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1.
iScience ; 27(5): 109603, 2024 May 17.
Article in English | MEDLINE | ID: mdl-38638569

ABSTRACT

RNA molecules often play critical roles in assisting the formation of membraneless organelles in eukaryotic cells. Yet, little is known about the organization of RNAs within membraneless organelles. Here, using super-resolution imaging and nuclear speckles as a model system, we demonstrate that different sequence domains of RNA transcripts exhibit differential spatial distributions within speckles. Specifically, we image transcripts containing a region enriched in binding motifs of serine/arginine-rich (SR) proteins and another region enriched in binding motifs of heterogeneous nuclear ribonucleoproteins (hnRNPs). We show that these transcripts localize to the outer shell of speckles, with the SR motif-rich region localizing closer to the speckle center relative to the hnRNP motif-rich region. Further, we identify that this intra-speckle RNA organization is driven by the strength of RNA-protein interactions inside and outside speckles. Our results hint at novel functional roles of nuclear speckles and likely other membraneless organelles in organizing RNA substrates for biochemical reactions.

2.
Proc Natl Acad Sci U S A ; 120(41): e2221165120, 2023 10 10.
Article in English | MEDLINE | ID: mdl-37796983

ABSTRACT

Machine learning methods, particularly neural networks trained on large datasets, are transforming how scientists approach scientific discovery and experimental design. However, current state-of-the-art neural networks are limited by their uninterpretability: Despite their excellent accuracy, they cannot describe how they arrived at their predictions. Here, using an "interpretable-by-design" approach, we present a neural network model that provides insights into RNA splicing, a fundamental process in the transfer of genomic information into functional biochemical products. Although we designed our model to emphasize interpretability, its predictive accuracy is on par with state-of-the-art models. To demonstrate the model's interpretability, we introduce a visualization that, for any given exon, allows us to trace and quantify the entire decision process from input sequence to output splicing prediction. Importantly, the model revealed uncharacterized components of the splicing logic, which we experimentally validated. This study highlights how interpretable machine learning can advance scientific discovery.


Subject(s)
Machine Learning , Neural Networks, Computer , Genomics , RNA Splicing/genetics , Logic
3.
Genome Biol ; 24(1): 30, 2023 02 20.
Article in English | MEDLINE | ID: mdl-36803582

ABSTRACT

BACKGROUND: The Ccr4-Not complex is mostly known as the major eukaryotic deadenylase. However, several studies have uncovered roles of the complex, in particular of the Not subunits, unrelated to deadenylation and relevant for translation. In particular, the existence of Not condensates that regulate translation elongation dynamics has been reported. Typical studies that evaluate translation efficiency rely on soluble extracts obtained after the disruption of cells and ribosome profiling. Yet cellular mRNAs in condensates can be actively translated and may not be present in such extracts. RESULTS: In this work, by analyzing soluble and insoluble mRNA decay intermediates in yeast, we determine that insoluble mRNAs are enriched for ribosomes dwelling at non-optimal codons compared to soluble mRNAs. mRNA decay is higher for soluble RNAs, but the proportion of co-translational degradation relative to the overall mRNA decay is higher for insoluble mRNAs. We show that depletion of Not1 and Not4 inversely impacts mRNA solubilities and, for soluble mRNAs, ribosome dwelling according to codon optimality. Depletion of Not4 solubilizes mRNAs with lower non-optimal codon content and higher expression that are rendered insoluble by Not1 depletion. By contrast, depletion of Not1 solubilizes mitochondrial mRNAs, which are rendered insoluble upon Not4 depletion. CONCLUSIONS: Our results reveal that mRNA solubility defines the dynamics of co-translation events and is oppositely regulated by Not1 and Not4, a mechanism that we additionally determine may already be set by Not1 promoter association in the nucleus.


