SlideShare ist ein Scribd-Unternehmen logo
1 von 33
New developments in delivering public
access to data from the National Center
for Computational Toxicology at the EPA
Antony Williams1, Chris Grulke1, Andrew McEachran2,
Grace Patlewicz1, Imran Shah1, John Wambaugh1,
Ann Richard1, Richard Judson1 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, Research Triangle Park, NC
March 2018
ACS Spring Meeting, New Orleans
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
• National Center for Computational Toxicology
established in 2005 to integrate:
– High-throughput and high-content technologies
– Modern molecular biology
– Data mining and statistical modeling
– Computational biology and chemistry
• Outputs: a lot of data, models, algorithms and
software applications
• Open Data – we want scientists to interrogate
it, learn from it, develop understanding
National Center for
Computational Toxicology
Early Dashboard Applications
2
Earlier Dashboards
• Chemistry data mashed together based on
CAS Number/Names
• Chemistry data quality issues
• Multiple applications requiring maintenance
• April 2016 – beta release of the CompTox
Chemistry Dashboard as an integration hub
3
The CompTox Chemistry Dashboard
• A publicly accessible website delivering access:
– ~760,000 chemicals with related property data
– Experimental and predicted physicochemical property data
– Integration to “biological assay data” for 1000s of chemicals
– Information regarding consumer products containing chemicals
– Links to other agency websites and public data resources
– “Literature” searches for chemicals using public resources
– “Batch searching” for thousands of chemicals
– DOWNLOADABLE Open Data for reuse and repurposing
4
CompTox Chemistry Dashboard
https://comptox.epa.gov/dashboard
5
Detailed Chemical Pages
6
Access to Chemical Hazard Data
7
In Vitro Bioassay Screening
ToxCast and Tox21
8
Sources of Exposure to Chemicals
9
Identifiers to Support Searches
10
Literature Searches and Links
11
External Links to Data and Services
12
Integrated Linkouts
13
Integrated Linkouts
Comparative Toxicogenomics DB
14
Advanced Searches
15
Advanced Searches
Mass Based Search
16
Advanced Searches
17
Batch Searches
18
Batch Search
19
Excel Output
20
Real-Time Predictions
21
Real-Time Predictions
22
Real-Time Predictions
23
Our support for FAIR Data
24
Downloadable Data
25
Prototype Development
26
Prototype Development
27
Future Development
Real Time OPERA Predictions
28
Future Search Possibilities
29
Chemical Assay Gene Product
Search Assay Endpoint Name
Conclusion
• The CompTox Chemistry Dashboard provides
access to data for ~760,000 chemicals
• High quality data from ongoing curation efforts
• An integration hub for multiple “modules”
– Experimental and predicted properties
– Human and Ecological Hazard data
– Exposure data – products, data in the environment
– In vitro bioassay data – ToxCast/Tox21
– Literature searching – Google Scholar and PubMed
– Specialized searches – mass/formula for analytical support
– Batch searching and Real Time Predictions
• The primary architecture for NCCT data
30
Acknowledgments
• The NCCT CompTox Chemistry Dashboard
Development Team
• NERL scientists (Jon Sobus, Elin Ulrich) –
Mass Spectrometry
• Kamel Mansouri – OPERA models
• Todd Martin – TEST predictions
• Nancy Baker – Abstract Sifter
31
Contact
Antony Williams
US EPA Office of Research and Development
National Center for Computational Toxicology (NCCT)
Williams.Antony@epa.gov
ORCID: https://orcid.org/0000-0002-2668-4821
32

Weitere ähnliche Inhalte

Was ist angesagt?

Was ist angesagt? (20)

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...
 
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...
 
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...
 
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...
 
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...
 
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...
 
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...
 
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?
 
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...
 
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...
 
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...
 
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...
 
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: 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
 
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...
 
New Approach Methods - What is That?
New Approach Methods - What is That?New Approach Methods - What is That?
New Approach Methods - What is That?
 
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
 
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...
 
How to place your research questions or results into the context of the "Lega...
How to place your research questions or results into the context of the "Lega...How to place your research questions or results into the context of the "Lega...
How to place your research questions or results into the context of the "Lega...
 
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...
 

Ähnlich wie New developments in delivering public access to data from the National Center for 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
 
Toxicological information in PubChem
Toxicological information in PubChemToxicological information in PubChem
Toxicological information in PubChemSunghwan Kim
 

Ähnlich wie New developments in delivering public access to data from the National Center for Computational Toxicology at the EPA (20)

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 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...
 
