Life Sciences Commons^™

Replicated Risk Nicotinic Cholinergic Receptor Genes For Nicotine Dependence, Lingjun Zuo, Rolando Garcia-Milian, Xiaoyun Guo, Chunlong Zhong, Yunlong Tan, Zhiren Wang, Jijun Wang, Xiaoping Wang, Longli Kang, Lu Lu, Xiangning Chen, Chiang-Shan R. Li, Xingguang Luo

Psychology Faculty Research

It has been hypothesized that the nicotinic acetylcholine receptors (nAChRs) play important roles in nicotine dependence (ND) and influence the number of cigarettes smoked per day (CPD) in smokers. We compiled the associations between nicotinic cholinergic receptor genes (CHRNs) and ND/CPD that were replicated across different studies, reviewed the expression of these risk genes in human/mouse brains, and verified their expression using independent samples of both human and mouse brains. The potential functions of the replicated risk variants were examined using cis-eQTL analysis or predicted using a series of bioinformatics analyses. We found replicated and significant associations for ND/CPD at …

1. Types Of Alignment: Presentations & Demos Assignment, Sarah O'Leary-Driscoll

Sequence Alignments

Pairwise Alignment: DNA

Pairwise Alignment: Protein

Multiple Sequence Alignment: DNA

Multiple Sequence Alignment: Protein

Ten Simple Rules For Taking Advantage Of Git And Github, Yasset Perez-Riverol, Laurent Gatto, Rui Wang, Timo Sachsenberg, Julian Uszkoreit, Felipe Da Veiga Leprevost, Christian Fufezan, Tobias Ternent, Stephen J. Eglen, Daniel S. Katz, Tom J. Pollard, Alexander Konovalov, Robert M. Flight, Kai Blin, Juan Antonio Vizcaíno

Molecular and Cellular Biochemistry Faculty Publications

No abstract provided.

A Dynamic Run-Profile Energy-Aware Approach For Scheduling Computationally Intensive Bioinformatics Applications, Sachin Pawaskar, Hesham Ali

Computer Science Faculty Proceedings & Presentations

High Performance Computing (HPC) resources are housed in large datacenters, which consume exorbitant amounts of energy and are quickly demanding attention from businesses as they result in high operating costs. On the other hand HPC environments have been very useful to researchers in many emerging areas in life sciences such as Bioinformatics and Medical Informatics. In an earlier work, we introduced a dynamic model for energy aware scheduling (EAS) in a HPC environment; the model is domain agnostic and incorporates both the deadline parameter as well as energy parameters for computationally intensive applications. Our proposed EAS model incorporates 2-phases. In …

Diversity Of Small Rna Expression During Zebrafish Caudal Fin Regeneration, Jefferson Adams

Honors College

Over the years microRNA have been shown to play a role in the regulation of genes involved in regeneration of zebrafish (Danio rerio) tissues. However, recent research suggest that there may be other types of small RNA that play a regulatory role in these regenerative processes. For the most part these other small RNA (sRNA), such as transfer RNA (tRNA) derived fragments, ribosomal RNA (rRNA) derived fragments, and small nucleolar RNA, are disregarded. Here I analyzed the expression pattern of these sRNA during the regeneration of the zebrafish caudal fin. High-throughput sequencing was used to characterize the expression of small …

Characterization Of Transcriptional Control Elements In Cluster E Mycobacteriophage Ukulele, Campbell Belisle Haley

Honors College

Mycobacteriophage (phage) are a diverse group of viruses that infect Mycobacterium. Their study allows further understanding of viral evolution and genetics. Phage tightly control gene expression and transcribe their genes using host RNA polymerases. This project identifies potential transcriptional control elements in the genome of mycobacteriophage Ukulele. Promoters are sequences of the genome that allow binding of RNA polymerase and initiation of transcription. 21 putative promoters were identified in the Ukulele genome. To confirm transcriptional activity from putative promoters, a GFP reporter system was developed in mycobacterial cells. Intrinsic terminators are mRNA sequences that form secondary structure during transcription …

Rapid Verification Of Terminators Using The Pgr-Blue Plasmid And Golden Gate Assembly, Jace C. Bradshaw, Allea Belle Gongola, Nathan S. Reyna

