SlideShare a Scribd company logo
1 of 34
Delivering The Benefits of Chemical-Biological
Integration in Computational Toxicology
at the EPA
Antony Williams†, Kamel Mansouri, Chris Grulke, Keith Houck,
Ann Richard, Jeff Edwards, Matt Martin, John Wambaugh,
Grace Patlewicz, Imran Shah, Richard Judson, Kevin Crofton
and Russell Thomas
National Center for Computational Toxicology
U.S. Environmental Protection Agency, RTP, NC
August 21-25, 2016
ACS Fall Meeting, Philadelphia, PA
This work was reviewed by the U.S. EPA and approved for presentation but does not necessarily reflect official Agency policy.
http://www.orcid.org/0000-0002-2668-4821
Who is NCCT?
• National Center for Computational Toxicology – part of EPA’s
Office of Research and Development
• Research driven by EPA’s Chemical Safety for Sustainability
Research Program
– Develop new approaches to evaluate the safety of chemicals
– Integrate advances in biology, biotechnology, chemistry, exposure
science and computer science
• Goal - To identify chemical exposures that may disrupt
biological processes and cause adverse outcomes.
1
Scientific leadership
https://www.epa.gov/chemical-research/toxicity-forecasting
2
Our Bioassay Data
https://www.epa.gov/chemical-research/downloadable-computational-toxicology-data
3
Our Exposure Predictions
4
Our Dashboard Applications
5
ACToR
https://actor.epa.gov/actor/
• Aggregated Computational Toxicology
Resource
• A warehouse of publicly available chemical
toxicity data
• Aggregates data from >1000 public sources
on >500,000 chemicals
6
ACToR
https://actor.epa.gov/actor/
7
ACToR
https://actor.epa.gov/actor/
8
CPCat
https://actor.epa.gov/actor/
9
Chemical and Product Categories is a
database containing information mapping
>43,000 chemicals to a set of terms
categorizing their usage or function.
Toxcast Dashboard
https://actor.epa.gov/dashboard/
• To interrogate chemical screening data from
ToxCast and the Tox21 collaboration
10
Our Developing Architecture
Our Latest Dashboard
https://comptox.epa.gov
• Providing access to our “curated chemistry”
• Database of chemicals, mapped to identifiers,
and tens of thousands of experimental
physchem properties
• Predictive models and calculation details
• An integration hub for NCCT applications
• A link farm across 10s of EPA and Public
websites
12
Our Latest Dashboard
https://comptox.epa.gov
13
>720,000 chemicals
>14 years of assembled data
An Integration Hub
15 years of Curated Data
14
Bisphenol A
(Accessing DSSTox Data)
15
Physicochemical Properties
16
Data Downloads
17
Data Download: Excel
18
Predictions for >720,000 Chemicals
• NCCT_Model predictions built on curated data
• All chemicals in CompTox Dashboard pushed
through all predictive models
• Predicted data made available, with detailed
MODEL REPORTS
19
Predicted Data
20
Calculation Result
for a chemical
Model Performance
with full QMRF
Nearest Neighbors
from Training Set
Prediction Details and
QMRF Report
21
External Links
22
Synonyms
23
Over a million synonyms, different
levels of curation and validation
Functional Use and Composition
(Integrating CPCat Data)
24
Bioassay Screening Data
(Integrating ToxCast Data)
25
Bioassay Screening Data
(Integrating ToxCast Data)
26
Exposure Data – NHANES and
ExpoCast Predictions
27
Environ. Sci. Technol., 2013, 47 (15), pp 8479–8488
PubChem integration
28
Work in Progress: Environmental
Fate, Transport and Toxicity
29
Work in Progress: Analog
Identification and Similarity Search
Conclusions
• NCCT has been delivering data, algorithms,
models and software tools for a decade
• A new flexible architecture to support
multiple both internal and external apps
• First iteration of CompTox dashboard
supports chemistry based searches
• Future concept…
31
Future Search Possibilities
32
Chemicals Products Targets Assays Literature
Acknowledgements
Kamel Mansouri
Chris Grulke
Keith Houck
Ann Richard
Jeff Edwards
Matt Martin
John Wambaugh
Grace Patlewicz
Imran Shah
Richard Judson
Kevin Crofton
Russell Thomas

More Related Content

What's hot

What's hot (20)

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...
 