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...
 
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 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...
 
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
 
Cheminformatics Support for MS Supporting Exposomics
Cheminformatics Support for MS Supporting ExposomicsCheminformatics Support for MS Supporting Exposomics
Cheminformatics Support for MS Supporting Exposomics
 
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...
 
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...
 
Accessing information for Per- & Polyfluoroalkyl Substances using the US EPA ...
Accessing information for Per- & Polyfluoroalkyl Substances using the US EPA ...Accessing information for Per- & Polyfluoroalkyl Substances using the US EPA ...
Accessing information for Per- & Polyfluoroalkyl Substances using the US EPA ...
 
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...
 
Data delivery from the US-EPA Center for Computational Toxicology and Exposur...
Data delivery from the US-EPA Center for Computational Toxicology and Exposur...Data delivery from the US-EPA Center for Computational Toxicology and Exposur...
Data delivery from the US-EPA Center for Computational Toxicology and Exposur...
 
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...
 
US-EPA Cheminformatics Support for Delivering Data Related to Chemicals of E...
US-EPA Cheminformatics Support for Delivering Data Related to Chemicals of E...US-EPA Cheminformatics Support for Delivering Data Related to Chemicals of E...
US-EPA Cheminformatics Support for Delivering Data Related to Chemicals of E...
 
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
 
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...
 
Toxicological information in PubChem
Toxicological information in PubChemToxicological information in PubChem
Toxicological information in PubChem
 
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
 
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
 

Kürzlich hochgeladen

WEEK 4 PHYSICAL SCIENCE QUARTER 3 FOR G11
WEEK 4 PHYSICAL SCIENCE QUARTER 3 FOR G11WEEK 4 PHYSICAL SCIENCE QUARTER 3 FOR G11
WEEK 4 PHYSICAL SCIENCE QUARTER 3 FOR G11GelineAvendao
 
Gas-ExchangeS-in-Plants-and-Animals.pptx
Gas-ExchangeS-in-Plants-and-Animals.pptxGas-ExchangeS-in-Plants-and-Animals.pptx
Gas-ExchangeS-in-Plants-and-Animals.pptxGiovaniTrinidad
 
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
 
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
 
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
 
Replisome-Cohesin Interfacing A Molecular Perspective.pdf
Replisome-Cohesin Interfacing A Molecular Perspective.pdfReplisome-Cohesin Interfacing A Molecular Perspective.pdf
Replisome-Cohesin Interfacing A Molecular Perspective.pdfAtiaGohar1
 
GLYCOSIDES Classification Of GLYCOSIDES Chemical Tests Glycosides
GLYCOSIDES Classification Of GLYCOSIDES  Chemical Tests GlycosidesGLYCOSIDES Classification Of GLYCOSIDES  Chemical Tests Glycosides
GLYCOSIDES Classification Of GLYCOSIDES Chemical Tests GlycosidesNandakishor Bhaurao Deshmukh
 
KDIGO-2023-CKD-Guideline-Public-Review-Draft_5-July-2023.pdf
KDIGO-2023-CKD-Guideline-Public-Review-Draft_5-July-2023.pdfKDIGO-2023-CKD-Guideline-Public-Review-Draft_5-July-2023.pdf
KDIGO-2023-CKD-Guideline-Public-Review-Draft_5-July-2023.pdfGABYFIORELAMALPARTID1
 
The Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and FunctionThe Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and FunctionJadeNovelo1
 
Science (Communication) and Wikipedia - Potentials and Pitfalls
Science (Communication) and Wikipedia - Potentials and PitfallsScience (Communication) and Wikipedia - Potentials and Pitfalls
Science (Communication) and Wikipedia - Potentials and PitfallsDobusch Leonhard
 
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPRPirithiRaju
 
Explainable AI for distinguishing future climate change scenarios
Explainable AI for distinguishing future climate change scenariosExplainable AI for distinguishing future climate change scenarios
Explainable AI for distinguishing future climate change scenariosZachary Labe
 
linear Regression, multiple Regression and Annova
linear Regression, multiple Regression and Annovalinear Regression, multiple Regression and Annova
linear Regression, multiple Regression and AnnovaMansi Rastogi
 