Articles

The goal of this protocol is to allow for the rapid verification of bioinformatically identified terminators. Further, the plasmid (pGR-Blue) is designed specifically for this protocol and allows for the quantification of terminator efficiency. As a proof of concept, six terminators were bioinformatically identified in the mycobacteriophage Bernal13. Once identified, terminators were then made as oligonucleotides with the appropriate sticky ends and annealed together. Using Golden Gate Assembly (GGA), terminators were then cloned into pGR-Blue. Under visible light, false positive colonies appear blue and positively transformed colonies are white/yellow. After induction of an arabinose inducible promoter (pBad) with arabinose, colony …

Fastpop: A Rapid Principal Component Derived Method To Infer Intercontinental Ancestry Using Genetic Data, Yafang Li, Jinyoung Byun, Guoshuai Cai, Xiangjun Xiao, Younghun Han, Olivier Cornelis, James E. Dinulos, Joe Dennis, Douglas Easton, Ivan Gorlov, Michael F. Seldin, Christopher I. Amos

Dartmouth Scholarship

Identifying subpopulations within a study and inferring intercontinental ancestry of the samples are important steps in genome wide association studies. Two software packages are widely used in analysis of substructure: Structure and Eigenstrat. Structure assigns each individual to a population by using a Bayesian method with multiple tuning parameters. It requires considerable computational time when dealing with thousands of samples and lacks the ability to create scores that could be used as covariates. Eigenstrat uses a principal component analysis method to model all sources of sampling variation. However, it does not readily provide information directly relevant to ancestral origin; the …

Bioinformatics Comparison Of M. Ruber Mrub_2507 To E. Coli Pdxk/B1636 And M. Ruber Mrub_2888 To E. Coli Pdxh/B1638 To Determine The Orthologous Nature, Adam Bernardi, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation – Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_2507 and Mrub_2888. We predict that Mrub_2507 encodes the enzyme pyridoxal kinase (DNA coordinates 2555521..2556402), which is in the Vitamin B₆ Metabolism pathway (KEGG map number 00750). It catalyzes the conversion of pyridoxine, pyridoxamine, or pyridoxal to pyridoxine 5’-phosphate, pyridoxamine 5’-phosphate, or pyridoxal 5’-phosphate respectively. The E. coli K12 MG1655 ortholog is predicted to be b1636, which has …

Genomic Analysis Of Meiothermus Ruber Mrub_1907 And Meiothermus Ruber Mrub_1844 With Potential Ortholog Escherichia Coli B3774 Ilvc And Escherichia Coli B3771 Ilvc Gene Through Bioinformatics, Felipe A. Hernandez, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation – Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_1907 and Mrub_1844. We predict that Mrub__1907 encodes the enzyme ketol-acid reductoisomerase (DNA coordinates 1966630..1967649 on the reverse strand), which is the fourth step of the L-isoleucine pathway (from threonine) (KEGG map number 00290). It catalyzes the conversion of (R)-3- Hydroxy-3-methyl-2-oxopentanoate to (R)-2-3 Dihydroxy-3-methylpentanoate. The E. coli K12 MG1655 ortholog is predicted to be b3774, which has the gene …

Comparison Of Genes In Meiothermus Ruber And Escherichia Coli In The Thiamine Biosynthesis Pathway, Erin E. Frye, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation – Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_2046 and Mrub_2041.We predict that Mrub_2046 encodes the enzyme phosphomethylpyrimidine kinase (DNA coordinates 2082772..2083572 on the reverse strand), which is the second step of the Thiamine Metabolism pathway (KEGG map number mrb00730). It catalyzes the conversion of 4-Amino-2-methyl-5-phosphomethylpyrimidine to 4-Amino-2-methyl-5-hydroxymethyl diphosphate The E. coli K12 MG1655 ortholog is predicted to be b2103, which has the gene identifier thiD. We …

Meiothermus Ruber Mrub_0976 And Mrub_1641 Share The Same Functions As Escherichia Coli B3940 And B3433 In The Biosynthesis Of Homoserine, Cody Stephans, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation –Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_0976 and Mrub_1641. We predict that Mrub_0976 encodes the enzyme aspartate kinase (DNA coordinates 964404..965630) which is the 1^st step of the homoserine biosynthesispathway (KEGG map number M00018). It catalyzes the conversion L-aspartate to L-asparyl-4-phospate. The E. coli K12 MG1655 ortholog is predicted to be b3940, which has the gene identifier ‘thrA’. We …

