SlideShare une entreprise Scribd logo
1  sur  37
CompTox chemicals dashboard: Data and
tools to support chemical and environmental
risk assessment and the ENTACT project
Antony Williams1, Chris Grulke1, Andrew McEachran2,
Emma Schymanski3, Jon Sobus4, Elin Ulrich4, Ann Richard1,
Jeremy Dunne1 and Jeff Edwards1
1) National Center for Computational Toxicology, U.S. Environmental Protection Agency, RTP, NC
2) Oak Ridge Institute of Science and Education (ORISE) Research Participant, RTP, NC
3) Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Campus Belval, Luxembourg
4) National Exposure Research Laboratory, U.S. Environmental Protection Agency, RTP, NC
Spring 2019
ACS Spring Meeting, Orlando
http://www.orcid.org/0000-0002-2668-4821
The views expressed in this presentation are those of the author and do not necessarily reflect the views or policies of the U.S. EPA
CompTox Chemicals Dashboard
https://comptox.epa.gov/dashboard
1
875k Chemical Substances
Detailed Chemical Pages
2
Sources of Exposure to Chemicals
3
Mass Spec Specific Functionality
• The ENTACT project has driven specific
functionality Mass Spectrometry needs
– Specific searches within the dashboard
– Mappings between chemicals in the database
– Making use of specific representations for UVCBs
– Addition of specific lists of chemicals
– Collaborative cross-linking between sites
– Research into best approaches for candidate ranking
4
Mass/Formula
Searching and
Metadata Ranking
5
Advanced Searches
Mass Search
6
Advanced Searches
Mass Search
7
MS-Ready Structures for
Formula Search
8
“MS-Ready Structures”
https://doi.org/10.1186/s13321-018-0299-2
9
10
MS-Ready Mappings
11
MS-Ready Mappings Set
12
MS-Ready Mappings
• EXACT Formula: C10H16N2O8: 3 Hits
13
MS-Ready Mappings
• Same Input Formula: C10H16N2O8
• MS Ready Formula Search: 125 Chemicals
14
Candidate ranking
using public
resources
15
Using Metadata for Ranking
• Use available metadata to rank candidates
– Associated data sources
• Associated lists in the underlying database
• Associated data sources in PubChem
• Specific types (e.g. water, surfactants, pesticides etc.)
– Number of associated literature articles (Pubmed)
– Chemicals in the environment – the number of
products/categories containing the chemical is a
very important source of data
16
Identification ranks for 1783 chemicals
using multiple data streams
17
DS: Data Sources
PC: PubChem
PM: PubMed
STOFF: DB
KEMI: DB
Is a bigger database better?
18
• ChemSpider was 26 million chemicals then
• Much BIGGER today
• Is bigger better??
Comparing Search Performance
19
• Dashboard content was 720k chemicals
• Only 3% of ChemSpider size
• What was the comparison in performance?
SAME dataset for comparison
20
How did performance compare?
21
WORK IN
PROGRESS
22
Predicted Mass Spectra
http://cfmid.wishartlab.com/
• MS/MS spectra prediction for ESI+, ESI-, and EI
• Predictions generated and stored for >800,000
structures, to be accessible via Dashboard
23
Search Expt. vs. Predicted Spectra
Search Expt. vs. Predicted Spectra
Spectral Viewer Comparison
26
Prototype Development
27
Prototype Development
28
Collision Cross Section Prediction
29
API services and Open Data
• Groups waiting on our API and web services
• Mass Spec companies instrument integration
• Release will be in iterations but for now our
data are available
30
Benefiting the
community with
Open Data
31
NORMAN Suspect List Exchange
https://www.norman-network.com/?q=node/236
32
Integration to MetFrag in place
https://jcheminf.biomedcentral.com/articles/10.1186/s13321-018-0299-2
33
Conclusion
• Dashboard access to data for ~875,000 chemicals
• “MS-Ready” structures dramatically enable searches
• Ongoing list curation expands data access
34
• Candidate ranking
supported by integrated
meta-data
• Integration of predicted
spectra (ESI+/- and EI) will
assist candidate ranking
• API and services will be
delivered
Acknowledgements
EPA-RTP
• An enormous team of contributors
from NCCT, especially the IT
software development team
• Our curation team for their care
and focus on data quality
• Multiple centers and laboratories
across the EPA
• Many public domain databases
and open data contributors
Contact
Antony Williams
NCCT, US EPA Office of Research and Development,
Williams.Antony@epa.gov
ORCID: https://orcid.org/0000-0002-2668-4821
36
https://doi.org/10.1186/s13321-017-0247-6

