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Das G, Das SP, Bit A, Sahoo L, Swain SK, Raghavendra CH, Krishnaprasoon NP, Sahoo SK, Das P. Development of novel SSR markers and validation by assessing the genetic diversity of endangered Deccan mahseer, Tor khudree. Mol Biol Rep 2024; 51:290. [PMID: 38329563 DOI: 10.1007/s11033-023-09188-5] [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: 09/13/2023] [Accepted: 12/20/2023] [Indexed: 02/09/2024]
Abstract
BACKGROUND The Deccan mahseer, Tor khudree (Sykes, 1839) is a potential game and food fish species belonging to the family cyprinidae and is categorized as endangered. Its distribution is restricted to southern part of India, specifically to Peninsular Rivers. This study is first to assess the genetic diversity and differentiation in Tor khudree by developing novel simple sequence repeat (SSR) markers. METHODS AND RESULTS Low depth next generation sequencing followed by sequence analysis in MISA software identified 187,649 SSRs. The novel fourteen validated SSR loci were used for population genetic analysis. All of the SSR loci were highly informative with mean PIC > 0.5. High mean allelic richness (9.29) observed heterozygosity (0.98) and expected heterozygosity (0.79) were observed across the loci. However, genetic differentiation was low but significant (0.052). Negative FIS values were observed in both locus-wise and populations indicating the presence of high heterozygosity. Intrapopulation variation was found to be high (96.29%). The population structure revealed two genetic stocks. CONCLUSIONS The results from the present study including the highly polymorphic markers developed would be a useful resource for further research on population genetics and conservation genetics of the species.
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Affiliation(s)
- Gargee Das
- Fish Genetics and Biotechnology Division, ICAR-Central Institute of Freshwater Aquaculture, Kausalyaganga, Bhubaneswar, 751002, India
| | | | - Amrita Bit
- Fish Genetics and Biotechnology Division, ICAR-Central Institute of Freshwater Aquaculture, Kausalyaganga, Bhubaneswar, 751002, India
| | - Lakshman Sahoo
- Fish Genetics and Biotechnology Division, ICAR-Central Institute of Freshwater Aquaculture, Kausalyaganga, Bhubaneswar, 751002, India
| | - Subrat Kumar Swain
- Institute of Medical Sciences & SUM Hospital, Siksha O Anusandhan University, Bhubaneswar, India
| | | | - N P Krishnaprasoon
- PMFGR Centre of ICAR-National Bureau of Fish Genetic Resources, CMFRI Campus, Kochi, India
| | - Sangram Ketan Sahoo
- Fish Genetics and Biotechnology Division, ICAR-Central Institute of Freshwater Aquaculture, Kausalyaganga, Bhubaneswar, 751002, India
- Aquaculture Productions and Environment Division, ICAR-Central Institute of Freshwater Aquaculture, Kausalyaganga, Bhubaneswar, 751002, India
| | - Paramananda Das
- Fish Genetics and Biotechnology Division, ICAR-Central Institute of Freshwater Aquaculture, Kausalyaganga, Bhubaneswar, 751002, India.
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2
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Song X, Yang Q, Bai Y, Gong K, Wu T, Yu T, Pei Q, Duan W, Huang Z, Wang Z, Liu Z, Kang X, Zhao W, Ma X. Comprehensive analysis of SSRs and database construction using all complete gene-coding sequences in major horticultural and representative plants. HORTICULTURE RESEARCH 2021; 8:122. [PMID: 34059664 PMCID: PMC8167114 DOI: 10.1038/s41438-021-00562-7] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 02/10/2021] [Accepted: 03/14/2021] [Indexed: 05/05/2023]
Abstract
Simple sequence repeats (SSRs) are one of the most important genetic markers and widely exist in most species. Here, we identified 249,822 SSRs from 3,951,919 genes in 112 plants. Then, we conducted a comprehensive analysis of these SSRs and constructed a plant SSR database (PSSRD). Interestingly, more SSRs were found in lower plants than in higher plants, showing that lower plants needed to adapt to early extreme environments. Four specific enriched functional terms in the lower plant Chlamydomonas reinhardtii were detected when it was compared with seven other higher plants. In addition, Guanylate_cyc existed in more genes of lower plants than of higher plants. In our PSSRD, we constructed an interactive plotting function in the chart interface, and users can easily view the detailed information of SSRs. All SSR information, including sequences, primers, and annotations, can be downloaded from our database. Moreover, we developed Web SSR Finder and Batch SSR Finder tools, which can be easily used for identifying SSRs. Our database was developed using PHP, HTML, JavaScript, and MySQL, which are freely available at http://www.pssrd.info/ . We conducted an analysis of the Myb gene families and flowering genes as two applications of the PSSRD. Further analysis indicated that whole-genome duplication and whole-genome triplication played a major role in the expansion of the Myb gene families. These SSR markers in our database will greatly facilitate comparative genomics and functional genomics studies in the future.
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Affiliation(s)
- Xiaoming Song
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China.
- School of Life Science and Technology and Center for Informational Biology, University of Electronic Science and Technology of China, 610054, Chengdu, China.
- Food Science and Technology Department, University of Nebraska-Lincoln, Lincoln, NE, 68588, USA.
| | - Qihang Yang
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China
| | - Yun Bai
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China
| | - Ke Gong
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China
| | - Tong Wu
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China
| | - Tong Yu
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China
| | - Qiaoying Pei
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China
| | - Weike Duan
- College of Life Sciences and Food Engineering, Huaiyin Institute of Technology, 223003, Huai'an, China
| | - Zhinan Huang
- College of Life Sciences and Food Engineering, Huaiyin Institute of Technology, 223003, Huai'an, China
| | - Zhiyuan Wang
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China
| | - Zhuo Liu
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China
| | - Xi Kang
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China
| | - Wei Zhao
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China
| | - Xiao Ma
- School of Life Sciences/Library, North China University of Science and Technology, Tangshan, Hebei, 063210, China.