Possible Orthologs Of Trpa And Trpb Genes Between E. Coli (B1260 And B1261) And M. Ruber (Mrub_1512 And Mrub_1511), John J. Stenger, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

Mrub_1512 encodes the enzyme tryptophan A (DNA coordinates 1544300..1545091), which is the 6th step of the Tryptophan Biosynthesis pathway (KEGG map number 00400). It catalyzes the conversion of Chorismate to L-Tryptophan. The E. coli K12 MG1655 ortholog is predicted to be b1260, which has the gene identifier trpA. We predict that Mrub_1512 (DNA coordinates 1544300..1545091) is a alpha subunit of the Tryptophan Synthase (KEGG map number 00400). Mrub_1511 encodes the enzyme tryptophan B (DNA coordinates 1543083..1544303), which is the 7th step of the Tryptophan Biosynthesis pathway (KEGG map number 00400). It catalyzes the conversion of Chorismate to L-Tryptophan. The E. …

Mrub_2765 Is The Version Of E. Coli Fabz In Meiothermus Ruber, While Mrub_0266 Is The Version Of E. Coli Fabi In Meiothermus Ruber, Amanda M. Narkis, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation – Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_2765 and Mrub_0266. We predict that Mrub_2765 encodes the enzyme β-hydroxyacyl-Acyl carrier protein (ACP) dehydratase (DNA coordinates 2805770..2806213 on the reverse strand), which is the 3^rd step of the fatty acid elongation pathway (KEGG map number 00780). It catalyzes the conversion of (3R)-3-hydroxyacyl-[ACP] to trans-2-enoyl-[ACP]. The E. coli K12 MG1655 ortholog is predicted to be …

Pyruvate Metabolism In M. Ruber When Compared To E. Coli, Amanda M. Johnson, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation –Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_0476, Mrub_1516, Mrub_1517, Mrub_0477, and Mrub_2322. We predict that Mrub_0476, Mrub_1516, and Mrub_1517 (DNA coordinates 461643..464366, 1548957..1549955, 1549952..1550986, respectively) are a paralogous a subunit of the pyruvate dehydrogenase complex E1(KEGG map number 00620). We predict that Mrub_0477 and Mrub_2322 (DNA coordinates 464402..465697 and 2371690..2373090, respectively) are a paralogous subunit of the pyruvate dehydrogenase complex …

A Bioinformatics Study On Whether Or Not Mrub_2763 Gene In M. Ruber Is Similar To The Lpxb Gene In E. Coli And If Mrub_2768 Is Similar To The Lpxd Gene In E. Coli., Frank J. Habura, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation –Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the gene Mrub_2768 and Mrub_2763. We predict that Mrub_2768 (DNA coordinates 2808186..2809178 on the reverse strand) encodes the enzyme UDP-3-O-(3-hydroxymyristoyl)glucosamine N-acyltransferase (LpxD), which is the third step of the Lipopolysaccharide biosynthesis pathway (KEGG map number 00540). It catalyzes the conversion of UDP-3-O-(3-hydroxymyristoyl)-α-D-glucosamine + a(3R)-3-hydroxymyristoyl-[acp] → a holo-[acyl-carrier protein] + UDP-2-N,3-O-bis[(3R)-3-hydroxytetradecanoyl]-α-D-glucosamine. The E. coli K12 MG1655 ortholog is predicted to be b0179, which …

Comparing Meiothermus Ruber And Myxococcus Xanthus In The Purine Metabolism Pathway, Linnea J. Ritchie, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation – Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. I investigated the biological functions of Mrub_1053 Mrub_2281 and Mrub_2299. I predicted that Mrub_1053 and Mrub_2281 (DNA coordinates 1053364..1054359 on the forward strand and 2333172..2334113 on the forward strand respectively) encodes the enzyme phosphoribose-1-pyrophosphate synthetase (PRS) which is the first step of the purine synthesis pathway (KEGG). I also predicted that Mrub_2299 (DNA coordinates: 2352378..2353775 on the forward strand) encodes for Phosphoribosyl pyrophosphate (PRPP) amidotransferase, which is …