Contenu connexe

Tendances

Tendances (20)

US-EPA CompTox Chemicals Dashboard providing access to experimental and predi...
US-EPA CompTox Chemicals Dashboard providing access to experimental and predi...US-EPA CompTox Chemicals Dashboard providing access to experimental and predi...
US-EPA CompTox Chemicals Dashboard providing access to experimental and predi...
 
Using the US EPA’s CompTox Chemistry Dashboard for structure identification a...
Using the US EPA’s CompTox Chemistry Dashboard for structure identification a...Using the US EPA’s CompTox Chemistry Dashboard for structure identification a...
Using the US EPA’s CompTox Chemistry Dashboard for structure identification a...
 
Development of a Tool for Systematic Integration of Traditional and New Appro...
Development of a Tool for Systematic Integration of Traditional and New Appro...Development of a Tool for Systematic Integration of Traditional and New Appro...
Development of a Tool for Systematic Integration of Traditional and New Appro...
 
The EPA iCSS Chemistry Dashboard to Support Compound Identification Using Hig...
The EPA iCSS Chemistry Dashboard to Support Compound Identification Using Hig...The EPA iCSS Chemistry Dashboard to Support Compound Identification Using Hig...
The EPA iCSS Chemistry Dashboard to Support Compound Identification Using Hig...
 
US EPA CompTox Chemistry Dashboard as a source of data to fill data gaps for ...
US EPA CompTox Chemistry Dashboard as a source of data to fill data gaps for ...US EPA CompTox Chemistry Dashboard as a source of data to fill data gaps for ...
US EPA CompTox Chemistry Dashboard as a source of data to fill data gaps for ...
 
Does bigger mean better in the world of chemistry databases?
Does bigger mean better in the world of chemistry databases? Does bigger mean better in the world of chemistry databases?
Does bigger mean better in the world of chemistry databases?
 
Structure Identification Using High Resolution Mass Spectrometry Data and the...
Structure Identification Using High Resolution Mass Spectrometry Data and the...Structure Identification Using High Resolution Mass Spectrometry Data and the...
Structure Identification Using High Resolution Mass Spectrometry Data and the...
 
Delivering web-based access to data and algorithms to support computational t...
Delivering web-based access to data and algorithms to support computational t...Delivering web-based access to data and algorithms to support computational t...
Delivering web-based access to data and algorithms to support computational t...
 
Delivering The Benefits of Chemical-Biological Integration in Computational T...
Delivering The Benefits of Chemical-Biological Integration in Computational T...Delivering The Benefits of Chemical-Biological Integration in Computational T...
Delivering The Benefits of Chemical-Biological Integration in Computational T...
 
Delivering The Benefits of Chemical-Biological Integration in Computational T...
Delivering The Benefits of Chemical-Biological Integration in Computational T...Delivering The Benefits of Chemical-Biological Integration in Computational T...
Delivering The Benefits of Chemical-Biological Integration in Computational T...
 
Environmental Chemistry Compound Identification Using High Resolution Mass Sp...
Environmental Chemistry Compound Identification Using High Resolution Mass Sp...Environmental Chemistry Compound Identification Using High Resolution Mass Sp...
Environmental Chemistry Compound Identification Using High Resolution Mass Sp...
 
EPA CompTox Chemicals Dashboard as a Data Integration Hub for Environmental C...
EPA CompTox Chemicals Dashboard as a Data Integration Hub for Environmental C...EPA CompTox Chemicals Dashboard as a Data Integration Hub for Environmental C...
EPA CompTox Chemicals Dashboard as a Data Integration Hub for Environmental C...
 
The EPA Comptox Chemicals Dashboard as a Data Integration Hub for Environment...
The EPA Comptox Chemicals Dashboard as a Data Integration Hub for Environment...The EPA Comptox Chemicals Dashboard as a Data Integration Hub for Environment...
The EPA Comptox Chemicals Dashboard as a Data Integration Hub for Environment...
 
Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...
Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...
Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...
 
