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Rios-Willars E, Chirinos-Arias MC. Mfind: a tool for DNA barcode analysis in angiosperms and its relationship with microsatellites using a sliding window algorithm. PLANTA 2024; 259:134. [PMID: 38671234 DOI: 10.1007/s00425-024-04420-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Accepted: 04/17/2024] [Indexed: 04/28/2024]
Abstract
MAIN CONCLUSION Mfind is a tool to analyze the impact of microsatellite presence on DNA barcode specificity. We found a significant correlation between barcode entropy and microsatellite count in angiosperm. Genetic barcodes and microsatellites are some of the identification methods in taxonomy and biodiversity research. It is important to establish a relationship between microsatellite quantification and genetic information in barcodes. In order to clarify the association between the genetic information in barcodes (expressed as Shannon's Measure of Information, SMI) and microsatellites count, a total of 330,809 DNA barcodes from the BOLD database (Barcode of Life Data System) were analyzed. A parallel sliding-window algorithm was developed to compute the Shannon entropy of the barcodes, and this was compared with the quantification of microsatellites like (AT)n, (AC)n, and (AG)n. The microsatellite search method utilized an algorithm developed in the Java programming language, which systematically examined the genetic barcodes from an angiosperm database. For this purpose, a computational tool named Mfind was developed, and its search methodology is detailed. This comprehensive study revealed a broad overview of microsatellites within barcodes, unveiling an inverse correlation between the sumz of microsatellites count and barcodes information. The utilization of the Mfind tool demonstrated that the presence of microsatellites impacts the barcode information when considering entropy as a metric. This effect might be attributed to the concise length of DNA barcodes and the repetitive nature of microsatellites, resulting in a direct influence on the entropy of the barcodes.
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Affiliation(s)
- Ernesto Rios-Willars
- Faculty of Systems, Autonomous University of Coahuila (UAdeC), 25350, Saltillo, Coahuila, México.
| | - Michelle C Chirinos-Arias
- Molecular Biology and Bioinformatics Area, Instituto de Genetica Barbara McClintock (IGBM), Lima, 15022, Peru
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2
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Hemasai B, Kumbha DK, Modem VN, Gannavarapu SK, Bommaka RR, Mallapuram S, Chintala S, Sreevalli MD, Ramireddy E, Vemireddy LR. Development of miRNA-SSR and target-SSR markers from yield-associate genes and their applicability in the assessment of genetic diversity and association mapping in rice ( Oryza sativa L.). MOLECULAR BREEDING : NEW STRATEGIES IN PLANT IMPROVEMENT 2024; 44:30. [PMID: 38634111 PMCID: PMC11018576 DOI: 10.1007/s11032-024-01462-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Accepted: 02/25/2024] [Indexed: 04/19/2024]
Abstract
The gene-derived functional markers are considered effective to use in marker-assisted breeding and genetic diversity analysis. As of now, no functional markers have been identified from miRNAs regulating yield traits. The miRNAs play a key role as regulators in controlling the candidate genes involved in grain yield improvement in rice. In this study, 13 miRNA-SSR and their target gene SSR markers were mined from 29 yield-responsive miRNA along with their 29 target genes in rice. The validation of these markers showed that four miRNA-SSRs and one target gene SSR markers had shown polymorphism among 120 diverse rice genotypes. The PIC values ranged from 0.25 (OsARF18-SSR) to 0.72 (miR408-SSR, miR172b-SSR, and miR396f-SSR) with an average value of 0.57. These polymorphic markers grouped 120 rice genotypes into 3 main clusters based on the levels of high genetic diversity. These markers also showed significant association with key yield traits. Among all, miR172b-SSR showed a strong association with plant height in two seasons. This investigation suggests that this new class of molecular markers has great potential in the characterization of rice germplasm by genetic diversity and population structure and in marker-assisted breeding for the development of high-yielding varieties. Supplementary information The online version contains supplementary material available at 10.1007/s11032-024-01462-z.
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Affiliation(s)
- Bavisetti Hemasai
- Dept. of Genetics and Plant Breeding, S. V. Agricultural College, Acharya N.G. Ranga Agricultural University (ANGRAU), Tirupati, 517 502 Andhra Pradesh India
| | - Dinesh K. Kumbha
- Dept. of Genetics and Plant Breeding, S. V. Agricultural College, Acharya N.G. Ranga Agricultural University (ANGRAU), Tirupati, 517 502 Andhra Pradesh India
| | - Vinodkumar Naik Modem
- Dept. of Genetics and Plant Breeding, S. V. Agricultural College, Acharya N.G. Ranga Agricultural University (ANGRAU), Tirupati, 517 502 Andhra Pradesh India
| | - Srividya K. Gannavarapu
- Dept. of Molecular Biology and Biotechnology, S. V. Agricultural College, ANGRAU, Tirupati, 517 502 Andhra Pradesh India
| | - Rupeshkumar R. Bommaka
- Dept. of Genetics and Plant Breeding, S. V. Agricultural College, Acharya N.G. Ranga Agricultural University (ANGRAU), Tirupati, 517 502 Andhra Pradesh India
| | - Shanthipriya Mallapuram
- Dept. of Genetics and Plant Breeding, Agricultural Research Station, ANGRAU, Perumallapalle, Tirupati, 517 502 Andhra Pradesh India
| | | | - Muga D. Sreevalli
- Dept. of Genetics and Plant Breeding, S. V. Agricultural College, Acharya N.G. Ranga Agricultural University (ANGRAU), Tirupati, 517 502 Andhra Pradesh India
| | - Eswarayya Ramireddy
- Department of Biology, Indian Institutes of Science Education and Research, Tirupati, 517507 Andhra Pradesh India
| | - Lakshminarayana R. Vemireddy
- Dept. of Molecular Biology and Biotechnology, S. V. Agricultural College, ANGRAU, Tirupati, 517 502 Andhra Pradesh India
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3
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Abbas A, Shah AN, Tanveer M, Ahmed W, Shah AA, Fiaz S, Waqas MM, Ullah S. MiRNA fine tuning for crop improvement: using advance computational models and biotechnological tools. Mol Biol Rep 2022; 49:5437-5450. [PMID: 35182321 DOI: 10.1007/s11033-022-07231-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Accepted: 02/04/2022] [Indexed: 12/17/2022]
Abstract
MiRNAs modulate target genes expression at post-transcriptional levels, by reducing spatial abundance of mRNAs. MiRNAs regulats plant metabolism, and emerged as regulators of plant stress responses. Which make miRNAs promising candidates for fine tuning to affectively alter crop stress tolerance and other important traits. With recent advancements in the computational biology and biotechnology miRNAs structure and target prediction is possible resulting in pin point editing; miRNA modulation can be done by up or down regulating miRNAs using recently available biotechnological tools (CRISPR Cas9, TALENS and RNAi). In this review we have focused on miRNA biogenesis, miRNA roles in plant development, plant stress responses and roles in signaling pathways. Additionally we have discussed latest computational prediction models for miRNA to target gene interaction and biotechnological systems used recently for miRNA modulation. We have also highlighted setbacks and limitations in the way of miRNA modulation; providing entirely a new direction for improvement in plant genomics primarily focusing miRNAs.
