proteins, transforming them into efficient endoribonucleases. GTSF1 is thus an example of an auxiliary protein that potentiates the catalytic activity of an Argonaute protein.
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Affiliation(s)
- Amena Arif
- Department of Biochemistry and Molecular Biotechnology Graduate Program, University of Massachusetts Chan Medical School, Worcester, MA, USA
- Howard Hughes Medical Institute and RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
- Beam Therapeutics, Cambridge, MA, USA
| | - Shannon Bailey
- Howard Hughes Medical Institute and RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Natsuko Izumi
- Laboratory of RNA Function, Institute for Quantitative Biosciences, The University of Tokyo, Tokyo, Japan
| | - Todd A Anzelon
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA
| | - Deniz M Ozata
- Howard Hughes Medical Institute and RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
- Department of Molecular Biosciences, Stockholm University, Stockholm, Sweden
| | - Cecilia Andersson
- Howard Hughes Medical Institute and RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Ildar Gainetdinov
- Howard Hughes Medical Institute and RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Ian J MacRae
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, CA, USA
| | - Yukihide Tomari
- Laboratory of RNA Function, Institute for Quantitative Biosciences, The University of Tokyo, Tokyo, Japan
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Japan
| | - Phillip D Zamore
- Howard Hughes Medical Institute and RNA Therapeutics Institute, University of Massachusetts Chan Medical School, Worcester, MA, USA.
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44
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Rinaldi S, Colombo G, Paladino A. The dynamics of t1 adenosine binding on human Argonaute 2: Understanding recognition with conformational selection. Protein Sci 2022; 31:e4377. [PMID: 35900022 PMCID: PMC9278005 DOI: 10.1002/pro.4377] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Revised: 05/25/2022] [Accepted: 06/05/2022] [Indexed: 11/06/2022]
Abstract
The control of expression in genetic regulation is a fundamental process for cell life. In RNA-mediated silencing, human Argonaute-2 protein (hAgo2) uses sequence information encoded in small RNAs (guide) to identify complementary sites in messenger RNAs (target) for repression. The specificity of this molecular recognition lies at the basis of the mechanisms that control the expression of thousands of genes, which necessarily requires a fine tuning of complex events. Among these, the binding of the first nucleotide of the target RNA (t1) is emerging as an important modulator of hAgo2-mediated machinery. Using atomistic molecular dynamics-derived analyses, we address the mechanism behind t1-dependent regulation and study the impact of different t1 nucleotides (t1A, t1C, t1G, t1U) on the conformational dynamics of both hAgo2 and guide-target RNAs. Only when an adenine is found at this position, t1 directly interacts with a specific hAgo2 binding pocket, favoring the stabilization of target binding. Our findings show that hAgo2 exploits a dynamic recognition mechanism of the t1-target thanks to a modulation of RNA conformations. Here, t1-adenine is the only nucleobase endowed with a dual binding mode: a T-shape and a co-planar conformation, respectively, orthogonal and parallel to the following base-pairs of guide-target duplex. This triggers a composite set of molecular interactions that stabilizes distinctive conformational ensembles. Our comparative analyses show characteristic traits of local and global dynamic interplay between hAgo2 and the RNA molecules and highlight how t1A binding acts as a molecular switch for target recognition and complex stabilization. Implications for future mechanistic studies are discussed.