The EPA Online Prediction Physicochemical Prediction Platform to Support Envi...
The EPA Online Prediction Physicochemical Prediction Platform to Support Envi...The EPA Online Prediction Physicochemical Prediction Platform to Support Envi...
The EPA Online Prediction Physicochemical Prediction Platform to Support Envi...
 
Structure identification approaches using the EPA CompTox Chemicals Dashboard...
Structure identification approaches using the EPA CompTox Chemicals Dashboard...Structure identification approaches using the EPA CompTox Chemicals Dashboard...
Structure identification approaches using the EPA CompTox Chemicals Dashboard...
 
Adding complex expert knowledge into chemical database and transforming surfa...
Adding complex expert knowledge into chemical database and transforming surfa...Adding complex expert knowledge into chemical database and transforming surfa...
Adding complex expert knowledge into chemical database and transforming surfa...
 
Non-targeted analysis supported by data and cheminformatics delivered via the...
Non-targeted analysis supported by data and cheminformatics delivered via the...Non-targeted analysis supported by data and cheminformatics delivered via the...
Non-targeted analysis supported by data and cheminformatics delivered via the...
 
US-EPA Chemicals Dashboard – an integrated data hub for environmental science
US-EPA Chemicals Dashboard – an integrated data hub for environmental scienceUS-EPA Chemicals Dashboard – an integrated data hub for environmental science
US-EPA Chemicals Dashboard – an integrated data hub for environmental science
 
Overview of open resources to support automated structure verification and e...
Overview of open resources to support automated structure verification  and e...Overview of open resources to support automated structure verification  and e...
Overview of open resources to support automated structure verification and e...
 

Similaire à CompTox Chemicals Dashboard: Data and tools to support chemical and environmental risk assessment and the ENTACT project

The EPA CompTox Dashboard as a Data Integration Hub for Environmental Chemist...
The EPA CompTox Dashboard as a Data Integration Hub for Environmental Chemist...The EPA CompTox Dashboard as a Data Integration Hub for Environmental Chemist...
The EPA CompTox Dashboard as a Data Integration Hub for Environmental Chemist...Andrew McEachran
 

Similaire à CompTox Chemicals Dashboard: Data and tools to support chemical and environmental risk assessment and the ENTACT project (20)

The EPA CompTox Chemistry Dashboard and Underpinning Software Architecture
The EPA CompTox Chemistry Dashboard and Underpinning Software Architecture The EPA CompTox Chemistry Dashboard and Underpinning Software Architecture
The EPA CompTox Chemistry Dashboard and Underpinning Software Architecture
 
Web-based access to experimental and predicted data for environmental fate, t...
Web-based access to experimental and predicted data for environmental fate, t...Web-based access to experimental and predicted data for environmental fate, t...
Web-based access to experimental and predicted data for environmental fate, t...
 
The EPA CompTox Dashboard as a Data Integration Hub for Environmental Chemist...
The EPA CompTox Dashboard as a Data Integration Hub for Environmental Chemist...The EPA CompTox Dashboard as a Data Integration Hub for Environmental Chemist...
The EPA CompTox Dashboard as a Data Integration Hub for Environmental Chemist...
 
The US-EPA CompTox Chemicals Dashboard to support Non-Targeted Analysis
The US-EPA CompTox Chemicals Dashboard to support Non-Targeted AnalysisThe US-EPA CompTox Chemicals Dashboard to support Non-Targeted Analysis
The US-EPA CompTox Chemicals Dashboard to support Non-Targeted Analysis
 
The EPA Comptox Chemistry Dashboard: A Web-Based Data Integration Hub for Env...
The EPA Comptox Chemistry Dashboard: A Web-Based Data Integration Hub for Env...The EPA Comptox Chemistry Dashboard: A Web-Based Data Integration Hub for Env...
The EPA Comptox Chemistry Dashboard: A Web-Based Data Integration Hub for Env...
 
Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...
Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...
Applications of the US EPA’s CompTox Chemistry Dashboard to support structure...
 
Cheminformatics Support for MS Supporting Exposomics
Cheminformatics Support for MS Supporting ExposomicsCheminformatics Support for MS Supporting Exposomics
Cheminformatics Support for MS Supporting Exposomics
 
TRIANGLE AREA MASS SPECTOMETRY MEETING: Structure Identification Approaches U...
TRIANGLE AREA MASS SPECTOMETRY MEETING: Structure Identification Approaches U...TRIANGLE AREA MASS SPECTOMETRY MEETING: Structure Identification Approaches U...
TRIANGLE AREA MASS SPECTOMETRY MEETING: Structure Identification Approaches U...
 