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Affiliation(s)
- Asad Abbas
- School of Horticulture, Anhui Agricultural University, Hefei, 230036, China
| | - Adnan Noor Shah
- Department of Agricultural Engineering, Khwaja Fareed University of Engineering and Information Technology, Rahim Yar Khan 64200, Punjab, Pakistan.
| | - Mohsin Tanveer
- Tasmanian Institute of Agriculture, University of Tasmania, Hobart, Australia
| | - Waseem Ahmed
- Department of Horticulture, The University of Haripur, Hatatr Road, Haripur, 22620, Pakistan
| | - Anis Ali Shah
- Department of Botany, Division of Science and Technology, University of Education, Lahore, Pakistan
| | - Sajid Fiaz
- Department of Plant Breeding and Genetics, The University of Haripur, Haripur, Pakistan
| | - Muhammad Mohsin Waqas
- Department of Agricultural Engineering, Khwaja Fareed University of Engineering and Information Technology, Rahim Yar Khan 64200, Punjab, Pakistan
| | - Sami Ullah
- Department of Chemistry, College of Science, King Khalid University, Abha, 61413, Saudi Arabia
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4
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Nithin C, Mukherjee S, Basak J, Bahadur RP. NCodR: A multi-class support vector machine classification to distinguish non-coding RNAs in Viridiplantae. QUANTITATIVE PLANT BIOLOGY 2022; 3:e23. [PMID: 37077974 PMCID: PMC10095871 DOI: 10.1017/qpb.2022.18] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Revised: 08/22/2022] [Accepted: 08/24/2022] [Indexed: 05/02/2023]
Abstract
Non-coding RNAs (ncRNAs) are major players in the regulation of gene expression. This study analyses seven classes of ncRNAs in plants using sequence and secondary structure-based RNA folding measures. We observe distinct regions in the distribution of AU content along with overlapping regions for different ncRNA classes. Additionally, we find similar averages for minimum folding energy index across various ncRNAs classes except for pre-miRNAs and lncRNAs. Various RNA folding measures show similar trends among the different ncRNA classes except for pre-miRNAs and lncRNAs. We observe different k-mer repeat signatures of length three among various ncRNA classes. However, in pre-miRs and lncRNAs, a diffuse pattern of k-mers is observed. Using these attributes, we train eight different classifiers to discriminate various ncRNA classes in plants. Support vector machines employing radial basis function show the highest accuracy (average F1 of ~96%) in discriminating ncRNAs, and the classifier is implemented as a web server, NCodR.
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Affiliation(s)
- Chandran Nithin
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology, Kharagpur721302, India
- Laboratory of Computational Biology, Faculty of Chemistry, Biological and Chemical Research Centre, University of Warsaw, 02-089Warsaw, Poland
| | - Sunandan Mukherjee
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology, Kharagpur721302, India
- Laboratory of Bioinformatics and Protein Engineering, International Institute of Molecular and Cell Biology, PL-02-109Warsaw, Poland
| | - Jolly Basak
- Department of Biotechnology, Visva-Bharati, Santiniketan, 731235, India
| | - Ranjit Prasad Bahadur
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology, Kharagpur721302, India
- Author for correspondence: R. P. Bahadur, E-mail:
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5
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Chowdhury MR, Bahadur RP, Basak J. Genome-wide prediction of cauliflower miRNAs and lncRNAs and their roles in post-transcriptional gene regulation. PLANTA 2021; 254:72. [PMID: 34519918 DOI: 10.1007/s00425-021-03689-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Accepted: 07/13/2021] [Indexed: 06/13/2023]
Abstract
We have predicted miRNAs, their targets and lncRNAs from the genome of Brassica oleracea along with their functional annotation. Selected miRNAs and their targets are experimentally validated. Roles of these non-coding RNAs in post-transcriptional gene regulation are also deciphered. Cauliflower (Brassica oleracea var. Botrytis) is an important vegetable crop for its dietary and medicinal values with rich source of vitamins, dietary fibers, flavonoids and antioxidants. MicroRNAs (miRNAs) are small non-coding RNAs (ncRNAs), which regulate gene expression by inhibiting translation or by degrading messenger RNAs (mRNAs). On the other hand, long non-coding RNAs (lncRNAs) are responsible for the up regulation and the down regulation of transcription. Although the genome of cauliflower is reported, yet the roles of these ncRNAs in post-transcriptional gene regulation (PTGR) remain elusive. In this study, we have computationally predicted 355 miRNAs, of which 280 miRNAs are novel compared to miRBase 22.1. All the predicted miRNAs belong to 121 different families. We have also identified 934 targets of 125 miRNAs along with their functional annotation. These targets are further classified into biological processes, molecular functions and cellular components. Moreover, we have predicted 634 lncRNAs, of which 61 are targeted by 30 novel miRNAs. Randomly chosen 10 miRNAs and 10 lncRNAs are experimentally validated. Five miRNA targets including squamosa promoter-binding-like protein 9, homeobox-leucine zipper protein HDG12-like, NAC domain-containing protein 100, CUP-SHAPED COTYLEDON 1 and kinesin-like protein NACK2 of four miRNAs including bol-miR156a, bol-miR162a, bol-miR164d and bol-miR2673 are also experimentally validated. We have built network models of interactions between miRNAs and their target mRNAs, as well as between miRNAs and lncRNAs. Our findings enhance the knowledge of non-coding genome of cauliflower and their roles in PTGR, and might play important roles in improving agronomic traits of this economically important crop.
