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Purkayastha A, Roy A, Bharadaj S, Bharadaj SK, Chakraborty S. Turning off a few overexpressed genes in prostate cancer with microRNAs using a 7mer-seed match model. J Cancer Res Clin Oncol 2023; 149:10335-10364. [PMID: 37273107 DOI: 10.1007/s00432-023-04910-z] [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: 04/28/2023] [Accepted: 05/20/2023] [Indexed: 06/06/2023]
Abstract
PURPOSE This research aims to identify the miRNAs that could target the genes overexpressed in prostate cancer so that miRNA-based therapeutics could be developed. METHODS A 7mer-m8 model of microRNA targeting was utilized in order to analyse the relationship between microRNAs and overexpressed genes. The efficiency of miRNA binding was investigated using various parameters namely free energy (AMFE), GC and GC3 content, translation efficiency, cosine similarity metric, mRNA stability, free energy of RNA duplex, and base compositional difference. BLAST2GO software was used to elucidate the functional roles of the genes overexpressed in prostate cancer. RESULTS The current research reveals that the coding sequences of the genes were found targeted with multiple miRNAs. For instance, the HPN gene was targeted by the microRNA miR-4279 at two distinct sites i.e. 263-278 and 746-761 in the coding sequence. In the present study, it was observed that the target region of the genes exhibited a comparatively high GC and GC3 contents in comparison to the flanking regions. A low translational rate and weak relationship between RSCU and tRNA were obtained which may be due to the absence of optimal codons. CONCLUSION In this study, we have uncovered the human miRNAs that have potential for binding to the coding sequences of 14 most overexpressed genes in prostate cancer and thereby could silence those genes.
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Affiliation(s)
- Arpita Purkayastha
- Department of Biotechnology, Assam University, Silchar, Assam, 788011, India
| | - Aparajita Roy
- Department of Biotechnology, Assam University, Silchar, Assam, 788011, India
| | - Stella Bharadaj
- Silchar Medical College and Hospital, Silchar, Assam, 788014, India
| | | | - Supriyo Chakraborty
- Department of Biotechnology, Assam University, Silchar, Assam, 788011, India.
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2
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Sophiarani Y, Chakraborty S. Synonymous sites for accessibility around microRNA binding sites in bacterial spot and speck disease resistance genes of tomato. Funct Integr Genomics 2023; 23:247. [PMID: 37468805 DOI: 10.1007/s10142-023-01178-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Revised: 05/15/2023] [Accepted: 07/13/2023] [Indexed: 07/21/2023]
Abstract
The major causes of mass tomato infections in both covered and open ground are agents of bacterial spot and bacterial speck diseases. MicroRNAs (miRNAs) are 16-21 nucleotides in length, non-coding RNAs that inhibit translation and trigger mRNA degradation. MiRNAs play a significant part in plant resistance to abiotic and biotic stresses by mediating gene regulation via post-transcriptional RNA silencing. In this study, we analyzed a collection of bacterial resistance genes of tomato and their binding sites for tomato miRNAs and Pseudomonas syringe pv. tomato miRNAs. Our study found that two genes, bacterial spot disease resistance gene (Bs4) and bacterial speck disease resistance gene (Prf), have a 7mer-m8 perfect seed match with miRNAs. Bs4 was targeted by one tomato miRNA (sly-miR9470-3p) and three Pseudomonas syringe pv. tomato miRNAs (PSTJ4_3p_27246, PSTJ4_3p_27246, and PSTJ4_3p_27246). Again, Prf gene was found to be targeted by two tomato miRNAs namely, sly-miR9469-5p and sly-miR9474-3p. The accessibility of the miRNA-target site and its flanking regions and the relationship between relative synonymous codon usage and tRNAs were compared. Strong access to miRNA targeting regions and decreased rate of translations suggested that miRNAs might be efficient in binding to their particular targets. We also found the existence of rare codons, which suggests that it could enhance miRNA targeting even more. The codon usage pattern analysis of the two genes revealed that both were AT-rich (Bs4 = 63.2%; Prf = 60.8%). We found a low codon usage bias in both genes, suggesting that selective restriction might regulate them. The silencing property of miRNAs would allow researchers to discover the involvement of plant miRNAs in pathogen invasion. However, the efficient validation of direct targets of miRNAs is an urgent need that might be highly beneficial in enhancing plant resistance to multiple pathogenic diseases.
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Affiliation(s)
- Yengkhom Sophiarani
- Department of Biotechnology, Assam University, Silchar, Assam, 788011, India
| | - Supriyo Chakraborty
- Department of Biotechnology, Assam University, Silchar, Assam, 788011, India.
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3
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Fernandes Santos CA, Rodrigues da Costa S, Silva Boiteux L, Grattapaglia D, Silva-Junior OB. Genetic associations with resistance to Meloidogyne enterolobii in guava (Psidium sp.) using cross-genera SNPs and comparative genomics to Eucalyptus highlight evolutionary conservation across the Myrtaceae. PLoS One 2022; 17:e0273959. [PMID: 36322533 PMCID: PMC9629644 DOI: 10.1371/journal.pone.0273959] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 10/14/2022] [Indexed: 11/07/2022] Open
Abstract
Tropical fruit tree species constitute a yet untapped supply of outstanding diversity of taste and nutritional value, barely developed from the genetics standpoint, with scarce or no genomic resources to tackle the challenges arising in modern breeding practice. We generated a de novo genome assembly of the Psidium guajava, the super fruit “apple of the tropics”, and successfully transferred 14,268 SNP probesets from Eucalyptus to Psidium at the nucleotide level, to detect genomic loci linked to resistance to the root knot nematode (RKN) Meloidogyne enterolobii derived from the wild relative P. guineense. Significantly associated loci with resistance across alternative analytical frameworks, were detected at two SNPs on chromosome 3 in a pseudo-assembly of Psidium guajava genome built using a syntenic path approach with the Eucalyptus grandis genome to determine the order and orientation of the contigs. The P. guineense-derived resistance response to RKN and disease onset is conceivably triggered by mineral nutrients and phytohormone homeostasis or signaling with the involvement of the miRNA pathway. Hotspots of mapped resistance quantitative trait loci and functional annotation in the same genomic region of Eucalyptus provide further indirect support to our results, highlighting the evolutionary conservation of genomes across genera of Myrtaceae in the adaptation to pathogens. Marker assisted introgression of the resistance loci mapped should accelerate the development of improved guava cultivars and hybrid rootstocks.
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Affiliation(s)
| | - Soniane Rodrigues da Costa
- Graduate program in Genetic Resources, Universidade Estadual de Feira de Santana, Feira de Santana, Bahia, Brazil
| | | | - Dario Grattapaglia
- Embrapa Genetic Resources and Biotechnology (CENARGEN), Brasília, Distrito Federal, Brazil
- * E-mail:
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4
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Belinky F, Bykova A, Yurchenko V, Rogozin IB. No evidence for widespread positive selection on double substitutions within codons in primates and yeasts. Front Genet 2022; 13:991249. [PMID: 36159983 PMCID: PMC9500374 DOI: 10.3389/fgene.2022.991249] [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: 07/11/2022] [Accepted: 08/29/2022] [Indexed: 11/13/2022] Open
Abstract
Nucleotide substitutions in protein-coding genes can be divided into synonymous (S) and non-synonymous (N) ones that alter amino acids (including nonsense mutations causing stop codons). The S substitutions are expected to have little effect on function. The N substitutions almost always are affected by strong purifying selection that eliminates them from evolving populations. However, additional mutations of nearby bases can modulate the deleterious effect of single N substitutions and, thus, could be subjected to the positive selection. This effect has been demonstrated for mutations in the serine codons, stop codons and double N substitutions in prokaryotes. In all abovementioned cases, a novel technique was applied that allows elucidating the effects of selection on double substitutions considering mutational biases. Here, we applied the same technique to study double N substitutions in eukaryotic lineages of primates and yeast. We identified markedly fewer cases of purifying selection relative to prokaryotes and no evidence of codon double substitutions under positive selection. This is consistent with previous studies of serine codons in primates and yeast. In general, the obtained results strongly suggest that there are major differences between studied pro- and eukaryotes; double substitutions in primates and yeasts largely reflect mutational biases and are not hallmarks of selection. This is especially important in the context of detection of positive selection in codons because it has been suggested that multiple mutations in codons cause false inferences of lineage-specific site positive selection. It is likely that this concern is applicable to previously studied prokaryotes but not to primates and yeasts where markedly fewer double substitutions are affected by positive selection.
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Affiliation(s)
- Frida Belinky
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, United States
| | - Anastassia Bykova
- Life Science Research Centre, Faculty of Science, University of Ostrava, Ostrava, Czech Republic
| | - Vyacheslav Yurchenko
- Life Science Research Centre, Faculty of Science, University of Ostrava, Ostrava, Czech Republic
- *Correspondence: Vyacheslav Yurchenko, ; Igor B. Rogozin,
| | - Igor B. Rogozin
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, United States
- *Correspondence: Vyacheslav Yurchenko, ; Igor B. Rogozin,
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5
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Chakraborty S, Nath D. A Study on microRNAs Targeting the Genes Overexpressed in Lung Cancer and their Codon Usage Patterns. Mol Biotechnol 2022; 64:1095-1119. [DOI: 10.1007/s12033-022-00491-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2021] [Accepted: 04/04/2022] [Indexed: 10/18/2022]
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6
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Horvath R, Menon M, Stitzer M, Ross-Ibarra J. OUP accepted manuscript. Genome Biol Evol 2022; 14:6519160. [PMID: 35104327 PMCID: PMC8872973 DOI: 10.1093/gbe/evac016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/22/2022] [Indexed: 11/23/2022] Open
Abstract
Recognition of the important role of transposable elements (TEs) in eukaryotic genomes quickly led to a burgeoning literature modeling and estimating the effects of selection on TEs. Much of the empirical work on selection has focused on analyzing the site frequency spectrum (SFS) of TEs. But TE evolution differs from standard models in a number of ways that can impact the power and interpretation of the SFS. For example, rather than mutating under a clock-like model, transposition often occurs in bursts which can inflate particular frequency categories compared with expectations under a standard neutral model. If a TE burst has been recent, the excess of low-frequency polymorphisms can mimic the effect of purifying selection. Here, we investigate how transposition bursts affect the frequency distribution of TEs and the correlation between age and allele frequency. Using information on the TE age distribution, we propose an age-adjusted SFS to compare TEs and neutral polymorphisms to more effectively evaluate whether TEs are under selective constraints. We show that our approach can minimize instances of false inference of selective constraint, remains robust to simple demographic changes, and allows for a correct identification of even weak selection affecting TEs which experienced a transposition burst. The results presented here will help researchers working on TEs to more reliably identify the effects of selection on TEs without having to rely on the assumption of a constant transposition rate.
