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Identification and molecular characterization of miRNAs and their target genes associated with seed development through small RNA sequencing in chickpea
Multiple studies have attempted to dissect the molecular mechanism underlying seed development in chickpea ( Cicer arietinum L. ). These studies highlight the need to focus on the role of miRNAs in regulating storage protein accumulation in seeds. Therefore, a total of 8,856,691 short-read sequences...
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Published in: | Functional & integrative genomics 2021-03, Vol.21 (2), p.283-298 |
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description | Multiple studies have attempted to dissect the molecular mechanism underlying seed development in chickpea (
Cicer arietinum L.
). These studies highlight the need to focus on the role of miRNAs in regulating storage protein accumulation in seeds. Therefore, a total of 8,856,691 short-read sequences were generated from a small RNA library of developing chickpea seeds and were analyzed using miRDeep-P to identify 74 known and 26 novel miRNA sequences. Known miRNAs were classified into 22 miRNA families with miRNA156 family being most abundant. Of the 26 putative novel miRNAs identified, only 22 could be experimentally validated using stem loop end point PCR. Differential expression analyses led to the identification of known as well as novel miRNAs that could regulate various stages of chickpea seed development. In silico target prediction revealed several important target genes and transcription factors like SPL, mediator of RNA Polymerase II transcription subunit 12, aspartic proteinase and NACs, which were further validated by real-time PCR analysis. A comparative expression analysis in chickpea genotypes with contrasting seed protein content revealed one known (Car-miR156h) and two novel miRNA (Car-novmiR7 and Car-novmiR23) candidates to be highly expressed in the LPC (low protein content) chickpea genotypes, targets of which are known to regulate seed storage protein accumulation. Therefore, this study provides a useful resource in the form of miRNA and their targets which can be further utilized to understand and manipulate various regulatory mechanisms involved in seed development with the overall aim of improving yield and nutrition attributes in chickpea. |
doi_str_mv | 10.1007/s10142-021-00777-w |
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Cicer arietinum L.
). These studies highlight the need to focus on the role of miRNAs in regulating storage protein accumulation in seeds. Therefore, a total of 8,856,691 short-read sequences were generated from a small RNA library of developing chickpea seeds and were analyzed using miRDeep-P to identify 74 known and 26 novel miRNA sequences. Known miRNAs were classified into 22 miRNA families with miRNA156 family being most abundant. Of the 26 putative novel miRNAs identified, only 22 could be experimentally validated using stem loop end point PCR. Differential expression analyses led to the identification of known as well as novel miRNAs that could regulate various stages of chickpea seed development. In silico target prediction revealed several important target genes and transcription factors like SPL, mediator of RNA Polymerase II transcription subunit 12, aspartic proteinase and NACs, which were further validated by real-time PCR analysis. A comparative expression analysis in chickpea genotypes with contrasting seed protein content revealed one known (Car-miR156h) and two novel miRNA (Car-novmiR7 and Car-novmiR23) candidates to be highly expressed in the LPC (low protein content) chickpea genotypes, targets of which are known to regulate seed storage protein accumulation. Therefore, this study provides a useful resource in the form of miRNA and their targets which can be further utilized to understand and manipulate various regulatory mechanisms involved in seed development with the overall aim of improving yield and nutrition attributes in chickpea.