SlideShare uma empresa Scribd logo
1 de 64
Biodiversity Informatics
David P. Shorthouse, Université de Montréal
© Mr.checker (CC-SA 3.0 Unported)
What is biodiversity informatics?
How are biodiversity data used?
How are biodiversity data made available?
What are the key challenges?
What are its organizations?
Where can I go for more?
Bioinformatics
focused on the *omics
Biodiversity Informatics
interoperability of scientific
names, classifications
History of “Biodiversity Informatics”
John S. Whiting
Canadian Biodiversity
Informatics Consortium (1993)
Johnson Norm F. 2007. Biodiversity
informatics. Annu Rev Entomol. 52:421-38.
DOI 10.1146/annurev.ento.52.110405.091259
Who, What,
Where, When?
How are biodiversity data used?
Chapman, A. D. 2005. Uses of Primary
Species-Occurrence Data, version 1.0.
Report for the Global Biodiversity
Information Facility, Copenhagen.
http://www.gbif.org/resources/2834
1 Taxonomy:
research, indices, floras/faunas, field
guides, phylogenies
2 Biogeography: distributional atlases, species
distribution modeling, species decline
3 Life Histories and Phenologies
4 Endangered, Migratory, and Invasive Species
5 Impact of Climate Change
6 Ecology, Evolution and Genetics: habitat
loss, ecosystem function
7 Environmental Planning: impact assessments
Uses of Primary Occurrence Data
Uses of Primary Occurrence Data
8 Conservation Planning: rapid biodiversity
assessments, identifying priority areas, reserve
selection, sustainable use
9 Health and Public Safety: disease and disease
vectors, bioterrorism, biosafety, parasitology
10 Bioprospecting
11 Border Control and Wildlife Trade
12 Education and Public Outreach
13 Ecotourism
14 Society and Politics: data repatriation
15 Recreational activities
DOI 10.7717/peerj.11
DOI 10.1038/nature12872
How are biodiversity data made
available?
The Process
Collect
Prepare
Digitize
Standardize
Publish
Collect
© Ainsley Seago
Prepare
Creating a long-term voucher
for scientific research
Specimen label
Primary biodiversity data
What, when, where & who
Digitize
Recording specimen information
in a digital format
Standardize
Different database systems
Different formats
Different languages
Darwin Core
A common biodiversity
information language
bit.ly/DarwinCore
175 terms
Darwin Core Archive
A common biodiversity
information format
Publish
Make available online
GBIF Integrated Publishing Toolkit (IPT)
What Other Kinds of Data?
Images
Observations
Phylogenetic Trees
Graphs
Unstructured texts
Taxonomic lists
What are the key challenges?
Scientific Names
DOI 10.1007/11530084_8
Homonyms
same name for many taxa
Synonyms
different names for same taxa
Variant representations
orthography, spelling,
differences in authority
DOI 10.1016/j.tree.2010.09.004
Globally Unique Identifiers
Data Quality and Fitness-for-Use
Giving Credit for Participation &
Metrics of Success
What are (a few of) the Biodiversity
Informatics organizations?
*.globalnames.org
Edit
http://gnite.org
Index
http://gni.*
Atomize
…{
genus: { epitheton: "Pardosa" },
species: {
basionymAuthorTeam: {
year: "1892”,
authorTeam: "Banks",
author: ["Banks”] },
epitheton: "moesta",
authorship: "Banks, 1892"
}
}…
Resolve
http://resolver.*
Find
http://gnrd.*
Global Names
What about Canadian Organizations?
Federal Biodiversity Information Partnership
Canadian Biodiversity Information Facility
OBIS Canada
canadensys.net
Academic
11 universities, 5 botanical
gardens & 2 museums
35+ researchers
30 collections
Plants, insects and fungi
Canadensys Headquarters
Université de Montréal
Biodiversity Centre
13 mil. specimens
2 out of 3 are insects
Goal
Mobilize 3 million specimen
records (20%)
Download
Per dataset
Not very flexible
Checklists
Data about taxa (vs specimens)
also supported by
DwC-A, GBIF & IPT
VASCAN
Database of Vascular Plants of Canada
data.canadensys.net/vascan
Biological Survey of Canada
The Biota of Canada
http://www.biologicalsurvey.ca
Data license
Allow data to be used
bit.ly/cc0-for-data
Where can I go for more?
Social Venues
TAXACOM
TDWG
Canadensys Google Group
iDigBio
ECN-L
GitHub
Twitter
What Skills/Technologies
Might I Need?
Web programming: HTML5, css
Relational databases: PostgreSQL/PostGIS,
MySQL
NoSQL data stores: Neo4j, CouchDB
Programming languages: R, Python, ruby, Java,
JavaScript
Creativity with data: dynamic visualizations
Biodiversity Informatics
Commercialization
iekho.com
Branché
What is biodiversity informatics?
How are biodiversity data used?
How are biodiversity data made available?
What are the key challenges?
What are its organizations?
Where can I go for more?
www.canadensys.net
@canadensys
@dpsSpiders
david.shorthouse@umontreal.ca
David P. Shorthouse