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Affiliation(s)
- Silvia Rinaldi
- CNR‐ Institute of Chemistry of OrganoMetallic Compounds (ICCOM)Sesto Fiorentino (FI)Italy
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45
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Nakanishi K. Anatomy of four human Argonaute proteins. Nucleic Acids Res 2022; 50:6618-6638. [PMID: 35736234 PMCID: PMC9262622 DOI: 10.1093/nar/gkac519] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 05/26/2022] [Accepted: 05/30/2022] [Indexed: 12/24/2022] Open
Abstract
MicroRNAs (miRNAs) bind to complementary target RNAs and regulate their gene expression post-transcriptionally. These non-coding regulatory RNAs become functional after loading into Argonaute (AGO) proteins to form the effector complexes. Humans have four AGO proteins, AGO1, AGO2, AGO3 and AGO4, which share a high sequence identity. Since most miRNAs are found across the four AGOs, it has been thought that they work redundantly, and AGO2 has been heavily studied as the exemplified human paralog. Nevertheless, an increasing number of studies have found that the other paralogs play unique roles in various biological processes and diseases. In the last decade, the structural study of the four AGOs has provided the field with solid structural bases. This review exploits the completed structural catalog to describe common features and differences in target specificity across the four AGOs.
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Affiliation(s)
- Kotaro Nakanishi
- To whom correspondence should be addressed. Tel: +1 614 688 2188;
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46
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Keshavarz Alikhani H, Pourhamzeh M, Seydi H, Shokoohian B, Hossein-khannazer N, Jamshidi-adegani F, Al-Hashmi S, Hassan M, Vosough M. Regulatory Non-Coding RNAs in Familial Hypercholesterolemia, Theranostic Applications. Front Cell Dev Biol 2022; 10:894800. [PMID: 35813199 PMCID: PMC9260315 DOI: 10.3389/fcell.2022.894800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2022] [Accepted: 06/01/2022] [Indexed: 11/13/2022] Open
Abstract
Familial hypercholesterolemia (FH) is a common monogenic disease which is associated with high serum levels of low-density lipoprotein cholesterol (LDL-C) and leads to atherosclerosis and cardiovascular disease (CVD). Early diagnosis and effective treatment strategy can significantly improve prognosis. Recently, non-coding RNAs (ncRNAs) have emerged as novel biomarkers for the diagnosis and innovative targets for therapeutics. Non-coding RNAs have essential roles in the regulation of LDL-C homeostasis, suggesting that manipulation and regulating ncRNAs could be a promising theranostic approach to ameliorate clinical complications of FH, particularly cardiovascular disease. In this review, we briefly discussed the mechanisms and pathophysiology of FH and novel therapeutic strategies for the treatment of FH. Moreover, the theranostic effects of different non-coding RNAs for the treatment and diagnosis of FH were highlighted. Finally, the advantages and disadvantages of ncRNA-based therapies vs. conventional therapies were discussed.
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Affiliation(s)
- Hani Keshavarz Alikhani
- Department of Regenerative Medicine, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran, Iran
| | - Mahsa Pourhamzeh
- Department of Regenerative Medicine, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran, Iran
| | - Homeyra Seydi
- Department of Regenerative Medicine, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran, Iran
| | - Bahare Shokoohian
- Department of Regenerative Medicine, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran, Iran
| | - Nikoo Hossein-khannazer
- Gastroenterology and Liver Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Fatemeh Jamshidi-adegani
- Laboratory for Stem Cell and Regenerative Medicine, Natural and Medical Sciences Research Center, University of Nizwa, Nizwa, Oman
| | - Sulaiman Al-Hashmi
- Laboratory for Stem Cell and Regenerative Medicine, Natural and Medical Sciences Research Center, University of Nizwa, Nizwa, Oman
| | - Moustapha Hassan
- Experimental Cancer Medicine, Institution for Laboratory Medicine, Karolinska Institute, Stockholm, Sweden
| | - Massoud Vosough
- Department of Regenerative Medicine, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran, Iran
- Experimental Cancer Medicine, Institution for Laboratory Medicine, Karolinska Institute, Stockholm, Sweden
- *Correspondence: Massoud Vosough,
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47
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Bushhouse DZ, Choi EK, Hertz LM, Lucks JB. How does RNA fold dynamically? J Mol Biol 2022; 434:167665. [PMID: 35659535 DOI: 10.1016/j.jmb.2022.167665] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 05/26/2022] [Accepted: 05/27/2022] [Indexed: 10/18/2022]
Abstract
Recent advances in interrogating RNA folding dynamics have shown the classical model of RNA folding to be incomplete. Here, we pose three prominent questions for the field that are at the forefront of our understanding of the importance of RNA folding dynamics for RNA function. The first centers on the most appropriate biophysical framework to describe changes to the RNA folding energy landscape that a growing RNA chain encounters during transcriptional elongation. The second focuses on the potential ubiquity of strand displacement - a process by which RNA can rapidly change conformations - and how this process may be generally present in broad classes of seemingly different RNAs. The third raises questions about the potential importance and roles of cellular protein factors in RNA conformational switching. Answers to these questions will greatly improve our fundamental knowledge of RNA folding and function, drive biotechnological advances that utilize engineered RNAs, and potentially point to new areas of biology yet to be discovered.
