SlideShare a Scribd company logo
Informatics and Data Analysis
Trina McMahon
University of Wisconsin – Madison
Take-home messages
• Treat your computer work like you would your
bench work
• Learn to love the command line
• Seek help within your network locally and
globally
• Read work being done on other ecosystems
Electronic lab notebook
Boring (but REALLY IMPORTANT) stuff...
• Be mindful of how you organize files on your
computer
• Come up with a system that works for you and
be consistent
• Don’t be afraid to modify your system if your
needs change over time
• Ask for help!! Consult senior students and
postdocs to find out what they do

Recommended for you

PCR Digital Test Tube
PCR Digital Test TubePCR Digital Test Tube
PCR Digital Test Tube

Daniel Thewlis is developing PCR software to optimize and accelerate the polymerase chain reaction (PCR) DNA analysis market, which is currently a $6 billion industry. His software aims to reduce PCR processing time by 50% through features that streamline workflows, improve connectivity and automation, and ensure data security and integrity. The development plan includes launching a digital test tube platform, designing a software engine, building a beta model, and proceeding to commercialization in August 2016 after pilot and refinement phases.

iotwirelessict
[13.09.19] 16S workshop introduction
[13.09.19] 16S workshop introduction[13.09.19] 16S workshop introduction
[13.09.19] 16S workshop introduction

The document provides an overview of handling 16S rRNA gene sequencing data, including typical workflows from sampling through bioinformatics analysis. It discusses sampling considerations, sequencing and sample preparation methods like PCR and Illumina sequencing. Key steps in bioinformatics analysis are clustering sequences into OTUs, assigning taxonomy by comparing to reference databases, and generating OTU tables to analyze microbial community composition across samples. Hands-on exercises are included for analyzing data in Excel and R.

Taller de memoria relación de rostros
Taller de memoria relación de rostrosTaller de memoria relación de rostros
Taller de memoria relación de rostros

El documento presenta información sobre 10 personas, incluyendo su nombre, ocupación, lugar de residencia y gustos. Más tarde, se añaden 3 personas más y se hacen preguntas sobre los detalles presentados para evaluar la memoria del lector.

tallermemoriaadulto mayor
Take-home messages
• Treat your computer work like you would your
bench work
• Learn to love the command line
• Seek help within your network locally and
globally
• Read work being done on other ecosystems
Demystifying the command line
Move beyond Excel
Standardization

Recommended for you

Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...
Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...
Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...

High-throughput DNA sequencing continue to offer comprehensive insights into microbial ecosystems1. Several bioinformatics tools have been inconclusively benchmarked2, yet variations in algorithms are known to impact the microbiome results3. Thus, there is need for detailed benchmarking of bioinformatics tools. Here we validated 16S rRNA amplicon sequencing and four bioinformatics tools for microbiome analyses.

16sngsmicrobes
Guide to Molecular Cloning - Download the Guide
Guide to Molecular Cloning  - Download the GuideGuide to Molecular Cloning  - Download the Guide
Guide to Molecular Cloning - Download the Guide

Molecular cloning can be sometimes tricky with significant challenges involved. Overcome the challenges with the essential knowledge and tips for successful cloning.

cloningrestriction digestionvector
New Progress in Pyrosequencing for DNA Methylation
New Progress in Pyrosequencing for DNA MethylationNew Progress in Pyrosequencing for DNA Methylation
New Progress in Pyrosequencing for DNA Methylation

Pyrosequencing is a highly flexible technology that lets you rapidly analyze short- to medium-length sequences fast and quantitatively with high accuracy. The real-time, high-resolution sequence output makes the technology highly suitable for applications including complex mutation analysis, microbial identification and DNA methylation quantification. The main bottleneck in Pyrosequencing has been limited sequence length, which is critical for some applications. Our new technology, software, and chemistry overcome this bottleneck and give sequence reads that are typically twice as long as those from previous PyroMark systems. The new PyroMark Q24 Advanced system also reduces background noise, improving quantification even at sites distant from the sequencing start. The new system is ideal for applications requiring analysis of longer sequences, such as DNA methylation analysis in epigenetic research, frequency determination in mutation analysis, and various de novo sequencing applications. In this presentation, we will discuss the following applications and technology improvements: • DNA methylation analysis at single base resolution at CpG and CpN sites • Improved quantification of sequence variations at any sequence position • Easy and improved base calling functionality

dnafrequency determinationmethylation
GSC website
EBPR Microbial Observatory
(Aaron Saunders, Aalborg Univ)
Take-home messages
• Treat your computer work like you would your
bench work
• Learn to love the command line
• Seek help within your network locally and
globally
• Read work being done on other ecosystems
Resources
• Websites and forums dedicated to particular
tools (e.g. QIIME, mothur, MG-RAST)
• Software Carpentry workshops
– http://software-carpentry.org/
• Intensive short courses
• Social media
– Follow Titus Brown, Jonathan Eisen, Jack Gilbert
• READ THE LITERATURE