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Affiliation(s)
- Robert Horvath
- Department of Evolution and Ecology, University of California, Davis, USA
- Corresponding authors: E-mails: ;
| | - Mitra Menon
- Department of Evolution and Ecology, University of California, Davis, USA
- Center for Population Biology, University of California, Davis, USA
| | - Michelle Stitzer
- Institute for Genomic Diversity and Department of Molecular Biology and Genetics, Cornell University, USA
| | - Jeffrey Ross-Ibarra
- Department of Evolution and Ecology, University of California, Davis, USA
- Center for Population Biology, University of California, Davis, USA
- Genome Center, University of California, Davis, USA
- Corresponding authors: E-mails: ;
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7
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Horvath R, Josephs EB, Pesquet E, Stinchcombe JR, Wright SI, Scofield D, Slotte T. Selection on Accessible Chromatin Regions in Capsella grandiflora. Mol Biol Evol 2021; 38:5563-5575. [PMID: 34498072 PMCID: PMC8662636 DOI: 10.1093/molbev/msab270] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Accurate estimates of genome-wide rates and fitness effects of new mutations are essential for an improved understanding of molecular evolutionary processes. Although eukaryotic genomes generally contain a large noncoding fraction, functional noncoding regions and fitness effects of mutations in such regions are still incompletely characterized. A promising approach to characterize functional noncoding regions relies on identifying accessible chromatin regions (ACRs) tightly associated with regulatory DNA. Here, we applied this approach to identify and estimate selection on ACRs in Capsella grandiflora, a crucifer species ideal for population genomic quantification of selection due to its favorable population demography. We describe a population-wide ACR distribution based on ATAC-seq data for leaf samples of 16 individuals from a natural population. We use population genomic methods to estimate fitness effects and proportions of positively selected fixations (α) in ACRs and find that intergenic ACRs harbor a considerable fraction of weakly deleterious new mutations, as well as a significantly higher proportion of strongly deleterious mutations than comparable inaccessible intergenic regions. ACRs are enriched for expression quantitative trait loci (eQTL) and depleted of transposable element insertions, as expected if intergenic ACRs are under selection because they harbor regulatory regions. By integrating empirical identification of intergenic ACRs with analyses of eQTL and population genomic analyses of selection, we demonstrate that intergenic regulatory regions are an important source of nearly neutral mutations. These results improve our understanding of selection on noncoding regions and the role of nearly neutral mutations for evolutionary processes in outcrossing Brassicaceae species.
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Affiliation(s)
- Robert Horvath
- Department of Ecology, Environment and Plant Sciences, Science for Life Laboratory, Stockholm University, Stockholm, Sweden
| | - Emily B Josephs
- Department of Plant Biology, Michigan State University, Lansing, MI, USA
| | - Edouard Pesquet
- Department of Ecology, Environment and Plant Sciences, Stockholm University, Stockholm, Sweden
| | - John R Stinchcombe
- Department of Ecology and Evolutionary Biology, University of Toronto, Toronto, ON, Canada
| | - Stephen I Wright
- Department of Ecology and Evolutionary Biology, University of Toronto, Toronto, ON, Canada
| | - Douglas Scofield
- Department of Ecology and Genetics, Uppsala University, Uppsala, Sweden
| | - Tanja Slotte
- Department of Ecology, Environment and Plant Sciences, Science for Life Laboratory, Stockholm University, Stockholm, Sweden
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8
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Bailey SF, Alonso Morales LA, Kassen R. Effects of synonymous mutations beyond codon bias: The evidence for adaptive synonymous substitutions from microbial evolution experiments. Genome Biol Evol 2021; 13:6300525. [PMID: 34132772 PMCID: PMC8410137 DOI: 10.1093/gbe/evab141] [Citation(s) in RCA: 40] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/10/2021] [Indexed: 12/22/2022] Open
Abstract
Synonymous mutations are often assumed to be neutral with respect to fitness because they do not alter the encoded amino acid and so cannot be 'seen' by natural selection. Yet a growing body of evidence suggests that synonymous mutations can have fitness effects that drive adaptive evolution through their impacts on gene expression and protein folding. Here, we review what microbial experiments have taught us about the contribution of synonymous mutations to adaptation. A survey of site-directed mutagenesis experiments reveals the distributions of fitness effects for nonsynonymous and synonymous mutations are more similar, especially for beneficial mutations, than expected if all synonymous mutations were neutral, suggesting they should drive adaptive evolution more often than is typically observed. A review of experimental evolution studies where synonymous mutations have contributed to adaptation shows they can impact fitness through a range of mechanisms including the creation of illicit RNA polymerase binding sites impacting transcription and changes to mRNA folding stability that modulate translation. We suggest that clonal interference in evolving microbial populations may be the reason synonymous mutations play a smaller role in adaptive evolution than expected based on their observed fitness effects. We finish by discussing the impacts of falsely assuming synonymous mutations are neutral and discuss directions for future work exploring the role of synonymous mutations in adaptive evolution.
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Affiliation(s)
- Susan F Bailey
- Department of Biology, Clarkson University, Potsdam, NY 13699, USA
| | | | - Rees Kassen
- Department of Biology, University of Ottawa, Ottawa, ON K1N 6N5, Canada
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9
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Silencing lung cancer genes using miRNAs identified by 7mer-seed matching. Comput Biol Chem 2021; 92:107483. [PMID: 33932780 DOI: 10.1016/j.compbiolchem.2021.107483] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2020] [Revised: 03/19/2021] [Accepted: 04/03/2021] [Indexed: 12/20/2022]
Abstract
Lung cancer (LC) is the main cause of cancer-associated deaths in both men and women globally with a very high mortality rate. The microRNAs (miRNAs) are a class of noncoding RNAs consisting of 18-25 nucleotides. They inhibit translation of protein through binding to complementary target mRNAs. The non-coding miRNAs are recognized as potent biomarkers for detection, development and treatment of malignancy. In this study, we screened a set of 12 genes over expressed in small cell lung cancer, non small cell lung cancer and the genes involved in both categories and their binding sites for human miRNAs as no work was reported yet. Screening of human miRNAs revealed that a few genes showed numerous miRNA binding sites. Free energy values of mRNA sequences revealed that they might acquire compact folded structure causing complexity for miRNAs to interact. GC content in the target site was relatively higher than that of their flanks. It was observed through analysis of cosine similarity metric and compAI parameters that the genes related to lung cancer were encoded with non optimal codons and thus might be translationally less efficient for producing polypeptides. Gene ontology analysis was carried out to understand the diverse functions of these 12 genes.
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Abstract
Messenger RNAs (mRNAs) consist of a coding region (open reading frame (ORF)) and two untranslated regions (UTRs), 5'UTR and 3'UTR. Ribosomes travel along the coding region, translating nucleotide triplets (called codons) to a chain of amino acids. The coding region was long believed to mainly encode the amino acid content of proteins, whereas regulatory signals reside in the UTRs and in other genomic regions. However, in recent years we have learned that the ORF is expansively populated with various regulatory signals, or codes, which are related to all gene expression steps and additional intracellular aspects. In this paper, we review the current knowledge related to overlapping codes inside the coding regions, such as the influence of synonymous codon usage on translation speed (and, in turn, the effect of translation speed on protein folding), ribosomal frameshifting, mRNA stability, methylation, splicing, transcription and more. All these codes come together and overlap in the ORF sequence, ensuring production of the right protein at the right time.
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Affiliation(s)
- Shaked Bergman
- Department of Biomedical Engineering, Tel-Aviv University, Tel Aviv, Israel
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11
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Liu J, Fan H, Wang Y, Han C, Wang X, Yu J, Li D, Zhang Y. Genome-Wide microRNA Profiling Using Oligonucleotide Microarray Reveals Regulatory Networks of microRNAs in Nicotiana benthamiana During Beet Necrotic Yellow Vein Virus Infection. Viruses 2020; 12:E310. [PMID: 32178444 PMCID: PMC7150760 DOI: 10.3390/v12030310] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2020] [Revised: 03/05/2020] [Accepted: 03/10/2020] [Indexed: 01/15/2023] Open
Abstract
Beet necrotic yellow vein virus (BNYVV) infections induce stunting and leaf curling, as well as root and floral developmental defects and leaf senescence in Nicotiana benthamiana. A microarray analysis with probes capable of detecting 1596 candidate microRNAs (miRNAs) was conducted to investigate differentially expressed miRNAs and their targets upon BNYVV infection of N. benthamiana plants. Eight species-specific miRNAs of N. benthamiana were identified. Comprehensive characterization of the N. benthamiana microRNA profile in response to the BNYVV infection revealed that 129 miRNAs were altered, including four species-specific miRNAs. The targets of the differentially expressed miRNAs were predicted accordingly. The expressions of miR164, 160, and 393 were up-regulated by BNYVV infection, and those of their target genes, NAC21/22, ARF17/18, and TIR, were down-regulated. GRF1, which is a target of miR396, was also down-regulated. Further genetic analysis of GRF1, by Tobacco rattle virus-induced gene silencing, assay confirmed the involvement of GRF1 in the symptom development during BNYVV infection. BNYVV infection also induced the up-regulation of miR168 and miR398. The miR398 was predicted to target umecyanin, and silencing of umecyanin could enhance plant resistance against viruses, suggesting the activation of primary defense response to BNYVV infection in N. benthamiana. These results provide a global profile of miRNA changes induced by BNYVV infection and enhance our understanding of the mechanisms underlying BNYVV pathogenesis.
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Affiliation(s)
- Junying Liu
- State Key Laboratory for Agro-Biotechnology and Ministry of Agriculture Key Laboratory of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China; (J.L.); (H.F.); (Y.W.)
- Laboratory of Phytopathology, College of Chemistry Biology and Environment, Yuxi Normal University, Yuxi 653100, China
| | - Huiyan Fan
- State Key Laboratory for Agro-Biotechnology and Ministry of Agriculture Key Laboratory of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China; (J.L.); (H.F.); (Y.W.)
| | - Ying Wang
- State Key Laboratory for Agro-Biotechnology and Ministry of Agriculture Key Laboratory of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China; (J.L.); (H.F.); (Y.W.)
| | - Chenggui Han
- State Key Laboratory for Agro-Biotechnology and Ministry of Agriculture Key Laboratory of Pest Monitoring and Green Management, College of Plant Protection, China Agricultural University, Beijing 100193, China; (J.L.); (H.F.); (Y.W.)
| | - Xianbing Wang
- State Key Laboratory of Agro-Biotechnology and Ministry of Agriculture Key Laboratory of Soil Microbiology, College of Biological Sciences, China Agricultural University, Beijing 100193, China; (X.W.); (J.Y.); (D.L.)
| | - Jialin Yu
- State Key Laboratory of Agro-Biotechnology and Ministry of Agriculture Key Laboratory of Soil Microbiology, College of Biological Sciences, China Agricultural University, Beijing 100193, China; (X.W.); (J.Y.); (D.L.)
| | - Dawei Li
- State Key Laboratory of Agro-Biotechnology and Ministry of Agriculture Key Laboratory of Soil Microbiology, College of Biological Sciences, China Agricultural University, Beijing 100193, China; (X.W.); (J.Y.); (D.L.)
| | - Yongliang Zhang
- State Key Laboratory of Agro-Biotechnology and Ministry of Agriculture Key Laboratory of Soil Microbiology, College of Biological Sciences, China Agricultural University, Beijing 100193, China; (X.W.); (J.Y.); (D.L.)