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Affiliation(s)
- David Z Bushhouse
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, Illinois 60208, USA; Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, USA
| | - Edric K Choi
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, Illinois 60208, USA; Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, USA
| | - Laura M Hertz
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, Illinois 60208, USA; Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, USA
| | - Julius B Lucks
- Interdisciplinary Biological Sciences Graduate Program, Northwestern University, Evanston, Illinois 60208, USA; Center for Synthetic Biology, Northwestern University, Evanston, Illinois 60208, USA; Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, USA; Center for Water Research, Northwestern University, Evanston, Illinois 60208, USA; Center for Engineering Sustainability and Resilience, Northwestern University, Evanston, Illinois 60208, USA.
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48
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Bibel B, Elkayam E, Silletti S, Komives EA, Joshua-Tor L. Target binding triggers hierarchical phosphorylation of human Argonaute-2 to promote target release. eLife 2022; 11:76908. [PMID: 35638597 PMCID: PMC9154749 DOI: 10.7554/elife.76908] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Accepted: 04/26/2022] [Indexed: 12/02/2022] Open
Abstract
Argonaute (Ago) proteins play a central role in post-transcriptional gene regulation through RNA interference (RNAi). Agos bind small RNAs (sRNAs) including small interfering RNAs (siRNAs) and microRNAs (miRNAs) to form the functional core of the RNA-induced silencing complex (RISC). The sRNA is used as a guide to target mRNAs containing either partially or fully complementary sequences, ultimately leading to downregulation of the corresponding proteins. It was previously shown that the kinase CK1α phosphorylates a cluster of residues in the eukaryotic insertion (EI) of Ago, leading to the alleviation of miRNA-mediated repression through an undetermined mechanism. We show that binding of miRNA-loaded human Ago2 to target RNA with complementarity to the seed and 3’ supplementary regions of the miRNA primes the EI for hierarchical phosphorylation by CK1α. The added negative charges electrostatically promote target release, freeing Ago to seek out additional targets once it is dephosphorylated. The high conservation of potential phosphosites in the EI suggests that such a regulatory strategy may be a shared mechanism for regulating miRNA-mediated repression. Proteins are the chemical ‘workhorses’ of the cell: some help maintain a cell’s shape or structure, while others carry out the chemical reactions necessary for life. Organisms therefore need to keep tight control over the production of proteins in their cells, so that the right amount of each protein is made at the right time, in the right place. Instructions for making new proteins are encoded in a type of molecule called messenger RNA. Each messenger RNA contains the instructions for one protein, which are then ‘read’ and carried out by special cellular machinery called ribosomes. The cell can control how much protein it produces by regulating both the levels of different messenger RNA and the amount of protein ribosomes are allowed to make from those instructions. The main way to regulate the levels of messenger RNA is through their transcription from the genome. However, this needs fine tuning. Cells can do this in a highly specific way using molecules called microRNAs. A microRNA works by directing a protein called Argonaute to the messenger RNA that it targets. Once Argonaute arrives, it can call in additional ‘helper proteins’ to shut down, or reduce, protein production from that messenger RNA, or alternatively to break down the messenger RNA altogether. Cells can use an enzyme called CK1α to attach bulky chemical groups onto a specific part of the Argonaute protein, in a reaction termed phosphorylation. The ability to carry out this reaction (and to reverse it) also seems to be important for microRNAs to do their job properly, but why has remained unknown. Bibel et al. wanted to determine what triggers CK1α to phosphorylate Argonaute, and how this affects interactions between microRNAs, Argonaute and their target messenger RNAs. A series of ‘test tube’ experiments looked at the interaction between purified CK1α and Argonaute under different conditions. These demonstrated that CK1α could only carry out its phosphorylation reaction when Argonaute was already interacting with a microRNA and its corresponding messenger RNA. Further measurements revealed that phosphorylation of Argonaute made it detach from the messenger RNA more quickly. This suggests that phosphorylation might be a way to let Argonaute seek out new messenger RNAs after blocking protein production at its first ‘target’. These results shed new light on a fundamental mechanism that cells use to control protein production. Bibel et al. propose that this mechanism may be shared across many different species and could one day help guide the development of new medical therapies based on microRNAs.