Recommended for you

16S Ribosomal DNA Sequence Analysis
16S Ribosomal DNA Sequence Analysis16S Ribosomal DNA Sequence Analysis
16S Ribosomal DNA Sequence Analysis

This document discusses the use of 16S ribosomal RNA (rRNA) gene sequencing for bacterial identification and phylogenetic analysis. It explains that the 16S rRNA gene is highly conserved, making it useful for comparing distantly related organisms. The document outlines the process of 16S rRNA gene sequencing, including PCR amplification using conserved primer regions and sequencing of variable regions. It also discusses various methods that have been developed using 16S rRNA, such as TRFLP profiling and ribotyping, to study microbial communities.

Studying the microbiome
Studying the microbiomeStudying the microbiome
Studying the microbiome

Microbiome research is undergoing a crisis due to issues like the correlation-causation fallacy in studies and poor experimental design. The document discusses challenges with studying the microbiome, including biases and errors introduced from DNA extraction methods, sample storage conditions, and contamination from extraction kits. It emphasizes that every step in microbiome research, from sample collection to analysis, needs careful consideration to draw accurate conclusions.

Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...
Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...
Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...

High-throughput sequencing, combined with high-resolution metagenomic analysis, provides a powerful diagnostic tool for clinical management of enteric disease. Forty-five patient samples of known and unknown disease etiology and 20 samples from health individuals were subjected to next-generation sequencing. Subsequent metagenomic analysis identified all microorganisms (bacteria, viruses, fungi and parasites) in the samples, including the expected pathogens in the samples of known etiology. Multiple pathogens were detected in the individual samples, providing evidence for polymicrobial infection. Patients were clearly differentiated from healthy individuals based on microorganism abundance and diversity. The speed, accuracy and actionable features of CosmosID bioinformatics and curated GenBook® databases, implemented in the QIAGEN Microbial Genomics Pro Suite, and the functional analysis, leveraging the QIAGEN functional metagenomics workflow, provide a powerful tool contributing to the revolution in clinical diagnostics, prophylactics and therapeutics that is now in progress globally.

intestineinfectionsfungi
Informatics and data analysis - McMahon - MEWE 2013
Informatics and data analysis - McMahon - MEWE 2013
Informatics and data analysis - McMahon - MEWE 2013
Informatics and data analysis - McMahon - MEWE 2013

Recommended for you

Analyzing Fusion Genes Using Next-Generation Sequencing
Analyzing Fusion Genes Using Next-Generation SequencingAnalyzing Fusion Genes Using Next-Generation Sequencing
Analyzing Fusion Genes Using Next-Generation Sequencing

Fusion genes are hybrid genes formed by the fusion of two separate genes. Translocation, interstitial deletion and chromosomal inversions are some of the genetic events that can lead to the formation of fusion genes. The occurrence of fusion genes and its implications in cancer have already been known, but the emergence of NGS technology – especially RNA sequencing – offers the potential to detect novel gene fusions. You can learn more about fusion genes and applying NGS to detect them at our upcoming webinar, presented by Raed Samara, Ph.D., QIAGEN’s Global Product Manager for NGS technologies. In this webinar, Dr. Raed Samara will cover: 1. Fusion genes: what they are and a historical perspective 2. Fusion gene detection: the current status 3. RNA sequencing vs. digital RNA sequencing 4. How to detect and accurately quantify novel fusion genes in your sample

unique molecular barcodesqiaseqsingle primer extension
DNA Sequencing from Single Cell
DNA Sequencing from Single CellDNA Sequencing from Single Cell
DNA Sequencing from Single Cell

With technological breakthroughs in single cell isolation, whole genome amplification (WGA) and NGS library preparation, experiments using single cells are now possible. However, challenges still exist. In particular, methods for the unbiased and complete amplification of a single genome and for the efficient conversion of that amplified DNA into a sequencer-compatible library face several technical limitations including incomplete amplification, the introduction of PCR errors, GC-bias and locus or allelic drop-out. The presentation covers the impact of these factors and how one can mitigate it.

transcriptomedop-pcrrepli-g
Whole Genome Amplification from Single Cell
Whole Genome Amplification from Single CellWhole Genome Amplification from Single Cell
Whole Genome Amplification from Single Cell