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3
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Avvaru AK, Sharma D, Verma A, Mishra RK, Sowpati DT. MSDB: a comprehensive, annotated database of microsatellites. Nucleic Acids Res 2020; 48:D155-D159. [PMID: 31599331 PMCID: PMC6943038 DOI: 10.1093/nar/gkz886] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2019] [Revised: 09/28/2019] [Accepted: 10/01/2019] [Indexed: 11/18/2022] Open
Abstract
Microsatellites are short tandem repeats of 1–6 nucleotide motifs, studied for their utility as genome markers and in forensics. Recent evidence points to the role of microsatellites in important regulatory functions, and their length polymorphisms at coding regions are linked to various neurodegenerative disorders in humans. Microsatellites show a taxon-specific enrichment in eukaryotic genomes, and their evolution remains poorly understood. Though other databases of microsatellites exist, they fall short on several fronts. MSDB (MicroSatellite DataBase) is a collection of >4 billion microsatellites from 37 680 genomes presented in a user-friendly web portal for easy, interactive analysis and visualization. This is by far the most comprehensive, annotated, updated database to access and analyze microsatellite data of multiple species. The features of MSDB enable users to explore the data as tables that can be filtered and exported, and also as interactive charts to view and compare the data of multiple species simultaneously. Its modularity and architecture permit seamless updates with new data, making it a powerful tool and useful resource to researchers working on this important class of DNA elements, particularly in context of their evolution and emerging roles in genome organization and gene regulation.
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Affiliation(s)
- Akshay Kumar Avvaru
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad - 500007, India.,Academy of Scientific and Innovative Research (AcSIR), Ghaziabad - 201002, India
| | - Deepak Sharma
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad - 500007, India
| | - Archana Verma
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad - 500007, India
| | - Rakesh K Mishra
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad - 500007, India
| | - Divya Tej Sowpati
- CSIR-Centre for Cellular and Molecular Biology, Hyderabad - 500007, India
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4
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Rashid I, Baisvar VS, Singh M, Kumar R, Srivastava P, Kushwaha B, Pathak AK. Isolation and characterization of hypoxia inducible heme oxygenase 1 (HMOX1) gene in Labeo rohita. Genomics 2020; 112:2327-2333. [PMID: 31923615 DOI: 10.1016/j.ygeno.2020.01.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2018] [Revised: 11/05/2019] [Accepted: 01/06/2020] [Indexed: 11/29/2022]
Abstract
The HMOX1 gene plays role in several biological processes and is also responsive to hypoxia stress. Freshwater carp fish, Labeo rohita, is reported as hypoxia sensitive, but the information of annotated hypoxia genes in public domain is very scanty for this species. Here, an attempt was made to isolate and characterize HMOX1 gene in L. rohita using information from zebrafish. HMOX1 gene was obtained by mapping HMOX1 protein of zebrafish over assembled genome of L. rohita. Aligned region was used for designing primers for HMOX1 amplification. Eight overlapping sets of primers were designed for amplifying ~540 bp long successive overlapping fragments. Splicing of overlapping amplicons generated 3715 bp fragment that was confirmed as HMOX1 gene having full coding region with 6 exons between 184 and 2156 bp positions. HMOX1 characterization is an initiative for L. rohita genes annotation to support the characterization of new genes in the important species.
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Affiliation(s)
- Iliyas Rashid
- ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow, Uttar Pradesh 226 002, India; AMITY Institute of Biotechnology, AMITY University, Uttar Pradesh, Lucknow Campus, Lucknow 226 028, Uttar Pradesh, India.
| | - Vishwamitra Singh Baisvar
- ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow, Uttar Pradesh 226 002, India.
| | - Mahender Singh
- ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow, Uttar Pradesh 226 002, India.
| | - Ravindra Kumar
- ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow, Uttar Pradesh 226 002, India.
| | - Prachi Srivastava
- AMITY Institute of Biotechnology, AMITY University, Uttar Pradesh, Lucknow Campus, Lucknow 226 028, Uttar Pradesh, India.
| | - Basdeo Kushwaha
- ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow, Uttar Pradesh 226 002, India.
| | - Ajey Kumar Pathak
- ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow, Uttar Pradesh 226 002, India.
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5
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Du L, Liu Q, Zhao K, Tang J, Zhang X, Yue B, Fan Z. PSMD: An extensive database for pan-species microsatellite investigation and marker development. Mol Ecol Resour 2019; 20:283-291. [PMID: 31599098 DOI: 10.1111/1755-0998.13098] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Revised: 09/18/2019] [Accepted: 09/24/2019] [Indexed: 12/21/2022]
Abstract
Microsatellites are widely distributed throughout nearly all genomes which have been extensively exploited as powerful genetic markers for diverse applications due to their high polymorphisms. Their length variations are involved in gene regulation and implicated in numerous genetic diseases even in cancers. Although much effort has been devoted in microsatellite database construction, the existing microsatellite databases still had some drawbacks, such as limited number of species, unfriendly export format, missing marker development, lack of compound microsatellites and absence of gene annotation, which seriously restricted researchers to perform downstream analysis. In order to overcome the above limitations, we developed PSMD (Pan-Species Microsatellite Database, http://big.cdu.edu.cn/psmd/) as a web-based database to facilitate researchers to easily identify microsatellites, exploit reliable molecular markers and compare microsatellite distribution pattern on genome-wide scale. In current release, PSMD comprises 678,106,741 perfect microsatellites and 43,848,943 compound microsatellites from 18,408 organisms, which covered almost all species with available genomic data. In addition to interactive browse interface, PSMD also offers a flexible filter function for users to quickly gain desired microsatellites from large data sets. PSMD allows users to export GFF3 formatted file and CSV formatted statistical file for downstream analysis. We also implemented an online tool for analysing occurrence of microsatellites with user-defined parameters. Furthermore, Primer3 was embedded to help users to design high-quality primers with customizable settings. To our knowledge, PSMD is the most extensive resource which is likely to be adopted by scientists engaged in biological, medical, environmental and agricultural research.