Subject(s)
Ribosomes , Saccharomyces cerevisiae Proteins , Saccharomyces cerevisiae , Codon/metabolism , Protein Biosynthesis , Ribosomes/metabolism , RNA Stability , RNA, Messenger/genetics , RNA, Messenger/metabolism , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Solubility , Saccharomyces cerevisiae Proteins/genetics , Saccharomyces cerevisiae Proteins/metabolism
4.
Nucleic Acids Res ; 49(2): 636-645, 2021 01 25.
Article in English | MEDLINE | ID: mdl-33337476

ABSTRACT

Phase-separated membraneless bodies play important roles in nucleic acid biology. While current models for the roles of phase separation largely focus on the compartmentalization of constituent proteins, we reason that other properties of phase separation may play functional roles. Specifically, we propose that interfaces of phase-separated membraneless bodies could have functional roles in spatially organizing biochemical reactions. Here we propose such a model for the nuclear speckle, a membraneless body implicated in RNA splicing. In our model, sequence-dependent RNA positioning along the nuclear speckle interface coordinates RNA splicing. Our model asserts that exons are preferentially sequestered into nuclear speckles through binding by SR proteins, while introns are excluded through binding by nucleoplasmic hnRNP proteins. As a result, splice sites at exon-intron boundaries are preferentially positioned at nuclear speckle interfaces. This positioning exposes splice sites to interface-localized spliceosomes, enabling the subsequent splicing reaction. Our model provides a simple mechanism that seamlessly explains much of the complex logic of splicing. This logic includes experimental results such as the antagonistic duality between splicing factors, the position dependence of splicing sequence motifs, and the collective contribution of many motifs to splicing decisions. Similar functional roles for phase-separated interfaces may exist for other membraneless bodies.


Subject(s)
Cell Nucleus/ultrastructure , Heterogeneous-Nuclear Ribonucleoproteins/metabolism , Models, Genetic , RNA Splicing , Base Sequence , Cell Nucleus/metabolism , Exons , Humans , Nucleotide Motifs , Protein Binding , RNA Precursors/metabolism , RNA Splicing Factors/metabolism , Spliceosomes/metabolism
5.
RNA Biol ; 16(10): 1386-1400, 2019 10.
Article in English | MEDLINE | ID: mdl-31195914

ABSTRACT

Metamorphosis is an intricate developmental process in which large-scale remodelling of mRNA and microRNA (miRNA) profiles leads to orchestrated tissue remodelling and organogenesis. Whether, which, and how, ribonucleases (RNases) are involved in the RNA profile remodelling during metamorphosis remain unknown. Human Regnase-1 (also known as MCPIP1 and Zc3h12a) RNase remodels RNA profile by cleaving specific RNAs and is a crucial modulator of immune-inflammatory and cellular defence. Here, we studied Drosophila CG10889, which we named Drosophila Regnase-1, an ortholog of human Regnase-1. The larva-to-adult metamorphosis in Drosophila includes two major transitions, larva-to-pupa and pupa-to-adult. regnase-1 knockout flies developed until the pupa stage but could not complete pupa-to-adult transition, dying in puparium case. Regnase-1 RNase activity is required for completion of pupa-to-adult transition as transgenic expression of wild-type Drosophila Regnase-1, but not the RNase catalytic-dead mutants, rescued the pupa-to-adult transition in regnase-1 knockout. High-throughput RNA sequencing revealed that regnase-1 knockout flies fail to remodel mRNA and miRNA profiles during the larva-to-pupa transition. Thus, we uncovered the roles of Drosophila Regnase-1 in the larva-to-adult metamorphosis and large-scale remodelling of mRNA and miRNA profiles during this metamorphosis process.