1) The document discusses different whole genome amplification techniques for obtaining DNA from single cells, including PCR-based and PCR-free methods. 2) It provides comparisons of different whole genome amplification kits, finding that QIAGEN's REPLI-g Single Cell Kit has the highest genome coverage, lowest duplication rates, and best performance for detecting copy number variations and single nucleotide variations, making it optimal for single cell sequencing applications. 3) Case studies demonstrate that the REPLI-g Single Cell Kit provides more uniform coverage and significantly fewer sequencing errors compared to the MALBAC method.

liquid biopsysingle cellqiaseq
Informatics and data analysis - McMahon - MEWE 2013
Informatics and data analysis - McMahon - MEWE 2013
Informatics and data analysis - McMahon - MEWE 2013
Informatics and data analysis - McMahon - MEWE 2013

Recommended for you

RNA-seq for DE analysis: detecting differential expression - part 5
RNA-seq for DE analysis: detecting differential expression - part 5RNA-seq for DE analysis: detecting differential expression - part 5
RNA-seq for DE analysis: detecting differential expression - part 5

Part 5 of the training sesson 'RNA-seq for differential expression analysis' considers the algorithm used for detecting differential expression between conditions. See http://www.bits.vib.be

 
by BITS
bioinformaticsrna-seqtranscriptomics
QIAseq Technologies for Metagenomics and Microbiome NGS Library Prep
QIAseq Technologies for Metagenomics and Microbiome NGS Library PrepQIAseq Technologies for Metagenomics and Microbiome NGS Library Prep
QIAseq Technologies for Metagenomics and Microbiome NGS Library Prep

In this slide deck, learn about the innovative technologies that form the basis of QIAGEN’s portfolio of QIAseq library prep solutions for metagenomics and microbiome sequencing. Whether your research starts from single microbial cells, 16s rRNA PCR amplicons, or gDNA for whole genome analysis, QIAseq technologies offer tips and tricks for capturing the genomic diversity of your samples in the most unbiased, streamlined way possible.

16swhole genome analysislibrary prep
Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)
Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)
Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)

This talk, aimed at librarians, describes the data management issues surrounding paper and electronic lab notebooks. It offers several ways for librarians to support good practices and the transition from paper to electronic.

elndata management
Informatics and data analysis - McMahon - MEWE 2013

More Related Content

Viewers also liked

Improved Algorithm for Amplicon Sequencing Assay Designs
Improved Algorithm for Amplicon Sequencing Assay DesignsImproved Algorithm for Amplicon Sequencing Assay Designs
Improved Algorithm for Amplicon Sequencing Assay Designs
Thermo Fisher Scientific
 
Amplicon sequencing slides - Trina McMahon - MEWE 2013
Amplicon sequencing slides - Trina McMahon - MEWE 2013Amplicon sequencing slides - Trina McMahon - MEWE 2013
Amplicon sequencing slides - Trina McMahon - MEWE 2013
mcmahonUW
 
Vnti11 basics course
Vnti11 basics courseVnti11 basics course
Vnti11 basics course
BITS
 
PCR Digital Test Tube
PCR Digital Test TubePCR Digital Test Tube
PCR Digital Test Tube
Walton Institute
 
[13.09.19] 16S workshop introduction
[13.09.19] 16S workshop introduction[13.09.19] 16S workshop introduction
[13.09.19] 16S workshop introduction
Mads Albertsen
 
Taller de memoria relación de rostros
Taller de memoria relación de rostrosTaller de memoria relación de rostros
Taller de memoria relación de rostros
Chris Núñez Psicólogo
 
Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...
Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...
Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...
Luca Cozzuto
 
Guide to Molecular Cloning - Download the Guide
Guide to Molecular Cloning  - Download the GuideGuide to Molecular Cloning  - Download the Guide
Guide to Molecular Cloning - Download the Guide
QIAGEN
 
New Progress in Pyrosequencing for DNA Methylation
New Progress in Pyrosequencing for DNA MethylationNew Progress in Pyrosequencing for DNA Methylation
New Progress in Pyrosequencing for DNA Methylation
QIAGEN
 
16S Ribosomal DNA Sequence Analysis
16S Ribosomal DNA Sequence Analysis16S Ribosomal DNA Sequence Analysis
16S Ribosomal DNA Sequence Analysis
Abdulrahman Muhammad
 
Studying the microbiome
Studying the microbiomeStudying the microbiome
Studying the microbiome
Mick Watson
 
Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...
Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...
Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...
QIAGEN
 
Analyzing Fusion Genes Using Next-Generation Sequencing
Analyzing Fusion Genes Using Next-Generation SequencingAnalyzing Fusion Genes Using Next-Generation Sequencing
Analyzing Fusion Genes Using Next-Generation Sequencing
QIAGEN
 