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Affiliation(s)
- Moumita Roy Chowdhury
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Kharagpur, Kharagpur, 721302, India
| | - Ranjit Prasad Bahadur
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Kharagpur, Kharagpur, 721302, India
| | - Jolly Basak
- Department of Biotechnology, Visva-Bharati University, Santiniketan, 731235, India.
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6
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Sharma P, Mehta G, Shefali, Muthusamy SK, Singh SK, Singh GP. Development and validation of heat-responsive candidate gene and miRNA gene based SSR markers to analysis genetic diversity in wheat for heat tolerance breeding. Mol Biol Rep 2021; 48:381-393. [PMID: 33389541 DOI: 10.1007/s11033-020-06059-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Accepted: 12/03/2020] [Indexed: 12/18/2022]
Abstract
Being a major staple food crop of the world, wheat provides nutritional food security to the global populations. Heat stress is a major abiotic stress that adversely affects wheat production throughout the world including Indo-Gangatic Plains (IGP) where four wheat growing countries viz., India, Bangladesh, Nepal and Pakistan produce 42% of the total wheat production. Therefore, identification of heat stress responsive molecular markers is imperative to marker assisted breeding programs. Information about trait specific gene based SSRs is available but there is lack of information on SSRs from non-coding regions. In the present study, we developed 177 heat-responsive gene-based SSRs (cg-SSR) and MIR gene-based SSR (miRNA-SSR) markers from wheat genome for assessing genetic diversity analysis of thirty- six contrasting wheat genotypes for heat tolerance. Of the 177 SSR loci, 144 yielded unambiguous and repeatable amplicons, however, thirty-seven were found polymorphic among the 36 wheat genotypes. The polymorphism information content (PIC) of primers used in this study ranged from 0.03-0.73, with a mean of 0.35. Number of alleles produced per primer varied from 2 to 6, with a mean of 2.58. The UPGMA dendrogram analysis grouped all wheat genotypes into four clusters. The markers developed in this study has potential application in the MAS based breeding programs for developing heat tolerant wheat cultivars and genetic diversity analysis of wheat germplasm. Identification of noncoding region based SSRs will be fruitful for identification of trait specific wheat germplasm.
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Affiliation(s)
- Pradeep Sharma
- ICAR-Indian Institute of Wheat and Barley Research, Karnal, India.
| | - Geetika Mehta
- ICAR-Indian Institute of Wheat and Barley Research, Karnal, India
| | - Shefali
- ICAR-Indian Institute of Wheat and Barley Research, Karnal, India
| | - Senthilkumar K Muthusamy
- ICAR-Indian Institute of Wheat and Barley Research, Karnal, India.,ICAR-Central Tuber Crops Research Institute, Thiruvananthapuram, India
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7
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Sharma A, Badola PK, Bhatia C, Sharma D, Trivedi PK. Primary transcript of miR858 encodes regulatory peptide and controls flavonoid biosynthesis and development in Arabidopsis. NATURE PLANTS 2020; 6:1262-1274. [PMID: 32958895 DOI: 10.1038/s41477-020-00769-x] [Citation(s) in RCA: 83] [Impact Index Per Article: 20.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2020] [Accepted: 08/14/2020] [Indexed: 05/07/2023]
Abstract
MicroRNAs (miRNAs) are processed products of primary miRNAs (pri-miRNAs) and regulate the target gene expression. Though the regulatory roles of the several mature plant miRNAs have been studied in detail, the functions of other regions of the pri-miRNAs are still unrecognized. Recent studies suggest that a few pri-miRNAs may encode small peptides, miRNA-encoded peptides (miPEPs); however, the functions of these peptides have not been studied in detail. We report that the pri-miR858a of Arabidopsis thaliana encodes a small peptide, miPEP858a, which regulates the expression of pri-miR858a and associated target genes. miPEP858a-edited and miPEP858a-overexpressing lines showed altered plant development and accumulated modulated levels of flavonoids due to changes in the expression of genes associated with the phenylpropanoid pathway and auxin signalling. The exogenous treatment of the miPEP858a-edited plants with synthetic miPEP858a complemented the phenotypes and the gene function. This study suggests the importance of miPEP858a in exerting control over plant development and the phenylpropanoid pathway.