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Affiliation(s)
- Lianming Du
- Institute for Advanced Study, Chengdu University, Chengdu, China
| | - Qin Liu
- Key Laboratory of Bio-resources and Eco-environment, Ministry of Education, College of Life Science, Sichuan University, Chengdu, China.,College of Life Sciences and Food Engineering, Yibin University, Yibin, China
| | - Kelei Zhao
- Institute for Advanced Study, Chengdu University, Chengdu, China
| | - Jie Tang
- School of Pharmacy and Bioengineering, Chengdu University, Chengdu, China
| | - Xiuyue Zhang
- Key Laboratory of Bio-resources and Eco-environment, Ministry of Education, College of Life Science, Sichuan University, Chengdu, China
| | - Bisong Yue
- Key Laboratory of Bio-resources and Eco-environment, Ministry of Education, College of Life Science, Sichuan University, Chengdu, China
| | - Zhenxin Fan
- Key Laboratory of Bio-resources and Eco-environment, Ministry of Education, College of Life Science, Sichuan University, Chengdu, China
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6
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Shamanskiy VA, Timonina VN, Popadin KY, Gunbin KV. ImtRDB: a database and software for mitochondrial imperfect interspersed repeats annotation. BMC Genomics 2019; 20:295. [PMID: 31284879 PMCID: PMC6614062 DOI: 10.1186/s12864-019-5536-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND Mitochondria is a powerhouse of all eukaryotic cells that have its own circular DNA (mtDNA) encoding various RNAs and proteins. Somatic perturbations of mtDNA are accumulating with age thus it is of great importance to uncover the main sources of mtDNA instability. Recent analyses demonstrated that somatic mtDNA deletions depend on imperfect repeats of various nature between distant mtDNA segments. However, till now there are no comprehensive databases annotating all types of imperfect repeats in numerous species with sequenced complete mitochondrial genome as well as there are no algorithms capable to call all types of imperfect repeats in circular mtDNA. RESULTS We implemented naïve algorithm of pattern recognition by analogy to standard dot-plot construction procedures allowing us to find both perfect and imperfect repeats of four main types: direct, inverted, mirror and complementary. Our algorithm is adapted to specific characteristics of mtDNA such as circularity and an excess of short repeats - it calls imperfect repeats starting from the length of 10 b.p. We constructed interactive web available database ImtRDB depositing perfect and imperfect repeats positions in mtDNAs of more than 3500 Vertebrate species. Additional tools, such as visualization of repeats within a genome, comparison of repeat densities among different genomes and a possibility to download all results make this database useful for many biologists. Our first analyses of the database demonstrated that mtDNA imperfect repeats (i) are usually short; (ii) associated with unfolded DNA structures; (iii) four types of repeats positively correlate with each other forming two equivalent pairs: direct and mirror versus inverted and complementary, with identical nucleotide content and similar distribution between species; (iv) abundance of repeats is negatively associated with GC content; (v) dinucleotides GC versus CG are overrepresented on light chain of mtDNA covered by repeats. CONCLUSIONS ImtRDB is available at http://bioinfodbs.kantiana.ru/ImtRDB/ . It is accompanied by the software calling all types of interspersed repeats with different level of degeneracy in circular DNA. This database and software can become a very useful tool in various areas of mitochondrial and chloroplast DNA research.
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Affiliation(s)
- Viktor A Shamanskiy
- Center for Mitochondrial Functional Genomics, School of Life Science, Immanuel Kant Baltic Federal University, Kaliningrad, Russia
| | - Valeria N Timonina
- Center for Mitochondrial Functional Genomics, School of Life Science, Immanuel Kant Baltic Federal University, Kaliningrad, Russia
| | - Konstantin Yu Popadin
- Center for Mitochondrial Functional Genomics, School of Life Science, Immanuel Kant Baltic Federal University, Kaliningrad, Russia.,Center for Integrative Genomics, University of Lausanne, Lausanne, Switzerland.,Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Konstantin V Gunbin
- Center for Mitochondrial Functional Genomics, School of Life Science, Immanuel Kant Baltic Federal University, Kaliningrad, Russia. .,Center of Brain Neurobiology and Neurogenetics, Institute of Cytology and Genetics SB RAS, Novosibirsk, Russia.