DNA Sequencing from Single Cell
DNA Sequencing from Single CellDNA Sequencing from Single Cell
DNA Sequencing from Single Cell
QIAGEN
 
Whole Genome Amplification from Single Cell
Whole Genome Amplification from Single CellWhole Genome Amplification from Single Cell
Whole Genome Amplification from Single Cell
QIAGEN
 
RNA-seq for DE analysis: detecting differential expression - part 5
RNA-seq for DE analysis: detecting differential expression - part 5RNA-seq for DE analysis: detecting differential expression - part 5
RNA-seq for DE analysis: detecting differential expression - part 5
BITS
 
QIAseq Technologies for Metagenomics and Microbiome NGS Library Prep
QIAseq Technologies for Metagenomics and Microbiome NGS Library PrepQIAseq Technologies for Metagenomics and Microbiome NGS Library Prep
QIAseq Technologies for Metagenomics and Microbiome NGS Library Prep
QIAGEN
 

Viewers also liked (17)

Improved Algorithm for Amplicon Sequencing Assay Designs
Improved Algorithm for Amplicon Sequencing Assay DesignsImproved Algorithm for Amplicon Sequencing Assay Designs
Improved Algorithm for Amplicon Sequencing Assay Designs
 
Amplicon sequencing slides - Trina McMahon - MEWE 2013
Amplicon sequencing slides - Trina McMahon - MEWE 2013Amplicon sequencing slides - Trina McMahon - MEWE 2013
Amplicon sequencing slides - Trina McMahon - MEWE 2013
 
Vnti11 basics course
Vnti11 basics courseVnti11 basics course
Vnti11 basics course
 
PCR Digital Test Tube
PCR Digital Test TubePCR Digital Test Tube
PCR Digital Test Tube
 
[13.09.19] 16S workshop introduction
[13.09.19] 16S workshop introduction[13.09.19] 16S workshop introduction
[13.09.19] 16S workshop introduction
 
Taller de memoria relación de rostros
Taller de memoria relación de rostrosTaller de memoria relación de rostros
Taller de memoria relación de rostros
 
Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...
Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...
Benchmarking 16S rRNA gene sequencing and bioinformatics tools for identifica...
 
Guide to Molecular Cloning - Download the Guide
Guide to Molecular Cloning  - Download the GuideGuide to Molecular Cloning  - Download the Guide
Guide to Molecular Cloning - Download the Guide
 
New Progress in Pyrosequencing for DNA Methylation
New Progress in Pyrosequencing for DNA MethylationNew Progress in Pyrosequencing for DNA Methylation
New Progress in Pyrosequencing for DNA Methylation
 
16S Ribosomal DNA Sequence Analysis
16S Ribosomal DNA Sequence Analysis16S Ribosomal DNA Sequence Analysis
16S Ribosomal DNA Sequence Analysis
 
Studying the microbiome
Studying the microbiomeStudying the microbiome
Studying the microbiome
 
Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...
Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...
Clinical Metagenomics for Rapid Detection of Enteric Pathogens and Characteri...
 
Analyzing Fusion Genes Using Next-Generation Sequencing
Analyzing Fusion Genes Using Next-Generation SequencingAnalyzing Fusion Genes Using Next-Generation Sequencing
Analyzing Fusion Genes Using Next-Generation Sequencing
 
DNA Sequencing from Single Cell
DNA Sequencing from Single CellDNA Sequencing from Single Cell
DNA Sequencing from Single Cell
 
Whole Genome Amplification from Single Cell
Whole Genome Amplification from Single CellWhole Genome Amplification from Single Cell
Whole Genome Amplification from Single Cell
 
RNA-seq for DE analysis: detecting differential expression - part 5
RNA-seq for DE analysis: detecting differential expression - part 5RNA-seq for DE analysis: detecting differential expression - part 5
RNA-seq for DE analysis: detecting differential expression - part 5
 
QIAseq Technologies for Metagenomics and Microbiome NGS Library Prep
QIAseq Technologies for Metagenomics and Microbiome NGS Library PrepQIAseq Technologies for Metagenomics and Microbiome NGS Library Prep
QIAseq Technologies for Metagenomics and Microbiome NGS Library Prep
 

Similar to Informatics and data analysis - McMahon - MEWE 2013

Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)
Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)
Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)
Kristin Briney
 
lec01.ppt
lec01.pptlec01.ppt
lec01.ppt
goodperson7
 
There’s No Avoiding It: Programming Skills You’ll Need
There’s No Avoiding It:  Programming Skills You’ll NeedThere’s No Avoiding It:  Programming Skills You’ll Need
There’s No Avoiding It: Programming Skills You’ll Need
Yannick Pouliot
 