Subject(s)
Drosophila/physiology , Metamorphosis, Biological/genetics , MicroRNAs/genetics , RNA, Messenger/genetics , Ribonucleases/metabolism , Amino Acid Sequence , Animals , Animals, Genetically Modified , Base Sequence , Catalysis , Gene Expression , Hydrolysis , Larva , Mutation , Ribonucleases/genetics
6.
PLoS One ; 14(5): e0217603, 2019.
Article in English | MEDLINE | ID: mdl-31145769

ABSTRACT

RNA methyltransferases post-transcriptionally add methyl groups to RNAs, which can regulate their fates and functions. Human BCDIN3D (Bicoid interacting 3 domain containing RNA methyltransferase) has been reported to specifically methylate the 5'-monophosphates of pre-miR-145 and cytoplasmic tRNAHis. Methylation of the 5'-monophosphate of pre-miR-145 blocks its cleavage by the miRNA generating enzyme Dicer, preventing generation of miR-145. Elevated expression of BCDIN3D has been associated with poor prognosis in breast cancer. However, the biological functions of BCDIN3D and its orthologs remain unknown. Here we studied the biological and molecular functions of CG1239, a Drosophila ortholog of BCDIN3D. We found that ovary-specific knockdown of Drosophila BCDIN3D causes female sterility. High-throughput sequencing revealed that miRNA and mRNA profiles are dysregulated in BCDIN3D knockdown ovaries. Pathway analysis showed that many of the dysregulated genes are involved in metabolic processes, ribonucleoprotein complex regulation, and translational control. Our results reveal BCDIN3D's biological role in female fertility and its molecular role in defining miRNA and mRNA profiles in ovaries.


Subject(s)
Drosophila Proteins/genetics , Drosophila melanogaster/genetics , Fertility/genetics , Methyltransferases/genetics , Ovary/growth & development , Protein O-Methyltransferase/genetics , Animals , DNA-Binding Proteins/genetics , Drosophila melanogaster/growth & development , Female , Gene Expression Regulation, Developmental/genetics , Metabolism/genetics , Methylation , MicroRNAs/genetics , Ovary/metabolism , RNA, Messenger/genetics , Ribonuclease III/genetics
7.
RNA ; 25(7): 825-839, 2019 07.
Article in English | MEDLINE | ID: mdl-30979781

ABSTRACT

Drosophila Belle (human ortholog DDX3) is a conserved DEAD-box RNA helicase implicated in regulating gene expression. However, the molecular mechanisms by which Belle/DDX3 regulates gene expression are poorly understood. Here we performed systematic mutational analysis to determine the contributions of conserved motifs within Belle to its in vivo function. We found that Belle RNA-binding and RNA-unwinding activities and intrinsically disordered regions (IDRs) are required for Belle in vivo function. Expression of Belle ATPase mutants that cannot bind, hydrolyze, or release ATP resulted in dominant toxic phenotypes. Mechanistically, we discovered that Belle up-regulates reporter protein level when tethered to reporter mRNA, without corresponding changes at the mRNA level, indicating that Belle promotes translation of mRNA that it binds. Belle ATPase activity and amino-terminal IDR were required for this translational promotion activity. We also found that ectopic ovary expression of dominant Belle ATPase mutants decreases levels of cyclin proteins, including Cyclin B, without corresponding changes in their mRNA levels. Finally, we found that Belle binds endogenous cyclin B mRNA. We propose that Belle promotes translation of specific target mRNAs, including cyclin B mRNA, in an ATPase activity-dependent manner.


Subject(s)
Adenosine Triphosphatases/metabolism , DEAD-box RNA Helicases/metabolism , Drosophila Proteins/metabolism , Drosophila melanogaster/metabolism , Intrinsically Disordered Proteins/metabolism , RNA Helicases/metabolism , RNA Processing, Post-Transcriptional , RNA, Messenger/metabolism , Adenosine Triphosphatases/genetics , Animals , Cyclin B/genetics , Cyclin B/metabolism , DEAD-box RNA Helicases/genetics , Drosophila Proteins/genetics , Drosophila melanogaster/genetics , Eye/growth & development , Eye/metabolism , Female , Infertility, Female , Infertility, Male , Intrinsically Disordered Proteins/genetics , Male , Phenotype , RNA Helicases/genetics , RNA, Messenger/genetics
8.
Nat Commun ; 10(1): 1074, 2019 03 01.
Article in English | MEDLINE | ID: mdl-30824694

ABSTRACT

The originally published version of this Article contained an error in Figure 1a, in which the length of the protein fragment produced by the MARF1 null allele was incorrectly labelled as '34aa' rather than the corrected '103aa'.Also, the second sentence of the third paragraph of the Results originally read 'The MARF1null allele has a 241-nt-long deletion introduced at proximal to the N-terminal end of the protein, which produced a premature stop codon, resulting in production of the N-terminal 34 aa fragment of MARF1 (Fig. 1a).' In the corrected version, '34aa' is replaced by '103aa'.These errors have now been corrected in both the PDF and the HTML versions of the Article.