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7
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Baig MH, Rashid I, Srivastava P, Ahmad K, Jan AT, Rabbani G, Choi D, Barreto GE, Ashraf GM, Lee EJ, Choi I. NeuroMuscleDB: a Database of Genes Associated with Muscle Development, Neuromuscular Diseases, Ageing, and Neurodegeneration. Mol Neurobiol 2019; 56:5835-5843. [PMID: 30684219 DOI: 10.1007/s12035-019-1478-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2018] [Accepted: 01/10/2019] [Indexed: 12/25/2022]
Abstract
Skeletal muscle is a highly complex, heterogeneous tissue that serves a multitude of biological functions in living organisms. With the advent of methods, such as microarrays, transcriptome analysis, and proteomics, studies have been performed at the genome level to gain insight of changes in the expression profiles of genes during different stages of muscle development and of associated diseases. In the present study, a database was conceived for the straightforward retrieval of information on genes involved in skeletal muscle formation, neuromuscular diseases (NMDs), ageing, and neurodegenerative disorders (NDs). The resulting database named NeuroMuscleDB ( http://yu-mbl-muscledb.com/NeuroMuscleDB ) is the result of a wide literature survey, database searches, and data curation. NeuroMuscleDB contains information of genes in Homo sapiens, Mus musculus, and Bos Taurus, and their promoter sequences and specified roles at different stages of muscle development and in associated myopathies. The database contains information on ~ 1102 genes, 6030 mRNAs, and 5687 proteins, and embedded analytical tools that can be used to perform tasks related to gene sequence usage. The authors believe NeuroMuscleDB provides a platform for obtaining desired information on genes related to myogenesis and their associations with various diseases (NMDs, ageing, and NDs). NeuroMuscleDB is freely available on the web at http://yu-mbl-muscledb.com/NeuroMuscleDB and supports all major browsers.
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Affiliation(s)
- Mohammad Hassan Baig
- Department of Medical Biotechnology, Yeungnam University, Gyeongsan, 38541, Republic of Korea
| | - Iliyas Rashid
- Amity Institute of Biotechnology, Amity University, Lucknow, Uttar Pradesh, 226 028, India
| | - Prachi Srivastava
- Amity Institute of Biotechnology, Amity University, Lucknow, Uttar Pradesh, 226 028, India
| | - Khurshid Ahmad
- Department of Medical Biotechnology, Yeungnam University, Gyeongsan, 38541, Republic of Korea
| | - Arif Tasleem Jan
- School of Biosciences and Biotechnology, Baba Ghulam Shah Badshah University, Rajouri, 185236, India
| | - Gulam Rabbani
- Department of Medical Biotechnology, Yeungnam University, Gyeongsan, 38541, Republic of Korea
| | - Dukhwan Choi
- Department of Medical Biotechnology, Yeungnam University, Gyeongsan, 38541, Republic of Korea
| | - George E Barreto
- Departamento de Nutrición y Bioquímica, Facultad de Ciencias, Pontificia Universidad Javeriana, Bogotá D.C., Colombia.,Instituto de Ciencias Biomédicas, Universidad Autónoma de Chile, Santiago, Chile
| | - Ghulam Md Ashraf
- King Fahd Medical Research Center, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Eun Ju Lee
- Department of Medical Biotechnology, Yeungnam University, Gyeongsan, 38541, Republic of Korea.
| | - Inho Choi
- Department of Medical Biotechnology, Yeungnam University, Gyeongsan, 38541, Republic of Korea.
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8
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Pathak AK, Rashid I, Nagpure NS, Kumar R, Pati R, Singh M, Murali S, Kushwaha B, Kumar D, Rai A. FisOmics: A portal of fish genomic resources. Genomics 2019; 111:1923-1928. [PMID: 30611878 DOI: 10.1016/j.ygeno.2019.01.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2018] [Revised: 11/05/2018] [Accepted: 01/02/2019] [Indexed: 11/26/2022]
Abstract
An online portal, accessible at URL: http://mail.nbfgr.res.in/FisOmics/, was developed that features different genomic databases and tools. The portal, named as FisOmics, acts as a platform for sharing fish genomic sequences and related information in addition to facilitating the access of high-performance computational resources for genome and proteome data analyses. It provides the ability for quarrying, analysing and visualizing genomic sequences and related information. The featured databases in FisOmics are in the World Wide Web domain already. The aim to develop portal was to provide a nodal point to access the featured databases and work conveniently. Presently, FisOmics includes databases on barcode sequences, microsatellite markers, mitogenome sequences, hypoxia-responsive genes and karyology of fishes. Besides, it has a link to other molecular resources and reports on the on-going activities and research achievements.
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Affiliation(s)
- Ajey Kumar Pathak
- Molecular Biology and Biotechnology Division, ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow 226 002, India
| | - Iliyas Rashid
- Molecular Biology and Biotechnology Division, ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow 226 002, India
| | - Naresh Sahebrao Nagpure
- Fish Genetics and Biotechnology Division, ICAR-Central Institute of Fisheries Education, Panch Marg, Off Yari Road, Mumbai 400 061, India
| | - Ravindra Kumar
- Molecular Biology and Biotechnology Division, ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow 226 002, India.