Preservation and institutional repositories for the digital arts and humanities
Preservation and institutional repositories for the digital arts and humanitiesPreservation and institutional repositories for the digital arts and humanities
Preservation and institutional repositories for the digital arts and humanities
Dorothea Salo
 
Li101 enterprise class_systems
Li101 enterprise class_systemsLi101 enterprise class_systems
Li101 enterprise class_systems
jleecbd
 
Year 7 - Week 1 network and email
Year 7 - Week 1   network and emailYear 7 - Week 1   network and email
Year 7 - Week 1 network and email
teachesict
 
Fields in computer science
Fields in computer scienceFields in computer science
Fields in computer science
UC San Diego
 
overview of principles of computerss.ppt
overview of principles of computerss.pptoverview of principles of computerss.ppt
overview of principles of computerss.ppt
MuhammadAbdullah311866
 
Taming the tiger - pnwphp
Taming the tiger - pnwphpTaming the tiger - pnwphp
Taming the tiger - pnwphp
Elizabeth Smith
 
Iss induction 2010 generic presentation
Iss induction 2010    generic presentationIss induction 2010    generic presentation
Iss induction 2010 generic presentation
jamiehalsteadkcl
 
Ir1
Ir1Ir1
ER&L Presentation Chris & Erin Miller
ER&L Presentation Chris & Erin MillerER&L Presentation Chris & Erin Miller
ER&L Presentation Chris & Erin Miller
ejdmillerUNT
 
Online Citation Tools
Online Citation ToolsOnline Citation Tools
Online Citation Tools
will wade
 
Lecture01.ppt
Lecture01.pptLecture01.ppt
Lecture01.ppt
MuhammadTariqRana
 
Library Linked Data
Library Linked DataLibrary Linked Data
Library Linked Data
Dorothea Salo
 
Introduction to Bioinformatics
Introduction to BioinformaticsIntroduction to Bioinformatics
Introduction to Bioinformatics
Leighton Pritchard
 
Writing The Research Paper A Handbook (7th ed) - Ch 5 computers and the resea...
Writing The Research Paper A Handbook (7th ed) - Ch 5 computers and the resea...Writing The Research Paper A Handbook (7th ed) - Ch 5 computers and the resea...
Writing The Research Paper A Handbook (7th ed) - Ch 5 computers and the resea...
tedster777
 
People issues
People issuesPeople issues
People issues
Ibrahim Ali
 
Electronic Laboratory Notebooks
Electronic Laboratory NotebooksElectronic Laboratory Notebooks
Electronic Laboratory Notebooks
Kristin Briney
 
Computer literacy
Computer literacyComputer literacy
Computer literacy
LPCLibrarian
 

Similar to Informatics and data analysis - McMahon - MEWE 2013 (20)

Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)
Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)
Lab Notebooks as Data Management (SLA Winter Virtual Conference 2012)
 
lec01.ppt
lec01.pptlec01.ppt
lec01.ppt
 
There’s No Avoiding It: Programming Skills You’ll Need
There’s No Avoiding It:  Programming Skills You’ll NeedThere’s No Avoiding It:  Programming Skills You’ll Need
There’s No Avoiding It: Programming Skills You’ll Need
 
Preservation and institutional repositories for the digital arts and humanities
Preservation and institutional repositories for the digital arts and humanitiesPreservation and institutional repositories for the digital arts and humanities
Preservation and institutional repositories for the digital arts and humanities
 
Li101 enterprise class_systems
Li101 enterprise class_systemsLi101 enterprise class_systems
Li101 enterprise class_systems
 
Year 7 - Week 1 network and email
Year 7 - Week 1   network and emailYear 7 - Week 1   network and email
Year 7 - Week 1 network and email
 
Fields in computer science
Fields in computer scienceFields in computer science
Fields in computer science
 
overview of principles of computerss.ppt
overview of principles of computerss.pptoverview of principles of computerss.ppt
overview of principles of computerss.ppt
 
Taming the tiger - pnwphp
Taming the tiger - pnwphpTaming the tiger - pnwphp
Taming the tiger - pnwphp
 
Iss induction 2010 generic presentation
Iss induction 2010    generic presentationIss induction 2010    generic presentation
Iss induction 2010 generic presentation
 
Ir1
Ir1Ir1
Ir1
 
ER&L Presentation Chris & Erin Miller
ER&L Presentation Chris & Erin MillerER&L Presentation Chris & Erin Miller
ER&L Presentation Chris & Erin Miller
 