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Affiliation(s)
- Ashish Sharma
- CSIR-National Botanical Research Institute, Council of Scientific and Industrial Research (CSIR-NBRI), Lucknow, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Poorwa Kamal Badola
- CSIR-National Botanical Research Institute, Council of Scientific and Industrial Research (CSIR-NBRI), Lucknow, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Chitra Bhatia
- CSIR-National Botanical Research Institute, Council of Scientific and Industrial Research (CSIR-NBRI), Lucknow, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Deepika Sharma
- CSIR-National Botanical Research Institute, Council of Scientific and Industrial Research (CSIR-NBRI), Lucknow, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
- National Institute of Plant Genome Research, New Delhi, India
| | - Prabodh Kumar Trivedi
- CSIR-National Botanical Research Institute, Council of Scientific and Industrial Research (CSIR-NBRI), Lucknow, India.
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India.
- Central Institute of Medicinal and Aromatic Plants (CSIR-CIMAP), Lucknow, India.
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8
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Non-coding RNAs having strong positive interaction with mRNAs reveal their regulatory nature during flowering in a wild relative of pigeonpea (Cajanus scarabaeoides). Mol Biol Rep 2020; 47:3305-3317. [PMID: 32248382 DOI: 10.1007/s11033-020-05400-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2019] [Accepted: 03/25/2020] [Indexed: 12/19/2022]
Abstract
In higher plants, flower development is a result of crosstalk between many factors like photoperiod, vernalization, hormone concentration, epigenetic modification etc. and is also regulated by non-coding RNAs (ncRNAs). In the present study, we are reporting the involvement of long non-coding RNAs (lncRNAs) and miRNAs during the process of flower development in Cajanus scarabaeoides, an important wild relative of pigeonpea. The transcriptome of floral and leaf tissues revealed a total of 1672 lncRNAs and 57 miRNAs being expressed during flower development. Prediction analysis of identified lncRNAs showed that 1593 lncRNAs were targeting 3420 mRNAs and among these, 98 were transcription factors (TFs) belonging to 48 groups. All the identified 57 miRNAs were novel, suggesting their genera specificity. Prediction of the secondary structure of lncRNAs and miRNAs followed by interaction analysis revealed that 199 lncRNAs could interact with 47 miRNAs where miRNAs were acting in the root of interaction. Gene Ontology of the ncRNAs and their targets showed the potential role of lncRNAs and miRNAs in the flower development of C. scarabaeoides. Among the identified interactions, 17 lncRNAs were endogenous target mimics (eTMs) for miRNAs that target flowering-related transcription factors. Expression analysis of identified transcripts revealed that higher expression of Csa-lncRNA_1231 in the bud sequesters Csa-miRNA-156b by indirectly mimicking the miRNA and leading to increased expression of flower-specific SQUAMOSA promoter-binding protein-like (SPL-12) TF indicating their potential role in flower development. The present study will help in understanding the molecular regulatory mechanism governing the induction of flowering in C. scarabaeoides.
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9
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Chowdhury MR, Basak J, Bahadur RP. Elucidating the Functional Role of Predicted miRNAs in Post- Transcriptional Gene Regulation Along with Symbiosis in Medicago truncatula. Curr Bioinform 2020. [DOI: 10.2174/1574893614666191003114202] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Background:
microRNAs are small non-coding RNAs which inhibit translational and
post-transcriptional processes whereas long non-coding RNAs are found to regulate both
transcriptional and post-transcriptional gene expression. Medicago truncatula is a well-known
model plant for studying legume biology and is also used as a forage crop. In spite of its
importance in nitrogen fixation and soil fertility improvement, little information is available about
Medicago non-coding RNAs that play important role in symbiosis.
Objective:
In this study we have tried to understand the role of Medicago ncRNAs in symbiosis
and regulation of transcription factors.
Methods:
We have identified novel miRNAs by computational methods considering various
parameters like length, MFEI, AU content, SSR signatures and tried to establish an interaction
model with their targets obtained through psRNATarget server.
Results:
149 novel miRNAs are predicted along with their 770 target proteins. We have also
shown that 51 of these novel miRNAs are targeting 282 lncRNAs.
Conclusion:
In this study role of Medicago miRNAs in the regulation of various transcription
factors are elucidated. Knowledge gained from this study will have a positive impact on the
nitrogen fixing ability of this important model plant, which in turn will improve the soil fertility.
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Affiliation(s)
- Moumita Roy Chowdhury
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Kharagpur, Kharagpur-721302, India
| | - Jolly Basak
- Laboratory of Plant Stress Biology, Department of Biotechnology, Visva-Bharati, Santiniketan-731235, India
| | - Ranjit Prasad Bahadur
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Kharagpur, Kharagpur-721302, India
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10
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Das A, Nigam D, Junaid A, Tribhuvan KU, Kumar K, Durgesh K, Singh NK, Gaikwad K. Expressivity of the key genes associated with seed and pod development is highly regulated via lncRNAs and miRNAs in Pigeonpea. Sci Rep 2019; 9:18191. [PMID: 31796783 PMCID: PMC6890743 DOI: 10.1038/s41598-019-54340-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2018] [Accepted: 10/21/2019] [Indexed: 12/18/2022] Open
Abstract
Non-coding RNA’s like miRNA, lncRNA, have gained immense importance as a significant regulatory factor in different physiological and developmental processes in plants. In an effort to understand the molecular role of these regulatory agents, in the present study, 3019 lncRNAs and 227 miRNAs were identified from different seed and pod developmental stages in Pigeonpea, a major grain legume of Southeast Asia and Africa. Target analysis revealed that 3768 mRNAs, including 83 TFs were targeted by lncRNAs; whereas 3060 mRNA, including 154 TFs, were targeted by miRNAs. The targeted transcription factors majorly belong to WRKY, MYB, bHLH, etc. families; whereas the targeted genes were associated with the embryo, seed, and flower development. Total 302 lncRNAs interact with miRNAs and formed endogenous target mimics (eTMs) which leads to sequestering of the miRNAs present in the cell. Expression analysis showed that notably, Cc_lncRNA-2830 expression is up-regulated and sequestrates miR160h in pod leading to higher expression of the miR160h target gene, Auxin responsive factor-18. A similar pattern was observed for SPIKE, Auxin signaling F-box-2, Bidirectional sugar transporter, and Starch synthetase-2 eTMs. All the identified target mRNAs code for transcription factor and genes are involved in the processes like cell division, plant growth and development, starch synthesis, sugar transportation and accumulation of storage proteins which are essential for seed and pod development. On a combinatorial basis, our study provides a lncRNA and miRNA based regulatory insight into the genes governing seed and pod development in Pigeonpea.