Mais conteúdo relacionado

Mais procurados

2008 04 22 Jun Zhao Ldow
2008 04 22 Jun Zhao Ldow2008 04 22 Jun Zhao Ldow
2008 04 22 Jun Zhao LdowJun Zhao
 
Expanding Access to Biodiversity Literature. Mining Biodiversity.
Expanding Access to Biodiversity Literature. Mining Biodiversity.Expanding Access to Biodiversity Literature. Mining Biodiversity.
Expanding Access to Biodiversity Literature. Mining Biodiversity.William Ulate
 
Science Seminar Series 4 Norman Johnson
Science Seminar Series 4 Norman JohnsonScience Seminar Series 4 Norman Johnson
Science Seminar Series 4 Norman JohnsonUniversity of Adelaide
 
OpenUp_Common_Names_TDWG_20111020_hrainer
OpenUp_Common_Names_TDWG_20111020_hrainerOpenUp_Common_Names_TDWG_20111020_hrainer
OpenUp_Common_Names_TDWG_20111020_hrainerHeimo Rainer
 
EDAM Intro
EDAM IntroEDAM Intro
EDAM Introjong-kai
 
Scott Edmunds at Tech4Dev on Open Publishing for the Big-Data Era
Scott Edmunds at Tech4Dev on Open Publishing	for the Big-Data EraScott Edmunds at Tech4Dev on Open Publishing	for the Big-Data Era
Scott Edmunds at Tech4Dev on Open Publishing for the Big-Data EraGigaScience, BGI Hong Kong
 
IUCN Species Conservation Profile (SCP)
IUCN Species Conservation Profile (SCP)IUCN Species Conservation Profile (SCP)
IUCN Species Conservation Profile (SCP)Pensoft Publishers
 
Sharing re-usable phylogenetic data: we're not there yet
Sharing re-usable phylogenetic data: we're not there yetSharing re-usable phylogenetic data: we're not there yet
Sharing re-usable phylogenetic data: we're not there yetRoss Mounce
 
BioDBCore: Current Status and Next Developments
BioDBCore: Current Status and Next DevelopmentsBioDBCore: Current Status and Next Developments
BioDBCore: Current Status and Next DevelopmentsPascale Gaudet
 
#HepaticaWeek April 2016, GBIF data publishing
#HepaticaWeek April 2016, GBIF data publishing#HepaticaWeek April 2016, GBIF data publishing
#HepaticaWeek April 2016, GBIF data publishingDag Endresen
 
USING E-INFRASTRUCTURES FOR BIODIVERSITY CONSERVATION - Module 1
USING E-INFRASTRUCTURES FOR BIODIVERSITY CONSERVATION - Module 1USING E-INFRASTRUCTURES FOR BIODIVERSITY CONSERVATION - Module 1
USING E-INFRASTRUCTURES FOR BIODIVERSITY CONSERVATION - Module 1Gianpaolo Coro
 