Online Citation Tools
Online Citation ToolsOnline Citation Tools
Online Citation Tools
 
Lecture01.ppt
Lecture01.pptLecture01.ppt
Lecture01.ppt
 
Library Linked Data
Library Linked DataLibrary Linked Data
Library Linked Data
 
Introduction to Bioinformatics
Introduction to BioinformaticsIntroduction to Bioinformatics
Introduction to Bioinformatics
 
Writing The Research Paper A Handbook (7th ed) - Ch 5 computers and the resea...
Writing The Research Paper A Handbook (7th ed) - Ch 5 computers and the resea...Writing The Research Paper A Handbook (7th ed) - Ch 5 computers and the resea...
Writing The Research Paper A Handbook (7th ed) - Ch 5 computers and the resea...
 
People issues
People issuesPeople issues
People issues
 
Electronic Laboratory Notebooks
Electronic Laboratory NotebooksElectronic Laboratory Notebooks
Electronic Laboratory Notebooks
 
Computer literacy
Computer literacyComputer literacy
Computer literacy
 

Recently uploaded

L1 L2- NLC PPT for Grade 10 intervention
L1 L2- NLC PPT for Grade 10 interventionL1 L2- NLC PPT for Grade 10 intervention
L1 L2- NLC PPT for Grade 10 intervention
RHODAJANEAURESTILA
 
National Learning Camp( Reading Intervention for grade1)
National Learning Camp( Reading Intervention for grade1)National Learning Camp( Reading Intervention for grade1)
National Learning Camp( Reading Intervention for grade1)
SaadaGrijaldo1
 
Ardra Nakshatra (आर्द्रा): Understanding its Effects and Remedies
Ardra Nakshatra (आर्द्रा): Understanding its Effects and RemediesArdra Nakshatra (आर्द्रा): Understanding its Effects and Remedies
Ardra Nakshatra (आर्द्रा): Understanding its Effects and Remedies
Astro Pathshala
 
NLC English 7 Consolidation Lesson plan for teacher
NLC English 7 Consolidation Lesson plan for teacherNLC English 7 Consolidation Lesson plan for teacher
NLC English 7 Consolidation Lesson plan for teacher
AngelicaLubrica
 
Views in Odoo - Advanced Views - Pivot View in Odoo 17
Views in Odoo - Advanced Views - Pivot View in Odoo 17Views in Odoo - Advanced Views - Pivot View in Odoo 17
Views in Odoo - Advanced Views - Pivot View in Odoo 17
Celine George
 
xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
marianell3076
 
How to Create Sequence Numbers in Odoo 17
How to Create Sequence Numbers in Odoo 17How to Create Sequence Numbers in Odoo 17
How to Create Sequence Numbers in Odoo 17
Celine George
 
Book Allied Health Sciences kmu MCQs.docx
Book Allied Health Sciences kmu MCQs.docxBook Allied Health Sciences kmu MCQs.docx
Book Allied Health Sciences kmu MCQs.docx
drtech3715
 
AI Risk Management: ISO/IEC 42001, the EU AI Act, and ISO/IEC 23894
AI Risk Management: ISO/IEC 42001, the EU AI Act, and ISO/IEC 23894AI Risk Management: ISO/IEC 42001, the EU AI Act, and ISO/IEC 23894
AI Risk Management: ISO/IEC 42001, the EU AI Act, and ISO/IEC 23894
PECB
 
The membership Module in the Odoo 17 ERP
The membership Module in the Odoo 17 ERPThe membership Module in the Odoo 17 ERP
The membership Module in the Odoo 17 ERP
Celine George
 
"DANH SÁCH THÍ SINH XÉT TUYỂN SỚM ĐỦ ĐIỀU KIỆN TRÚNG TUYỂN ĐẠI HỌC CHÍNH QUY ...
"DANH SÁCH THÍ SINH XÉT TUYỂN SỚM ĐỦ ĐIỀU KIỆN TRÚNG TUYỂN ĐẠI HỌC CHÍNH QUY ..."DANH SÁCH THÍ SINH XÉT TUYỂN SỚM ĐỦ ĐIỀU KIỆN TRÚNG TUYỂN ĐẠI HỌC CHÍNH QUY ...
"DANH SÁCH THÍ SINH XÉT TUYỂN SỚM ĐỦ ĐIỀU KIỆN TRÚNG TUYỂN ĐẠI HỌC CHÍNH QUY ...
thanhluan21
 
How to Handle the Separate Discount Account on Invoice in Odoo 17
How to Handle the Separate Discount Account on Invoice in Odoo 17How to Handle the Separate Discount Account on Invoice in Odoo 17
How to Handle the Separate Discount Account on Invoice in Odoo 17
Celine George
 