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Affiliation(s)
- Brianna Bibel
- Cold Spring Harbor Laboratory School of Biological Sciences
- Howard Hughes Medical Institute, W. M. Keck Structural Biology Laboratory
| | - Elad Elkayam
- Howard Hughes Medical Institute, W. M. Keck Structural Biology Laboratory
| | - Steve Silletti
- Department of Chemistry and Biochemistry, University of California, San Diego
| | - Elizabeth A Komives
- Department of Chemistry and Biochemistry, University of California, San Diego
| | - Leemor Joshua-Tor
- Cold Spring Harbor Laboratory School of Biological Sciences
- Howard Hughes Medical Institute, W. M. Keck Structural Biology Laboratory
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49
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Duan Y, Veksler-Lublinsky I, Ambros V. Critical contribution of 3' non-seed base pairing to the in vivo function of the evolutionarily conserved let-7a microRNA. Cell Rep 2022; 39:110745. [PMID: 35476978 PMCID: PMC9161110 DOI: 10.1016/j.celrep.2022.110745] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Revised: 01/21/2022] [Accepted: 04/07/2022] [Indexed: 01/02/2023] Open
Abstract
Base pairing of the seed region (g2–g8) is essential for microRNA targeting; however, the in vivo function of the 3′ non-seed region (g9–g22) is less well understood. Here, we report a systematic investigation of the in vivo roles of 3′ non-seed nucleotides in microRNA let-7a, whose entire g9–g22 region is conserved among bilaterians. We find that the 3′ non-seed sequence functionally distinguishes let-7a from its family paralogs. The complete pairing of g11–g16 is essential for let-7a to fully repress multiple key targets, including evolutionarily conserved lin-41, daf-12, and hbl-1. Nucleotides at g17–g22 are less critical but may compensate for mismatches in the g11–g16 region. Interestingly, a certain minimal complementarity to let-7a 3′ non-seed sequence can be required even for sites with perfect seed pairing. These results provide evidence that the specific configurations of both seed and 3′ non-seed base pairing can critically influence microRNA-mediated gene regulation in vivo. Duan et al. find that microRNA-target pairing at g11–g16 is critical for the function of evolutionarily conserved microRNA let-7a; 3′ pairing is required for both perfect and imperfect seed in regulating multiple targets. These findings provide evidence that base pairing of specific microRNA non-seed nucleotides can critically contribute to target regulation.
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Affiliation(s)
- Ye Duan
- Program in Molecular Medicine, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA
| | - Isana Veksler-Lublinsky
- Department of Software and Information Systems Engineering, Ben-Gurion University of the Negev, Beer-Sheva 8410501, Israel
| | - Victor Ambros
- Program in Molecular Medicine, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA.
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50
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A tweak and a peek: How Cas9 pries open double-stranded DNA to check its sequence. Nat Struct Mol Biol 2022; 29:286-288. [PMID: 35422517 DOI: 10.1038/s41594-022-00763-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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