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12
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Abstract
Populations evolve as mutations arise in individual organisms and, through hereditary transmission, may become "fixed" (shared by all individuals) in the population. Most mutations are lethal or have negative fitness consequences for the organism. Others have essentially no effect on organismal fitness and can become fixed through the neutral stochastic process known as random drift. However, mutations may also produce a selective advantage that boosts their chances of reaching fixation. Regions of genomes where new mutations are beneficial, rather than neutral or deleterious, tend to evolve more rapidly due to positive selection. Genes involved in immunity and defense are a well-known example; rapid evolution in these genes presumably occurs because new mutations help organisms to prevail in evolutionary "arms races" with pathogens. In recent years genome-wide scans for selection have enlarged our understanding of the genome evolution of various species. In this chapter, we will focus on methods to detect selection on the genome. In particular, we will discuss probabilistic models and how they have changed with the advent of new genome-wide data now available.
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Affiliation(s)
- Carolin Kosiol
- Centre of Biological Diversity, School of Biology, University of St Andrews, Fife, UK.
- Institut für Populationsgenetik, Vetmeduni Vienna, Wien, Austria.
| | - Maria Anisimova
- Institute of Applied Simulation, School of Life Sciences and Facility Management, Zurich University of Applied Sciences (ZHAW), Wädenswil, Switzerland
- Swiss Institute of Bioinformatics, Lausanne, Switzerland
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13
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Abrahams L, Hurst LD. Refining the Ambush Hypothesis: Evidence That GC- and AT-Rich Bacteria Employ Different Frameshift Defence Strategies. Genome Biol Evol 2018; 10:1153-1173. [PMID: 29617761 PMCID: PMC5909447 DOI: 10.1093/gbe/evy075] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/30/2018] [Indexed: 12/13/2022] Open
Abstract
Stop codons are frequently selected for beyond their regular termination function for error control. The “ambush hypothesis” proposes out-of-frame stop codons (OSCs) terminating frameshifted translations are selected for. Although early indirect evidence was partially supportive, recent evidence suggests OSC frequencies are not exceptional when considering underlying nucleotide content. However, prior null tests fail to control amino acid/codon usages or possible local mutational biases. We therefore return to the issue using bacterial genomes, considering several tests defining and testing against a null. We employ simulation approaches preserving amino acid order but shuffling synonymous codons or preserving codons while shuffling amino acid order. Additionally, we compare codon usage in amino acid pairs, where one codon can but the next, otherwise identical codon, cannot encode an OSC. OSC frequencies exceed expectations typically in AT-rich genomes, the +1 frame and for TGA/TAA but not TAG. With this complex evidence, simply rejecting or accepting the ambush hypothesis is not warranted. We propose a refined post hoc model, whereby AT-rich genomes have more accidental frameshifts, handled by RF2–RF3 complexes (associated with TGA/TAA) and are mostly +1 (or −2) slips. Supporting this, excesses positively correlate with in silico predicted frameshift probabilities. Thus, we propose a more viable framework, whereby genomes broadly adopt one of the two strategies to combat frameshifts: preventing frameshifting (GC-rich) or permitting frameshifts but minimizing impacts when most are caught early (AT-rich). Our refined framework holds promise yet some features, such as the bias of out-of-frame sense codons, remain unexplained.
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Affiliation(s)
- Liam Abrahams
- Department of Biology and Biochemistry, The Milner Centre for Evolution, University of Bath, United Kingdom
| | - Laurence D Hurst
- Department of Biology and Biochemistry, The Milner Centre for Evolution, University of Bath, United Kingdom
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14
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Liu JY, Fan HY, Wang Y, Zhang YL, Li DW, Yu JL, Han CG. Characterization of microRNAs of Beta macrocarpa and their responses to Beet necrotic yellow vein virus infection. PLoS One 2017; 12:e0186500. [PMID: 29036205 PMCID: PMC5643120 DOI: 10.1371/journal.pone.0186500] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2017] [Accepted: 10/03/2017] [Indexed: 11/18/2022] Open
Abstract
Plant microRNAs (miRNAs) are a class of non-coding RNAs that play important roles in plant development, defense, and symptom development. Here, 547 known miRNAs representing 129 miRNA families, and 282 potential novel miRNAs were identified in Beta macrocarpa using small RNA deep sequencing. A phylogenetic analysis was performed, and 8 Beta lineage-specific miRNAs were identified. Through a differential expression analysis, miRNAs associated with Beet necrotic yellow vein virus (BNYVV) infection were identified and confirmed using a microarray analysis and stem-loop RT-qPCR. In total, 103 known miRNAs representing 38 miRNA families, and 45 potential novel miRNAs were differentially regulated, with at least a two-fold change, in BNYVV-infected plants compared with that of the mock-inoculated control. Targets of these differentially expressed miRNAs were also predicted by degradome sequencing. These differentially expressed miRNAs were involved in hormone biosynthesis and signal transduction pathways, and enhanced axillary bud development and plant defenses. This work is the first to describe miRNAs of the plant genus Beta and may offer a reference for miRNA research in other species in the genus. It provides valuable information on the pathogenicity mechanisms of BNYVV.
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Affiliation(s)
- Jun-Ying Liu
- State Key Laboratory for Agro-Biotechnology and Ministry of Agriculture Key Laboratory for Plant Pathology, China Agricultural University, Beijing, P. R. China
| | - Hui-Yan Fan
- College of Pharmacy, Zhejiang Chinese Medicine University, Hangzhou, Zhejiang, China
| | - Ying Wang
- State Key Laboratory for Agro-Biotechnology and Ministry of Agriculture Key Laboratory for Plant Pathology, China Agricultural University, Beijing, P. R. China
| | - Yong-Liang Zhang
- State Key Laboratory for Agro-Biotechnology and Ministry of Agriculture Key Laboratory for Plant Pathology, China Agricultural University, Beijing, P. R. China
- * E-mail: (CGH); (YLZ)
| | - Da-Wei Li
- State Key Laboratory for Agro-Biotechnology and Ministry of Agriculture Key Laboratory for Plant Pathology, China Agricultural University, Beijing, P. R. China
| | - Jia-Lin Yu
- State Key Laboratory for Agro-Biotechnology and Ministry of Agriculture Key Laboratory for Plant Pathology, China Agricultural University, Beijing, P. R. China
| | - Cheng-Gui Han
- State Key Laboratory for Agro-Biotechnology and Ministry of Agriculture Key Laboratory for Plant Pathology, China Agricultural University, Beijing, P. R. China
- * E-mail: (CGH); (YLZ)
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15
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Villada JC, Brustolini OJB, Batista da Silveira W. Integrated analysis of individual codon contribution to protein biosynthesis reveals a new approach to improving the basis of rational gene design. DNA Res 2017; 24:419-434. [PMID: 28449100 PMCID: PMC5737324 DOI: 10.1093/dnares/dsx014] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2016] [Revised: 03/22/2017] [Accepted: 03/23/2017] [Indexed: 01/21/2023] Open
Abstract
Gene codon optimization may be impaired by the misinterpretation of frequency and optimality of codons. Although recent studies have revealed the effects of codon usage bias (CUB) on protein biosynthesis, an integrated perspective of the biological role of individual codons remains unknown. Unlike other previous studies, we show, through an integrated framework that attributes of codons such as frequency, optimality and positional dependency should be combined to unveil individual codon contribution for protein biosynthesis. We designed a codon quantification method for assessing CUB as a function of position within genes with a novel constraint: the relativity of position-dependent codon usage shaped by coding sequence length. Thus, we propose a new way of identifying the enrichment, depletion and non-uniform positional distribution of codons in different regions of yeast genes. We clustered codons that shared attributes of frequency and optimality. The cluster of non-optimal codons with rare occurrence displayed two remarkable characteristics: higher codon decoding time than frequent-non-optimal cluster and enrichment at the 5'-end region, where optimal codons with the highest frequency are depleted. Interestingly, frequent codons with non-optimal adaptation to tRNAs are uniformly distributed in the Saccharomyces cerevisiae genes, suggesting their determinant role as a speed regulator in protein elongation.
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Affiliation(s)
- Juan C. Villada
- Department of Microbiology, Universidade Federal de Viçosa, Viçosa 36570-900, Brazil
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16
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Yin H, Ma L, Wang G, Li M, Zhang Z. Old genes experience stronger translational selection than young genes. Gene 2016; 590:29-34. [PMID: 27259662 DOI: 10.1016/j.gene.2016.05.041] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2016] [Revised: 05/27/2016] [Accepted: 05/29/2016] [Indexed: 12/12/2022]
Abstract
Selection on synonymous codon usage for translation efficiency and/or accuracy has been identified as a widespread mechanism in many living organisms. However, it remains unknown whether translational selection associates closely with gene age and acts differentially on genes with different evolutionary ages. To address this issue, here we investigate the strength of translational selection acting on different aged genes in human. Our results show that old genes present stronger translational selection than young genes, demonstrating that translational selection correlates positively with gene age. We further explore the difference of translational selection in duplicates vs. singletons and in housekeeping vs. tissue-specific genes. We find that translational selection acts comparably in old singletons and old duplicates and stronger translational selection in old genes is contributed primarily by housekeeping genes. For young genes, contrastingly, singletons experience stronger translational selection than duplicates, presumably due to redundant function of duplicated genes during their early evolutionary stage. Taken together, our results indicate that translational selection acting on a gene would not be constant during all stages of evolution, associating closely with gene age.
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Affiliation(s)
- Hongyan Yin
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics (BIG), Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Lina Ma
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics (BIG), Chinese Academy of Sciences, Beijing 100101, China
| | - Guangyu Wang
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics (BIG), Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Mengwei Li
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics (BIG), Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Zhang Zhang
- CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics (BIG), Chinese Academy of Sciences, Beijing 100101, China.