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Affiliation(s)
- Antara Das
- ICAR- National Research Centre on Plant Biotechnology, New Delhi, India
| | - Deepti Nigam
- ICAR- National Research Centre on Plant Biotechnology, New Delhi, India
| | - Alim Junaid
- ICAR- National Research Centre on Plant Biotechnology, New Delhi, India
| | | | - Kuldeep Kumar
- ICAR- National Research Centre on Plant Biotechnology, New Delhi, India
| | | | - N K Singh
- ICAR- National Research Centre on Plant Biotechnology, New Delhi, India
| | - Kishor Gaikwad
- ICAR- National Research Centre on Plant Biotechnology, New Delhi, India.
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11
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Chen L, Meng J, He XL, Zhang M, Luan YS. Solanum lycopersicum microRNA1916 targets multiple target genes and negatively regulates the immune response in tomato. PLANT, CELL & ENVIRONMENT 2019; 42:1393-1407. [PMID: 30362126 DOI: 10.1111/pce.13468] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Revised: 10/17/2018] [Accepted: 10/18/2018] [Indexed: 06/08/2023]
Abstract
MicroRNA1916 (miR1916) is one of the nonconserved miRNAs that respond to various stresses in plants, but little has been known at present about its mechanisms in biotic stresses. In this study, the expression of Solanum lycopersicum (sly)-miR1916 in tomato was found to be down-regulated after infection with Phytophthora infestans or Botrytis cinerea. Tomato plants that overexpressed sly-miR1916 displayed significant enhancement in susceptibility to P. infestans and B. cinerea infection, as well as increased tendency to produce reactive oxygen species. Silencing of sly-miR1916 by short tandem target mimic and artificial microRNA strategies caused the tomato plants to become more tolerant to adverse conditions. In addition, lower sly-miR1916 expression could up-regulate the expression of strictosidine synthase (STR-2), UDP-glycosyltransferases (UGTs), late blight resistance protein homolog R1B-16, disease resistance protein RPP13-like, and MYB transcription factor (MYB12), which ultimately resulted in the accumulation of α-tomatine and anthocyanins via STR-2, UGT, and MYB12. Furthermore, ectopic expression of sly-miR1916/STR-2 significantly changed the tolerance of tobacco to B. cinerea. Taken together, the results demonstrated that sly-miR1916 might regulate the expression of STR-2, UGT, and MYB12 in tomato plant, conferring sensitivity to biotic stress via modulating α-tomatine and anthocyanins.
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Affiliation(s)
- Lei Chen
- School of Life Sciences and Biotechnology, Dalian University of Technology, Dalian, 116024, China
| | - Jun Meng
- School of Computer Science and Technology, Dalian University of Technology, Dalian, 116024, China
| | - Xiao Li He
- School of Life Sciences and Biotechnology, Dalian University of Technology, Dalian, 116024, China
| | - Min Zhang
- School of Life Sciences and Biotechnology, Dalian University of Technology, Dalian, 116024, China
| | - Yu Shi Luan
- School of Life Sciences and Biotechnology, Dalian University of Technology, Dalian, 116024, China
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12
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Chen L, Meng J, Luan Y. miR1916 plays a role as a negative regulator in drought stress resistance in tomato and tobacco. Biochem Biophys Res Commun 2019; 508:597-602. [PMID: 30514439 DOI: 10.1016/j.bbrc.2018.11.165] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2018] [Accepted: 11/27/2018] [Indexed: 10/27/2022]
Abstract
MicroRNAs (miRNAs) play important roles in regulating plant responses to various environmental stresses. In our study, overexpression of miR1916 in tomato (OE-1) reduced its tolerance to drought. The miR1916-silenced transgenic plants (ST-1 and Anti-7) significantly increased resistance to drought stress. The transgenic tobacco plants also have a similar result in displaying the tolerance of drought. Physiological analysis revealed that miR1916 affected the osmoregulation and reactive oxygen species (ROS) accumulation. In addition, transcript levels of the miR1916 target genes, histone deacetylases (HDAC) and strictosidine synthase (STR), decreased in miR1916-overexpressing transgenic tobacco plants. Our results suggested that miR1916 is a passive regulator in the plant resistance to drought stress and has potentially impacting on abiotic stress responses in Solanaceae.
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Affiliation(s)
- Lei Chen
- School of Life Sciences and Biotechnology, Dalian University of Technology, Dalian, 116024, China
| | - Jun Meng
- School of Computer Science and Technology, Dalian University of Technology, Dalian, 116024, China
| | - Yushi Luan
- School of Life Sciences and Biotechnology, Dalian University of Technology, Dalian, 116024, China.