Valine Biosynthesis: Mrub_2994 Is Orthologous To E. Coli B3770 And Mrub_1844 Is Orthologous To E. Coli B3771, Bennett A. Hartmann, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation – Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_2994 and Mrub_1844. We predict that Mrub_1884 encodes the enzyme dihydroxy-acid dehydratase (DNA coordinates 1901362..1903026 on the forward strand), which is the third step of the valine biosynthesis pathway (KEGG map number 00290). It catalyzes the conversion of 2,3-dihydroxy-3methylbutanoate to 3-methyl-2-oxobutanoate. The E. coli K12 MG1655 ortholog is predicted to be b3771, which has the gene identifier ilvD. …

Bioinformatic Comparison Of Genes In The Leucine Biosynthesis Pathway Of Escherichia Coli To Meiothermus Ruber, Isaac D. Schmied, Benjamin T. Ryan, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

We predict that Mrub_1905 and Mrub_1906 encode the enzyme 2-isopropylmalate synthase (Mrub_1906 DNA coordinates complement(1965044..1966603) Mrub_1905 DNA coordinates complement(1963455..1965041)), which is the first step of the leucine biosynthesis pathway (KEGG map number 00290). It catalyzes the conversion of (2S)-2-isopropylmalate to 2-isopropylmaleate. The E. coli K12 MG1655 ortholog is predicted to be b0074, which has the gene identifier leuA. We predict that Mrub_1846 encodes the enzyme 3-isopropylmalate dehydrogenase (DNA coordinates complement(1903909..1904961)), which is the third step of the leucine biosynthesis pathway (KEGG map number 00290). It catalyzes the conversion of (2R,3S)-3-isopropylmalate to (2S)-2-isopropyl-3-oxosuccinate. The E. coli K12 MG1655 ortholog is predicted …

Riboflavin Metabolism: A Study To See If Mrub_1256 Is Orthologous To E. Coli B0415, And If Mrub_1254 Is Orthologous To E. Coli B1662, Anish Sora Reddy, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation –Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_1256 and Mrub_1254. We predict that Mrub_1256 encodes the enzyme 6,7-dimethyl-8-ribityllumazine synthase (Dna Coordinates 1282509..1282982 forward strand), which is part of the Riboflavin Metabolism pathway (KEGG map number 00740). It catalyzes the conversion of 3,4-Dihydroxy-2-butanone-4-phosphate or 5-amino-6-ribityl-aminouracil to Quinone. The E. coli K12 MG1655 ortholog is predicted to be E. coli b0415, which has the gene identifier …

The Meiothermus Ruber Mrub_2572 Gene Is An Ortholog Of The Escherichia Coli Pyre B3642 Gene And The Meiothermus Ruber Mrub_2071 Gene Is An Ortholog Of The Escherichia Coli Pyrf B1281 Gene, Cale J. Mccormick, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation –Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_2572 and Mrub_2071. We predict that Mrub_2572 encodes the enzyme orotate phosphoribosyltransferase (DNA coordinates 2617545..2618096 on the forward strand), which is the 5^th step of the UMP biosynthesis pathway (KEGG map number 00240). It catalyzes the conversion of orotate + PRPP to orotidine 5’-phosphate. The E. coli K12 MG1655 ortholog is predicted to be b3642, which has the gene …

Bioinformatics Indicates That Meiothermus Ruber Genes Mrub_1710 And Mrub_1712 Are Homologs Of The Escherichia Coli Genes B2903 (P-Protein; Glycine Dehydrogenase) And B2905 (T-Protein; Aminomethyltransferase), Respectively, Malory J. Groen, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation – Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_1710 and Mrub_1712. We predict that Mrub_1710 encodes the enzyme glycine dehydrogenase (DNA coordinates 3046168.. 3049041 on the reverse strand), which is the first step of the glycine degradation pathway (KEGG map number 00260). It catalyzes the conversion of glycine to S-Amino-methyldihydro-lipoylprotein. The E. coli K12 MG1655 ortholog is predicted to be b2903, which has the gene identifier gcvP. …

E. Coli B3639 And B3634 Are Orthologs Of Mrub_2047 And Mrub_1372, Rong Zheng, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation –Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_2047 and Mrub_1372. We predict that Mrub_2047 encodes the enzyme fused 4'-phosphopantothenoylcysteine decarboxylase/phosphopantothenoylcysteine synthetase, FMN-binding (DNA coordinates 2083590..2084816 on the forward strand), which is the first and the second steps of the CoA biosynthesis pathway (KEGG map number 00770). It catalyzes the conversion of (R)-4’-phosphopantothenate to (R)-4’-phosphopantothenoyl-L-cysteine and the conversion of (R)-4’-phosphopantothenoyl-L-cysteine to 4’-phosphopantetheine. The E. coli K12 MG1655 ortholog …

