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39 materials found

Target audience: Biologists 


Initiation to R programming and descriptive statistics

On-line course support for the initiation to R programming and descriptive statistics given to PhD students at Institut Pasteur (Paris, France).

Keywords: R-programming, Descriptive statistics, Statistics, Bioinformatics

Initiation to R programming and descriptive statistics https://tess.elixir-europe.org/materials/initiation-to-r-programming-and-descriptive-statistics On-line course support for the initiation to R programming and descriptive statistics given to PhD students at Institut Pasteur (Paris, France). Blaise Li Étienne Kornobis Sébastien Mella Vincent Guillemot R-programming, Descriptive statistics, Statistics, Bioinformatics PhD students Post-Doctoral Fellows Biologists
OpenRiskNet: Ontology Walkthrough and Workshop

Workshop of 1.5h where the eNanoMapper ontology and a few uses are discussed. The exercises walk the audience trough the principles, uses, and demonstrates how they can actively work with the ontology.

Scientific topics: Ontology and terminology, Toxicology

Resource type: Tutorial

OpenRiskNet: Ontology Walkthrough and Workshop https://tess.elixir-europe.org/materials/openrisknet-ontology-walkthrough-and-workshop Workshop of 1.5h where the eNanoMapper ontology and a few uses are discussed. The exercises walk the audience trough the principles, uses, and demonstrates how they can actively work with the ontology. Ontology and terminology Toxicology Biologists bioinformaticians Chemists
BLAST and multiple sequence alignment (MSA) programs

Background The rapid identification of pathogens infecting livestock is essential to appropriately respond to the threat. The number and the variety of pathogen sequenced genomes have been growing more dramatically these recent years, because of the new sequencing technologies. This wealth of...

Keywords: Blast, E learning, Multiple sequence alignment

BLAST and multiple sequence alignment (MSA) programs https://tess.elixir-europe.org/materials/blast-and-multiple-sequence-alignment-msa-programs-0b2b34d0-a157-49d4-a065-3dcad67ff99d Background The rapid identification of pathogens infecting livestock is essential to appropriately respond to the threat. The number and the variety of pathogen sequenced genomes have been growing more dramatically these recent years, because of the new sequencing technologies. This wealth of new data is very useful to the research field through the development of bioinformatics tools and databases that deal with large amount of sequences. Among them, BLAST (Basic Local Alignment Search Tool) and MSA () programs are very efficient for protein or nucleotide sequence similarity search. The present course introduces the main biological databases, alignment tool BLAST and Multiple sequence alignments (MSA) programs, and interpretation of results. Goal The ultimate aim is the better management of animal diseases by preparing laboratory technicians, veterinarians and molecular epidemiologists from diagnostic and research laboratories of developing FAO and IAEA member states, to be self-sufficient in the data analysis by interpreting the phylogenetic trees and their relationships. Target audience Researchers, Laboratory technicians, veterinarians, epidemiologists from diagnostic and research laboratories of member states of IAEA and FAO. The concepts are explained in generalized way to help all academicians, researchers, students from all countries working in the field of molecular genetics and epidemiology. AuthorsViral-zone, Swiss-Prot group at the SIB Swiss Institute of Bioinformatics   Blast, E learning, Multiple sequence alignment Bench biologists Biologists Laboratory technicians Researchers Veterinarians 2014-04-28
Phylogenetics of animal viral pathogens

Background The vast diversity of the pathogens affecting livestock demands a very specific diagnostic procedure in identification and characterization of each pathogen. In this context, the enormous amount of sequence and genotype data is being generated on animal pathogens, which is further...