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17
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Yin H, Fan Z, Li X, Wang J, Liu W, Wu B, Ying Z, Liu L, Liu Z, Li J. Phylogenetic tree-informed microRNAome analysis uncovers conserved and lineage-specific miRNAs in Camellia during floral organ development. JOURNAL OF EXPERIMENTAL BOTANY 2016; 67:2641-53. [PMID: 26951373 DOI: 10.1093/jxb/erw095] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
In plants, miRNAs are endogenous small RNAs derived from single-stranded precursors with hairpin structures. The evolution of miRNAs and their targets represents one of the most dynamic circuits directing gene expression, which may play fundamental roles in shaping the development of distinct plant organs. Here we performed high-throughput small RNA sequencing in five organ types of Camellia azalea to capture the spatial profile of small non-coding RNA. In total we obtained >227 million high-quality reads and identified 175 miRNAs with mature and precursor sequences. We aligned the miRNAs to known miRNA databases and revealed some conserved as well as 'newly evolved' miRNA genes. Twelve miRNAs were identified to be specific in the genus Camellia, supporting the lineage-specific manner of expansion of 'young' miRNAs. Through differential expression analysis, we showed that many miRNAs were preferentially abundant in certain organ types. Moreover, hierarchical clustering analysis revealed distinctive expression patterns of tissue-specific miRNAs. Gene Ontology enrichment analysis of targets of stamen- and carpel-specific miRNA subclusters showed that miRNA-target regulatory circuits were involved in many important biological processes, enabling their proper specification and organogenesis, such as 'DNA integration' and 'fruit development'. Further, quantitative PCR of key miRNAs and their target genes revealed anti-correlated patterns, and uncovered the functions of key miRNA-target pairs in different floral organs. Taken together, this work yielded valuable information on miRNA-target regulation in the control of floral organ development and sheds light on the evolution of lineage-specific miRNAs in Camellia.
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Affiliation(s)
- Hengfu Yin
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, Zhejiang 311400, China Key Laboratory of Forest genetics and breeding, Zhejiang Province 311400, China
| | - Zhengqi Fan
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, Zhejiang 311400, China Key Laboratory of Forest genetics and breeding, Zhejiang Province 311400, China
| | - Xinlei Li
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, Zhejiang 311400, China Key Laboratory of Forest genetics and breeding, Zhejiang Province 311400, China
| | - Jiangying Wang
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, Zhejiang 311400, China
| | - Weixin Liu
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, Zhejiang 311400, China
| | - Bin Wu
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, Zhejiang 311400, China Key Laboratory of Forest genetics and breeding, Zhejiang Province 311400, China
| | - Zhen Ying
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, Zhejiang 311400, China
| | - Liping Liu
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, Zhejiang 311400, China
| | - Zhongchi Liu
- Department of Cell Biology and Molecular Genetics, University of Maryland, College Park, MD 20742, USA
| | - Jiyuan Li
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang, Zhejiang 311400, China Key Laboratory of Forest genetics and breeding, Zhejiang Province 311400, China
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18
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Kis A, Tholt G, Ivanics M, Várallyay É, Jenes B, Havelda Z. Polycistronic artificial miRNA-mediated resistance to Wheat dwarf virus in barley is highly efficient at low temperature. MOLECULAR PLANT PATHOLOGY 2016; 17:427-37. [PMID: 26136043 PMCID: PMC6638354 DOI: 10.1111/mpp.12291] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Infection of Wheat dwarf virus (WDV) strains on barley results in dwarf disease, imposing severe economic losses on crop production. As the natural resistance resources against this virus are limited, it is imperative to elaborate a biotechnological approach that will provide effective and safe immunity to a wide range of WDV strains. Because vector insect-mediated WDV infection occurs during cool periods in nature, it is important to identify a technology which is effective at lower temperature. In this study, we designed artificial microRNAs (amiRNAs) using a barley miRNA precursor backbone, which target different conservative sequence elements of the WDV strains. Potential amiRNA sequences were selected to minimize the off-target effects and were tested in a transient sensor system in order to select the most effective constructs at low temperature. On the basis of the data obtained, a polycistronic amiRNA precursor construct (VirusBuster171) was built expressing three amiRNAs simultaneously. The construct was transformed into barley under the control of a constitutive promoter. The transgenic lines were kept at 12-15 °C to mimic autumn and spring conditions in which major WDV infection and accumulation take place. We were able to establish a stable barley transgenic line displaying resistance to insect-mediated WDV infection. Our study demonstrates that amiRNA technology can be an efficient tool for the introduction of highly efficient resistance in barley against a DNA virus belonging to the Geminiviridae family, and this resistance is effective at low temperature where the natural insect vector mediates the infection process.
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Affiliation(s)
- András Kis
- National Agricultural Research and Innovation Centre, Agricultural Biotechnology Institute, Szent-Györgyi A. út 4, Gödöllő, H-2100, Hungary
- Crop Science PhD School, Plant Protection Programme, Szent István University, Páter Károly u. 1, Gödöllő, H-2100, Hungary
| | - Gergely Tholt
- Plant Protection Institute, Centre for Agricultural Research, , Hungarian Academy of Sciences, Herman Ottó út 15, Budapest, H-1022, Hungary
- Department of Systematic Zoology and Ecology, Faculty of Science, Institute of Biology, Eötvös Loránd University, 1/C Pázmány Péter Sétány, Budapest, H-1117, Hungary
| | - Milán Ivanics
- National Agricultural Research and Innovation Centre, Agricultural Biotechnology Institute, Szent-Györgyi A. út 4, Gödöllő, H-2100, Hungary
| | - Éva Várallyay
- National Agricultural Research and Innovation Centre, Agricultural Biotechnology Institute, Szent-Györgyi A. út 4, Gödöllő, H-2100, Hungary
| | - Barnabás Jenes
- National Agricultural Research and Innovation Centre, Agricultural Biotechnology Institute, Szent-Györgyi A. út 4, Gödöllő, H-2100, Hungary
| | - Zoltán Havelda
- National Agricultural Research and Innovation Centre, Agricultural Biotechnology Institute, Szent-Györgyi A. út 4, Gödöllő, H-2100, Hungary
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19
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Morea EGO, da Silva EM, e Silva GFF, Valente GT, Barrera Rojas CH, Vincentz M, Nogueira FTS. Functional and evolutionary analyses of the miR156 and miR529 families in land plants. BMC PLANT BIOLOGY 2016; 16:40. [PMID: 26841873 PMCID: PMC4739381 DOI: 10.1186/s12870-016-0716-5] [Citation(s) in RCA: 65] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2015] [Accepted: 01/18/2016] [Indexed: 05/21/2023]
Abstract
BACKGROUND MicroRNAs (miRNAs) are important regulatory elements of gene expression. Similarly to coding genes, miRNA genes follow a birth and death pattern of evolution likely reflecting functional relevance and divergence. For instance, miRNA529 is evolutionarily related to miRNA156 (a highly conserved miRNA in land plants), but it is lost in Arabidopsis thaliana. Interestingly, both miRNAs target sequences overlap in some members of the SQUAMOSA promoter-binding protein like (SPL) family, raising important questions regarding the diversification of the miR156/miR529-associated regulatory network in land plants. RESULTS In this study, through phylogenic reconstruction of miR156/529 target sequences from several taxonomic groups, we have found that specific eudicot SPLs, despite miRNA529 loss, retained the corresponding target site. Detailed molecular evolutionary analyses of miR156/miR529-target sequence showed that loss of miR529 in core eudicots, such as Arabidopsis, is correlated with a more relaxed selection of the miRNA529 specific target element, while miRNA156-specific target sequence is under stronger selection, indicating that these two target sites might be under distinct evolutionary constraints. Importantly, over-expression in Arabidopsis of MIR529 precursor from a monocot, but not from a basal eudicot, demonstrates specific miR529 regulation of AtSPL9 and AtSPL15 genes, which contain conserved responsive elements for both miR156 and miR529. CONCLUSIONS Our results suggest loss of functionality of MIR529 genes in the evolutionary history of eudicots and show that the miR529-responsive element present in some eudicot SPLs is still functional. Our data support the notion that particular miRNA156 family members might have compensated for the loss of miR529 regulation in eudicot species, which concomitantly may have favored diversification of eudicot SPLs.
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Affiliation(s)
- Edna Gicela Ortiz Morea
- Laboratório de Genetica Molecular do Desenvolvimento Vegetal, Departamento de Ciencias Biológicas, Escola Superior de Agricultura 'Luiz de Queiroz', Universidade de Sao Paulo, Avenida Padua Dias, 11, 13418-900, Piracicaba, Sao Paulo, Brazil.
- Departamento de Genética, Instituto de Biociencias, Universidade Estadual Paulista (UNESP), Botucatu, Sao Paulo, Brazil.
| | - Eder Marques da Silva
- Laboratório de Genetica Molecular do Desenvolvimento Vegetal, Departamento de Ciencias Biológicas, Escola Superior de Agricultura 'Luiz de Queiroz', Universidade de Sao Paulo, Avenida Padua Dias, 11, 13418-900, Piracicaba, Sao Paulo, Brazil.
| | - Geraldo Felipe Ferreira e Silva
- Laboratório de Genetica Molecular do Desenvolvimento Vegetal, Departamento de Ciencias Biológicas, Escola Superior de Agricultura 'Luiz de Queiroz', Universidade de Sao Paulo, Avenida Padua Dias, 11, 13418-900, Piracicaba, Sao Paulo, Brazil.
| | - Guilherme Targino Valente
- Departmento de Bioprocessos e Biotecnologia, Universidade Estadual Paulista (UNESP), Botucatu, Sao Paulo, Brazil.
| | - Carlos Hernan Barrera Rojas
- Laboratório de Genetica Molecular do Desenvolvimento Vegetal, Departamento de Ciencias Biológicas, Escola Superior de Agricultura 'Luiz de Queiroz', Universidade de Sao Paulo, Avenida Padua Dias, 11, 13418-900, Piracicaba, Sao Paulo, Brazil.
- Departamento de Genética, Instituto de Biociencias, Universidade Estadual Paulista (UNESP), Botucatu, Sao Paulo, Brazil.
| | - Michel Vincentz
- Centro de Biologia Molecular e Engenharia Genetica (CBMEG), Universidade Estadual de Campinas, Campinas, Sao Paulo, Brazil.
| | - Fabio Tebaldi Siveira Nogueira
- Laboratório de Genetica Molecular do Desenvolvimento Vegetal, Departamento de Ciencias Biológicas, Escola Superior de Agricultura 'Luiz de Queiroz', Universidade de Sao Paulo, Avenida Padua Dias, 11, 13418-900, Piracicaba, Sao Paulo, Brazil.