Web-based access to data for >600 disinfection by-products via the EPA CompTo...
Web-based access to data for >600 disinfection by-products via the EPA CompTo...Web-based access to data for >600 disinfection by-products via the EPA CompTo...
Web-based access to data for >600 disinfection by-products via the EPA CompTo...
 
Accessing Environmental Chemistry Data via Data Dashboards and Applications t...
Accessing Environmental Chemistry Data via Data Dashboards and Applications t...Accessing Environmental Chemistry Data via Data Dashboards and Applications t...
Accessing Environmental Chemistry Data via Data Dashboards and Applications t...
 
Introduction to Cheminformatics: Accessing data through the CompTox Chemicals...
Introduction to Cheminformatics: Accessing data through the CompTox Chemicals...Introduction to Cheminformatics: Accessing data through the CompTox Chemicals...
Introduction to Cheminformatics: Accessing data through the CompTox Chemicals...
 
Delivering chemical-associated data via EPA web applications
Delivering chemical-associated data via EPA web applicationsDelivering chemical-associated data via EPA web applications
Delivering chemical-associated data via EPA web applications
 
Accessing Environmental Chemistry Data via Data Dashboards
Accessing Environmental Chemistry Data via Data Dashboards Accessing Environmental Chemistry Data via Data Dashboards
Accessing Environmental Chemistry Data via Data Dashboards
 
Translating research into practical tools: A case study of GenRA, a new read...
Translating research into practical tools: A case study of GenRA,  a new read...Translating research into practical tools: A case study of GenRA,  a new read...
Translating research into practical tools: A case study of GenRA, a new read...
 
Delivering access to chemistry and bioassay data from the National Center for...
Delivering access to chemistry and bioassay data from the National Center for...Delivering access to chemistry and bioassay data from the National Center for...
Delivering access to chemistry and bioassay data from the National Center for...
 
The US-EPA CompTox Chemicals Dashboard – a key player in the domain of Open S...
The US-EPA CompTox Chemicals Dashboard – a key player in the domain of Open S...The US-EPA CompTox Chemicals Dashboard – a key player in the domain of Open S...
The US-EPA CompTox Chemicals Dashboard – a key player in the domain of Open S...
 
Incorporating new technologies and High Throughput Screening in the design an...
Incorporating new technologies and High Throughput Screening in the design an...Incorporating new technologies and High Throughput Screening in the design an...
Incorporating new technologies and High Throughput Screening in the design an...
 
Integrating Mass Spectrometry Non-Targeted Analysis and Computational Chemis...
Integrating Mass Spectrometry  Non-Targeted Analysis and Computational Chemis...Integrating Mass Spectrometry  Non-Targeted Analysis and Computational Chemis...
Integrating Mass Spectrometry Non-Targeted Analysis and Computational Chemis...
 
New Approach Methods - What is That?
New Approach Methods - What is That?New Approach Methods - What is That?
New Approach Methods - What is That?
 
What chemicals constitute the Exposome? Accessing data via the US EPA’s Comp...
What chemicals constitute the Exposome? Accessing data via the US EPA’s  Comp...What chemicals constitute the Exposome? Accessing data via the US EPA’s  Comp...
What chemicals constitute the Exposome? Accessing data via the US EPA’s Comp...
 

Dernier

POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.Silpa
 
Thyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate ProfessorThyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate Professormuralinath2
 
Genetics and epigenetics of ADHD and comorbid conditions
Genetics and epigenetics of ADHD and comorbid conditionsGenetics and epigenetics of ADHD and comorbid conditions
Genetics and epigenetics of ADHD and comorbid conditionsbassianu17
 
Call Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort ServiceCall Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort Serviceshivanisharma5244
 
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptxTHE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptxANSARKHAN96
 
Digital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxDigital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxMohamedFarag457087
 
GBSN - Biochemistry (Unit 2) Basic concept of organic chemistry
GBSN - Biochemistry (Unit 2) Basic concept of organic chemistry GBSN - Biochemistry (Unit 2) Basic concept of organic chemistry
GBSN - Biochemistry (Unit 2) Basic concept of organic chemistry Areesha Ahmad
 