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13
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Patwa N, Nithin C, Bahadur RP, Basak J. Identification and characterization of differentially expressed Phaseolus vulgaris miRNAs and their targets during mungbean yellow mosaic India virus infection reveals new insight into Phaseolus-MYMIV interaction. Genomics 2018; 111:1333-1342. [PMID: 30237075 DOI: 10.1016/j.ygeno.2018.09.005] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2018] [Revised: 08/17/2018] [Accepted: 09/09/2018] [Indexed: 02/06/2023]
Abstract
Phaseolus vulgaris is an economically important legume in tropical and subtropical regions of Asia, Africa, Latin-America and parts of USA and Europe. However, its production gets severely affected by mungbean yellow mosaic India virus (MYMIV). We aim to identify and characterize differentially expressed miRNAs during MYMIV-infection in P. vulgaris. A total of 422 miRNAs are identified of which 292 are expressed in both MYMIV-treated and mock-treated samples, 109 are expressed only in MYMIV-treated and 21 are expressed only in mock-treated samples. Selected up- and down-regulated miRNAs are validated by RT-qPCR. 3367 target ORFs are identified for 270 miRNAs. Selected targets are validated by 5' RLM-RACE. Differentially expressed miRNAs regulate transcription factors and are involved in improving stress tolerance to MYMIV. These findings will provide an insight into the role of miRNAs during MYMIV infection in P. vulgaris in particular and during any biotic stress conditions in Leguminosae family in general.
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Affiliation(s)
- Nisha Patwa
- Laboratory of Plant Stress Biology, Department of Biotechnology, Visva-Bharati, Santiniketan 731235, India
| | - Chandran Nithin
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Kharagpur, 721302, India
| | - Ranjit Prasad Bahadur
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Kharagpur, 721302, India
| | - Jolly Basak
- Laboratory of Plant Stress Biology, Department of Biotechnology, Visva-Bharati, Santiniketan 731235, India.
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14
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Joy N, Maimoonath Beevi YP, Soniya EV. A deeper view into the significance of simple sequence repeats in pre-miRNAs provides clues for its possible roles in determining the function of microRNAs. BMC Genet 2018; 19:29. [PMID: 29739315 PMCID: PMC5941480 DOI: 10.1186/s12863-018-0615-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2017] [Accepted: 04/30/2018] [Indexed: 02/06/2023] Open
Abstract
Background The central tenet of ‘genome content’ has been that the ‘non-coding’ parts are highly enriched with ‘microsatellites’ or ‘Simple Sequence Repeats’ (SSRs). We presume that the presence and change in number of repeat unit (n) of SSRs in different genomic locations may or may not become beneficial, depending on the position of SSRs in a gene. Very few studies have looked into the existence of SSRs in the hair-pin precursors of miRNAs (pre-miRNAs). The interplay between SSRs and miRNAs is not yet clearly understood. Results Considering the potential significance of SSRs in pre-miRNAs, we analysed the miRNA hair-pin precursors of 171 organisms, which revealed a noticeable (29.8%) existence of SSRs in their pre-miRNAs. The maintenance of SSRs in pre-miRNAs even in the complex, highly evolved phyla like Chordata and Magnoliophyta shed light upon its diverse functions. Putative effects of SSRs in either regulating the biogenesis or function of miRNAs were more underlined based on computational and experimental analysis. A preliminary computational analysis to explore the relevance of such SSRs maintained in pre-miRNA sequences led to the detection of splicing regulatory elements (SREs) either in or near to the SSRs. The absence of SSRs correspondingly decreased the detection of SREs. Conclusion The present study is the first implication for the possible involvement of SSRs in shaping the SREs to undergo Alternative Splicing events to produce miRNA isoforms in accordance with different stress environments. This part of work well demonstrates the importance of studying such consistently maintained SSRs residing in pre-miRNAs and can enhance more and more research towards deciphering the exact function of SSRs in the near future. Electronic supplementary material The online version of this article (10.1186/s12863-018-0615-x) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Nisha Joy
- Plant Disease Biology and Biotechnology, Rajiv Gandhi Center for Biotechnology, Poojappura, Thiruvananthapuram, Kerala, 695014, India.
| | - Y P Maimoonath Beevi
- Plant Disease Biology and Biotechnology, Rajiv Gandhi Center for Biotechnology, Poojappura, Thiruvananthapuram, Kerala, 695014, India
| | - E V Soniya
- Plant Disease Biology and Biotechnology, Rajiv Gandhi Center for Biotechnology, Poojappura, Thiruvananthapuram, Kerala, 695014, India.
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Genome-wide identification of miRNAs and lncRNAs in Cajanus cajan. BMC Genomics 2017; 18:878. [PMID: 29141604 PMCID: PMC5688659 DOI: 10.1186/s12864-017-4232-2] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Accepted: 10/23/2017] [Indexed: 01/24/2023] Open
Abstract
Background Non-coding RNAs (ncRNAs) are important players in the post transcriptional regulation of gene expression (PTGR). On one hand, microRNAs (miRNAs) are an abundant class of small ncRNAs (~22nt long) that negatively regulate gene expression at the levels of messenger RNAs stability and translation inhibition, on the other hand, long ncRNAs (lncRNAs) are a large and diverse class of transcribed non-protein coding RNA molecules (> 200nt) that play both up-regulatory as well as down-regulatory roles at the transcriptional level. Cajanus cajan, a leguminosae pulse crop grown in tropical and subtropical areas of the world, is a source of high value protein to vegetarians or very poor populations globally. Hence, genome-wide identification of miRNAs and lncRNAs in C. cajan is extremely important to understand their role in PTGR with a possible implication to generate improve variety of crops. Results We have identified 616 mature miRNAs in C. cajan belonging to 118 families, of which 578 are novel and not reported in MirBase21. A total of 1373 target sequences were identified for 180 miRNAs. Of these, 298 targets were characterized at the protein level. Besides, we have also predicted 3919 lncRNAs. Additionally, we have identified 87 of the predicted lncRNAs to be targeted by 66 miRNAs. Conclusions miRNA and lncRNAs in plants are known to control a variety of traits including yield, quality and stress tolerance. Owing to its agricultural importance and medicinal value, the identified miRNA, lncRNA and their targets in C. cajan may be useful for genome editing to improve better quality crop. A thorough understanding of ncRNA-based cellular regulatory networks will aid in the improvement of C. cajan agricultural traits. Electronic supplementary material The online version of this article (10.1186/s12864-017-4232-2) contains supplementary material, which is available to authorized users.