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20
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Guan X, Pang M, Nah G, Shi X, Ye W, Stelly DM, Chen ZJ. miR828 and miR858 regulate homoeologous MYB2 gene functions in Arabidopsis trichome and cotton fibre development. Nat Commun 2015; 5:3050. [PMID: 24430011 DOI: 10.1038/ncomms4050] [Citation(s) in RCA: 140] [Impact Index Per Article: 15.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2013] [Accepted: 12/03/2013] [Indexed: 01/21/2023] Open
Abstract
Although polyploidy is common in plants and some animals, mechanisms for functional divergence between homoeologous genes are poorly understood. MYB2 gene promotes cotton fibre development and is functionally homologous to Arabidopsis GLABROUS1 (GL1) in trichome formation. The most widely cultivated cotton is an allotetraploid (Gossypium hirsutum, AADD) that contains GhMYB2A and GhMYB2D homoeologs. Here we show that GhMYB2D mRNA accumulates more than GhMYB2A during fibre initiation and is targeted by miR828 and miR858, generating trans-acting siRNAs (ta-siRNAs) in the TAS4 family. Overexpressing GhMYB2A but not GhMYB2D complements the gl1 phenotype. Mutating the miR828-binding site or replacing its downstream sequence in GhMYB2D abolishes ta-siRNA production and restores trichome development in gl1 mutants. Moreover, disrupting Dicer-like protein 4 or RDR6, the biogenesis genes for ta-siRNAs, in the gl1 GhMYB2D overexpressors restores trichome development. These data support a unique role for microRNAs in functional divergence between target homoeologous genes that are important for evolution and selection of morphological traits.
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Affiliation(s)
- Xueying Guan
- Institute for Cellular and Molecular Biology and Center for Computational Biology and Bioinformatics, The University of Texas at Austin, Austin, Texas 78712, USA
| | - Mingxiong Pang
- Institute for Cellular and Molecular Biology and Center for Computational Biology and Bioinformatics, The University of Texas at Austin, Austin, Texas 78712, USA
| | - Gyoungju Nah
- Institute for Cellular and Molecular Biology and Center for Computational Biology and Bioinformatics, The University of Texas at Austin, Austin, Texas 78712, USA
| | - Xiaoli Shi
- Institute for Cellular and Molecular Biology and Center for Computational Biology and Bioinformatics, The University of Texas at Austin, Austin, Texas 78712, USA
| | - Wenxue Ye
- State Key Laboratory of Crop Genetics and Germplasm Enhancement, Nanjing Agricultural University, Nanjing 210095, China
| | - David M Stelly
- Department of Soil and Crop Sciences, Texas A&M University, College Station, Texas 77843, USA
| | - Z Jeffrey Chen
- 1] Institute for Cellular and Molecular Biology and Center for Computational Biology and Bioinformatics, The University of Texas at Austin, Austin, Texas 78712, USA [2] State Key Laboratory of Crop Genetics and Germplasm Enhancement, Nanjing Agricultural University, Nanjing 210095, China
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21
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Price N, Graur D. Are Synonymous Sites in Primates and Rodents Functionally Constrained? J Mol Evol 2015; 82:51-64. [PMID: 26563252 DOI: 10.1007/s00239-015-9719-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2015] [Accepted: 11/04/2015] [Indexed: 11/28/2022]
Abstract
It has been claimed that synonymous sites in mammals are under selective constraint. Furthermore, in many studies the selective constraint at such sites in primates was claimed to be more stringent than that in rodents. Given the larger effective population sizes in rodents than in primates, the theoretical expectation is that selection in rodents would be more effective than that in primates. To resolve this contradiction between expectations and observations, we used processed pseudogenes as a model for strict neutral evolution, and estimated selective constraint on synonymous sites using the rate of substitution at pseudosynonymous and pseudononsynonymous sites in pseudogenes as the neutral expectation. After controlling for the effects of GC content, our results were similar to those from previous studies, i.e., synonymous sites in primates exhibited evidence for higher selective constraint that those in rodents. Specifically, our results indicated that in primates up to 24% of synonymous sites could be under purifying selection, while in rodents synonymous sites evolved neutrally. To further control for shifts in GC content, we estimated selective constraint at fourfold degenerate sites using a maximum parsimony approach. This allowed us to estimate selective constraint using mutational patterns that cause a shift in GC content (GT ↔ TG, CT ↔ TC, GA ↔ AG, and CA ↔ AC) and ones that do not (AT ↔ TA and CG ↔ GC). Using this approach, we found that synonymous sites evolve neutrally in both primates and rodents. Apparent deviations from neutrality were caused by a higher rate of C → A and C → T mutations in pseudogenes. Such differences are most likely caused by the shift in GC content experienced by pseudogenes. We conclude that previous estimates according to which 20-40% of synonymous sites in primates were under selective constraint were most likely artifacts of the biased pattern of mutation.
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Affiliation(s)
- Nicholas Price
- Department of Bioagricultural Sciences and Pest Management, Colorado State University, Fort Collins, CO, 80523, USA.
| | - Dan Graur
- Department of Biology and Biochemistry, University of Houston, Houston, TX, 77204-5001, USA
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22
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Gu W, Gurguis CI, Zhou JJ, Zhu Y, Ko EA, Ko JH, Wang T, Zhou T. Functional and Structural Consequence of Rare Exonic Single Nucleotide Polymorphisms: One Story, Two Tales. Genome Biol Evol 2015; 7:2929-40. [PMID: 26454016 PMCID: PMC4684694 DOI: 10.1093/gbe/evv191] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/05/2015] [Indexed: 01/01/2023] Open
Abstract
Genetic variation arising from single nucleotide polymorphisms (SNPs) is ubiquitously found among human populations. While disease-causing variants are known in some cases, identifying functional or causative variants for most human diseases remains a challenging task. Rare SNPs, rather than common ones, are thought to be more important in the pathology of most human diseases. We propose that rare SNPs should be divided into two categories dependent on whether the minor alleles are derived or ancestral. Derived alleles are less likely to have been purified by evolutionary processes and may be more likely to induce deleterious effects. We therefore hypothesized that the rare SNPs with derived minor alleles would be more important for human diseases and predicted that these variants would have larger functional or structural consequences relative to the rare variants for which the minor alleles are ancestral. We systematically investigated the consequences of the exonic SNPs on protein function, mRNA structure, and translation. We found that the functional and structural consequences are more significant for the rare exonic variants for which the minor alleles are derived. However, this pattern is reversed when the minor alleles are ancestral. Thus, the rare exonic SNPs with derived minor alleles are more likely to be deleterious. Age estimation of rare SNPs confirms that these potentially deleterious SNPs are recently evolved in the human population. These results have important implications for understanding the function of genetic variations in human exonic regions and for prioritizing functional SNPs in genome-wide association studies of human diseases.
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Affiliation(s)
- Wanjun Gu
- Research Center for Learning Sciences, Southeast University, Nanjing, Jiangsu, China
| | | | - Jin J Zhou
- Department of Epidemiology and Biostatistics, The University of Arizona
| | - Yihua Zhu
- School of Biological Science and Medical Engineering, Southeast University, Nanjing, Jiangsu, China College of Information Science and Technology, Nanjing Agricultural University, Nanjing, Jiangsu, China
| | - Eun-A Ko
- Department of Pharmacology, The University of Nevada School of Medicine, Reno
| | - Jae-Hong Ko
- Department of Physiology, College of Medicine, Chung-Ang University, Seoul, South Korea
| | - Ting Wang
- Department of Medicine, The University of Arizona
| | - Tong Zhou
- Department of Medicine, The University of Arizona
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23
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Wang F, Polydore S, Axtell MJ. More than meets the eye? Factors that affect target selection by plant miRNAs and heterochromatic siRNAs. CURRENT OPINION IN PLANT BIOLOGY 2015; 27:118-24. [PMID: 26246393 PMCID: PMC4732885 DOI: 10.1016/j.pbi.2015.06.012] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/20/2015] [Revised: 06/12/2015] [Accepted: 06/19/2015] [Indexed: 05/19/2023]
Abstract
MicroRNAs, which target mRNAs for post-transcriptional regulation, and heterochromatic siRNAs, which target chromatin causing DNA methylation, make up the majority of the endogenous regulatory small RNA pool in most plant specimens. They both function to guide Argonaute proteins to targeted nucleic acids on the basis of complementarity. Recent work on plant miRNA-target interactions has clarified the general ''rules' of complementarity, while also providing several intriguing exceptions to these rules. In addition, emerging evidence suggests that several factors besides miRNA-target complementarity affect plant miRNA function. For heterochromatic siRNAs, recent work has made progress towards comprehensively identifying potential target regions, but numerous fundamental questions remain to be answered.
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Affiliation(s)
- Feng Wang
- Plant Biology Ph.D. Program, Huck Institutes of the Life Sciences, Penn State University, University Park, PA 16802, USA
| | - Seth Polydore
- Genetics Ph.D. Program, Huck Institutes of the Life Sciences, Penn State University, University Park, PA 16802, USA
| | - Michael J Axtell
- Plant Biology Ph.D. Program, Huck Institutes of the Life Sciences, Penn State University, University Park, PA 16802, USA; Genetics Ph.D. Program, Huck Institutes of the Life Sciences, Penn State University, University Park, PA 16802, USA; Department of Biology, Penn State University, University Park, PA 16802, USA.
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24
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Fei Q, Li P, Teng C, Meyers BC. Secondary siRNAs from Medicago NB-LRRs modulated via miRNA-target interactions and their abundances. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2015; 83:451-65. [PMID: 26042408 DOI: 10.1111/tpj.12900] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2015] [Revised: 05/23/2015] [Accepted: 05/28/2015] [Indexed: 05/04/2023]
Abstract
Small RNAs are a class of non-coding RNAs that are of great importance in gene expression regulatory networks. Different families of small RNAs are generated via distinct biogenesis pathways. One such family specific to plants is that of phased, secondary siRNAs (phasiRNAs); these require RDR6, DCL4, and (typically) a microRNA (miRNA) trigger for their biogenesis. Protein-encoding genes are an important source of phasi-RNAs. The model legume Medicago truncatula generates phasiRNAs from many PHAS loci, and we aimed to investigate their biogenesis and mechanism by which miRNAs trigger these molecules. We modulated miRNA abundances in transgenic tissues showing that the abundance of phasiRNAs correlates with the levels of both miRNA triggers and the target, precursor transcripts. We identified sets of phasiRNAs or PHAS loci that predominantly and substantially increase in response to miRNA overexpression. In the process of validating targets from miRNA overexpression tissues, we found that in the miRNA-mRNA target pairing, the 3' terminal nucleotide (the 22nd position), but not the 10th position, is important for phasiRNA production. Mutating the single 3' terminal nucleotide dramatically diminishes phasiRNA production. Ectopic expression of Medicago NB-LRR-targeting miRNAs in Arabidopsis showed that only a few NB-LRRs are capable of phasiRNA production; our data indicate that this might be due to target inaccessibility determined by sequences flanking target sites. Our results suggest that target accessibility is an important component in miRNA-target interactions that could be utilized in target prediction, and the evolution of mRNA sequences flanking miRNA-target sites may be impacted.