| | - Rameshwar Pati
- Molecular Biology and Biotechnology Division, ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow 226 002, India
| | - Mahender Singh
- Molecular Biology and Biotechnology Division, ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow 226 002, India
| | - S Murali
- Molecular Biology and Biotechnology Division, ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow 226 002, India
| | - Basdeo Kushwaha
- Molecular Biology and Biotechnology Division, ICAR-National Bureau of Fish Genetic Resources, Canal Ring Road, P.O.- Dilkusha, Lucknow 226 002, India
| | - Dinesh Kumar
- Centre for Agricultural Bioinformatics (CABin), ICAR-Indian Agricultural Statistics Research Institute, Library Avenue, Pusa, New Delhi 110012, India
| | - Anil Rai
- Centre for Agricultural Bioinformatics (CABin), ICAR-Indian Agricultural Statistics Research Institute, Library Avenue, Pusa, New Delhi 110012, India
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9
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Avvaru AK, Saxena S, Sowpati DT, Mishra RK. MSDB: A Comprehensive Database of Simple Sequence Repeats. Genome Biol Evol 2018; 9:1797-1802. [PMID: 28854643 PMCID: PMC5533116 DOI: 10.1093/gbe/evx132] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/12/2017] [Indexed: 11/13/2022] Open
Abstract
Microsatellites, also known as Simple Sequence Repeats (SSRs), are short tandem repeats of 1-6 nt motifs present in all genomes, particularly eukaryotes. Besides their usefulness as genome markers, SSRs have been shown to perform important regulatory functions, and variations in their length at coding regions are linked to several disorders in humans. Microsatellites show a taxon-specific enrichment in eukaryotic genomes, and some may be functional. MSDB (Microsatellite Database) is a collection of >650 million SSRs from 6,893 species including Bacteria, Archaea, Fungi, Plants, and Animals. This database is by far the most exhaustive resource to access and analyze SSR data of multiple species. In addition to exploring data in a customizable tabular format, users can view and compare the data of multiple species simultaneously using our interactive plotting system. MSDB is developed using the Django framework and MySQL. It is freely available at http://tdb.ccmb.res.in/msdb.
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Affiliation(s)
| | - Saketh Saxena
- CSIR - Centre for Cellular and Molecular Biology, Hyderabad, India
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10
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Symonová R, Howell WM. Vertebrate Genome Evolution in the Light of Fish Cytogenomics and rDNAomics. Genes (Basel) 2018; 9:genes9020096. [PMID: 29443947 PMCID: PMC5852592 DOI: 10.3390/genes9020096] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2017] [Revised: 01/25/2018] [Accepted: 01/29/2018] [Indexed: 12/19/2022] Open
Abstract
To understand the cytogenomic evolution of vertebrates, we must first unravel the complex genomes of fishes, which were the first vertebrates to evolve and were ancestors to all other vertebrates. We must not forget the immense time span during which the fish genomes had to evolve. Fish cytogenomics is endowed with unique features which offer irreplaceable insights into the evolution of the vertebrate genome. Due to the general DNA base compositional homogeneity of fish genomes, fish cytogenomics is largely based on mapping DNA repeats that still represent serious obstacles in genome sequencing and assembling, even in model species. Localization of repeats on chromosomes of hundreds of fish species and populations originating from diversified environments have revealed the biological importance of this genomic fraction. Ribosomal genes (rDNA) belong to the most informative repeats and in fish, they are subject to a more relaxed regulation than in higher vertebrates. This can result in formation of a literal 'rDNAome' consisting of more than 20,000 copies with their high proportion employed in extra-coding functions. Because rDNA has high rates of transcription and recombination, it contributes to genome diversification and can form reproductive barrier. Our overall knowledge of fish cytogenomics grows rapidly by a continuously increasing number of fish genomes sequenced and by use of novel sequencing methods improving genome assembly. The recently revealed exceptional compositional heterogeneity in an ancient fish lineage (gars) sheds new light on the compositional genome evolution in vertebrates generally. We highlight the power of synergy of cytogenetics and genomics in fish cytogenomics, its potential to understand the complexity of genome evolution in vertebrates, which is also linked to clinical applications and the chromosomal backgrounds of speciation. We also summarize the current knowledge on fish cytogenomics and outline its main future avenues.
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Affiliation(s)
- Radka Symonová
- Faculty of Science, Department of Biology, University of Hradec Králové, 500 03 Hradec Králové, Czech Republic.
| | - W Mike Howell
- Department of Biological and Environmental Sciences, Samford University, Birmingham, AL 35229, USA.
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11
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Li Z, Chen F, Huang C, Zheng W, Yu C, Cheng H, Zhou R. Genome-wide mapping and characterization of microsatellites in the swamp eel genome. Sci Rep 2017; 7:3157. [PMID: 28600492 PMCID: PMC5466649 DOI: 10.1038/s41598-017-03330-7] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2017] [Accepted: 04/26/2017] [Indexed: 11/09/2022] Open
Abstract
We described genome-wide screening and characterization of microsatellites in the swamp eel genome. A total of 99,293 microsatellite loci were identified in the genome with an overall density of 179 microsatellites per megabase of genomic sequences. The dinucleotide microsatellites were the most abundant type representing 71% of the total microsatellite loci and the AC-rich motifs were the most recurrent in all repeat types. Microsatellite frequency decreased as numbers of repeat units increased, which was more obvious in long than short microsatellite motifs. Most of microsatellites were located in non-coding regions, whereas only approximately 1% of the microsatellites were detected in coding regions. Trinucleotide repeats were most abundant microsatellites in the coding regions, which represented amino acid repeats in proteins. There was a chromosome-biased distribution of microsatellites in non-coding regions, with the highest density of 203.95/Mb on chromosome 8 and the least on chromosome 7 (164.06/Mb). The most abundant dinucleotides (AC)n was mainly located on chromosome 8. Notably, genomic mapping showed that there was a chromosome-biased association of genomic distributions between microsatellites and transposon elements. Thus, the novel dataset of microsatellites in swamp eel provides a valuable resource for further studies on QTL-based selection breeding, genetic resource conservation and evolutionary genetics.