10.
Nat Commun ; 9(1): 4031, 2018 10 02.
Article in English | MEDLINE | ID: mdl-30279526

ABSTRACT

Post-transcriptional regulation of gene expression plays an essential role during oocyte maturation. Here we report that Drosophila MARF1 (Meiosis Regulator And mRNA Stability Factor 1), which consists of one RNA-recognition motif and six tandem LOTUS domains with unknown molecular function, is essential for oocyte maturation. When tethered to a reporter mRNA, MARF1 post-transcriptionally silences reporter expression by shortening reporter mRNA poly-A tail length and thereby reducing reporter protein level. This activity is mediated by the MARF1 LOTUS domain, which binds the CCR4-NOT deadenylase complex. MARF1 binds cyclin A mRNA and shortens its poly-A tail to reduce Cyclin A protein level during oocyte maturation. This study identifies MARF1 as a regulator in oocyte maturation and defines the conserved LOTUS domain as a post-transcriptional effector domain that recruits CCR4-NOT deadenylase complex to shorten target mRNA poly-A tails and suppress their translation.


Subject(s)
Cyclin A/metabolism , Drosophila Proteins/metabolism , Membrane Proteins/metabolism , Oocytes/metabolism , RNA 3' End Processing , Ribonucleases/metabolism , Animals , Animals, Genetically Modified , Drosophila , Drosophila Proteins/genetics , Female , Fertility , Male , Meiosis , Membrane Proteins/genetics , Protein Transport
11.
Heliyon ; 4(7): e00706, 2018 Jul.
Article in English | MEDLINE | ID: mdl-30094376

ABSTRACT

Drosophila Blanks is a testes-specific RNA-binding protein required for post-meiotic spermiogenesis. However, Blanks's role in regulating RNA populations in the testes remains unknown. We performed small RNA and mRNA high-throughput sequencing in blanks mutant testes and controls. We identified two miRNAs, one siRNA, and hundreds of mRNAs that are significantly upregulated or downregulated in blanks mutant testes. Pathway analysis revealed that differentially expressed mRNAs are involved in catabolic and metabolic processes, anion and cation transport, mating, and reproductive behavior. Our results reveal that Blanks plays important roles in defining testicular small RNA and mRNA profiles.

12.
Methods Mol Biol ; 1680: 101-121, 2018.
Article in English | MEDLINE | ID: mdl-29030844

ABSTRACT

Dicer enzymes produce small silencing RNAs such as microRNAs (miRNAs) and small interfering RNAs (siRNAs), which then are loaded into Argonaute proteins and act as sequence-specific guides. A powerful tool to understand the molecular mechanism of small silencing RNA production by Dicers is an in vitro RNA processing assay using recombinant Dicer proteins. Such biochemical analyses have elucidated the substrate specificities and kinetics of Dicers, the mechanism by which the length of small RNAs produced by Dicers is determined, and the effects of Dicer-partner proteins and endogenous small molecules such as ATP and inorganic phosphate on small RNA production by Dicers, among others. Here, we describe methods for in vitro small RNA production assay using recombinant human and Drosophila Dicer proteins.