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
 
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
 
Porella : features, morphology, anatomy, reproduction etc.
Porella : features, morphology, anatomy, reproduction etc.Porella : features, morphology, anatomy, reproduction etc.
Porella : features, morphology, anatomy, reproduction etc.Silpa
 
Genome sequencing,shotgun sequencing.pptx
Genome sequencing,shotgun sequencing.pptxGenome sequencing,shotgun sequencing.pptx
Genome sequencing,shotgun sequencing.pptxSilpa
 
CYTOGENETIC MAP................ ppt.pptx
CYTOGENETIC MAP................ ppt.pptxCYTOGENETIC MAP................ ppt.pptx
CYTOGENETIC MAP................ ppt.pptxSilpa
 
Atp synthase , Atp synthase complex 1 to 4.
Atp synthase , Atp synthase complex 1 to 4.Atp synthase , Atp synthase complex 1 to 4.
Atp synthase , Atp synthase complex 1 to 4.Silpa
 
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRLGwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRLkantirani197
 
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
 
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
 
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
 
Grade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its FunctionsGrade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its FunctionsOrtegaSyrineMay
 
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
 

Dernier (20)

POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.POGONATUM : morphology, anatomy, reproduction etc.
POGONATUM : morphology, anatomy, reproduction etc.
 
Thyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate ProfessorThyroid Physiology_Dr.E. Muralinath_ Associate Professor
Thyroid Physiology_Dr.E. Muralinath_ Associate Professor
 
Genetics and epigenetics of ADHD and comorbid conditions
Genetics and epigenetics of ADHD and comorbid conditionsGenetics and epigenetics of ADHD and comorbid conditions
Genetics and epigenetics of ADHD and comorbid conditions
 
Call Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort ServiceCall Girls Ahmedabad +917728919243 call me Independent Escort Service
Call Girls Ahmedabad +917728919243 call me Independent Escort Service
 
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptxTHE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
THE ROLE OF BIOTECHNOLOGY IN THE ECONOMIC UPLIFT.pptx
 
Digital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptxDigital Dentistry.Digital Dentistryvv.pptx
Digital Dentistry.Digital Dentistryvv.pptx
 
+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...
 
GBSN - Biochemistry (Unit 2) Basic concept of organic chemistry
GBSN - Biochemistry (Unit 2) Basic concept of organic chemistry GBSN - Biochemistry (Unit 2) Basic concept of organic chemistry
GBSN - Biochemistry (Unit 2) Basic concept of organic chemistry
 
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
 
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
 
Porella : features, morphology, anatomy, reproduction etc.
Porella : features, morphology, anatomy, reproduction etc.Porella : features, morphology, anatomy, reproduction etc.
Porella : features, morphology, anatomy, reproduction etc.
 
Genome sequencing,shotgun sequencing.pptx
Genome sequencing,shotgun sequencing.pptxGenome sequencing,shotgun sequencing.pptx
Genome sequencing,shotgun sequencing.pptx
 
CYTOGENETIC MAP................ ppt.pptx
CYTOGENETIC MAP................ ppt.pptxCYTOGENETIC MAP................ ppt.pptx
CYTOGENETIC MAP................ ppt.pptx
 
Atp synthase , Atp synthase complex 1 to 4.
Atp synthase , Atp synthase complex 1 to 4.Atp synthase , Atp synthase complex 1 to 4.
Atp synthase , Atp synthase complex 1 to 4.
 
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRLGwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
Gwalior ❤CALL GIRL 84099*07087 ❤CALL GIRLS IN Gwalior ESCORT SERVICE❤CALL GIRL
 
Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.Proteomics: types, protein profiling steps etc.
Proteomics: types, protein profiling steps etc.
 
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....
 
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
 
Grade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its FunctionsGrade 7 - Lesson 1 - Microscope and Its Functions
Grade 7 - Lesson 1 - Microscope and Its Functions
 
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
 

CompTox Chemicals Dashboard: Data and tools to support chemical and environmental risk assessment and the ENTACT project

Notes de l'éditeur

  1. Clarify it’s a mockup in progress
  2. Clarify it’s a mockup in progress