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Affiliation(s)
- Zhigang Li
- Hubei Key Laboratory of Cell Homeostasis, Laboratory of Molecular and Developmental Genetics, College of Life Sciences, Wuhan University, Wuhan, 430072, P. R. China
| | - Feng Chen
- Hubei Key Laboratory of Cell Homeostasis, Laboratory of Molecular and Developmental Genetics, College of Life Sciences, Wuhan University, Wuhan, 430072, P. R. China
| | - Chunhua Huang
- Hubei Key Laboratory of Cell Homeostasis, Laboratory of Molecular and Developmental Genetics, College of Life Sciences, Wuhan University, Wuhan, 430072, P. R. China
| | - Weixin Zheng
- Hubei Key Laboratory of Cell Homeostasis, Laboratory of Molecular and Developmental Genetics, College of Life Sciences, Wuhan University, Wuhan, 430072, P. R. China
| | - Chunlai Yu
- Hubei Key Laboratory of Cell Homeostasis, Laboratory of Molecular and Developmental Genetics, College of Life Sciences, Wuhan University, Wuhan, 430072, P. R. China
| | - Hanhua Cheng
- Hubei Key Laboratory of Cell Homeostasis, Laboratory of Molecular and Developmental Genetics, College of Life Sciences, Wuhan University, Wuhan, 430072, P. R. China.
| | - Rongjia Zhou
- Hubei Key Laboratory of Cell Homeostasis, Laboratory of Molecular and Developmental Genetics, College of Life Sciences, Wuhan University, Wuhan, 430072, P. R. China.
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Rashid I, Nagpure NS, Srivastava P, Kumar R, Pathak AK, Singh M, Kushwaha B. HRGFish: A database of hypoxia responsive genes in fishes. Sci Rep 2017; 7:42346. [PMID: 28205556 PMCID: PMC5304231 DOI: 10.1038/srep42346] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2016] [Accepted: 01/04/2017] [Indexed: 11/09/2022] Open
Abstract
Several studies have highlighted the changes in the gene expression due to the hypoxia response in fishes, but the systematic organization of the information and the analytical platform for such genes are lacking. In the present study, an attempt was made to develop a database of hypoxia responsive genes in fishes (HRGFish), integrated with analytical tools, using LAMPP technology. Genes reported in hypoxia response for fishes were compiled through literature survey and the database presently covers 818 gene sequences and 35 gene types from 38 fishes. The upstream fragments (3,000 bp), covered in this database, enables to compute CG dinucleotides frequencies, motif finding of the hypoxia response element, identification of CpG island and mapping with the reference promoter of zebrafish. The database also includes functional annotation of genes and provides tools for analyzing sequences and designing primers for selected gene fragments. This may be the first database on the hypoxia response genes in fishes that provides a workbench to the scientific community involved in studying the evolution and ecological adaptation of the fish species in relation to hypoxia.
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Affiliation(s)
- Iliyas Rashid
- Molecular Biology and Biotechnology Division, ICAR- National Bureau of Fish Genetic Resources, Lucknow- 226002, Uttar Pradesh, India.,AMITY Institute of Biotechnology, AMITY University Uttar Pradesh, Lucknow-226028, Uttar Pradesh, India
| | - Naresh Sahebrao Nagpure
- Fish Genetics and Biotechnology Division, ICAR- Central Institute of Fisheries Education, Mumbai-400 061, Maharashtra, India
| | - Prachi Srivastava
- AMITY Institute of Biotechnology, AMITY University Uttar Pradesh, Lucknow-226028, Uttar Pradesh, India
| | - Ravindra Kumar
- Molecular Biology and Biotechnology Division, ICAR- National Bureau of Fish Genetic Resources, Lucknow- 226002, Uttar Pradesh, India
| | - Ajey Kumar Pathak
- Molecular Biology and Biotechnology Division, ICAR- National Bureau of Fish Genetic Resources, Lucknow- 226002, Uttar Pradesh, India
| | - Mahender Singh
- Molecular Biology and Biotechnology Division, ICAR- National Bureau of Fish Genetic Resources, Lucknow- 226002, Uttar Pradesh, India
| | - Basdeo Kushwaha
- Molecular Biology and Biotechnology Division, ICAR- National Bureau of Fish Genetic Resources, Lucknow- 226002, Uttar Pradesh, India
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Nagpure NS, Pathak AK, Pati R, Rashid I, Sharma J, Singh SP, Singh M, Sarkar UK, Kushwaha B, Kumar R, Murali S. Fish Karyome version 2.1: a chromosome database of fishes and other aquatic organisms. DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION 2016; 2016:baw012. [PMID: 26980518 PMCID: PMC4792524 DOI: 10.1093/database/baw012] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/05/2015] [Accepted: 01/29/2016] [Indexed: 01/06/2023]
Abstract
A voluminous information is available on karyological studies of fishes; however, limited efforts were made for compilation and curation of the available karyological data in a digital form. ‘Fish Karyome’ database was the preliminary attempt to compile and digitize the available karyological information on finfishes belonging to the Indian subcontinent. But the database had limitations since it covered data only on Indian finfishes with limited search options. Perceiving the feedbacks from the users and its utility in fish cytogenetic studies, the Fish Karyome database was upgraded by applying Linux, Apache, MySQL and PHP (pre hypertext processor) (LAMP) technologies. In the present version, the scope of the system was increased by compiling and curating the available chromosomal information over the globe on fishes and other aquatic organisms, such as echinoderms, molluscs and arthropods, especially of aquaculture importance. Thus, Fish Karyome version 2.1 presently covers 866 chromosomal records for 726 species supported with 253 published articles and the information is being updated regularly. The database provides information on chromosome number and morphology, sex chromosomes, chromosome banding, molecular cytogenetic markers, etc. supported by fish and karyotype images through interactive tools. It also enables the users to browse and view chromosomal information based on habitat, family, conservation status and chromosome number. The system also displays chromosome number in model organisms, protocol for chromosome preparation and allied techniques and glossary of cytogenetic terms. A data submission facility has also been provided through data submission panel. The database can serve as a unique and useful resource for cytogenetic characterization, sex determination, chromosomal mapping, cytotaxonomy, karyo-evolution and systematics of fishes. Database URL:http://mail.nbfgr.res.in/Fish_Karyome