Mais procurados (13)

2008 04 22 Jun Zhao Ldow
2008 04 22 Jun Zhao Ldow2008 04 22 Jun Zhao Ldow
2008 04 22 Jun Zhao Ldow
 
Expanding Access to Biodiversity Literature. Mining Biodiversity.
Expanding Access to Biodiversity Literature. Mining Biodiversity.Expanding Access to Biodiversity Literature. Mining Biodiversity.
Expanding Access to Biodiversity Literature. Mining Biodiversity.
 
Science Seminar Series 4 Norman Johnson
Science Seminar Series 4 Norman JohnsonScience Seminar Series 4 Norman Johnson
Science Seminar Series 4 Norman Johnson
 
OpenUp_Common_Names_TDWG_20111020_hrainer
OpenUp_Common_Names_TDWG_20111020_hrainerOpenUp_Common_Names_TDWG_20111020_hrainer
OpenUp_Common_Names_TDWG_20111020_hrainer
 
When collaboration is more than a nice idea
When collaboration is more than a nice ideaWhen collaboration is more than a nice idea
When collaboration is more than a nice idea
 
EDAM Intro
EDAM IntroEDAM Intro
EDAM Intro
 
Scott Edmunds at Tech4Dev on Open Publishing for the Big-Data Era
Scott Edmunds at Tech4Dev on Open Publishing	for the Big-Data EraScott Edmunds at Tech4Dev on Open Publishing	for the Big-Data Era
Scott Edmunds at Tech4Dev on Open Publishing for the Big-Data Era
 
Muswebho
MuswebhoMuswebho
Muswebho
 
IUCN Species Conservation Profile (SCP)
IUCN Species Conservation Profile (SCP)IUCN Species Conservation Profile (SCP)
IUCN Species Conservation Profile (SCP)
 
Sharing re-usable phylogenetic data: we're not there yet
Sharing re-usable phylogenetic data: we're not there yetSharing re-usable phylogenetic data: we're not there yet
Sharing re-usable phylogenetic data: we're not there yet
 
BioDBCore: Current Status and Next Developments
BioDBCore: Current Status and Next DevelopmentsBioDBCore: Current Status and Next Developments
BioDBCore: Current Status and Next Developments
 
#HepaticaWeek April 2016, GBIF data publishing
#HepaticaWeek April 2016, GBIF data publishing#HepaticaWeek April 2016, GBIF data publishing
#HepaticaWeek April 2016, GBIF data publishing
 
USING E-INFRASTRUCTURES FOR BIODIVERSITY CONSERVATION - Module 1
USING E-INFRASTRUCTURES FOR BIODIVERSITY CONSERVATION - Module 1USING E-INFRASTRUCTURES FOR BIODIVERSITY CONSERVATION - Module 1
USING E-INFRASTRUCTURES FOR BIODIVERSITY CONSERVATION - Module 1
 

Semelhante a 2014.04.01 Shorthouse REDM400

Introduction to Biodiversity Informatics
Introduction to Biodiversity Informatics Introduction to Biodiversity Informatics
Introduction to Biodiversity Informatics David Shorthouse
 
20140623 swets agosti_final
20140623 swets agosti_final20140623 swets agosti_final
20140623 swets agosti_finalagosti
 
The emerging biodiversity data ecosystem
The emerging biodiversity data ecosystemThe emerging biodiversity data ecosystem
The emerging biodiversity data ecosystemCyndy Parr
 
Special Libraries Associatin
Special Libraries AssociatinSpecial Libraries Associatin
Special Libraries Associatindrielinger
 
Biodiversity Informatics: An Interdisciplinary Challenge
Biodiversity Informatics: An Interdisciplinary ChallengeBiodiversity Informatics: An Interdisciplinary Challenge
Biodiversity Informatics: An Interdisciplinary ChallengeBryan Heidorn
 