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Affiliation(s)
- Qili Fei
- Department of Plant & Soil Sciences and Delaware Biotechnology Institute, University of Delaware, Newark, DE, 19711, USA
| | - Pingchuan Li
- Department of Plant & Soil Sciences and Delaware Biotechnology Institute, University of Delaware, Newark, DE, 19711, USA
| | - Chong Teng
- Department of Plant & Soil Sciences and Delaware Biotechnology Institute, University of Delaware, Newark, DE, 19711, USA
| | - Blake C Meyers
- Department of Plant & Soil Sciences and Delaware Biotechnology Institute, University of Delaware, Newark, DE, 19711, USA
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25
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Gilchrist MA, Chen WC, Shah P, Landerer CL, Zaretzki R. Estimating Gene Expression and Codon-Specific Translational Efficiencies, Mutation Biases, and Selection Coefficients from Genomic Data Alone. Genome Biol Evol 2015; 7:1559-79. [PMID: 25977456 PMCID: PMC4494061 DOI: 10.1093/gbe/evv087] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
Extracting biologically meaningful information from the continuing flood of genomic data is a major challenge in the life sciences. Codon usage bias (CUB) is a general feature of most genomes and is thought to reflect the effects of both natural selection for efficient translation and mutation bias. Here we present a mechanistically interpretable, Bayesian model (ribosome overhead costs Stochastic Evolutionary Model of Protein Production Rate [ROC SEMPPR]) to extract meaningful information from patterns of CUB within a genome. ROC SEMPPR is grounded in population genetics and allows us to separate the contributions of mutational biases and natural selection against translational inefficiency on a gene-by-gene and codon-by-codon basis. Until now, the primary disadvantage of similar approaches was the need for genome scale measurements of gene expression. Here, we demonstrate that it is possible to both extract accurate estimates of codon-specific mutation biases and translational efficiencies while simultaneously generating accurate estimates of gene expression, rather than requiring such information. We demonstrate the utility of ROC SEMPPR using the Saccharomyces cerevisiae S288c genome. When we compare our model fits with previous approaches we observe an exceptionally high agreement between estimates of both codon-specific parameters and gene expression levels ([Formula: see text] in all cases). We also observe strong agreement between our parameter estimates and those derived from alternative data sets. For example, our estimates of mutation bias and those from mutational accumulation experiments are highly correlated ([Formula: see text]). Our estimates of codon-specific translational inefficiencies and tRNA copy number-based estimates of ribosome pausing time ([Formula: see text]), and mRNA and ribosome profiling footprint-based estimates of gene expression ([Formula: see text]) are also highly correlated, thus supporting the hypothesis that selection against translational inefficiency is an important force driving the evolution of CUB. Surprisingly, we find that for particular amino acids, codon usage in highly expressed genes can still be largely driven by mutation bias and that failing to take mutation bias into account can lead to the misidentification of an amino acid's "optimal" codon. In conclusion, our method demonstrates that an enormous amount of biologically important information is encoded within genome scale patterns of codon usage, accessing this information does not require gene expression measurements, but instead carefully formulated biologically interpretable models.
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Affiliation(s)
- Michael A Gilchrist
- Department of Ecology & Evolutionary Biology, University of Tennessee, Knoxville National Institute for Mathematical and Biological Synthesis, Knoxville, Tennessee
| | - Wei-Chen Chen
- Department of Ecology & Evolutionary Biology, University of Tennessee, Knoxville Center for Biologics Evaluation and Research, Food and Drug Administration, Silver Spring, Maryland
| | - Premal Shah
- Department of Biology, University of Pennsylvania
| | - Cedric L Landerer
- Department of Ecology & Evolutionary Biology, University of Tennessee, Knoxville
| | - Russell Zaretzki
- National Institute for Mathematical and Biological Synthesis, Knoxville, Tennessee Department of Business Analytics and Statistics, University of Tennessee, Knoxville
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Bai Y, Dai X, Harrison A, Johnston C, Chen M. Toward a next-generation atlas of RNA secondary structure. Brief Bioinform 2015; 17:63-77. [PMID: 25922372 DOI: 10.1093/bib/bbv026] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2015] [Indexed: 12/23/2022] Open
Abstract
RNA structure plays a crucial role in gene maturation, regulation and function. Determining the form and frequency of RNA folds is essential for a better understanding of how RNA exerts its functions. Low-throughput studies have focused on RNA primary sequences and expression levels, but with an emphasis on relatively small numbers of transcripts. However, with the recent advent of high-throughput technologies, it is realistic to begin analyzing RNA secondary structures on a genome-wide scale. Here, we review genome-wide RNA secondary structure profiles as well as advances in computational structure predictions. We further discuss the novel characteristics of RNA secondary structure across messenger RNAs. Probing RNA secondary structure by high-throughput sequencing will enable us to build atlases of RNA secondary structures, an important step in helping us to understand the versatility of RNA functions in diverse cellular processes.
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Abstract
Numerous computational methods exist to assess the mode and strength of natural selection in protein-coding sequences, yet how distinct methods relate to one another remains largely unknown. Here, we elucidate the relationship between two widely used phylogenetic modeling frameworks: dN/dS models and mutation-selection (MutSel) models. We derive a mathematical relationship between dN/dS and scaled selection coefficients, the focal parameters of MutSel models, and use this relationship to gain deeper insight into the behaviors, limitations, and applicabilities of these two modeling frameworks. We prove that, if all synonymous changes are neutral, standard MutSel models correspond to dN/dS ≤ 1. However, if synonymous codons differ in fitness, dN/dS can take on arbitrarily high values even if all selection is purifying. Thus, the MutSel modeling framework cannot necessarily accommodate positive, diversifying selection, while dN/dS cannot distinguish between purifying selection on synonymous codons and positive selection on amino acids. We further propose a new benchmarking strategy of dN/dS inferences against MutSel simulations and demonstrate that the widely used Goldman-Yang-style dN/dS models yield substantially biased dN/dS estimates on realistic sequence data. In contrast, the less frequently used Muse-Gaut-style models display much less bias. Strikingly, the least-biased and most precise dN/dS estimates are never found in the models with the best fit to the data, measured through both AIC and BIC scores. Thus, selecting models based on goodness-of-fit criteria can yield poor parameter estimates if the models considered do not precisely correspond to the underlying mechanism that generated the data. In conclusion, establishing mathematical links among modeling frameworks represents a novel, powerful strategy to pinpoint previously unrecognized model limitations and strengths.
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Affiliation(s)
- Stephanie J Spielman
- Department of Integrative Biology, Center for Computational Biology and Bioinformatics, and Institute of Cellular and Molecular Biology, The University of Texas at Austin
| | - Claus O Wilke
- Department of Integrative Biology, Center for Computational Biology and Bioinformatics, and Institute of Cellular and Molecular Biology, The University of Texas at Austin
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Li J, Reichel M, Li Y, Millar AA. The functional scope of plant microRNA-mediated silencing. TRENDS IN PLANT SCIENCE 2014; 19:750-6. [PMID: 25242049 DOI: 10.1016/j.tplants.2014.08.006] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2014] [Revised: 08/05/2014] [Accepted: 08/23/2014] [Indexed: 05/26/2023]
Abstract
Deep sequencing has identified a complex set of plant miRNAs that potentially regulates many target genes of high complementarity. Furthermore, the discovery that many plant miRNAs work through a translational repression mechanism, along with the identification of noncanonical targets, has encouraged bioinformatic searches with less stringent parameters, identifying an even wider range of potential targets. Together, these findings suggest that any given plant miRNA family may regulate a highly diverse set of mRNAs. Here we present evolutionary, genetic, and mechanistic evidence that opposes this idea but instead suggests that families of sequence-related miRNAs regulate very few functionally related targets. We propose that complexities beyond complementarity impact plant miRNA target recognition, possibly explaining the current disparity between bioinformatic prediction and functional evidence.
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Affiliation(s)
- Junyan Li
- Plant Science Division, Research School of Biology, Australian National University, 0200 ACT, Australia
| | - Marlene Reichel
- Plant Science Division, Research School of Biology, Australian National University, 0200 ACT, Australia
| | - Yanjiao Li
- Plant Science Division, Research School of Biology, Australian National University, 0200 ACT, Australia
| | - Anthony A Millar
- Plant Science Division, Research School of Biology, Australian National University, 0200 ACT, Australia.
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29
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Sedeek KEM, Scopece G, Staedler YM, Schönenberger J, Cozzolino S, Schiestl FP, Schlüter PM. Genic rather than genome‐wide differences between sexually deceptive
O
phrys
orchids with different pollinators. Mol Ecol 2014; 23:6192-205. [DOI: 10.1111/mec.12992] [Citation(s) in RCA: 44] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2014] [Revised: 10/25/2014] [Accepted: 10/29/2014] [Indexed: 01/12/2023]
Affiliation(s)
- Khalid E. M. Sedeek
- Institute of Systematic Botany University of Zurich Zollikerstr. 107 CH‐8008 Zurich Switzerland
| | - Giovanni Scopece
- Department of Biology University of Naples Federico II Complesso Universitario MSA Via Cinthia I‐80126 Naples Italy
| | - Yannick M. Staedler
- Department of Botany and Biodiversity Research University of Vienna Rennweg 14 A‐1030 Vienna Austria
| | - Jürg Schönenberger
- Department of Botany and Biodiversity Research University of Vienna Rennweg 14 A‐1030 Vienna Austria
| | - Salvatore Cozzolino
- Department of Biology University of Naples Federico II Complesso Universitario MSA Via Cinthia I‐80126 Naples Italy
| | - Florian P. Schiestl
- Institute of Systematic Botany University of Zurich Zollikerstr. 107 CH‐8008 Zurich Switzerland
| | - Philipp M. Schlüter
- Institute of Systematic Botany University of Zurich Zollikerstr. 107 CH‐8008 Zurich Switzerland
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30
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Gu W, Xu Y, Xie X, Wang T, Ko JH, Zhou T. The role of RNA structure at 5' untranslated region in microRNA-mediated gene regulation. RNA (NEW YORK, N.Y.) 2014; 20:1369-1375. [PMID: 25002673 PMCID: PMC4138320 DOI: 10.1261/rna.044792.114] [Citation(s) in RCA: 66] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2014] [Accepted: 05/05/2014] [Indexed: 05/29/2023]
Abstract
Recent studies have suggested that the secondary structure of the 5' untranslated region (5' UTR) of messenger RNA (mRNA) is important for microRNA (miRNA)-mediated gene regulation in humans. mRNAs that are targeted by miRNA tend to have a higher degree of local secondary structure in their 5' UTR; however, the general role of the 5' UTR in miRNA-mediated gene regulation remains unknown. We systematically surveyed the secondary structure of 5' UTRs in both plant and animal species and found a universal trend of increased mRNA stability near the 5' cap in mRNAs that are regulated by miRNA in animals, but not in plants. Intra-genome comparison showed that gene expression level, GC content of the 5' UTR, number of miRNA target sites, and 5' UTR length may influence mRNA structure near the 5' cap. Our results suggest that the 5' UTR secondary structure performs multiple functions in regulating post-transcriptional processes. Although the local structure immediately upstream of the start codon is involved in translation initiation, RNA structure near the 5' cap site, rather than the structure of the full-length 5' UTR sequences, plays an important role in miRNA-mediated gene regulation.