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Affiliation(s)
| | - Ajey Kumar Pathak
- Division of Fish Taxonomy and Resources, National Bureau of Fish Genetic Resources, Canal Ring Road, PO-Dilkusha, Lucknow 226002, UP, India
| | | | | | | | - Shri Prakash Singh
- Division of Fish Taxonomy and Resources, National Bureau of Fish Genetic Resources, Canal Ring Road, PO-Dilkusha, Lucknow 226002, UP, India
| | | | - Uttam Kumar Sarkar
- Division of Fish Taxonomy and Resources, National Bureau of Fish Genetic Resources, Canal Ring Road, PO-Dilkusha, Lucknow 226002, UP, India
| | | | | | - S Murali
- Division of Molecular Biology and Biotechnology
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Nagpure NS, Rashid I, Pathak AK, Singh M, Pati R, Singh SP, Sarkar UK. FMiR: A Curated Resource of Mitochondrial DNA Information for Fish. PLoS One 2015; 10:e0136711. [PMID: 26317619 PMCID: PMC4552752 DOI: 10.1371/journal.pone.0136711] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2014] [Accepted: 08/07/2015] [Indexed: 11/18/2022] Open
Abstract
Mitochondrial genome sequences have been widely used for evolutionary and phylogenetic studies. Among vertebrates, fish are an important, diverse group, and their mitogenome sequences are growing rapidly in public repositories. To facilitate mitochondrial genome analysis and to explore the valuable genetic information, we developed the Fish Mitogenome Resource (FMiR) database to provide a workbench for mitogenome annotation, species identification and microsatellite marker mining. The microsatellites are also known as simple sequence repeats (SSRs) and used as molecular markers in studies on population genetics, gene duplication and marker assisted selection. Here, easy-to-use tools have been implemented for mining SSRs and for designing primers to identify species/habitat specific markers. In addition, FMiR can analyze complete or partial mitochondrial genome sequence to identify species and to deduce relational distances among sequences across species. The database presently contains curated mitochondrial genomes from 1302 fish species belonging to 297 families and 47 orders reported from saltwater and freshwater ecosystems. In addition, the database covers information on fish species such as conservation status, ecosystem, family, distribution and occurrence downloaded from the FishBase and IUCN Red List databases. Those fish information have been used to browse mitogenome information for the species belonging to a particular category. The database is scalable in terms of content and inclusion of other analytical modules. The FMiR is running under Linux operating platform on high performance server accessible at URL http://mail.nbfgr.res.in/fmir.
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Affiliation(s)
- Naresh Sahebrao Nagpure
- Division of Molecular Biology and Biotechnology, National Bureau of Fish Genetic Resources, Lucknow-226002, India
| | - Iliyas Rashid
- Division of Molecular Biology and Biotechnology, National Bureau of Fish Genetic Resources, Lucknow-226002, India
| | - Ajey Kumar Pathak
- Division of Fish Taxonomy and Resources, National Bureau of Fish Genetic Resources, Lucknow-226002, India
| | - Mahender Singh
- Division of Molecular Biology and Biotechnology, National Bureau of Fish Genetic Resources, Lucknow-226002, India
- * E-mail:
| | - Rameshwar Pati
- Division of Molecular Biology and Biotechnology, National Bureau of Fish Genetic Resources, Lucknow-226002, India
| | - Shri Prakash Singh
- Division of Fish Taxonomy and Resources, National Bureau of Fish Genetic Resources, Lucknow-226002, India
| | - Uttam Kumar Sarkar
- Division of Fish Taxonomy and Resources, National Bureau of Fish Genetic Resources, Lucknow-226002, India
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Zhang J, Ma W, Song X, Lin Q, Gui JF, Mei J. Characterization and development of EST-SSR markers derived from transcriptome of yellow catfish. Molecules 2014; 19:16402-15. [PMID: 25314602 PMCID: PMC6271634 DOI: 10.3390/molecules191016402] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2014] [Revised: 09/28/2014] [Accepted: 09/29/2014] [Indexed: 11/16/2022] Open
Abstract
Yellow catfish (Pelteobagrus fulvidraco) is one of the most important freshwater fish due to its delicious flesh and high nutritional value. However, lack of sufficient simple sequence repeat (SSR) markers has hampered the progress of genetic selection breeding and molecular research for yellow catfish. To this end, we aimed to develop and characterize polymorphic expressed sequence tag (EST)–SSRs from the 454 pyrosequencing transcriptome of yellow catfish. Totally, 82,794 potential EST-SSR markers were identified and distributed in the coding and non-coding regions. Di-nucleotide (53,933) is the most abundant motif type, and AC/GT, AAT/ATT, AAAT/ATTT are respective the most frequent di-, tri-, tetra-nucleotide repeats. We designed primer pairs for all of the identified EST-SSRs and randomly selected 300 of these pairs for further validation. Finally, 263 primer pairs were successfully amplified and 57 primer pairs were found to be consistently polymorphic when four populations of 48 individuals were tested. The number of alleles for the 57 loci ranged from 2 to 17, with an average of 8.23. The observed heterozygosity (HO), expected heterozygosity (HE), polymorphism information content (PIC) and fixation index (FIS) values ranged from 0.04 to 1.00, 0.12 to 0.92, 0.12 to 0.91 and −0.83 to 0.93, respectively. These EST-SSR markers generated in this study could greatly facilitate future studies of genetic diversity and molecular breeding in yellow catfish.