An examination of data quality on QSAR Modeling in regards to the environment...
An examination of data quality on QSAR Modeling in regards to the environment...An examination of data quality on QSAR Modeling in regards to the environment...
An examination of data quality on QSAR Modeling in regards to the environment...
 
Open PHACTS Chemistry Platform Update and Learnings
Open PHACTS Chemistry Platform Update and Learnings Open PHACTS Chemistry Platform Update and Learnings
Open PHACTS Chemistry Platform Update and Learnings
 
Chemical identification of unknowns in high resolution mass spectrometry usin...
Chemical identification of unknowns in high resolution mass spectrometry usin...Chemical identification of unknowns in high resolution mass spectrometry usin...
Chemical identification of unknowns in high resolution mass spectrometry usin...
 
Structure identification by Mass Spectrometry Non-Targeted Analysis using the...
Structure identification by Mass Spectrometry Non-Targeted Analysis using the...Structure identification by Mass Spectrometry Non-Targeted Analysis using the...
Structure identification by Mass Spectrometry Non-Targeted Analysis using the...
 
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 ...
 
New developments in delivering public access to data from the National Center...
New developments in delivering public access to data from the National Center...New developments in delivering public access to data from the National Center...
New developments in delivering public access to data from the National Center...
 
Accessing information for chemicals in hydraulic fracturing fluids using the ...
Accessing information for chemicals in hydraulic fracturing fluids using the ...Accessing information for chemicals in hydraulic fracturing fluids using the ...
Accessing information for chemicals in hydraulic fracturing fluids using the ...
 
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...
 
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...
 
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...
 
EPA CompTox chemicals dashboard: An online resource for environmental chemists
EPA CompTox chemicals dashboard: An online resource for environmental chemists EPA CompTox chemicals dashboard: An online resource for environmental chemists
EPA CompTox chemicals dashboard: An online resource for environmental chemists
 
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...
 
CompTox Chemicals Dashboard: Data and tools to support chemical and environme...
CompTox Chemicals Dashboard: Data and tools to support chemical and environme...CompTox Chemicals Dashboard: Data and tools to support chemical and environme...
CompTox Chemicals Dashboard: Data and tools to support chemical and environme...
 
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...
 
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?
 
US-EPA CompTox Chemicals Dashboard – integrating chemistry and biology data t...
US-EPA CompTox Chemicals Dashboard – integrating chemistry and biology data t...US-EPA CompTox Chemicals Dashboard – integrating chemistry and biology data t...
US-EPA CompTox Chemicals Dashboard – integrating chemistry and biology data t...
 
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...
 
New Approach Methods - What is That?
New Approach Methods - What is That?New Approach Methods - What is That?
New Approach Methods - What is That?
 
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...
 

Viewers also liked

Using Ecological Momentary Assessment to Examine Post-food Consumption Affect...
Using Ecological Momentary Assessment to Examine Post-food Consumption Affect...Using Ecological Momentary Assessment to Examine Post-food Consumption Affect...
Using Ecological Momentary Assessment to Examine Post-food Consumption Affect...Yue Liao
 
From Data Availability to Information Accessibility: The WellWiki Project
From Data Availability to Information Accessibility: The WellWiki ProjectFrom Data Availability to Information Accessibility: The WellWiki Project
From Data Availability to Information Accessibility: The WellWiki ProjectJoel Gehman
 
SMS Berlin 2016 Cultural Perspectives on Strategic Management
SMS Berlin 2016 Cultural Perspectives on Strategic ManagementSMS Berlin 2016 Cultural Perspectives on Strategic Management
SMS Berlin 2016 Cultural Perspectives on Strategic ManagementJoel Gehman
 
Shaping Expectations: Defining and Refining the Role of Technical Services in...
Shaping Expectations: Defining and Refining the Role of Technical Services in...Shaping Expectations: Defining and Refining the Role of Technical Services in...
Shaping Expectations: Defining and Refining the Role of Technical Services in...NASIG
 