</description><identifier>ISSN: 1438-793X</identifier><identifier>EISSN: 1438-7948</identifier><identifier>DOI: 10.1007/s10142-021-00777-w</identifier><identifier>PMID: 33630193</identifier><language>eng</language><publisher>Berlin/Heidelberg: Springer Berlin Heidelberg</publisher><subject>Animal Genetics and Genomics ; Aspartic proteinase ; Biochemistry ; Bioinformatics ; Biomedical and Life Sciences ; Cell Biology ; Cicer - genetics ; DNA-directed RNA polymerase ; Gene Expression Regulation, Developmental ; Gene Expression Regulation, Plant - genetics ; Genotypes ; High-Throughput Nucleotide Sequencing ; Life Sciences ; Microbial Genetics and Genomics ; MicroRNAs - genetics ; miRNA ; Nutrient content ; Original Article ; Plant Genetics and Genomics ; Proteinase ; Proteins ; RNA polymerase ; RNA, Plant - genetics ; Seed Storage Proteins - genetics ; Seeds ; Seeds - genetics ; Seeds - growth & development ; Sequence Analysis, RNA ; Transcription factors</subject><ispartof>Functional & integrative genomics, 2021-03, Vol.21 (2), p.283-298</ispartof><rights>The Author(s), under exclusive licence to Springer-Verlag GmbH, DE part of Springer Nature 2021</rights><rights>The Author(s), under exclusive licence to Springer-Verlag GmbH, DE part of Springer Nature 2021.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c375t-824f58fd7b9027ba6ff77501e6233d04a8b54456e838fe6cbc1ecaa3d2ebeb8d3</citedby><cites>FETCH-LOGICAL-c375t-824f58fd7b9027ba6ff77501e6233d04a8b54456e838fe6cbc1ecaa3d2ebeb8d3</cites><orcidid>0000-0003-0811-219X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33630193$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Pradhan, Seema</creatorcontrib><creatorcontrib>Verma, Subodh</creatorcontrib><creatorcontrib>Chakraborty, Anirban</creatorcontrib><creatorcontrib>Bhatia, Sabhyata</creatorcontrib><title>Identification and molecular characterization of miRNAs and their target genes associated with seed development through small RNA sequencing in chickpea</title><title>Functional & integrative genomics</title><addtitle>Funct Integr Genomics</addtitle><addtitle>Funct Integr Genomics</addtitle><description>Multiple studies have attempted to dissect the molecular mechanism underlying seed development in chickpea (
Cicer arietinum L.
). These studies highlight the need to focus on the role of miRNAs in regulating storage protein accumulation in seeds. Therefore, a total of 8,856,691 short-read sequences were generated from a small RNA library of developing chickpea seeds and were analyzed using miRDeep-P to identify 74 known and 26 novel miRNA sequences. Known miRNAs were classified into 22 miRNA families with miRNA156 family being most abundant. Of the 26 putative novel miRNAs identified, only 22 could be experimentally validated using stem loop end point PCR. Differential expression analyses led to the identification of known as well as novel miRNAs that could regulate various stages of chickpea seed development. In silico target prediction revealed several important target genes and transcription factors like SPL, mediator of RNA Polymerase II transcription subunit 12, aspartic proteinase and NACs, which were further validated by real-time PCR analysis. A comparative expression analysis in chickpea genotypes with contrasting seed protein content revealed one known (Car-miR156h) and two novel miRNA (Car-novmiR7 and Car-novmiR23) candidates to be highly expressed in the LPC (low protein content) chickpea genotypes, targets of which are known to regulate seed storage protein accumulation. Therefore, this study provides a useful resource in the form of miRNA and their targets which can be further utilized to understand and manipulate various regulatory mechanisms involved in seed development with the overall aim of improving yield and nutrition attributes in chickpea.</description><subject>Animal Genetics and Genomics</subject><subject>Aspartic proteinase</subject><subject>Biochemistry</subject><subject>Bioinformatics</subject><subject>Biomedical and Life Sciences</subject><subject>Cell Biology</subject><subject>Cicer - genetics</subject><subject>DNA-directed RNA polymerase</subject><subject>Gene Expression Regulation, Developmental</subject><subject>Gene Expression Regulation, Plant - genetics</subject><subject>Genotypes</subject><subject>High-Throughput Nucleotide Sequencing</subject><subject>Life Sciences</subject><subject>Microbial Genetics and Genomics</subject><subject>MicroRNAs - genetics</subject><subject>miRNA</subject><subject>Nutrient