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16
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Barik A, Das S. A comparative study of sequence- and structure-based features of small RNAs and other RNAs of bacteria. RNA Biol 2017; 15:95-103. [PMID: 29099311 DOI: 10.1080/15476286.2017.1387709] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Small RNAs (sRNAs) in bacteria have emerged as key players in transcriptional and post-transcriptional regulation of gene expression. Here, we present a statistical analysis of different sequence- and structure-related features of bacterial sRNAs to identify the descriptors that could discriminate sRNAs from other bacterial RNAs. We investigated a comprehensive and heterogeneous collection of 816 sRNAs, identified by northern blotting across 33 bacterial species and compared their various features with other classes of bacterial RNAs, such as tRNAs, rRNAs and mRNAs. We observed that sRNAs differed significantly from the rest with respect to G+C composition, normalized minimum free energy of folding, motif frequency and several RNA-folding parameters like base-pairing propensity, Shannon entropy and base-pair distance. Based on the selected features, we developed a predictive model using Random Forests (RF) method to classify the above four classes of RNAs. Our model displayed an overall predictive accuracy of 89.5%. These findings would help to differentiate bacterial sRNAs from other RNAs and further promote prediction of novel sRNAs in different bacterial species.
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Affiliation(s)
- Amita Barik
- a Biomedical Informatics Centre , National Institute of Cholera and Enteric Diseases , Kolkata , West Bengal , India
| | - Santasabuj Das
- a Biomedical Informatics Centre , National Institute of Cholera and Enteric Diseases , Kolkata , West Bengal , India.,b Division of Clinical Medicine , National Institute of Cholera and Enteric Diseases , Kolkata , West Bengal , India
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17
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Adhikari S, Saha S, Biswas A, Rana TS, Bandyopadhyay TK, Ghosh P. Application of molecular markers in plant genome analysis: a review. THE NUCLEUS 2017. [DOI: 10.1007/s13237-017-0214-7] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
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18
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Hazra A, Dasgupta N, Sengupta C, Das S. Extrapolative microRNA precursor based SSR mining from tea EST database in respect to agronomic traits. BMC Res Notes 2017; 10:261. [PMID: 28683768 PMCID: PMC5501407 DOI: 10.1186/s13104-017-2577-x] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Accepted: 06/28/2017] [Indexed: 11/10/2022] Open
Abstract
Tea (Camellia sinensis, (L.) Kuntze) is considered as most popular drink across the world and it is widely consumed beverage for its several health-benefit characteristics. These positive traits primarily rely on its regulatory networks of different metabolic pathways. Development of microsatellite markers from the conserved genomic regions are being worthwhile for reviewing the genetic diversity of closely related species or self-pollinated species. Although several SSR markers have been reported, in tea, the trait-specific Simple Sequence Repeat (SSR) markers, leading to be useful in marker assisted breeding technique, are yet to be identified. Micro RNAs are short, non-coding RNA molecules, involved in post transcriptional mode of gene regulation and thus effects on related phenotype. Present study deals with identification of the microsatellite motifs within the reported and predicted miRNA precursors that are effectively followed by designing of primers from SSR flanking regions in order to PCR validation. In addition to the earlier reports, two new miRNAs are predicting here from tea expressed tag sequence database. Furthermore, 18 SSR motifs are found to be in 13 of all 33 predicted miRNAs. Trinucleotide motifs are most abundant among all followed by dinucleotides. Since, miRNA based SSR markers are evidenced to have significant role on genetic fingerprinting study, these outcomes would pave the way in developing novel markers for tagging tea specific agronomic traits as well as substantiating non-conventional breeding program.
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Affiliation(s)
- Anjan Hazra
- Agricultural and Ecological Research Unit, Indian Statistical Institute, 203, Barrackpore Trunk Road, Kolkata, 700 108, India.,Department of Botany, University of Kalyani, Nadia, Kalyani, 741235, India
| | - Nirjhar Dasgupta
- Agricultural and Ecological Research Unit, Indian Statistical Institute, 203, Barrackpore Trunk Road, Kolkata, 700 108, India
| | - Chandan Sengupta
- Department of Botany, University of Kalyani, Nadia, Kalyani, 741235, India
| | - Sauren Das
- Agricultural and Ecological Research Unit, Indian Statistical Institute, 203, Barrackpore Trunk Road, Kolkata, 700 108, India.