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...GigaScience, BGI Hong Kong
 
Chavan Finland 13082009
Chavan Finland 13082009Chavan Finland 13082009
Chavan Finland 13082009Vishwas Chavan
 
Enhancing the WFO in support of GSPC.pptx
Enhancing the WFO in support of GSPC.pptxEnhancing the WFO in support of GSPC.pptx
Enhancing the WFO in support of GSPC.pptxWilliam Ulate
 
Eia Data Publishing Infra Tech March2010
Eia Data Publishing Infra Tech March2010Eia Data Publishing Infra Tech March2010
Eia Data Publishing Infra Tech March2010Vishwas Chavan
 
The Encyclopedia of Life: How realistic is it?
The Encyclopedia of Life: How realistic is it?The Encyclopedia of Life: How realistic is it?
The Encyclopedia of Life: How realistic is it?anadm
 
Schindel i evobio norman ok - jun 11
Schindel   i evobio norman ok - jun 11Schindel   i evobio norman ok - jun 11
Schindel i evobio norman ok - jun 11David Schindel
 
Taxonomic keys term paper 1
Taxonomic keys term paper 1Taxonomic keys term paper 1
Taxonomic keys term paper 1ItzMHere
 
Donat Agosti - Copyright, Biopiracy and the Taxonomic Impediment
Donat Agosti - Copyright, Biopiracy and the Taxonomic Impediment Donat Agosti - Copyright, Biopiracy and the Taxonomic Impediment
Donat Agosti - Copyright, Biopiracy and the Taxonomic Impediment ICZN
 
A Step Towards (From) Read to Write Access to Taxonomic Publications
A Step Towards  (From) Read to Write Access to Taxonomic PublicationsA Step Towards  (From) Read to Write Access to Taxonomic Publications
A Step Towards (From) Read to Write Access to Taxonomic Publicationsagosti
 
Semantics for Bioinformatics: What, Why and How of Search, Integration and An...
Semantics for Bioinformatics: What, Why and How of Search, Integration and An...Semantics for Bioinformatics: What, Why and How of Search, Integration and An...
Semantics for Bioinformatics: What, Why and How of Search, Integration and An...Amit Sheth
 
Integrate Ontologies into your apps
Integrate Ontologies into your appsIntegrate Ontologies into your apps
Integrate Ontologies into your appsIRIDA_community
 
Writing The Encyclopedia Of Life (not EoL.org)
Writing The Encyclopedia Of Life (not EoL.org)Writing The Encyclopedia Of Life (not EoL.org)
Writing The Encyclopedia Of Life (not EoL.org)Vince Smith
 
Alexandra Basford, InCoB 2011: A Journal’s Perspective on Data Standards and ...
Alexandra Basford, InCoB 2011: A Journal’s Perspective on Data Standards and ...Alexandra Basford, InCoB 2011: A Journal’s Perspective on Data Standards and ...
Alexandra Basford, InCoB 2011: A Journal’s Perspective on Data Standards and ...GigaScience, BGI Hong Kong
 

Semelhante a 2014.04.01 Shorthouse REDM400 (20)

Introduction to Biodiversity Informatics
Introduction to Biodiversity Informatics Introduction to Biodiversity Informatics
Introduction to Biodiversity Informatics
 
Shorthouse
ShorthouseShorthouse
Shorthouse
 
20140623 swets agosti_final
20140623 swets agosti_final20140623 swets agosti_final
20140623 swets agosti_final
 
The emerging biodiversity data ecosystem
The emerging biodiversity data ecosystemThe emerging biodiversity data ecosystem
The emerging biodiversity data ecosystem
 
Special Libraries Associatin
Special Libraries AssociatinSpecial Libraries Associatin
Special Libraries Associatin
 
Biodiversity Informatics: An Interdisciplinary Challenge
Biodiversity Informatics: An Interdisciplinary ChallengeBiodiversity Informatics: An Interdisciplinary Challenge
Biodiversity Informatics: An Interdisciplinary Challenge
 
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...
 
