1
|
Aureli S, Bellina F, Rizzi V, Gervasio FL. Investigating Ligand-Mediated Conformational Dynamics of Pre-miR21: A Machine-Learning-Aided Enhanced Sampling Study. J Chem Inf Model 2024; 64:8595-8603. [PMID: 39526676 PMCID: PMC11600507 DOI: 10.1021/acs.jcim.4c01166] [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: 07/04/2024] [Revised: 10/23/2024] [Accepted: 10/29/2024] [Indexed: 11/16/2024]
Abstract
MicroRNAs (miRs) are short, noncoding RNA strands that regulate the activity of mRNAs by affecting the repression of protein translation, and their dysregulation has been implicated in several pathologies. miR21 in particular has been implicated in tumorigenesis and anticancer drug resistance, making it a critical target for drug design. miR21 biogenesis involves precise biochemical pathways, including the cleavage of its precursor, pre-miR21, by the enzyme Dicer. The present work investigates the conformational dynamics of pre-miR21, focusing on the role of adenine29 in switching between Dicer-binding-prone and inactive states. We also investigated the effect of L50, a cyclic peptide binder of pre-miR21 and a weak inhibitor of its processing. Using time series data and our novel collective variable-based enhanced sampling technique, OneOPES, we simulated these conformational changes and assessed the effect of L50 on the conformational plasticity of pre-miR21. Our results provide insight into peptide-induced conformational changes and pave the way for the development of a computational platform for the screening of inhibitors of pre-miR21 processing that considers RNA flexibility, a stepping stone for effective structure-based drug design, with potentially broad applications in drug discovery.
Collapse
Affiliation(s)
- Simone Aureli
- School
of Pharmaceutical Sciences, University of
Geneva, Rue Michel Servet 1, 1206 Genève, Switzerland
- Institute
of Pharmaceutical Sciences of Western Switzerland (ISPSO), University of Geneva, 1206 Genève, Switzerland
- Swiss
Institute of Bioinformatics, University
of Geneva, 1206 Genève, Switzerland
| | - Francesco Bellina
- D3
PharmaChemistry, Italian Institute of Technology, Via Morego 30, 16163 Genova, Italy
- Department
of Chemistry and Industrial Chemistry, University
of Genova, Via Dodecaneso
31, 16146 Genoa, Italy
| | - Valerio Rizzi
- School
of Pharmaceutical Sciences, University of
Geneva, Rue Michel Servet 1, 1206 Genève, Switzerland
- Institute
of Pharmaceutical Sciences of Western Switzerland (ISPSO), University of Geneva, 1206 Genève, Switzerland
- Swiss
Institute of Bioinformatics, University
of Geneva, 1206 Genève, Switzerland
| | - Francesco Luigi Gervasio
- School
of Pharmaceutical Sciences, University of
Geneva, Rue Michel Servet 1, 1206 Genève, Switzerland
- Institute
of Pharmaceutical Sciences of Western Switzerland (ISPSO), University of Geneva, 1206 Genève, Switzerland
- Swiss
Institute of Bioinformatics, University
of Geneva, 1206 Genève, Switzerland
- Department
of Chemistry, University College London, WC1E 6BT London, U.K.
| |
Collapse
|
2
|
Ma S, Howden SA, Keane SC. Use of steric blocking antisense oligonucleotides for the targeted inhibition of junction containing precursor microRNAs. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.08.588531. [PMID: 38645194 PMCID: PMC11030329 DOI: 10.1101/2024.04.08.588531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/23/2024]
Abstract
Antisense oligonucleotides (ASOs) are widely used as therapeutics for neurodegenerative diseases, cancers, and virus infections. One class of ASOs functions to enhance protein expression by sequestering the mature microRNA (miRNA) in a double-stranded structure within the RNA-induced silencing complex (RISC). An alternative approach for the targeted control of gene expression is to use ASOs that bind to the pre-elements of miRNAs (pre-miRNAs) and modulate their enzymatic processing. Here, we demonstrate that ASOs can be used to disrupt a specific structural feature, "junction," within pre-miR-31 that is important in directing efficient processing by the Dicer/TRBP complex. Furthermore, we extend and validate this strategy to pre-miR-144, which has a similar junction-dependent structure-function relationship. We found that a significant number of human pre-miRNAs are predicted to contain junctions, and validated our ASO approach on several members of this group. Importantly, we also verified the application of junction-targeting ASOs for the specific inhibition of pre-miRNA processing in cell. Our study reemphasizes the important roles of RNA structure in regulating Dicer/TRBP processing of pre-miRNAs and provides the framework to develop structure-informed ASOs that serve to inhibit miRNA production.
Collapse
Affiliation(s)
- Sicong Ma
- Program in Biophysics, University of Michigan, Ann Arbor, MI 48109, USA
| | | | - Sarah C. Keane
- Program in Biophysics, University of Michigan, Ann Arbor, MI 48109, USA
- Department of Chemistry, University of Michigan, Ann Arbor, MI 48109, USA
| |
Collapse
|
3
|
Ma S, Kotar A, Hall I, Grote S, Rouskin S, Keane SC. Structure of pre-miR-31 reveals an active role in Dicer-TRBP complex processing. Proc Natl Acad Sci U S A 2023; 120:e2300527120. [PMID: 37725636 PMCID: PMC10523476 DOI: 10.1073/pnas.2300527120] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Accepted: 08/01/2023] [Indexed: 09/21/2023] Open
Abstract
As an essential posttranscriptional regulator of gene expression, microRNA (miRNA) levels must be strictly maintained. The biogenesis of many miRNAs is mediated by trans-acting protein partners through a variety of mechanisms, including remodeling of the RNA structure. miR-31 functions as an oncogene in numerous cancers, and interestingly, its biogenesis is not known to be regulated by protein-binding partners. Therefore, the intrinsic structural properties of the precursor element of miR-31 (pre-miR-31) can provide a mechanism by which its biogenesis is regulated. We determined the solution structure of pre-miR-31 to investigate the role of distinct structural elements in regulating processing by the Dicer-TRBP complex. We found that the presence or absence of mismatches within the helical stem does not strongly influence Dicer-TRBP processing of the pre-miRNAs. However, both the apical loop size and structure at the Dicing site are key elements for discrimination by the Dicer-TRBP complex. Interestingly, our NMR-derived structure reveals the presence of a triplet of base pairs that link the Dicer cleavage site and the apical loop. Mutational analysis in this region suggests that the stability of the junction region strongly influences processing by the Dicer-TRBP complex. Our results enrich our understanding of the active role that RNA structure plays in regulating miRNA biogenesis, which has direct implications for the control of gene expression.