Keywords: Animal pathogens, E learning, Phylogenetics

Phylogenetics of animal viral pathogens https://tess.elixir-europe.org/materials/phylogenetics-of-animal-viral-pathogens-428432a3-67ca-4284-8962-fefc2ade75db Background The vast diversity of the pathogens affecting livestock demands a very specific diagnostic procedure in identification and characterization of each pathogen. In this context, the enormous amount of sequence and genotype data is being generated on animal pathogens, which is further useful in understanding their pathogenicity and molecular epidemiology. The usage of this data in developing efficient molecular diagnostic tools needs basic understanding of the phylogenetic analysis. Phylogenetic classification, construction of trees, interpretation unveils the geographical distribution and migration of pathogens which helps in better management of animal diseases. The present course is designed with introduction to phylogenetics, tools, building and interpreting trees and finally its application to veterinary diagnostics. Though the course is driven in veterinary aspects, the same implicates to the human and plant pathogen study. Goal The ultimate aim is the better management of animal diseases by preparing laboratory technicians, veterinarians and molecular epidemiologists from diagnostic and research laboratories of developing FAO and IAEA member states, to be self-sufficient in the data analysis by interpreting the phylogenetic trees and their relationships. Target audience Researchers, Laboratory technicians, veterinarians, epidemiologists from diagnostic and research laboratories of member states of IAEA and FAO. The concepts are explained in generalized way to help all academicians, researchers, students from all countries working in the field of molecular genetics and epidemiology. AuthorsViral-Zone, Swiss-Prot Group at SIB Swiss Institute of Bioinformatics   Animal pathogens, E learning, Phylogenetics Bench biologists Biologists Laboratory technicians Researchers Veterinarians 2014-04-28
Single cell RNA-seq data analysis using Chipster

This course introduces single cell RNA-seq data analysis. It covers the processing of transcript counts from quality control and filtering to dimensional reduction, clustering, and differential expression analysis. You will also learn how to do integrated analysis of two samples. We use Seurat v3...

Keywords: scRNA-seq

Resource type: Slides, Training materials

Single cell RNA-seq data analysis using Chipster https://tess.elixir-europe.org/materials/single-cell-rna-seq-data-analysis-using-chipster This course introduces single cell RNA-seq data analysis. It covers the processing of transcript counts from quality control and filtering to dimensional reduction, clustering, and differential expression analysis. You will also learn how to do integrated analysis of two samples. We use Seurat v3 tools embedded in the user-friendly Chipster software. scRNA-seq Biologists bioinformaticians
Mascot training course

The Mascot training course covers every aspect of protein identification and characterisation using Matrix Science products: Mascot Server, Mascot Distiller and Mascot Daemon. The webcast is on-demand, self-paced and free, and includes hands-on exercises.

Scientific topics: Proteomics

Keywords: Protein identification, Protein Mass Spectrometry

Resource type: Slides, Video, Training materials

Mascot training course https://tess.elixir-europe.org/materials/mascot-training-course The Mascot training course covers every aspect of protein identification and characterisation using Matrix Science products: Mascot Server, Mascot Distiller and Mascot Daemon. The webcast is on-demand, self-paced and free, and includes hands-on exercises. Proteomics Protein identification, Protein Mass Spectrometry Biologists bioinformaticians Biochemists mass spectrometry
Single cell RNA-seq data analysis with R

This international hands-on course covers several aspects of single cell RNA-seq data analysis, ranging from clustering and differential gene expression analysis to trajectories, cell type identification and spatial transcriptomics. The course is kindly sponsored by the ELIXIR EXCELERATE...

Scientific topics: RNA-Seq

Keywords: RNA-Seq, Single Cell technologies, scRNA-seq

Resource type: course materials

Single cell RNA-seq data analysis with R https://tess.elixir-europe.org/materials/single-cell-rna-seq-data-analysis-with-r-26ec3ec0-8f43-47db-9788-7f8f63eb447b This international hands-on course covers several aspects of single cell RNA-seq data analysis, ranging from clustering and differential gene expression analysis to trajectories, cell type identification and spatial transcriptomics. The course is kindly sponsored by the ELIXIR EXCELERATE project. Note: You can find all the course material including the R code and data files in the course [GitHub](https://github.com/NBISweden/excelerate-scRNAseq) repository, and the lecture videos are available as a [YouTube playlist](https://www.youtube.com/playlist?list=PLjiXAZO27elC_xnk7gVNM85I2IQl5BEJN). Eija Korpelainen @eija, ekorpelainen@gmail.com RNA-Seq RNA-Seq, Single Cell technologies, scRNA-seq bioinformaticians Biologists
Groovy Cheminformatics with the Chemistry Development Kit

Book that describes the cheminformatics functionality of the Chemistry Development Kit taking advantage of the Groovy programming language.