Subject(s)
Drosophila/genetics , Drosophila/metabolism , RNA Interference , RNA, Small Interfering/genetics , Ribonuclease III/metabolism , Animals , Humans , In Vitro Techniques , Isotope Labeling , Kinetics , RNA, Small Interfering/metabolism , Recombinant Proteins
13.
PLoS One ; 11(5): e0156065, 2016.
Article in English | MEDLINE | ID: mdl-27196440

ABSTRACT

MicroRNAs (miRNAs) are recognized as important regulators of cardiac development, hypertrophy and fibrosis. Recent studies have demonstrated that genetic variations which cause alterations in miRNA:target interactions can lead to disease. We hypothesized that genetic variations in miRNAs that regulate cardiac hypertrophy/fibrosis might be involved in generation of the cardiac phenotype in patients diagnosed with hypertrophic cardiomyopathy (HCM). To investigate this question, we Sanger sequenced 18 miRNA genes previously implicated in myocyte hypertrophy/fibrosis and apoptosis, using genomic DNA isolated from the leukocytes of 199 HCM patients. We identified a single nucleotide polymorphism (rs6971711, C57T SNP) at the 17th position of mature miR-590-3p (= 57th position of pre-miR-590) that is common in individuals of African ancestry. SNP frequency was higher in African American HCM patients (n = 55) than ethnically-matched controls (n = 100), but the difference was not statistically significant (8.2% vs. 6.5%; p = 0.5). Using a cell culture system, we discovered that presence of this SNP resulted in markedly lower levels of mature miR-590-5p (39 ± 16%, p<0.003) and miR-590-3p (20 ± 2%, p<0.003), when compared with wild-type (WT) miR-590, without affecting levels of pri-miR-590 and pre-miR-590. Consistent with this finding, the SNP resulted in reduced target suppression when compared to WT miR-590 (71% suppression by WT vs 60% suppression by SNP, p<0.03). Since miR-590 can regulate TGF-ß, Activin A and Akt signaling, SNP-induced reduction in miR-590 biogenesis could influence cardiac phenotype by de-repression of these signaling pathways. Since the SNP is only present in African Americans, population studies in this patient population would be valuable to investigate effects of this SNP on myocyte function and cardiac physiology.


Subject(s)
Black or African American/genetics , Cardiomyopathy, Hypertrophic/genetics , MicroRNAs/genetics , Polymorphism, Single Nucleotide , Cardiomyopathy, Hypertrophic/ethnology , Cardiomyopathy, Hypertrophic/pathology , Case-Control Studies , HEK293 Cells , Humans , Myocytes, Cardiac/metabolism , Myocytes, Cardiac/pathology
14.
Genes Dev ; 27(4): 390-9, 2013 Feb 15.
Article in English | MEDLINE | ID: mdl-23392610

ABSTRACT

In the metazoan germline, piwi proteins and associated piwi-interacting RNAs (piRNAs) provide a defense system against the expression of transposable elements. In the cytoplasm, piRNA sequences guide piwi complexes to destroy complementary transposon transcripts by endonucleolytic cleavage. However, some piwi family members are nuclear, raising the possibility of alternative pathways for piRNA-mediated regulation of gene expression. We found that Drosophila Piwi is recruited to chromatin, colocalizing with RNA polymerase II (Pol II) on polytene chromosomes. Knockdown of Piwi in the germline increases expression of transposable elements that are targeted by piRNAs, whereas protein-coding genes remain largely unaffected. Derepression of transposons upon Piwi depletion correlates with increased occupancy of Pol II on their promoters. Expression of piRNAs that target a reporter construct results in a decrease in Pol II occupancy and an increase in repressive H3K9me3 marks and heterochromatin protein 1 (HP1) on the reporter locus. Our results indicate that Piwi identifies targets complementary to the associated piRNA and induces transcriptional repression by establishing a repressive chromatin state when correct targets are found.


Subject(s)
Argonaute Proteins/metabolism , Chromatin/metabolism , Drosophila Proteins/metabolism , Drosophila melanogaster/genetics , Drosophila melanogaster/metabolism , Gene Silencing , RNA, Small Interfering/metabolism , Animals , Cell Nucleus/genetics , Cell Nucleus/metabolism , Female , Polytene Chromosomes/metabolism , RNA, Small Interfering/genetics
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