Chavan Finland 13082009
Chavan Finland 13082009Chavan Finland 13082009
Chavan Finland 13082009
 
Enhancing the WFO in support of GSPC.pptx
Enhancing the WFO in support of GSPC.pptxEnhancing the WFO in support of GSPC.pptx
Enhancing the WFO in support of GSPC.pptx
 
Eia Data Publishing Infra Tech March2010
Eia Data Publishing Infra Tech March2010Eia Data Publishing Infra Tech March2010
Eia Data Publishing Infra Tech March2010
 
The Encyclopedia of Life: How realistic is it?
The Encyclopedia of Life: How realistic is it?The Encyclopedia of Life: How realistic is it?
The Encyclopedia of Life: How realistic is it?
 
Schindel i evobio norman ok - jun 11
Schindel   i evobio norman ok - jun 11Schindel   i evobio norman ok - jun 11
Schindel i evobio norman ok - jun 11
 
Taxonomic keys term paper 1
Taxonomic keys term paper 1Taxonomic keys term paper 1
Taxonomic keys term paper 1
 
Dr Sarah Adamowicz - Ecological studies
Dr Sarah Adamowicz - Ecological studiesDr Sarah Adamowicz - Ecological studies
Dr Sarah Adamowicz - Ecological studies
 
Donat Agosti - Copyright, Biopiracy and the Taxonomic Impediment
Donat Agosti - Copyright, Biopiracy and the Taxonomic Impediment Donat Agosti - Copyright, Biopiracy and the Taxonomic Impediment
Donat Agosti - Copyright, Biopiracy and the Taxonomic Impediment
 
A Step Towards (From) Read to Write Access to Taxonomic Publications
A Step Towards  (From) Read to Write Access to Taxonomic PublicationsA Step Towards  (From) Read to Write Access to Taxonomic Publications
A Step Towards (From) Read to Write Access to Taxonomic Publications
 
Semantics for Bioinformatics: What, Why and How of Search, Integration and An...
Semantics for Bioinformatics: What, Why and How of Search, Integration and An...Semantics for Bioinformatics: What, Why and How of Search, Integration and An...
Semantics for Bioinformatics: What, Why and How of Search, Integration and An...
 
Integrate Ontologies into your apps
Integrate Ontologies into your appsIntegrate Ontologies into your apps
Integrate Ontologies into your apps
 
Writing The Encyclopedia Of Life (not EoL.org)
Writing The Encyclopedia Of Life (not EoL.org)Writing The Encyclopedia Of Life (not EoL.org)
Writing The Encyclopedia Of Life (not EoL.org)
 
Alexandra Basford, InCoB 2011: A Journal’s Perspective on Data Standards and ...
Alexandra Basford, InCoB 2011: A Journal’s Perspective on Data Standards and ...Alexandra Basford, InCoB 2011: A Journal’s Perspective on Data Standards and ...
Alexandra Basford, InCoB 2011: A Journal’s Perspective on Data Standards and ...
 

Mais de David Shorthouse

What do accessible occurrence data and checklists tell us about species diver...
What do accessible occurrence data and checklists tell us about species diver...What do accessible occurrence data and checklists tell us about species diver...
What do accessible occurrence data and checklists tell us about species diver...David Shorthouse
 
Have We Got the Names "Right"?
Have We Got the Names "Right"?Have We Got the Names "Right"?
Have We Got the Names "Right"?David Shorthouse
 
GlobalNames - Canadensys - Shorthouse
GlobalNames - Canadensys - ShorthouseGlobalNames - Canadensys - Shorthouse
GlobalNames - Canadensys - ShorthouseDavid Shorthouse
 
Canadensys - Federal Geospatial Platform
Canadensys - Federal Geospatial PlatformCanadensys - Federal Geospatial Platform
Canadensys - Federal Geospatial PlatformDavid Shorthouse
 