Scientific topics: Chemistry, Cheminformatics

Resource type: Book

Groovy Cheminformatics with the Chemistry Development Kit https://tess.elixir-europe.org/materials/groovy-cheminformatics-with-the-chemistry-development-kit Book that describes the cheminformatics functionality of the Chemistry Development Kit taking advantage of the Groovy programming language. Chemistry Cheminformatics PhD candidates Master students Chemists Biologists
Single cell RNA-seq data analysis with R

This hands-on course introduces the participants to single cell RNA-seq data analysis concepts and popular tools and R packages. It covers the preprocessing steps from raw sequence reads to expression matrix as well as clustering, cell type identification, differential expression analysis and...

Scientific topics: RNA-Seq

Keywords: RNA-Seq, Single Cell technologies, scRNA-seq

Resource type: course materials

Single cell RNA-seq data analysis with R https://tess.elixir-europe.org/materials/single-cell-rna-seq-data-analysis-with-r This hands-on course introduces the participants to single cell RNA-seq data analysis concepts and popular tools and R packages. It covers the preprocessing steps from raw sequence reads to expression matrix as well as clustering, cell type identification, differential expression analysis and pseudotime analysis. Eija Korpelainen RNA-Seq RNA-Seq, Single Cell technologies, scRNA-seq bioinformaticians Biologists
Single cell RNA-seq data analysis with Chipster

This course introduces single cell RNA-seq data analysis methods, tools and file formats. It covers the preprocessing steps of DropSeq data from raw reads to a digital gene expression matrix (DGE), and how to find sub-populations of cells using clustering with the Seurat tools. You will also...

Scientific topics: RNA-Seq

Keywords: RNA-Seq, Single Cell technologies, scRNA-seq

Resource type: course materials, Video

Single cell RNA-seq data analysis with Chipster https://tess.elixir-europe.org/materials/single-cell-rna-seq-data-analysis-with-chipster-6cc8f0fb-1c92-444b-ab19-b04fe6454430 This course introduces single cell RNA-seq data analysis methods, tools and file formats. It covers the preprocessing steps of DropSeq data from raw reads to a digital gene expression matrix (DGE), and how to find sub-populations of cells using clustering with the Seurat tools. You will also learn how to compare two samples and detect conserved cluster markers and differentially expressed genes in them. The user-friendly Chipster software is used in the exercises, so no Unix or R experience is required and the course is thus suitable for everybody. Eija Korpelainen RNA-Seq RNA-Seq, Single Cell technologies, scRNA-seq Biologists bioinformaticians
How to install and load the Identifier Mapping Service with data needed for gene-to-variant and variant-to-gene

Tutorial describing how a BridgeDb Identifier Mapping Database (IMS) service can be started and used for gene-variant mapping.

Scientific topics: Genetic variation, Genomics

Resource type: Tutorial

How to install and load the Identifier Mapping Service with data needed for gene-to-variant and variant-to-gene https://tess.elixir-europe.org/materials/how-to-install-and-load-the-identifier-mapping-service-with-data-needed-for-gene-to-variant-and-variant-to-gene Tutorial describing how a BridgeDb Identifier Mapping Database (IMS) service can be started and used for gene-variant mapping. Genetic variation Genomics Biologists
#metawinterschool contribution by BiGCaT

Training material from the denBI-organized Metabolomics Winterschool 2018, discussing identifier mapping and pathway analysis.

Scientific topics: Metabolomics

Keywords: Metabolomics, Identifiers

Resource type: Tutorial

#metawinterschool contribution by BiGCaT https://tess.elixir-europe.org/materials/metawinterschool-contribution-by-bigcat Training material from the denBI-organized Metabolomics Winterschool 2018, discussing identifier mapping and pathway analysis. Metabolomics Metabolomics, Identifiers Biologists
BridgeDbR Tutorial

Bioconductor Vignette on how to use BridgeDb in the R environment for identifier mapping for genes, proteins, and metabolites.

Resource type: Tutorial, Vignette

BridgeDbR Tutorial https://tess.elixir-europe.org/materials/bridgedbr-tutorial Bioconductor Vignette on how to use BridgeDb in the R environment for identifier mapping for genes, proteins, and metabolites. Biologists Chemists
Biocuration: An Introduction

Claire O'Donovan, leader of the Protein Function Content team at EMBL-EBI, gives an introduction into biocuration and talks about what it is like to work as a biocurator and the skill sets you need. This webinar was recorded on 2 March 2016 and is best viewed using Google Chrome and in...