Web Preservation, or Managing your Organisation’s Online Presence After the O...
Web Preservation, or Managing your Organisation’s Online Presence After the O...Web Preservation, or Managing your Organisation’s Online Presence After the O...
Web Preservation, or Managing your Organisation’s Online Presence After the O...lisbk
 
Going Concerns: A Perspective from the Nexus of Business, Culture and Instit...
Going Concerns:  A Perspective from the Nexus of Business, Culture and Instit...Going Concerns:  A Perspective from the Nexus of Business, Culture and Instit...
Going Concerns: A Perspective from the Nexus of Business, Culture and Instit...Joel Gehman
 

Viewers also liked (16)

NSF Data Management Requirements 101
NSF Data Management Requirements 101NSF Data Management Requirements 101
NSF Data Management Requirements 101
 
Simple Springshare Mashups: Cross-Platform Strategies for Repurposing Digital...
Simple Springshare Mashups: Cross-Platform Strategies for Repurposing Digital...Simple Springshare Mashups: Cross-Platform Strategies for Repurposing Digital...
Simple Springshare Mashups: Cross-Platform Strategies for Repurposing Digital...
 
Using Ecological Momentary Assessment to Examine Post-food Consumption Affect...
Using Ecological Momentary Assessment to Examine Post-food Consumption Affect...Using Ecological Momentary Assessment to Examine Post-food Consumption Affect...
Using Ecological Momentary Assessment to Examine Post-food Consumption Affect...
 
From Data Availability to Information Accessibility: The WellWiki Project
From Data Availability to Information Accessibility: The WellWiki ProjectFrom Data Availability to Information Accessibility: The WellWiki Project
From Data Availability to Information Accessibility: The WellWiki Project
 
How One Monkey on a Typewriter Made a Difference to Online Chemistry
How One Monkey on a Typewriter Made a Difference to Online ChemistryHow One Monkey on a Typewriter Made a Difference to Online Chemistry
How One Monkey on a Typewriter Made a Difference to Online Chemistry
 
SMS Berlin 2016 Cultural Perspectives on Strategic Management
SMS Berlin 2016 Cultural Perspectives on Strategic ManagementSMS Berlin 2016 Cultural Perspectives on Strategic Management
SMS Berlin 2016 Cultural Perspectives on Strategic Management
 
Investigating Impact Metrics for Performance for the US-EPA National Center f...
Investigating Impact Metrics for Performance for the US-EPA National Center f...Investigating Impact Metrics for Performance for the US-EPA National Center f...
Investigating Impact Metrics for Performance for the US-EPA National Center f...
 
Social Media Tools for Scientists and Building an Online Profile
Social Media Tools for Scientists and Building an Online ProfileSocial Media Tools for Scientists and Building an Online Profile
Social Media Tools for Scientists and Building an Online Profile
 
A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...
A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...
A Bird in the Hand: Leveraging ILL Requests to Improve Electronic Resource A...
 
Shaping Expectations: Defining and Refining the Role of Technical Services in...
Shaping Expectations: Defining and Refining the Role of Technical Services in...Shaping Expectations: Defining and Refining the Role of Technical Services in...
Shaping Expectations: Defining and Refining the Role of Technical Services in...
 
Building an Online Profile Using Social Networking and Amplification Tools fo...
Building an Online Profile Using Social Networking and Amplification Tools fo...Building an Online Profile Using Social Networking and Amplification Tools fo...
Building an Online Profile Using Social Networking and Amplification Tools fo...
 
Web Preservation, or Managing your Organisation’s Online Presence After the O...
Web Preservation, or Managing your Organisation’s Online Presence After the O...Web Preservation, or Managing your Organisation’s Online Presence After the O...
Web Preservation, or Managing your Organisation’s Online Presence After the O...
 
Going Concerns: A Perspective from the Nexus of Business, Culture and Instit...
Going Concerns:  A Perspective from the Nexus of Business, Culture and Instit...Going Concerns:  A Perspective from the Nexus of Business, Culture and Instit...
Going Concerns: A Perspective from the Nexus of Business, Culture and Instit...
 