content</subject><subject>Original Article</subject><subject>Plant Genetics and Genomics</subject><subject>Proteinase</subject><subject>Proteins</subject><subject>RNA polymerase</subject><subject>RNA, Plant - genetics</subject><subject>Seed Storage Proteins - genetics</subject><subject>Seeds</subject><subject>Seeds - genetics</subject><subject>Seeds - growth & development</subject><subject>Sequence Analysis, RNA</subject><subject>Transcription factors</subject><issn>1438-793X</issn><issn>1438-7948</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNp9kc1u1TAQhSMEoqXwAiyQJTZsAnZsx86yqvipVIGEQGJnOfY41yWxL7bDFTwJj4tvU4rEgpXHc745M9JpmqcEvyQYi1eZYMK6FnekrV8h2sO95pQwKlsxMHn_rqZfTppHOV9jjDke6MPmhNKeYjLQ0-bXpYVQvPNGFx8D0sGiJc5g1lknZHY6aVMg-Z-bHB1a_Mf35_kGLDvwCRWdJihoggC1nXM0Xhew6ODLDmWolYXvMMf9UjfVmRTXqQqLnmdUrSrybYVgfJiQD3WlN1_3oB83D5yeMzy5fc-az29ef7p41159eHt5cX7VGip4aWXHHJfOinHAnRh175wQHBPoO0otZlqOnDHeg6TSQW9GQ8BoTW0HI4zS0rPmxea7T7HekYtafDYwzzpAXLPq2EAZ51L2FX3-D3od1xTqdUeKCSJ4f6S6jTIp5pzAqX3yi04_FMHqmJvaclM1N3WTmzrUoWe31uu4gL0b-RNUBegG5CqFCdLf3f-x_Q2tS6cd</recordid><startdate>20210301</startdate><enddate>20210301</enddate><creator>Pradhan, Seema</creator><creator>Verma, Subodh</creator><creator>Chakraborty, Anirban</creator><creator>Bhatia, Sabhyata</creator><general>Springer Berlin Heidelberg</general><general>Springer Nature B.V</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7TM</scope><scope>7X7</scope><scope>7XB</scope><scope>88A</scope><scope>88E</scope><scope>8AO</scope><scope>8C1</scope><scope>8FD</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>8G5</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>GUQSH</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>LK8</scope><scope>M0S</scope><scope>M1P</scope><scope>M2O</scope><scope>M7P</scope><scope>MBDVC</scope><scope>P64</scope><scope>PADUT</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>Q9U</scope><scope>RC3</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0003-0811-219X</orcidid></search><sort><creationdate>20210301</creationdate><title>Identification and molecular characterization of miRNAs and their target genes associated with seed development through small RNA sequencing in chickpea</title><author>Pradhan, Seema ; Verma, Subodh ; Chakraborty, Anirban ; Bhatia, Sabhyata</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c375t-824f58fd7b9027ba6ff77501e6233d04a8b54456e838fe6cbc1ecaa3d2ebeb8d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Animal Genetics and Genomics</topic><topic>Aspartic proteinase</topic><topic>Biochemistry</topic><topic>Bioinformatics</topic><topic>Biomedical and Life Sciences</topic><topic>Cell Biology</topic><topic>Cicer - genetics</topic><topic>DNA-directed RNA polymerase</topic><topic>Gene Expression Regulation, Developmental</topic><topic>Gene Expression Regulation, Plant - genetics</topic><topic>Genotypes</topic><topic>High-Throughput Nucleotide Sequencing</topic><topic>Life Sciences</topic><topic>Microbial Genetics and Genomics</topic><topic>MicroRNAs - genetics</topic><topic>miRNA</topic><topic>Nutrient content</topic><topic>Original Article</topic><topic>Plant Genetics and Genomics</topic><topic>Proteinase</topic><topic>Proteins</topic><topic>RNA polymerase</topic><topic>RNA, Plant - genetics</topic><topic>Seed Storage Proteins - genetics</topic><topic>Seeds</topic><topic>Seeds - genetics</topic><topic>Seeds - growth & development</topic><topic>Sequence Analysis, RNA</topic><topic>Transcription factors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Pradhan, Seema</creatorcontrib><creatorcontrib>Verma, Subodh</creatorcontrib><creatorcontrib>Chakraborty, Anirban</creatorcontrib><creatorcontrib>Bhatia, Sabhyata</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Nucleic Acids Abstracts</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Biology Database (Alumni Edition)</collection><collection>Medical Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>ProQuest Public Health Database</collection><collection>Technology Research Database</collection><collection>ProQuest SciTech Collection</collection><collection>ProQuest Natural Science Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>Research Library (Alumni Edition)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>Biological Science Collection</collection><collection>ProQuest