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Cross-Kingdom Regulation of Putative miRNAs Derived from Happy Tree in Cancer Pathway: A Systems Biology Approach. Int J Mol Sci 2017; 18:ijms18061191. [PMID: 28587194 PMCID: PMC5486014 DOI: 10.3390/ijms18061191] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Revised: 05/17/2017] [Accepted: 05/27/2017] [Indexed: 12/15/2022] Open
Abstract
MicroRNAs (miRNAs) are well-known key regulators of gene expression primarily at the post-transcriptional level. Plant-derived miRNAs may pass through the gastrointestinal tract, entering into the body fluid and regulate the expression of endogenous mRNAs. Camptotheca acuminata, a highly important medicinal plant known for its anti-cancer potential was selected to investigate cross-kingdom regulatory mechanism and involvement of miRNAs derived from this plant in cancer-associated pathways through in silico systems biology approach. In this study, total 33 highly stable putative novel miRNAs were predicted from the publically available 53,294 ESTs of C. acuminata, out of which 14 miRNAs were found to be regulating 152 target genes in human. Functional enrichment, gene-disease associations and network analysis of these target genes were carried out and the results revealed their association with prominent types of cancers like breast cancer, leukemia and lung cancer. Pathways like focal adhesion, regulation of lipolysis in adipocytes and mTOR signaling pathways were found significantly associated with the target genes. The regulatory network analysis showed the association of some important hub proteins like GSK3B, NUMB, PEG3, ITGA2 and DLG2 with cancer-associated pathways. Based on the analysis results, it can be suggested that the ingestion of the C. acuminata miRNAs may have a functional impact on tumorigenesis in a cross-kingdom way and may affect the physiological condition at genetic level. Thus, the predicted miRNAs seem to hold potentially significant role in cancer pathway regulation and therefore, may be further validated using in vivo experiments for a better insight into their mechanism of epigenetic action of miRNA.
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Paces J, Nic M, Novotny T, Svoboda P. Literature review of baseline information to support the risk assessment of RNAi‐based GM plants. ACTA ACUST UNITED AC 2017. [PMCID: PMC7163844 DOI: 10.2903/sp.efsa.2017.en-1246] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Affiliation(s)
- Jan Paces
- Institute of Molecular Genetics of the Academy of Sciences of the Czech Republic (IMG)
| | | | | | - Petr Svoboda
- Institute of Molecular Genetics of the Academy of Sciences of the Czech Republic (IMG)
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21
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Cui J, You C, Chen X. The evolution of microRNAs in plants. CURRENT OPINION IN PLANT BIOLOGY 2017; 35:61-67. [PMID: 27886593 PMCID: PMC5342909 DOI: 10.1016/j.pbi.2016.11.006] [Citation(s) in RCA: 93] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2016] [Revised: 11/05/2016] [Accepted: 11/08/2016] [Indexed: 05/20/2023]
Abstract
MicroRNAs (miRNAs) are a central player in post-transcriptional regulation of gene expression and are involved in numerous biological processes in eukaryotes. Knowledge of the origins and divergence of miRNAs paves the way for a better understanding of the complexity of the regulatory networks that they participate in. The biogenesis, degradation, and regulatory activities of miRNAs are relatively better understood, but the evolutionary history of miRNAs still needs more exploration. Inverted duplication of target genes, random hairpin sequences and small transposable elements constitute three main models that explain the origination of miRNA genes (MIR). Both inter-species and intra-species divergence of miRNAs exhibits functional adaptation and adaptation to changing environments in evolution. Here we summarize recent progress in studies on the evolution of MIR and related genes.
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Affiliation(s)
- Jie Cui
- Guangdong Provincial Key Laboratory for Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen 518060, PR China; Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, PR China
| | - Chenjiang You
- Guangdong Provincial Key Laboratory for Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen 518060, PR China; Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Optoelectronic Engineering, Shenzhen University, Shenzhen 518060, PR China; Department of Botany and Plant Sciences, Institute of Integrative Genome Biology, University of California, Riverside, CA 92521, USA
| | - Xuemei Chen
- Guangdong Provincial Key Laboratory for Plant Epigenetics, College of Life Sciences and Oceanography, Shenzhen University, Shenzhen 518060, PR China; Department of Botany and Plant Sciences, Institute of Integrative Genome Biology, University of California, Riverside, CA 92521, USA; Howard Hughes Medical Institute, University of California, Riverside, CA 92521, USA.
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Basak J, Nithin C. Targeting Non-Coding RNAs in Plants with the CRISPR-Cas Technology is a Challenge yet Worth Accepting. FRONTIERS IN PLANT SCIENCE 2015; 6:1001. [PMID: 26635829 PMCID: PMC4652605 DOI: 10.3389/fpls.2015.01001] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2015] [Accepted: 10/30/2015] [Indexed: 05/02/2023]
Abstract
Non-coding RNAs (ncRNAs) have emerged as versatile master regulator of biological functions in recent years. MicroRNAs (miRNAs) are small endogenous ncRNAs of 18-24 nucleotides in length that originates from long self-complementary precursors. Besides their direct involvement in developmental processes, plant miRNAs play key roles in gene regulatory networks and varied biological processes. Alternatively, long ncRNAs (lncRNAs) are a large and diverse class of transcribed ncRNAs whose length exceed that of 200 nucleotides. Plant lncRNAs are transcribed by different RNA polymerases, showing diverse structural features. Plant lncRNAs also are important regulators of gene expression in diverse biological processes. There has been a breakthrough in the technology of genome editing, the CRISPR-Cas9 (clustered regulatory interspaced short palindromic repeats/CRISPR-associated protein 9) technology, in the last decade. CRISPR loci are transcribed into ncRNA and eventually form a functional complex with Cas9 and further guide the complex to cleave complementary invading DNA. The CRISPR-Cas technology has been successfully applied in model plants such as Arabidopsis and tobacco and important crops like wheat, maize, and rice. However, all these studies are focused on protein coding genes. Information about targeting non-coding genes is scarce. Hitherto, the CRISPR-Cas technology has been exclusively used in vertebrate systems to engineer miRNA/lncRNAs, but it is still relatively unexplored in plants. While briefing miRNAs, lncRNAs and applications of the CRISPR-Cas technology in human and animals, this review essentially elaborates several strategies to overcome the challenges of applying the CRISPR-Cas technology in editing ncRNAs in plants and the future perspective of this field.
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Affiliation(s)
- Jolly Basak
- Department of Biotechnology, Visva-Bharati UniversitySantiniketan, India
- *Correspondence: Jolly Basak,
| | - Chandran Nithin
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology KharagpurKharagpur, India
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