Keywords: Biocuration

Biocuration: An Introduction https://tess.elixir-europe.org/materials/biocuration-an-introduction-bdbaa48f-b505-4b5d-affb-83328bc2fac1 Claire O'Donovan, leader of the Protein Function Content team at EMBL-EBI, gives an introduction into biocuration and talks about what it is like to work as a biocurator and the skill sets you need. This webinar was recorded on 2 March 2016 and is best viewed using Google Chrome and in full-screen mode. Biocuration Biologists biocurators life scientists 2018-05-11
Introductory image processing on biological images using python.

A jupyter notebook python practical designed to give students a introduction to opening and processing image files derived from biological samples.

Resource type: Jupyter notebook, PDF

Introductory image processing on biological images using python. https://tess.elixir-europe.org/materials/introductory-image-processing-on-biological-images-using-python A jupyter notebook python practical designed to give students a introduction to opening and processing image files derived from biological samples. Anatole Chessel Volker Baecker Bioimage Analysts Image Analysts Computer Vision scientists bioinformaticians computational scientists Biophysicists Biologists Microscopists Python for Biologists PhD students
Text-mining exercises

Hands-on exercises using a variety of text-mining tools and databases based on text mining, to interpret the results from microbiome studies.

Scientific topics: Data mining, Natural language processing, Metagenomics, Microbial ecology

Text-mining exercises https://tess.elixir-europe.org/materials/text-mining-exercises Hands-on exercises using a variety of text-mining tools and databases based on text mining, to interpret the results from microbiome studies. Manimozhiyan Arumugam Data mining Natural language processing Metagenomics Microbial ecology Bioinformaticians Biologists
STRING exercises

Hands-on exercises using the STRING, STITCH, and DISEASES databases through their respective web interfaces.

Scientific topics: Protein interactions, Molecular interactions, pathways and networks, Bioinformatics

STRING exercises https://tess.elixir-europe.org/materials/string-exercises Hands-on exercises using the STRING, STITCH, and DISEASES databases through their respective web interfaces. Protein interactions Molecular interactions, pathways and networks Bioinformatics Bioinformaticians Biologists
Cytoscape stringApp exercises

Hands-on exercises using the stringApp for Cytoscape to retrieve molecular networks from the STRING and STITCH databases.

Scientific topics: Data visualisation, Proteomics, Protein interactions, Molecular interactions, pathways and networks, Bioinformatics

Cytoscape stringApp exercises https://tess.elixir-europe.org/materials/cytoscape-stringapp-exercises Hands-on exercises using the stringApp for Cytoscape to retrieve molecular networks from the STRING and STITCH databases. John "Scooter" Morris Data visualisation Proteomics Protein interactions Molecular interactions, pathways and networks Bioinformatics Bioinformaticians Biologists
Unix and Perl primers for biologists

The following tutorial aims to introduce the basic features of the Unix operating system and the Perl language suitable for biological analysis. At the end you should have everything you need to navigate through your folders, to manipulate your files and write useful scripts for your purposes.

Keywords: IBERS, Institute of Biological, Environmental and Rural Sciences

Unix and Perl primers for biologists https://tess.elixir-europe.org/materials/unix-and-perl-primers-for-biologists The following tutorial aims to introduce the basic features of the Unix operating system and the Perl language suitable for biological analysis. At the end you should have everything you need to navigate through your folders, to manipulate your files and write useful scripts for your purposes. IBERS, Institute of Biological, Environmental and Rural Sciences Biologists
NGS overview

This course covers: Sequencing technologies Applications Categories of analysis Sample preparation Potential services in NGS Appendix

Scientific topics: Sequencing, High-throughput sequencing

Keywords: bioinformatics, Australia

NGS overview https://tess.elixir-europe.org/materials/ngs-overview This course covers: Sequencing technologies Applications Categories of analysis Sample preparation Potential services in NGS Appendix Vicky Schneider Sequencing High-throughput sequencing bioinformatics, Australia Biologists
Python Overview

Introduction to Python

Keywords: bioinformatics, Australia

Python Overview https://tess.elixir-europe.org/materials/python-overview Introduction to Python Vicky Schneider bioinformatics, Australia Biologists
Galaxy workflows

This workshop/tutorial will familiarise you with the Galaxy workflow engine. It will cover the following topics: Logging in to the server How to construct and use a workflow by various methods How to share a workflow

Scientific topics: Workflows

Keywords: bioinformatics

Galaxy workflows https://tess.elixir-europe.org/materials/galaxy-workflows This workshop/tutorial will familiarise you with the Galaxy workflow engine. It will cover the following topics: Logging in to the server How to construct and use a workflow by various methods How to share a workflow Vicky Schneider Workflows bioinformatics Biologists
What is GenomeSpace?