Chach Eol Drupalsprint Presentation
Chach Eol Drupalsprint PresentationChach Eol Drupalsprint Presentation
Chach Eol Drupalsprint PresentationDavid Shorthouse
 
Eol Drupal Dman Presentation
Eol   Drupal   Dman PresentationEol   Drupal   Dman Presentation
Eol Drupal Dman PresentationDavid Shorthouse
 
2008.Eol Chicago Smith And Rycroft
2008.Eol Chicago Smith And Rycroft2008.Eol Chicago Smith And Rycroft
2008.Eol Chicago Smith And RycroftDavid Shorthouse
 
Improving Drupal Taxonomy Editor
Improving Drupal Taxonomy EditorImproving Drupal Taxonomy Editor
Improving Drupal Taxonomy EditorDavid Shorthouse
 

Mais de David Shorthouse (16)

What do accessible occurrence data and checklists tell us about species diver...
What do accessible occurrence data and checklists tell us about species diver...What do accessible occurrence data and checklists tell us about species diver...
What do accessible occurrence data and checklists tell us about species diver...
 
2014.07.22 shorthouse
2014.07.22   shorthouse2014.07.22   shorthouse
2014.07.22 shorthouse
 
Have We Got the Names "Right"?
Have We Got the Names "Right"?Have We Got the Names "Right"?
Have We Got the Names "Right"?
 
GlobalNames - Canadensys - Shorthouse
GlobalNames - Canadensys - ShorthouseGlobalNames - Canadensys - Shorthouse
GlobalNames - Canadensys - Shorthouse
 
Canadensys - Federal Geospatial Platform
Canadensys - Federal Geospatial PlatformCanadensys - Federal Geospatial Platform
Canadensys - Federal Geospatial Platform
 
Global Names ievobio 2012
Global Names ievobio 2012Global Names ievobio 2012
Global Names ievobio 2012
 
BSC Shorthouse ESC 2011
BSC Shorthouse ESC 2011BSC Shorthouse ESC 2011
BSC Shorthouse ESC 2011
 
Sperling Esc08 V Mds
Sperling Esc08 V MdsSperling Esc08 V Mds
Sperling Esc08 V Mds
 
Chach Eol Drupalsprint Presentation
Chach Eol Drupalsprint PresentationChach Eol Drupalsprint Presentation
Chach Eol Drupalsprint Presentation
 
Eol Drupal Dman Presentation
Eol   Drupal   Dman PresentationEol   Drupal   Dman Presentation
Eol Drupal Dman Presentation
 
2008.Eol Chicago Smith And Rycroft
2008.Eol Chicago Smith And Rycroft2008.Eol Chicago Smith And Rycroft
2008.Eol Chicago Smith And Rycroft
 
Eol Shorthouse
Eol ShorthouseEol Shorthouse
Eol Shorthouse
 
Natcatchpoleslides
NatcatchpoleslidesNatcatchpoleslides
Natcatchpoleslides
 
Eol Matthias Hutterer
Eol Matthias HuttererEol Matthias Hutterer
Eol Matthias Hutterer
 
10minutes Roger
10minutes Roger10minutes Roger
10minutes Roger
 
Improving Drupal Taxonomy Editor
Improving Drupal Taxonomy EditorImproving Drupal Taxonomy Editor
Improving Drupal Taxonomy Editor
 

Último

(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...Scintica Instrumentation
 
Introduction of DNA analysis in Forensic's .pptx
Introduction of DNA analysis in Forensic's .pptxIntroduction of DNA analysis in Forensic's .pptx
Introduction of DNA analysis in Forensic's .pptxrohankumarsinghrore1
 
FAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical ScienceFAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical ScienceAlex Henderson
 
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptx
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptxClimate Change Impacts on Terrestrial and Aquatic Ecosystems.pptx
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptxDiariAli
 