Understanding and Interpreting Teachers’ TPACK for Teaching Multimodalities i...
Understanding and Interpreting Teachers’ TPACK for Teaching Multimodalities i...Understanding and Interpreting Teachers’ TPACK for Teaching Multimodalities i...
Understanding and Interpreting Teachers’ TPACK for Teaching Multimodalities i...
Neny Isharyanti
 
Principles of Roods Approach!!!!!!!.pptx
Principles of Roods Approach!!!!!!!.pptxPrinciples of Roods Approach!!!!!!!.pptx
Principles of Roods Approach!!!!!!!.pptx
ibtesaam huma
 
The basics of sentences session 10pptx.pptx
The basics of sentences session 10pptx.pptxThe basics of sentences session 10pptx.pptx
The basics of sentences session 10pptx.pptx
heathfieldcps1
 
No, it's not a robot: prompt writing for investigative journalism
No, it's not a robot: prompt writing for investigative journalismNo, it's not a robot: prompt writing for investigative journalism
No, it's not a robot: prompt writing for investigative journalism
Paul Bradshaw
 
SYBCOM SEM III UNIT 1 INTRODUCTION TO ADVERTISING
SYBCOM SEM III UNIT 1 INTRODUCTION TO ADVERTISINGSYBCOM SEM III UNIT 1 INTRODUCTION TO ADVERTISING
SYBCOM SEM III UNIT 1 INTRODUCTION TO ADVERTISING
Dr Vijay Vishwakarma
 
How to Store Data on the Odoo 17 Website
How to Store Data on the Odoo 17 WebsiteHow to Store Data on the Odoo 17 Website
How to Store Data on the Odoo 17 Website
Celine George
 
ENGLISH-7-CURRICULUM MAP- MATATAG CURRICULUM
ENGLISH-7-CURRICULUM MAP- MATATAG CURRICULUMENGLISH-7-CURRICULUM MAP- MATATAG CURRICULUM
ENGLISH-7-CURRICULUM MAP- MATATAG CURRICULUM
HappieMontevirgenCas
 
Howe Writing Center - Orientation Summer 2024
Howe Writing Center - Orientation Summer 2024Howe Writing Center - Orientation Summer 2024
Howe Writing Center - Orientation Summer 2024
Elizabeth Walsh
 

Recently uploaded (20)

L1 L2- NLC PPT for Grade 10 intervention
L1 L2- NLC PPT for Grade 10 interventionL1 L2- NLC PPT for Grade 10 intervention
L1 L2- NLC PPT for Grade 10 intervention
 
National Learning Camp( Reading Intervention for grade1)
National Learning Camp( Reading Intervention for grade1)National Learning Camp( Reading Intervention for grade1)
National Learning Camp( Reading Intervention for grade1)
 
Ardra Nakshatra (आर्द्रा): Understanding its Effects and Remedies
Ardra Nakshatra (आर्द्रा): Understanding its Effects and RemediesArdra Nakshatra (आर्द्रा): Understanding its Effects and Remedies
Ardra Nakshatra (आर्द्रा): Understanding its Effects and Remedies
 
NLC English 7 Consolidation Lesson plan for teacher
NLC English 7 Consolidation Lesson plan for teacherNLC English 7 Consolidation Lesson plan for teacher
NLC English 7 Consolidation Lesson plan for teacher
 
Views in Odoo - Advanced Views - Pivot View in Odoo 17
Views in Odoo - Advanced Views - Pivot View in Odoo 17Views in Odoo - Advanced Views - Pivot View in Odoo 17
Views in Odoo - Advanced Views - Pivot View in Odoo 17
 
xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
 
How to Create Sequence Numbers in Odoo 17
How to Create Sequence Numbers in Odoo 17How to Create Sequence Numbers in Odoo 17
How to Create Sequence Numbers in Odoo 17
 
Book Allied Health Sciences kmu MCQs.docx
Book Allied Health Sciences kmu MCQs.docxBook Allied Health Sciences kmu MCQs.docx
Book Allied Health Sciences kmu MCQs.docx
 
AI Risk Management: ISO/IEC 42001, the EU AI Act, and ISO/IEC 23894
AI Risk Management: ISO/IEC 42001, the EU AI Act, and ISO/IEC 23894AI Risk Management: ISO/IEC 42001, the EU AI Act, and ISO/IEC 23894
AI Risk Management: ISO/IEC 42001, the EU AI Act, and ISO/IEC 23894
 