GenomeSpace is a cloud-based interoperability framework to support integrative genomics analysis through an easy-to-use Web interface. GenomeSpace provides access to a diverse range of bioinformatics tools, and bridges the gaps between the tools, making it easy to leverage the available analyses...

Keywords: bioinformatics, GVL

What is GenomeSpace? https://tess.elixir-europe.org/materials/what-is-genomespace GenomeSpace is a cloud-based interoperability framework to support integrative genomics analysis through an easy-to-use Web interface. GenomeSpace provides access to a diverse range of bioinformatics tools, and bridges the gaps between the tools, making it easy to leverage the available analyses and visualizations in each of them. The tools retain their native look and feel, with GenomeSpace providing frictionless conduits between them through a lightweight interoperability layer. Vicky Schneider bioinformatics, GVL Biologists
Introduction to Galaxy

Basic Introduction to Galaxy

Keywords: bioinformatics

Introduction to Galaxy https://tess.elixir-europe.org/materials/introduction-to-galaxy Basic Introduction to Galaxy Vicky Schneider bioinformatics Biologists
Researcher Training Day for Life Scientists_ Rad-seq with Stacks in Galaxy

This materials are associated to the Galaxy Australasia Meeting 2017 kicks off on Friday 3rd February with the Researcher Training Day. This event targets life scientists working with Next-Generation Sequencing data, in particular RNA-Seq, RAD-Seq, and microbial genomes.

Keywords: bioinformatics

Researcher Training Day for Life Scientists_ Rad-seq with Stacks in Galaxy https://tess.elixir-europe.org/materials/researcher-training-day-for-life-scientists_-rad-seq-with-stacks-in-galaxy This materials are associated to the Galaxy Australasia Meeting 2017 kicks off on Friday 3rd February with the Researcher Training Day. This event targets life scientists working with Next-Generation Sequencing data, in particular RNA-Seq, RAD-Seq, and microbial genomes. Pip Griffin Sonika Tyagi bioinformatics Biologists
EMBL-ABR Best Practice workshop series: the data life-cycle

From 24-28 October 2016, the EMBL-ABR Hub ran a week-long Best Practice workshop series focussing on the Data Life Cycle for biological and bioinformatics data. International and local faculty members joined highly engaged participants from around Australia: students, postdocs, lecturers, other...

Scientific topics: Data types and objects, Data management

Keywords: bioinformatics, data

EMBL-ABR Best Practice workshop series: the data life-cycle https://tess.elixir-europe.org/materials/embl-abr-best-practice-workshop-series-the-data-life-cycle From 24-28 October 2016, the EMBL-ABR Hub ran a week-long Best Practice workshop series focussing on the Data Life Cycle for biological and bioinformatics data. International and local faculty members joined highly engaged participants from around Australia: students, postdocs, lecturers, other scientists, research assistants and research data managers. Jyoti Khadake Sandra Orchard Dan Bolser Suzanna Lewis Data types and objects Data management bioinformatics, data Biologists bioinformaticians
Introduction to Biopython

This is a module from the "Python for Biologists" course. The module presents an introduction to Biopython. It shows how to deal with sequences and sequence records, how to download records from NCBI databases, how to run Blast and how to parse XML Blast outputs.

Keywords: Bioinformatics, Biopython, Programming, Python, Python biologists

Introduction to Biopython https://tess.elixir-europe.org/materials/introduction-to-biopython This is a module from the "Python for Biologists" course. The module presents an introduction to Biopython. It shows how to deal with sequences and sequence records, how to download records from NCBI databases, how to run Blast and how to parse XML Blast outputs. Bioinformatics, Biopython, Programming, Python, Python biologists Biologists Biologists, Genomicists, Computer Scientists bioinformaticians 2013-11-04 2017-10-09
Bioinformatics approaches to Identify causative sequence variants in farm animals

ALLBIO and DEANN Training course: 12-16 May 2014, SLU, Uppsala, Sweden The training is mainly intended for researchers that want or already use techniques like genome-wide SNP genotyping, candidate gene sequencing, transcriptome sequencing and other bioinformatics tools in their work to...