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Affiliation(s)
- Wanjun Gu
- Research Center for Learning Sciences, Southeast University, Nanjing, Jiangsu 210096, China
| | - Yuming Xu
- School of Biological Sciences and Medical Engineering, Southeast University, Nanjing, Jiangsu 210096, China
| | - Xueying Xie
- Research Center for Learning Sciences, Southeast University, Nanjing, Jiangsu 210096, China
| | - Ting Wang
- Department of Medicine, University of Arizona, Tucson, Arizona 85721, USA
| | - Jae-Hong Ko
- Department of Physiology, College of Medicine, Chung-Ang University, Seoul 156-756, South Korea
| | - Tong Zhou
- Department of Medicine, University of Arizona, Tucson, Arizona 85721, USA
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Genome-wide miRNA seeds prediction in Archaea. ARCHAEA-AN INTERNATIONAL MICROBIOLOGICAL JOURNAL 2014; 2014:671059. [PMID: 24948879 PMCID: PMC4053300 DOI: 10.1155/2014/671059] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/04/2014] [Revised: 04/14/2014] [Accepted: 04/28/2014] [Indexed: 12/27/2022]
Abstract
Growing evidence indicates that miRNA genes exist in the archaeal genome, though the functional role of such noncoding RNA remains unclear. Here, we integrated the phylogenetic information of available archaeal genomes to predict miRNA seeds (typically defined as the 2-8 nucleotides of mature miRNAs) on the genomic scale. Finally, we found 2649 candidate seeds with significant conservation signal. Eleven of 29 unique seeds from previous study support our result (P value <0.01), which demonstrates that the pipeline is suitable to predict experimentally detectable miRNA seeds. The statistical significance of the overlap between the detected archaeal seeds and known eukaryotic seeds shows that the miRNA may evolve before the divergence of these two domains of cellular life. In addition, miRNA targets are enriched for genes involved in transcriptional regulation, which is consistent with the situation in eukaryote. Our research will enhance the regulatory network analysis in Archaea.
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32
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Gu W, Li M, Xu Y, Wang T, Ko JH, Zhou T. The impact of RNA structure on coding sequence evolution in both bacteria and eukaryotes. BMC Evol Biol 2014; 14:87. [PMID: 24758737 PMCID: PMC4021280 DOI: 10.1186/1471-2148-14-87] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2014] [Accepted: 04/07/2014] [Indexed: 12/03/2022] Open
Abstract
Background Many studies have found functional RNA secondary structures are selectively conserved among species. But, the effect of RNA structure selection on coding sequence evolution remains unknown. To address this problem, we systematically investigated the relationship between nucleotide conservation level and its structural sensitivity in four model organisms, Escherichia coli, yeast, fly, and mouse. Results We define structurally sensitive sites as those with putative local structure-disruptive mutations. Using both the Mantel-Haenszel procedure and association test, we found structurally sensitive nucleotide sites evolved more slowly than non-sensitive sites in all four organisms. Furthermore, we observed that this association is more obvious in highly expressed genes and region near the start codon. Conclusion We conclude that structurally sensitive sites in mRNA sequences normally have less nucleotide divergence in all species we analyzed. This study extends our understanding of the impact of RNA structure on coding sequence evolution, and is helpful to the development of a codon model with RNA structure information.
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Affiliation(s)
- Wanjun Gu
- Research Center for Learning Sciences, Southeast University, Nanjing, Jiangsu 210096, China.
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Liu Q, Wang F, Axtell MJ. Analysis of complementarity requirements for plant microRNA targeting using a Nicotiana benthamiana quantitative transient assay. THE PLANT CELL 2014; 26:741-53. [PMID: 24510721 PMCID: PMC3967037 DOI: 10.1105/tpc.113.120972] [Citation(s) in RCA: 146] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/19/2013] [Revised: 01/16/2014] [Accepted: 01/21/2014] [Indexed: 05/17/2023]
Abstract
MicroRNAs (miRNAs) guide RNA-induced silencing complexes to target RNAs based on miRNA-target complementarity. Using a dual-luciferase based sensor system in Nicotiana benthamiana, we quantitatively assessed the relationship between miRNA-target complementarity and silencing efficacy measured at both the RNA and protein levels, using several conserved miRNAs and their known target sites from Arabidopsis thaliana. We found that naturally occurring sites have variable efficacies attributable to their complementarity patterns. We also observed that sites with a few mismatches to the miRNA 3' regions, which are common in plants, are often equally effective and sometimes more effective than perfectly matched sites. By contrast, mismatches to the miRNA 5' regions strongly reduce or eliminate repression efficacy but are nonetheless present in several natural sites, suggesting that in some cases, suboptimal miRNA efficacies are either tolerated or perhaps selected for. Central mismatches fully abolished repression efficacy in our system, but such sites then became effective miRNA target mimics. Complementarity patterns that are functional in animals (seed sites, 3'-supplementary sites, and centered sites) did not reliably confer repression, regardless of context (3'-untranslated region or open reading frame) or measurement type (RNA or protein levels). Overall, these data provide a robust and empirical foundation for understanding, predicting, and designing functional miRNA target sites in plants.
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Affiliation(s)
- Qikun Liu
- Department of Biology, Pennsylvania State University, University Park, Pennsylvania 16802
- Plant Biology PhD Program, Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, Pennsylvania 16802
| | - Feng Wang
- Department of Biology, Pennsylvania State University, University Park, Pennsylvania 16802
- Plant Biology PhD Program, Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, Pennsylvania 16802
| | - Michael J. Axtell
- Department of Biology, Pennsylvania State University, University Park, Pennsylvania 16802
- Plant Biology PhD Program, Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, Pennsylvania 16802
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34
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Deveson I, Li J, Millar AA. MicroRNAs with analogous target complementarities perform with highly variable efficacies in Arabidopsis. FEBS Lett 2013; 587:3703-8. [PMID: 24103298 DOI: 10.1016/j.febslet.2013.09.037] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2013] [Accepted: 09/23/2013] [Indexed: 01/12/2023]
Abstract
In plants, the silencing efficacy of microRNAs (miRNAs) is thought to be predominantly determined by the degree of complementarity to their target genes. Here, silencing efficacy was determined for Arabidopsis miR159 and four artificial miRNAs (amiRNAs) that all target MYB33/MYB65 with analogous complementarities. As determined through complementation of a loss-of-function mir159 mutant, the amiRNAs displayed highly variable efficacies, none of which was as strong as endogenous miR159. This was despite amiRNA expression levels being many fold-higher than miR159 in wild-type. The results highlight the variable nature of miRNA silencing efficacy in plants, where it appears that factors additional to complementarity strongly impact silencing.
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Affiliation(s)
- Ira Deveson
- Research School of Biology, Australian National University, 0200 ACT, Australia
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35
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Mao Y, Li Q, Zhang Y, Zhang J, Wei G, Tao S. Genome-wide analysis of selective constraints on high stability regions of mRNA reveals multiple compensatory mutations in Escherichia coli. PLoS One 2013; 8:e73299. [PMID: 24086278 PMCID: PMC3785496 DOI: 10.1371/journal.pone.0073299] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2013] [Accepted: 07/18/2013] [Indexed: 12/27/2022] Open
Abstract
Message RNA (mRNA) carries a large number of local secondary structures, with structural stability to participate in the regulations of gene expression. A worthy question is how the local structural stability is maintained under the constraint that multiple selective pressures are imposed on mRNA local regions. Here, we performed the first genome-wide study of natural selection operating on high structural stability regions (HSRs) of mRNAs in Escherichia coli. We found that HSR tends to adjust the folded conformation to reduce the harm of mutations, showing a high level of mutational robustness. Moreover, guanine preference in HSR was observed, supporting the hypothesis that the selective constraint for high structural stability may partly account for the high percentage of G content in Escherichia coli genome. Notably, we found a substantially reduced synonymous substitution rate in HSRs compared with that in their adjacent regions. Surprisingly and interestingly, the non-key sites in HSRs, which have slight effect on structural stability, have synonymous substitution rate equivalent to background regions. To explain this result, we identified compensatory mutations in HSRs based on structural stability, and found that a considerable number of synonymous mutations occur to restore the structural stability decreased heavily by the mutations on key sites. Overall, these results suggest a significant role of local structural stability as a selective force operating on mRNA, which furthers our understanding of the constraints imposed on protein-coding RNAs.
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Affiliation(s)
- Yuanhui Mao
- College of Life Sciences and State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi, China
- Bioinformatics Center, Northwest A&F University, Yangling, Shaanxi, China
| | - Qian Li
- College of Life Sciences and State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi, China
- Bioinformatics Center, Northwest A&F University, Yangling, Shaanxi, China
| | - Yinwen Zhang
- College of Life Sciences and State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi, China
- Bioinformatics Center, Northwest A&F University, Yangling, Shaanxi, China
| | - Junjie Zhang
- College of Life Sciences and State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi, China
- Bioinformatics Center, Northwest A&F University, Yangling, Shaanxi, China
| | - Gehong Wei
- College of Life Sciences and State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi, China
- * E-mail: (GW); (ST)
| | - Shiheng Tao
- College of Life Sciences and State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi, China
- Bioinformatics Center, Northwest A&F University, Yangling, Shaanxi, China
- * E-mail: (GW); (ST)
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Bromham L, Cowman PF, Lanfear R. Parasitic plants have increased rates of molecular evolution across all three genomes. BMC Evol Biol 2013; 13:126. [PMID: 23782527 PMCID: PMC3694452 DOI: 10.1186/1471-2148-13-126] [Citation(s) in RCA: 83] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2013] [Accepted: 06/05/2013] [Indexed: 11/26/2022] Open
Abstract
Background Theoretical models and experimental evidence suggest that rates of molecular evolution could be raised in parasitic organisms compared to non-parasitic taxa. Parasitic plants provide an ideal test for these predictions, as there are at least a dozen independent origins of the parasitic lifestyle in angiosperms. Studies of a number of parasitic plant lineages have suggested faster rates of molecular evolution, but the results of some studies have been mixed. Comparative analysis of all parasitic plant lineages, including sequences from all three genomes, is needed to examine the generality of the relationship between rates of molecular evolution and parasitism in plants. Results We analysed DNA sequence data from the mitochondrial, nuclear and chloroplast genomes for 12 independent evolutionary origins of parasitism in angiosperms. We demonstrated that parasitic lineages have a faster rate of molecular evolution than their non-parasitic relatives in sequences for all three genomes, for both synonymous and nonsynonymous substitutions. Conclusions Our results prove that raised rates of molecular evolution are a general feature of parasitic plants, not confined to a few taxa or specific genes. We discuss possible causes for this relationship, including increased positive selection associated with host-parasite arms races, relaxed selection, reduced population size or repeated bottlenecks, increased mutation rates, and indirect causal links with generation time and body size. We find no evidence that faster rates are due to smaller effective populations sizes or changes in selection pressure. Instead, our results suggest that parasitic plants have a higher mutation rate than their close non-parasitic relatives. This may be due to a direct connection, where some aspect of the parasitic lifestyle drives the evolution of raised mutation rates. Alternatively, this pattern may be driven by an indirect connection between rates and parasitism: for example, parasitic plants tend to be smaller than their non-parasitic relatives, which may result in more cell generations per year, thus a higher rate of mutations arising from DNA copy errors per unit time. Demonstration that adoption of a parasitic lifestyle influences the rate of genomic evolution is relevant to attempts to infer molecular phylogenies of parasitic plants and to estimate their evolutionary divergence times using sequence data.