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIACURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIADr. TATHAGAT KHOBRAGADE
 
biology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGYbiology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGY1301aanya
 
module for grade 9 for distance learning
module for grade 9 for distance learningmodule for grade 9 for distance learning
module for grade 9 for distance learninglevieagacer
 
development of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusdevelopment of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusNazaninKarimi6
 
PSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptxPSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptxSuji236384
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)Areesha Ahmad
 
Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Silpa
 
Factory Acceptance Test( FAT).pptx .
Factory Acceptance Test( FAT).pptx       .Factory Acceptance Test( FAT).pptx       .
Factory Acceptance Test( FAT).pptx .Poonam Aher Patil
 
Selaginella: features, morphology ,anatomy and reproduction.
Selaginella: features, morphology ,anatomy and reproduction.Selaginella: features, morphology ,anatomy and reproduction.
Selaginella: features, morphology ,anatomy and reproduction.Silpa
 
POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.Silpa
 
Module for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learningModule for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learninglevieagacer
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticssakshisoni2385
 
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....muralinath2
 
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...Silpa
 
Conjugation, transduction and transformation
Conjugation, transduction and transformationConjugation, transduction and transformation
Conjugation, transduction and transformationAreesha Ahmad
 

Último (20)

(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
(May 9, 2024) Enhanced Ultrafast Vector Flow Imaging (VFI) Using Multi-Angle ...
 
Introduction of DNA analysis in Forensic's .pptx
Introduction of DNA analysis in Forensic's .pptxIntroduction of DNA analysis in Forensic's .pptx
Introduction of DNA analysis in Forensic's .pptx
 
FAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical ScienceFAIRSpectra - Enabling the FAIRification of Analytical Science
FAIRSpectra - Enabling the FAIRification of Analytical Science
 
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptx
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptxClimate Change Impacts on Terrestrial and Aquatic Ecosystems.pptx
Climate Change Impacts on Terrestrial and Aquatic Ecosystems.pptx
 
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIACURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
CURRENT SCENARIO OF POULTRY PRODUCTION IN INDIA
 
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
+971581248768>> SAFE AND ORIGINAL ABORTION PILLS FOR SALE IN DUBAI AND ABUDHA...
 
biology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGYbiology HL practice questions IB BIOLOGY
biology HL practice questions IB BIOLOGY
 
module for grade 9 for distance learning
module for grade 9 for distance learningmodule for grade 9 for distance learning
module for grade 9 for distance learning
 
development of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virusdevelopment of diagnostic enzyme assay to detect leuser virus
development of diagnostic enzyme assay to detect leuser virus
 
PSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptxPSYCHOSOCIAL NEEDS. in nursing II sem pptx
PSYCHOSOCIAL NEEDS. in nursing II sem pptx
 
GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)GBSN - Microbiology (Unit 2)
GBSN - Microbiology (Unit 2)
 
Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.
 
Factory Acceptance Test( FAT).pptx .
Factory Acceptance Test( FAT).pptx       .Factory Acceptance Test( FAT).pptx       .
Factory Acceptance Test( FAT).pptx .
 
Selaginella: features, morphology ,anatomy and reproduction.
Selaginella: features, morphology ,anatomy and reproduction.Selaginella: features, morphology ,anatomy and reproduction.
Selaginella: features, morphology ,anatomy and reproduction.
 
POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.
 
Module for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learningModule for Grade 9 for Asynchronous/Distance learning
Module for Grade 9 for Asynchronous/Distance learning
 
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceuticsPulmonary drug delivery system M.pharm -2nd sem P'ceutics
Pulmonary drug delivery system M.pharm -2nd sem P'ceutics
 
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....
Human & Veterinary Respiratory Physilogy_DR.E.Muralinath_Associate Professor....
 
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...
Locating and isolating a gene, FISH, GISH, Chromosome walking and jumping, te...
 
Conjugation, transduction and transformation
Conjugation, transduction and transformationConjugation, transduction and transformation
Conjugation, transduction and transformation
 

2014.04.01 Shorthouse REDM400