Keywords: Allbio, Farm animals, Qtl, Rnaseq, Transcription factors

Bioinformatics approaches to Identify causative sequence variants in farm animals https://tess.elixir-europe.org/materials/bioinformatics-approaches-to-identify-causative-sequence-variants-in-farm-animals ALLBIO and DEANN Training course: 12-16 May 2014, SLU, Uppsala, Sweden The training is mainly intended for researchers that want or already use techniques like genome-wide SNP genotyping, candidate gene sequencing, transcriptome sequencing and other bioinformatics tools in their work to elucidate the specific contributions of genetic and other factors in shaping the phenotypic variability in farm animals. Allbio, Farm animals, Qtl, Rnaseq, Transcription factors Biologists bioinformaticians geneticists 2014-11-17 2017-10-09
SV-Autopilot: the new face of Structural Variant Detection

Although there are many tools designed for structural variation (SV) analysis there has been no bench mark study to guide scientists in choosing the best tool for their particular data set. In this test case, AllBio Test Case 2 – Identification of Large Structural Variants, a researcher is eager...

Keywords: Ngs bioinformatics, Structural variations

SV-Autopilot: the new face of Structural Variant Detection https://tess.elixir-europe.org/materials/sv-autopilot-the-new-face-of-structural-variant-detection Although there are many tools designed for structural variation (SV) analysis there has been no bench mark study to guide scientists in choosing the best tool for their particular data set. In this test case, AllBio Test Case 2 – Identification of Large Structural Variants, a researcher is eager to identify large structural variants in multiple accessions of Arabidopsis. What is needed is a tool which can identify the type and quality of the sequencing reads, assemble them with regards to a reference genome, and predict large structural variants (>30nt). Lastly, it is desirable that the tool should have a user-friendly interface with which bench scientists can easily examine structural variants in their accession(s) of interest that need to be validated. Here we have not only created the benchmark data, but have also created a Virtual Machine framework that can automate this process using multiple SV prediction algorithms in parallel and refine the output to reduce false positive calls. We call this SV-AUTOPILOT, a Structural Variation AUTOmated PIpeLine Optimization Tool. This tool was tested by participants during the workshop. Link to SV-Autopilot: https://github.com/ALLBio/allbiotc2 Ngs bioinformatics, Structural variations Biologists bioinformaticians software developers, bioinformaticians 2014-09-10 2017-10-09
BLAST and multiple sequence alignment (MSA) programs

Background The rapid identification of pathogens infecting livestock is essential to appropriately respond to the threat. The number and the variety of pathogen sequenced genomes have been growing more dramatically these recent years, because of the new sequencing technologies. This wealth of...

Keywords: Blast, E learning, Multiple sequence alignment

BLAST and multiple sequence alignment (MSA) programs https://tess.elixir-europe.org/materials/blast-and-multiple-sequence-alignment-msa-programs Background The rapid identification of pathogens infecting livestock is essential to appropriately respond to the threat. The number and the variety of pathogen sequenced genomes have been growing more dramatically these recent years, because of the new sequencing technologies. This wealth of new data is very useful to the research field through the development of bioinformatics tools and databases that deal with large amount of sequences. Among them, BLAST (Basic Local Alignment Search Tool) and MSA () programs are very efficient for protein or nucleotide sequence similarity search. The present course introduces the main biological databases, alignment tool BLAST and Multiple sequence alignments (MSA) programs, and interpretation of results. Goal The ultimate aim is the better management of animal diseases by preparing laboratory technicians, veterinarians and molecular epidemiologists from diagnostic and research laboratories of developing FAO and IAEA member states, to be self-sufficient in the data analysis by interpreting the phylogenetic trees and their relationships. Target audience Researchers, Laboratory technicians, veterinarians, epidemiologists from diagnostic and research laboratories of member states of IAEA and FAO. The concepts are explained in generalized way to help all academicians, researchers, students from all countries working in the field of molecular genetics and epidemiology. AuthorsViral-zone, Swiss-Prot group at the SIB Swiss Institute of Bioinformatics   Blast, E learning, Multiple sequence alignment Bench biologists Biologists Laboratory technicians Researchers Veterinarians 2014-04-28 2017-10-09