Central</collection><collection>ProQuest Natural Science Collection</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Engineering Research Database</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>Research Library Prep</collection><collection>SciTech Premium Collection</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>ProQuest Biological Science Collection</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>ProQuest Research Library</collection><collection>Biological Science Database</collection><collection>Research Library (Corporate)</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>Research Library China</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest Central Basic</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>Functional & integrative genomics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Pradhan, Seema</au><au>Verma, Subodh</au><au>Chakraborty, Anirban</au><au>Bhatia, Sabhyata</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Identification and molecular characterization of miRNAs and their target genes associated with seed development through small RNA sequencing in chickpea</atitle><jtitle>Functional & integrative genomics</jtitle><stitle>Funct Integr Genomics</stitle><addtitle>Funct Integr Genomics</addtitle><date>2021-03-01</date><risdate>2021</risdate><volume>21</volume><issue>2</issue><spage>283</spage><epage>298</epage><pages>283-298</pages><issn>1438-793X</issn><eissn>1438-7948</eissn><abstract>Multiple studies have attempted to dissect the molecular mechanism underlying seed development in chickpea (
Cicer arietinum L.
). These studies highlight the need to focus on the role of miRNAs in regulating storage protein accumulation in seeds. Therefore, a total of 8,856,691 short-read sequences were generated from a small RNA library of developing chickpea seeds and were analyzed using miRDeep-P to identify 74 known and 26 novel miRNA sequences. Known miRNAs were classified into 22 miRNA families with miRNA156 family being most abundant. Of the 26 putative novel miRNAs identified, only 22 could be experimentally validated using stem loop end point PCR. Differential expression analyses led to the identification of known as well as novel miRNAs that could regulate various stages of chickpea seed development. In silico target prediction revealed several important target genes and transcription factors like SPL, mediator of RNA Polymerase II transcription subunit 12, aspartic proteinase and NACs, which were further validated by real-time PCR analysis. A comparative expression analysis in chickpea genotypes with contrasting seed protein content revealed one known (Car-miR156h) and two novel miRNA (Car-novmiR7 and Car-novmiR23) candidates to be highly expressed in the LPC (low protein content) chickpea genotypes, targets of which are known to regulate seed storage protein accumulation. Therefore, this study provides a useful resource in the form of miRNA and their targets which can be further utilized to understand and manipulate various regulatory mechanisms involved in seed development with the overall aim of improving yield and nutrition attributes in chickpea.</abstract><cop>Berlin/Heidelberg</cop><pub>Springer Berlin Heidelberg</pub><pmid>33630193</pmid><doi>10.1007/s10142-021-00777-w</doi><tpages>16</tpages><orcidid>https://orcid.org/0000-0003-0811-219X</orcidid></addata></record> |
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subjects | Animal Genetics and Genomics Aspartic proteinase Biochemistry Bioinformatics Biomedical and Life Sciences Cell Biology Cicer - genetics DNA-directed RNA polymerase Gene Expression Regulation, Developmental Gene Expression Regulation, Plant - genetics Genotypes High-Throughput Nucleotide Sequencing Life Sciences Microbial Genetics and Genomics MicroRNAs - genetics miRNA Nutrient content Original Article Plant Genetics and Genomics Proteinase Proteins RNA polymerase RNA, Plant - genetics Seed Storage Proteins - genetics Seeds Seeds - genetics Seeds - growth & development Sequence Analysis, RNA Transcription factors |
title | Identification and molecular characterization of miRNAs and their target genes associated with seed development through small RNA sequencing in chickpea |
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