2016 davis-plantbio
2016 davis-plantbio2016 davis-plantbio
2016 davis-plantbio
 
2016 bergen-sars
2016 bergen-sars2016 bergen-sars
2016 bergen-sars
 
2016 davis-biotech
2016 davis-biotech2016 davis-biotech
2016 davis-biotech
 

Similar to Delivering The Benefits of Chemical-Biological Integration in Computational Toxicology at the EPA

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
 
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...Andrew McEachran
 
Toxicological information in PubChem
Toxicological information in PubChemToxicological information in PubChem
Toxicological information in PubChemSunghwan Kim
 

Similar to Delivering The Benefits of Chemical-Biological Integration in Computational Toxicology at the EPA (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
 
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 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...
 
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...
 
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...
 
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 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...
 
Cheminformatics Support for MS Supporting Exposomics
Cheminformatics Support for MS Supporting ExposomicsCheminformatics Support for MS Supporting Exposomics
Cheminformatics Support for MS Supporting Exposomics
 
Progress in Using Big Data in Chemical Toxicity Research at the National Cent...
Progress in Using Big Data in Chemical Toxicity Research at the National Cent...Progress in Using Big Data in Chemical Toxicity Research at the National Cent...
Progress in Using Big Data in Chemical Toxicity Research at the National Cent...
 
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
 
Utilizing US-EPA Data Dashboards to Support Exposomics research
Utilizing US-EPA Data Dashboards to  Support Exposomics researchUtilizing US-EPA Data Dashboards to  Support Exposomics research
Utilizing US-EPA Data Dashboards to Support Exposomics research
 
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 Chemicals Dashboard Data Integration Hub to Support Environmen...
US EPA CompTox Chemicals Dashboard Data Integration Hub to Support Environmen...US EPA CompTox Chemicals Dashboard Data Integration Hub to Support Environmen...
US EPA CompTox Chemicals Dashboard Data Integration Hub to Support Environmen...
 
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...
 
Exploiting enhanced non-testing approaches to meet the needs for sustainable ...
Exploiting enhanced non-testing approaches to meet the needs for sustainable ...Exploiting enhanced non-testing approaches to meet the needs for sustainable ...
Exploiting enhanced non-testing approaches to meet the needs for sustainable ...
 
The EPA Comptox Chemistry Dashboard: A Web-Based Data Integration Hub for Tox...
The EPA Comptox Chemistry Dashboard: A Web-Based Data Integration Hub for Tox...The EPA Comptox Chemistry Dashboard: A Web-Based Data Integration Hub for Tox...
The EPA Comptox Chemistry Dashboard: A Web-Based Data Integration Hub for Tox...
 
US-EPA Chemicals Dashboard and Applications to Digital Design of Molecules
US-EPA Chemicals Dashboard and Applications to Digital Design  of MoleculesUS-EPA Chemicals Dashboard and Applications to Digital Design  of Molecules
US-EPA Chemicals Dashboard and Applications to Digital Design of Molecules
 
Success in decision making data relevance curation
Success in decision making data relevance curationSuccess in decision making data relevance curation
Success in decision making data relevance curation
 
Toxicological information in PubChem
Toxicological information in PubChemToxicological information in PubChem
Toxicological information in PubChem
 
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...
 

Recently uploaded

Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...
Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...
Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...Sérgio Sacani
 
FBI Profiling - Forensic Psychology.pptx
FBI Profiling - Forensic Psychology.pptxFBI Profiling - Forensic Psychology.pptx
FBI Profiling - Forensic Psychology.pptxPayal Shrivastava
 
CHROMATOGRAPHY PALLAVI RAWAT.pptx
CHROMATOGRAPHY  PALLAVI RAWAT.pptxCHROMATOGRAPHY  PALLAVI RAWAT.pptx
CHROMATOGRAPHY PALLAVI RAWAT.pptxpallavirawat456
 
LAMP PCR.pptx by Dr. Chayanika Das, Ph.D, Veterinary Microbiology
LAMP PCR.pptx by Dr. Chayanika Das, Ph.D, Veterinary MicrobiologyLAMP PCR.pptx by Dr. Chayanika Das, Ph.D, Veterinary Microbiology
LAMP PCR.pptx by Dr. Chayanika Das, Ph.D, Veterinary MicrobiologyChayanika Das
 