The membership Module in the Odoo 17 ERP
The membership Module in the Odoo 17 ERPThe membership Module in the Odoo 17 ERP
The membership Module in the Odoo 17 ERP
 
"DANH SÁCH THÍ SINH XÉT TUYỂN SỚM ĐỦ ĐIỀU KIỆN TRÚNG TUYỂN ĐẠI HỌC CHÍNH QUY ...
"DANH SÁCH THÍ SINH XÉT TUYỂN SỚM ĐỦ ĐIỀU KIỆN TRÚNG TUYỂN ĐẠI HỌC CHÍNH QUY ..."DANH SÁCH THÍ SINH XÉT TUYỂN SỚM ĐỦ ĐIỀU KIỆN TRÚNG TUYỂN ĐẠI HỌC CHÍNH QUY ...
"DANH SÁCH THÍ SINH XÉT TUYỂN SỚM ĐỦ ĐIỀU KIỆN TRÚNG TUYỂN ĐẠI HỌC CHÍNH QUY ...
 
How to Handle the Separate Discount Account on Invoice in Odoo 17
How to Handle the Separate Discount Account on Invoice in Odoo 17How to Handle the Separate Discount Account on Invoice in Odoo 17
How to Handle the Separate Discount Account on Invoice in Odoo 17
 
Understanding and Interpreting Teachers’ TPACK for Teaching Multimodalities i...
Understanding and Interpreting Teachers’ TPACK for Teaching Multimodalities i...Understanding and Interpreting Teachers’ TPACK for Teaching Multimodalities i...
Understanding and Interpreting Teachers’ TPACK for Teaching Multimodalities i...
 
Principles of Roods Approach!!!!!!!.pptx
Principles of Roods Approach!!!!!!!.pptxPrinciples of Roods Approach!!!!!!!.pptx
Principles of Roods Approach!!!!!!!.pptx
 
The basics of sentences session 10pptx.pptx
The basics of sentences session 10pptx.pptxThe basics of sentences session 10pptx.pptx
The basics of sentences session 10pptx.pptx
 
No, it's not a robot: prompt writing for investigative journalism
No, it's not a robot: prompt writing for investigative journalismNo, it's not a robot: prompt writing for investigative journalism
No, it's not a robot: prompt writing for investigative journalism
 
SYBCOM SEM III UNIT 1 INTRODUCTION TO ADVERTISING
SYBCOM SEM III UNIT 1 INTRODUCTION TO ADVERTISINGSYBCOM SEM III UNIT 1 INTRODUCTION TO ADVERTISING
SYBCOM SEM III UNIT 1 INTRODUCTION TO ADVERTISING
 
How to Store Data on the Odoo 17 Website
How to Store Data on the Odoo 17 WebsiteHow to Store Data on the Odoo 17 Website
How to Store Data on the Odoo 17 Website
 
ENGLISH-7-CURRICULUM MAP- MATATAG CURRICULUM
ENGLISH-7-CURRICULUM MAP- MATATAG CURRICULUMENGLISH-7-CURRICULUM MAP- MATATAG CURRICULUM
ENGLISH-7-CURRICULUM MAP- MATATAG CURRICULUM
 
Howe Writing Center - Orientation Summer 2024
Howe Writing Center - Orientation Summer 2024Howe Writing Center - Orientation Summer 2024
Howe Writing Center - Orientation Summer 2024
 

Informatics and data analysis - McMahon - MEWE 2013

  • 1. Informatics and Data Analysis Trina McMahon University of Wisconsin – Madison
  • 2. Take-home messages • Treat your computer work like you would your bench work • Learn to love the command line • Seek help within your network locally and globally • Read work being done on other ecosystems
  • 4. Boring (but REALLY IMPORTANT) stuff... • Be mindful of how you organize files on your computer • Come up with a system that works for you and be consistent • Don’t be afraid to modify your system if your needs change over time • Ask for help!! Consult senior students and postdocs to find out what they do
  • 5. Take-home messages • Treat your computer work like you would your bench work • Learn to love the command line • Seek help within your network locally and globally • Read work being done on other ecosystems
  • 10. EBPR Microbial Observatory (Aaron Saunders, Aalborg Univ)
  • 11. Take-home messages • Treat your computer work like you would your bench work • Learn to love the command line • Seek help within your network locally and globally • Read work being done on other ecosystems
  • 12. Resources • Websites and forums dedicated to particular tools (e.g. QIIME, mothur, MG-RAST) • Software Carpentry workshops – http://software-carpentry.org/ • Intensive short courses • Social media – Follow Titus Brown, Jonathan Eisen, Jack Gilbert • READ THE LITERATURE