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdf
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdfDECOMPOSITION PATHWAYS of TM-alkyl complexes.pdf
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdfDivyaK787011
 
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书zdzoqco
 
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2AuEnriquezLontok
 
Pests of Sunflower_Binomics_Identification_Dr.UPR
Pests of Sunflower_Binomics_Identification_Dr.UPRPests of Sunflower_Binomics_Identification_Dr.UPR
Pests of Sunflower_Binomics_Identification_Dr.UPRPirithiRaju
 
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
 
Immunoblott technique for protein detection.ppt
Immunoblott technique for protein detection.pptImmunoblott technique for protein detection.ppt
Immunoblott technique for protein detection.pptAmirRaziq1
 

Kürzlich hochgeladen (20)

WEEK 4 PHYSICAL SCIENCE QUARTER 3 FOR G11
WEEK 4 PHYSICAL SCIENCE QUARTER 3 FOR G11WEEK 4 PHYSICAL SCIENCE QUARTER 3 FOR G11
WEEK 4 PHYSICAL SCIENCE QUARTER 3 FOR G11
 
Gas-ExchangeS-in-Plants-and-Animals.pptx
Gas-ExchangeS-in-Plants-and-Animals.pptxGas-ExchangeS-in-Plants-and-Animals.pptx
Gas-ExchangeS-in-Plants-and-Animals.pptx
 
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...
 
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
 
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
 
Replisome-Cohesin Interfacing A Molecular Perspective.pdf
Replisome-Cohesin Interfacing A Molecular Perspective.pdfReplisome-Cohesin Interfacing A Molecular Perspective.pdf
Replisome-Cohesin Interfacing A Molecular Perspective.pdf
 
GLYCOSIDES Classification Of GLYCOSIDES Chemical Tests Glycosides
GLYCOSIDES Classification Of GLYCOSIDES  Chemical Tests GlycosidesGLYCOSIDES Classification Of GLYCOSIDES  Chemical Tests Glycosides
GLYCOSIDES Classification Of GLYCOSIDES Chemical Tests Glycosides
 
KDIGO-2023-CKD-Guideline-Public-Review-Draft_5-July-2023.pdf
KDIGO-2023-CKD-Guideline-Public-Review-Draft_5-July-2023.pdfKDIGO-2023-CKD-Guideline-Public-Review-Draft_5-July-2023.pdf
KDIGO-2023-CKD-Guideline-Public-Review-Draft_5-July-2023.pdf
 
PLASMODIUM. PPTX
PLASMODIUM. PPTXPLASMODIUM. PPTX
PLASMODIUM. PPTX
 
The Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and FunctionThe Sensory Organs, Anatomy and Function
The Sensory Organs, Anatomy and Function
 
Science (Communication) and Wikipedia - Potentials and Pitfalls
Science (Communication) and Wikipedia - Potentials and PitfallsScience (Communication) and Wikipedia - Potentials and Pitfalls
Science (Communication) and Wikipedia - Potentials and Pitfalls
 
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
6.2 Pests of Sesame_Identification_Binomics_Dr.UPR
 
Explainable AI for distinguishing future climate change scenarios
Explainable AI for distinguishing future climate change scenariosExplainable AI for distinguishing future climate change scenarios
Explainable AI for distinguishing future climate change scenarios
 
linear Regression, multiple Regression and Annova
linear Regression, multiple Regression and Annovalinear Regression, multiple Regression and Annova
linear Regression, multiple Regression and Annova
 
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdf
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdfDECOMPOSITION PATHWAYS of TM-alkyl complexes.pdf
DECOMPOSITION PATHWAYS of TM-alkyl complexes.pdf
 
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书
办理麦克马斯特大学毕业证成绩单|购买加拿大文凭证书
 
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2
LESSON PLAN IN SCIENCE GRADE 4 WEEK 1 DAY 2
 
Pests of Sunflower_Binomics_Identification_Dr.UPR
Pests of Sunflower_Binomics_Identification_Dr.UPRPests of Sunflower_Binomics_Identification_Dr.UPR
Pests of Sunflower_Binomics_Identification_Dr.UPR
 
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
 
Immunoblott technique for protein detection.ppt
Immunoblott technique for protein detection.pptImmunoblott technique for protein detection.ppt
Immunoblott technique for protein detection.ppt
 

New developments in delivering public access to data from the National Center for Computational Toxicology at the EPA