Introduction of Human Body & Structure of cell.pptx
Introduction of Human Body & Structure of cell.pptxIntroduction of Human Body & Structure of cell.pptx
Introduction of Human Body & Structure of cell.pptxMedical College
 
complex analysis best book for solving questions.pdf
complex analysis best book for solving questions.pdfcomplex analysis best book for solving questions.pdf
complex analysis best book for solving questions.pdfSubhamKumar3239
 
Unveiling the Cannabis Plant’s Potential
Unveiling the Cannabis Plant’s PotentialUnveiling the Cannabis Plant’s Potential
Unveiling the Cannabis Plant’s PotentialMarkus Roggen
 
Advances in AI-driven Image Recognition for Early Detection of Cancer
Advances in AI-driven Image Recognition for Early Detection of CancerAdvances in AI-driven Image Recognition for Early Detection of Cancer
Advances in AI-driven Image Recognition for Early Detection of CancerLuis Miguel Chong Chong
 
whole genome sequencing new and its types including shortgun and clone by clone
whole genome sequencing new  and its types including shortgun and clone by clonewhole genome sequencing new  and its types including shortgun and clone by clone
whole genome sequencing new and its types including shortgun and clone by clonechaudhary charan shingh university
 
Total Legal: A “Joint” Journey into the Chemistry of Cannabinoids
Total Legal: A “Joint” Journey into the Chemistry of CannabinoidsTotal Legal: A “Joint” Journey into the Chemistry of Cannabinoids
Total Legal: A “Joint” Journey into the Chemistry of CannabinoidsMarkus Roggen
 
EGYPTIAN IMPRINT IN SPAIN Lecture by Dr Abeer Zahana
EGYPTIAN IMPRINT IN SPAIN Lecture by Dr Abeer ZahanaEGYPTIAN IMPRINT IN SPAIN Lecture by Dr Abeer Zahana
EGYPTIAN IMPRINT IN SPAIN Lecture by Dr Abeer ZahanaDr.Mahmoud Abbas
 
final waves properties grade 7 - third quarter
final waves properties grade 7 - third quarterfinal waves properties grade 7 - third quarter
final waves properties grade 7 - third quarterHanHyoKim
 
DNA isolation molecular biology practical.pptx
DNA isolation molecular biology practical.pptxDNA isolation molecular biology practical.pptx
DNA isolation molecular biology practical.pptxGiDMOh
 
The Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and FunctionThe Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and FunctionJadeNovelo1
 
Abnormal LFTs rate of deco and NAFLD.pptx
Abnormal LFTs rate of deco and NAFLD.pptxAbnormal LFTs rate of deco and NAFLD.pptx
Abnormal LFTs rate of deco and NAFLD.pptxzeus70441
 
BACTERIAL DEFENSE SYSTEM by Dr. Chayanika Das
BACTERIAL DEFENSE SYSTEM by Dr. Chayanika DasBACTERIAL DEFENSE SYSTEM by Dr. Chayanika Das
BACTERIAL DEFENSE SYSTEM by Dr. Chayanika DasChayanika Das
 
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...Christina Parmionova
 
Q4-Mod-1c-Quiz-Projectile-333344444.pptx
Q4-Mod-1c-Quiz-Projectile-333344444.pptxQ4-Mod-1c-Quiz-Projectile-333344444.pptx
Q4-Mod-1c-Quiz-Projectile-333344444.pptxtuking87
 

Recently uploaded (20)

Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...
Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...
Observation of Gravitational Waves from the Coalescence of a 2.5–4.5 M⊙ Compa...
 