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Affiliation(s)
- Lindell Bromham
- Centre for Macroevolution and Macroecology, Research School of Biology, Australian National University, Canberra, A.C.T. 0200, Australia.
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37
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Strong purifying selection at synonymous sites in D. melanogaster. PLoS Genet 2013; 9:e1003527. [PMID: 23737754 PMCID: PMC3667748 DOI: 10.1371/journal.pgen.1003527] [Citation(s) in RCA: 144] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2013] [Accepted: 04/08/2013] [Indexed: 11/19/2022] Open
Abstract
Synonymous sites are generally assumed to be subject to weak selective constraint. For this reason, they are often neglected as a possible source of important functional variation. We use site frequency spectra from deep population sequencing data to show that, contrary to this expectation, 22% of four-fold synonymous (4D) sites in Drosophila melanogaster evolve under very strong selective constraint while few, if any, appear to be under weak constraint. Linking polymorphism with divergence data, we further find that the fraction of synonymous sites exposed to strong purifying selection is higher for those positions that show slower evolution on the Drosophila phylogeny. The function underlying the inferred strong constraint appears to be separate from splicing enhancers, nucleosome positioning, and the translational optimization generating canonical codon bias. The fraction of synonymous sites under strong constraint within a gene correlates well with gene expression, particularly in the mid-late embryo, pupae, and adult developmental stages. Genes enriched in strongly constrained synonymous sites tend to be particularly functionally important and are often involved in key developmental pathways. Given that the observed widespread constraint acting on synonymous sites is likely not limited to Drosophila, the role of synonymous sites in genetic disease and adaptation should be reevaluated.
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38
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Gu W, Wang X, Zhai C, Zhou T, Xie X. Biological basis of miRNA action when their targets are located in human protein coding region. PLoS One 2013; 8:e63403. [PMID: 23671676 PMCID: PMC3646042 DOI: 10.1371/journal.pone.0063403] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2013] [Accepted: 03/30/2013] [Indexed: 01/09/2023] Open
Abstract
Recent analyses have revealed many functional microRNA (miRNA) targets in mammalian protein coding regions. But, the mechanisms that ensure miRNA function when their target sites are located in protein coding regions of mammalian mRNA transcripts are largely unknown. In this paper, we investigate some potential biological factors, such as target site accessibility and local translation efficiency. We computationally analyze these two factors using experimentally identified miRNA targets in human protein coding region. We find site accessibility is significantly increased in miRNA target region to facilitate miRNA binding. At the mean time, local translation efficiency is also selectively decreased near miRNA target region. GC-poor codons are preferred in the flank region of miRNA target sites to ease the access of miRNA targets. Within-genome analysis shows substantial variations of site accessibility and local translation efficiency among different miRNA targets in the genome. Further analyses suggest target gene’s GC content and conservation level could explain some of the differences in site accessibility. On the other hand, target gene’s functional importance and conservation level can affect local translation efficiency near miRNA target region. We hence propose both site accessibility and local translation efficiency are important in miRNA action when miRNA target sites are located in mammalian protein coding regions.
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Affiliation(s)
- Wanjun Gu
- Research Center of Learning Sciences, Southeast University, Nanjing, Jiangsu, China
- * E-mail: (WG); (TZ); (XX)
| | - Xiaofei Wang
- Research Center of Learning Sciences, Southeast University, Nanjing, Jiangsu, China
| | - Chuanying Zhai
- Research Center of Learning Sciences, Southeast University, Nanjing, Jiangsu, China
| | - Tong Zhou
- Institute for Personalized Respiratory Medicine, The University of Illinois at Chicago, Chicago, Illinois, United States of America
- Section of Pulmonary, Critical Care, Sleep & Allergy, Department of Medicine, The University of Illinois at Chicago, Chicago, Illinois, United States of America
- * E-mail: (WG); (TZ); (XX)
| | - Xueying Xie
- Research Center of Learning Sciences, Southeast University, Nanjing, Jiangsu, China
- * E-mail: (WG); (TZ); (XX)
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Silverman IM, Li F, Gregory BD. Genomic era analyses of RNA secondary structure and RNA-binding proteins reveal their significance to post-transcriptional regulation in plants. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2013; 205-206:55-62. [PMID: 23498863 PMCID: PMC4079699 DOI: 10.1016/j.plantsci.2013.01.009] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/01/2012] [Revised: 01/22/2013] [Accepted: 01/23/2013] [Indexed: 05/27/2023]
Abstract
The eukaryotic transcriptome is regulated both transcriptionally and post-transcriptionally. Transcriptional control was the major focus of early research efforts, while more recently post-transcriptional mechanisms have gained recognition for their significant regulatory importance. At the heart of post-transcriptional regulatory pathways are cis- and trans-acting features and factors including RNA secondary structure as well as RNA-binding proteins and their recognition sites on target RNAs. Recent advances in genomic methodologies have significantly improved our understanding of both RNA secondary structure and RNA-binding proteins and their regulatory effects within the eukaryotic transcriptome. In this review, we focus specifically on the collection of these regulatory moieties in plant transcriptomes. We describe the approaches for studying RNA secondary structure and RNA-protein interaction sites, with an emphasis on recent methodological advances that produce transcriptome-wide datasets. We discuss how these methods that include genome-wide RNA secondary structure determination and RNA-protein interaction site mapping are significantly improving our understanding of the functions of these two elements in post-transcriptional regulation. Finally, we delineate the need for additional genome-wide studies of RNA secondary structure and RNA-protein interactions in plants.
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Affiliation(s)
- Ian M. Silverman
- Department of Biology, University of Pennsylvania, Philadelphia, PA 19104, USA
- PENN Genome Frontiers Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
- Cell and Molecular Biology Graduate Group, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Fan Li
- Department of Biology, University of Pennsylvania, Philadelphia, PA 19104, USA
- PENN Genome Frontiers Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
- Genomics and Computational Biology Graduate Group, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Brian D. Gregory
- Department of Biology, University of Pennsylvania, Philadelphia, PA 19104, USA
- PENN Genome Frontiers Institute, University of Pennsylvania, Philadelphia, PA 19104, USA
- Cell and Molecular Biology Graduate Group, University of Pennsylvania, Philadelphia, PA 19104, USA
- Genomics and Computational Biology Graduate Group, University of Pennsylvania, Philadelphia, PA 19104, USA
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Shabalina SA, Spiridonov NA, Kashina A. Sounds of silence: synonymous nucleotides as a key to biological regulation and complexity. Nucleic Acids Res 2013; 41:2073-94. [PMID: 23293005 PMCID: PMC3575835 DOI: 10.1093/nar/gks1205] [Citation(s) in RCA: 187] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023] Open
Abstract
Messenger RNA is a key component of an intricate regulatory network of its own. It accommodates numerous nucleotide signals that overlap protein coding sequences and are responsible for multiple levels of regulation and generation of biological complexity. A wealth of structural and regulatory information, which mRNA carries in addition to the encoded amino acid sequence, raises the question of how these signals and overlapping codes are delineated along non-synonymous and synonymous positions in protein coding regions, especially in eukaryotes. Silent or synonymous codon positions, which do not determine amino acid sequences of the encoded proteins, define mRNA secondary structure and stability and affect the rate of translation, folding and post-translational modifications of nascent polypeptides. The RNA level selection is acting on synonymous sites in both prokaryotes and eukaryotes and is more common than previously thought. Selection pressure on the coding gene regions follows three-nucleotide periodic pattern of nucleotide base-pairing in mRNA, which is imposed by the genetic code. Synonymous positions of the coding regions have a higher level of hybridization potential relative to non-synonymous positions, and are multifunctional in their regulatory and structural roles. Recent experimental evidence and analysis of mRNA structure and interspecies conservation suggest that there is an evolutionary tradeoff between selective pressure acting at the RNA and protein levels. Here we provide a comprehensive overview of the studies that define the role of silent positions in regulating RNA structure and processing that exert downstream effects on proteins and their functions.
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Affiliation(s)
- Svetlana A Shabalina
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD 20984, USA.
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Gu W, Zhai C, Wang X, Xie X, Parinandi G, Zhou T. Translation Efficiency in Upstream Region of microRNA Targets in Arabidopsis thaliana. Evol Bioinform Online 2012; 8:565-74. [PMID: 23071387 PMCID: PMC3469488 DOI: 10.4137/ebo.s10362] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
With respect to upstream regions of microRNA (miRNA) target sites located in protein coding sequences, experimental studies have suggested rare codons, rather than frequent codons, are important for miRNA function, because they slow down the local translational process. But, whether there is a trend of reduced translation efficiency near miRNA targets is still unknown. Using Arabidopsis thaliana, we perform genome-wide analysis of synonymous codon usage in upstream regions of miRNA target sites. At the whole genome level, we find no significant selection signals for decreased translational efficiency. However, the same genome analyses do show substantial variations of translation efficiency reduction among miRNA targets. We find that miRNA conservation level, gene codon usage bias, and the mechanism of miRNA action can account for the differences in translation efficiency. But gene's GC content, gene expression level, and miRNA target's conservation level have no effect on local translation efficiency of miRNA targets. Although local translation efficiency in the upstream region of miRNA targets is related to miRNA function in A. thaliana, the selection signal of rare codon usage in that region is weak. We propose some other biological factors are more important than local translation efficiency in miRNA action when miRNA targets are located in protein coding sequences.
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Affiliation(s)
- Wanjun Gu
- Key Laboratory of Child Development and Learning Science of Ministry of Education of China, Southeast University, Nanjing, Jiangsu 210096, China
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