Mrub_0258 Gene Is An Ortholog Of The B4226 Gene (Ppa) Found In Escherichia Coli; Mrub_1198 Gene Is An Ortholog Of The B2501 Gene (Ppk) Found In Escherichia Coli;, Brandon M. Wills, Dr. Lori Scott

Meiothermus ruber Genome Analysis Project

This project is part of the Meiothermus ruber genome analysis project, which uses the bioinformatics tools associated with the Guiding Education through Novel Investigation –Annotation Collaboration Toolkit (GENI-ACT) to predict gene function. We investigated the biological function of the genes Mrub_0258 and Mrub_1198. We predict that Mrub_0258 encodes the enzyme inorganic pyrophosphatase (226403..226942), which is indirectly involved with the oxidative phosphorylation pathway (KEGG map number 00190). It catalyzes the conversion of the diphosphate ions made by Mrub_1198 into two orthophosphate ions, which can then be used by ATP synthase to produce energy. The E. coli K12 MG1655 ortholog is predicted …

Hpcnmf: A High-Performance Toolbox For Non-Negative Matrix Factorization, Karthik Devarajan, Guoli Wang

COBRA Preprint Series

Non-negative matrix factorization (NMF) is a widely used machine learning algorithm for dimension reduction of large-scale data. It has found successful applications in a variety of fields such as computational biology, neuroscience, natural language processing, information retrieval, image processing and speech recognition. In bioinformatics, for example, it has been used to extract patterns and profiles from genomic and text-mining data as well as in protein sequence and structure analysis. While the scientific performance of NMF is very promising in dealing with high dimensional data sets and complex data structures, its computational cost is high and sometimes could be critical for …

A Polyglot Approach To Bioinformatics Data Integration: A Phylogenetic Analysis Of Hiv-1, Steven Reisman, Thomas Hatzopoulous, Konstantin Läufer, George K. Thiruvathukal, Catherine Putonti

Computer Science: Faculty Publications and Other Works

As sequencing technologies continue to drop in price and increase in throughput, new challenges emerge for the management and accessibility of genomic sequence data. We have developed a pipeline for facilitating the storage, retrieval, and subsequent analysis of molecular data, integrating both sequence and metadata. Taking a polyglot approach involving multiple languages, libraries, and persistence mechanisms, sequence data can be aggregated from publicly available and local repositories. Data are exposed in the form of a RESTful web service, formatted for easy querying, and retrieved for downstream analyses. As a proof of concept, we have developed a resource for annotated HIV-1 …

Bioinformatics Resources For Microrna Discovery, Alyssa C. Moore, Jonathan S. Winkjer, Tsai-Tien Tseng

Faculty Articles

Biomarker identification is often associated with the diagnosis and evaluation of various diseases. Recently, the role of microRNA (miRNA) has been implicated in the development of diseases, particularly cancer. With the advent of next-generation sequencing, the amount of data on miRNA has increased tremendously in the last decade, requiring new bioinformatics approaches for processing and storing new information. New strategies have been developed in mining these sequencing datasets to allow better understanding toward the actions of miRNAs. As a result, many databases have also been established to disseminate these findings. This review focuses on several curated databases of miRNAs and …

Simba: A Web Tool For Managing Bacterial Genome Assembly Generated By Ion Pgm Sequencing Technology, Diego C. B. Mariano, Felipe L. Pereira, Edgar L. Aguiar, Letícia C. Oliveira, Leandro Benevides, Luís C. Guimarães, Edson L. Folador, Thiago J. Sousa, Preetam Ghosh, Debmalya Barh, Henrique C. P. Figueiredo, Artur Silva, Rommel T. J. Ramos, Vasco A. C. Azevedo

Biology Publications

Background

The evolution of Next-Generation Sequencing (NGS) has considerably reduced the cost per sequenced-base, allowing a significant rise of sequencing projects, mainly in prokaryotes. However, the range of available NGS platforms requires different strategies and software to correctly assemble genomes. Different strategies are necessary to properly complete an assembly project, in addition to the installation or modification of various software. This requires users to have significant expertise in these software and command line scripting experience on Unix platforms, besides possessing the basic expertise on methodologies and techniques for genome assembly. These difficulties often delay the complete genome assembly projects.

Results …