Collapse
Affiliation(s)
- Sicong Ma
- Biophysics Program, University of Michigan, Ann Arbor, MI48109
| | - Anita Kotar
- Biophysics Program, University of Michigan, Ann Arbor, MI48109
| | - Ian Hall
- Department of Chemistry, University of Michigan, Ann Arbor, MI48109
| | - Scott Grote
- Department of Microbiology, Harvard Medical School,Boston, MA02115
| | - Silvi Rouskin
- Department of Microbiology, Harvard Medical School,Boston, MA02115
| | - Sarah C. Keane
- Biophysics Program, University of Michigan, Ann Arbor, MI48109
- Department of Chemistry, University of Michigan, Ann Arbor, MI48109
| |
Collapse
|
4
|
Shortridge MD, Chaubey B, Zhang HJ, Pavelitz T, Vidadala V, Tang C, Olsen GL, Calin GA, Varani G. Drug-Like Small Molecules That Inhibit Expression of the Oncogenic MicroRNA-21. ACS Chem Biol 2023; 18:237-250. [PMID: 36727622 PMCID: PMC10593481 DOI: 10.1021/acschembio.2c00502] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
We report the discovery of drug-like small molecules that bind specifically to the precursor of the oncogenic and pro-inflammatory microRNA-21 with mid-nanomolar affinity. The small molecules target a local structure at the Dicer cleavage site and induce distinctive structural changes in the RNA, which correlate with specific inhibition of miRNA processing. Structurally conservative single nucleotide substitutions eliminate the conformational change induced by the small molecules, which is also not observed in other miRNA precursors. The most potent of these compounds reduces cellular proliferation and miR-21 levels in cancer cell lines without inhibiting kinases or classical receptors, while closely related compounds without this specific binding activity are inactive in cells. These molecules are highly ligand-efficient (MW < 330) and display specific biochemical and cellular activity by suppressing the maturation of miR-21, thereby providing an avenue toward therapeutic development in multiple diseases where miR-21 is abnormally expressed.
Collapse
Affiliation(s)
- Matthew D Shortridge
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Bhawna Chaubey
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Huanyu J Zhang
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, Texas 77030, United States
| | - Thomas Pavelitz
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Venkata Vidadala
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Changyan Tang
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - Gregory L Olsen
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| | - George A Calin
- Department of Translational Molecular Pathology, University of Texas MD Anderson Cancer Center, Houston, Texas 77030, United States
| | - Gabriele Varani
- Department of Chemistry, University of Washington, Seattle, Washington 98195, United States
| |
Collapse
|
5
|
Ma S, Kotar A, Grote S, Rouskin S, Keane SC. Structure of pre-miR-31 reveals an active role in Dicer processing. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.03.519659. [PMID: 36711709 PMCID: PMC9881868 DOI: 10.1101/2023.01.03.519659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
As an essential post-transcriptional regulator of gene expression, microRNA (miR) levels must be strictly maintained. The biogenesis of many, but not all, miRs is mediated by trans-acting protein partners through a variety of mechanisms, including remodeling of the RNA structure. miR-31 functions as an oncogene in numerous cancers and interestingly, its biogenesis is not known to be regulated by protein binding partners. Therefore, the intrinsic structural properties of pre-miR-31 can provide a mechanism by which its biogenesis is regulated. We determined the solution structure of the precursor element of miR-31 (pre-miR-31) to investigate the role of distinct structural elements in regulating Dicer processing. We found that the presence or absence of mismatches within the helical stem do not strongly influence Dicer processing of the pre-miR. However, both the apical loop size and structure at the Dicing site are key elements for discrimination by Dicer. Interestingly, our NMR-derived structure reveals the presence of a triplet of base pairs that link the Dicer cleavage site and the apical loop. Mutational analysis in this region suggests that the stability of the junction region strongly influence both Dicer binding and processing. Our results enrich our understanding of the active role that RNA structure plays in regulating Dicer processing which has direct implications for control of gene expression.
Collapse
Affiliation(s)
- Sicong Ma
- Biophysics Program, University of Michigan, 930 N. University Avenue, Ann Arbor, MI 48109, USA
| | - Anita Kotar
- Biophysics Program, University of Michigan, 930 N. University Avenue, Ann Arbor, MI 48109, USA
| | - Scott Grote
- Department of Microbiology, Harvard Medical School, Boston, MA 02115, USA
| | - Silvi Rouskin
- Department of Microbiology, Harvard Medical School, Boston, MA 02115, USA
| | - Sarah C. Keane
- Biophysics Program, University of Michigan, 930 N. University Avenue, Ann Arbor, MI 48109, USA
- Department of Chemistry, University of Michigan, 930 N. University Avenue, Ann Arbor, MI 48109, USA
| |
Collapse
|