FBI Profiling - Forensic Psychology.pptx
FBI Profiling - Forensic Psychology.pptxFBI Profiling - Forensic Psychology.pptx
FBI Profiling - Forensic Psychology.pptx
 
CHROMATOGRAPHY PALLAVI RAWAT.pptx
CHROMATOGRAPHY  PALLAVI RAWAT.pptxCHROMATOGRAPHY  PALLAVI RAWAT.pptx
CHROMATOGRAPHY PALLAVI RAWAT.pptx
 
LAMP PCR.pptx by Dr. Chayanika Das, Ph.D, Veterinary Microbiology
LAMP PCR.pptx by Dr. Chayanika Das, Ph.D, Veterinary MicrobiologyLAMP PCR.pptx by Dr. Chayanika Das, Ph.D, Veterinary Microbiology
LAMP PCR.pptx by Dr. Chayanika Das, Ph.D, Veterinary Microbiology
 
Introduction of Human Body & Structure of cell.pptx
Introduction of Human Body & Structure of cell.pptxIntroduction of Human Body & Structure of cell.pptx
Introduction of Human Body & Structure of cell.pptx
 
complex analysis best book for solving questions.pdf
complex analysis best book for solving questions.pdfcomplex analysis best book for solving questions.pdf
complex analysis best book for solving questions.pdf
 
Unveiling the Cannabis Plant’s Potential
Unveiling the Cannabis Plant’s PotentialUnveiling the Cannabis Plant’s Potential
Unveiling the Cannabis Plant’s Potential
 
Introduction Classification Of Alkaloids
Introduction Classification Of AlkaloidsIntroduction Classification Of Alkaloids
Introduction Classification Of Alkaloids
 
Advances in AI-driven Image Recognition for Early Detection of Cancer
Advances in AI-driven Image Recognition for Early Detection of CancerAdvances in AI-driven Image Recognition for Early Detection of Cancer
Advances in AI-driven Image Recognition for Early Detection of Cancer
 
whole genome sequencing new and its types including shortgun and clone by clone
whole genome sequencing new  and its types including shortgun and clone by clonewhole genome sequencing new  and its types including shortgun and clone by clone
whole genome sequencing new and its types including shortgun and clone by clone
 
Total Legal: A “Joint” Journey into the Chemistry of Cannabinoids
Total Legal: A “Joint” Journey into the Chemistry of CannabinoidsTotal Legal: A “Joint” Journey into the Chemistry of Cannabinoids
Total Legal: A “Joint” Journey into the Chemistry of Cannabinoids
 
EGYPTIAN IMPRINT IN SPAIN Lecture by Dr Abeer Zahana
EGYPTIAN IMPRINT IN SPAIN Lecture by Dr Abeer ZahanaEGYPTIAN IMPRINT IN SPAIN Lecture by Dr Abeer Zahana
EGYPTIAN IMPRINT IN SPAIN Lecture by Dr Abeer Zahana
 
final waves properties grade 7 - third quarter
final waves properties grade 7 - third quarterfinal waves properties grade 7 - third quarter
final waves properties grade 7 - third quarter
 
DNA isolation molecular biology practical.pptx
DNA isolation molecular biology practical.pptxDNA isolation molecular biology practical.pptx
DNA isolation molecular biology practical.pptx
 
The Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and FunctionThe Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and Function
 
Abnormal LFTs rate of deco and NAFLD.pptx
Abnormal LFTs rate of deco and NAFLD.pptxAbnormal LFTs rate of deco and NAFLD.pptx
Abnormal LFTs rate of deco and NAFLD.pptx
 
Interferons.pptx.
Interferons.pptx.Interferons.pptx.
Interferons.pptx.
 
BACTERIAL DEFENSE SYSTEM by Dr. Chayanika Das
BACTERIAL DEFENSE SYSTEM by Dr. Chayanika DasBACTERIAL DEFENSE SYSTEM by Dr. Chayanika Das
BACTERIAL DEFENSE SYSTEM by Dr. Chayanika Das
 
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...
Charateristics of the Angara-A5 spacecraft launched from the Vostochny Cosmod...
 
Q4-Mod-1c-Quiz-Projectile-333344444.pptx
Q4-Mod-1c-Quiz-Projectile-333344444.pptxQ4-Mod-1c-Quiz-Projectile-333344444.pptx
Q4-Mod-1c-Quiz-Projectile-333344444.pptx
 

Delivering The Benefits of Chemical-Biological Integration in Computational Toxicology at the EPA