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Affiliation(s)
- Jin Zhang
- Key Laboratory of Freshwater Animal Breeding, Ministry of Agriculture, Freshwater Aquaculture Collaborative Innovation Center of Hubei Province, College of Fisheries, Huazhong Agricultural University, Wuhan 430070, China
| | - Wenge Ma
- Key Laboratory of Freshwater Animal Breeding, Ministry of Agriculture, Freshwater Aquaculture Collaborative Innovation Center of Hubei Province, College of Fisheries, Huazhong Agricultural University, Wuhan 430070, China
| | - Xiaomin Song
- Key Laboratory of Freshwater Animal Breeding, Ministry of Agriculture, Freshwater Aquaculture Collaborative Innovation Center of Hubei Province, College of Fisheries, Huazhong Agricultural University, Wuhan 430070, China
| | - Qiaohong Lin
- Key Laboratory of Freshwater Animal Breeding, Ministry of Agriculture, Freshwater Aquaculture Collaborative Innovation Center of Hubei Province, College of Fisheries, Huazhong Agricultural University, Wuhan 430070, China
| | - Jian-Fang Gui
- Key Laboratory of Freshwater Animal Breeding, Ministry of Agriculture, Freshwater Aquaculture Collaborative Innovation Center of Hubei Province, College of Fisheries, Huazhong Agricultural University, Wuhan 430070, China.
| | - Jie Mei
- Key Laboratory of Freshwater Animal Breeding, Ministry of Agriculture, Freshwater Aquaculture Collaborative Innovation Center of Hubei Province, College of Fisheries, Huazhong Agricultural University, Wuhan 430070, China.
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Dikhit MR, Moharana KC, Sahoo BR, Sahoo GC, Das P. LeishMicrosatDB: open source database of repeat sequences detected in six fully sequenced Leishmania genomes. DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION 2014; 2014:bau078. [PMID: 25125444 PMCID: PMC4132413 DOI: 10.1093/database/bau078] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
UNLABELLED A Leishmania Microsatellite Database (LeishMicrosatDB) is reported for genome wise mining of microsatellites in six Leishmania species, using in silico techniques. This was created to provide parasitologists a platform to understand the genome characterization, mapping, phylogeny and evolutionary analysis. The present version of the database contains 1,738,669 simple sequence repeats of which 181 s756 repeats are present in compound form. The repeats can be sought in a chromosome using input parameters such as repeat type (mono- hexa), coding status, repeat unit length and repeat sequence motif. The genic repeats have been further hyperlinked with their corresponding locus id, and the database is appended with primer3 plus for primer designing of selected repeats with left and right flanking sequences up to 250 bp. Information on clustering and polymorphic repeats can also be retrieved. This database may also be adopted as a tool to study the relative occurrence and distribution of microsatellites across the parasitic genome. The database can enable a biologist to select markers at desired intervals over the chromosomes, and can be accessed as an open source repository at http://biomedinformri.com/leishmicrosat. DATABASE URL http://biomedinformri.com/leishmicrosat.
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Affiliation(s)
- Manas R Dikhit
- Biomedical Informatics Center and Department of Molecular Biology, Rajendra Memorial Research Institute of Medical Sciences, Patna 800007, India
| | - Kanhu C Moharana
- Biomedical Informatics Center and Department of Molecular Biology, Rajendra Memorial Research Institute of Medical Sciences, Patna 800007, India
| | - Bikash R Sahoo
- Biomedical Informatics Center and Department of Molecular Biology, Rajendra Memorial Research Institute of Medical Sciences, Patna 800007, India
| | - Ganesh C Sahoo
- Biomedical Informatics Center and Department of Molecular Biology, Rajendra Memorial Research Institute of Medical Sciences, Patna 800007, India
| | - Pradeep Das
- Biomedical Informatics Center and Department of Molecular Biology, Rajendra Memorial Research Institute of Medical Sciences, Patna 800007, IndiaBiomedical Informatics Center and Department of Molecular Biology, Rajendra Memorial Research Institute of Medical Sciences, Patna 800007, India
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Nagpure NS, Rashid I, Pathak AK, Singh M, Singh SP, Sarkar UK. In silico analysis of SSRs in mitochondrial genomes of fishes. ACTA ACUST UNITED AC 2014; 26:195-201. [PMID: 24660911 DOI: 10.3109/19401736.2014.892075] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
The availability of fish mitochondrial (mt) genomes provides an opportunity to explore the simple sequence repeats. In the present study, mt genomes of 85 fish species reported from Indian subcontinent were downloaded from NCBI and computationally analysed for finding SSRs types, frequency of occurrence, mutation and evolutionary adaptation across species. A total of 92 microsatellites in different nucleotide combinations were detected in 59 species. 26 interspersed SSRs, mostly poly (AT)n were found in the D-loop regions in the species of Cyprinidae. Fifty-six SSRs of 12 bp fixed length were observed in eight genes only. Further, identical repeat motifs were found on the same location in ATP6 and ND4 genes, which were biased towards particular habitat. The comparison of ATP6 and ND4 gene sets to other homologous sequences showed point mutations. This study explores the SSRs discovery and their utility as marker for species and population identification.
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