SlideShare una empresa de Scribd logo
1 de 79
US EPA CompTox Chemicals Dashboard
Data Integration Hub to Support
Environmental Science
Antony Williams
Center for Computational Toxicology and Exposure, U.S. Environmental Protection Agency, RTP, NC
Global Marine Summit 2019
UNCW, Wilmington, NC
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
A little bit about me…
1
• NMR spectroscopist by training
• …ultimately focused on CASE Analysis
(Computer-Assisted Structure Elucidation)
CASE Analysis – Elucidating VERY
complex chemical structures
2
A little bit about me…
• We built this free website…
• …that has about 100,000 users a day…
3
Bringing large databases and
CASE together
4
• Application of computer-assisted structure
elucidation using ACD/Structure Elucidator
and data obtained from the ChemSpider
database hosted by the RSC
Today I represent US EPA…
5
CompTox Chemicals Dashboard
• A publicly accessible website delivering access:
– ~875,000 chemicals with related property data
– Searchable by chemical, product use, gene and assay (ToxCast)
– Experimental and predicted physicochemical property data
– “Bioactivity data” for the ToxCast/Tox21 project
– 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
6
CompTox Chemicals Dashboard
https://comptox.epa.gov/dashboard
7
875k Chemical Substances
Type-ahead Search
8
Substring Search: Enniatin (10/29)
9
Chemical Details Page
10
Experimental & Predicted Properties
11
Open Source Prediction Models
12
OPERA Predicted Properties
13
OPERA Models: https://github.com/kmansouri/OPERA
Plus Real-Time Predictions
14
Toxicity Estimation Software Tool
15
Access to Chemical Hazard Data
16
Hazard Data from “ToxVal_DB”
• ToxVal Database contains following data:
–~800,000 toxicity values
–~30 sources of data
–~22,000 sub-sources
–~5000 journals cited
–~70,000 literature citations
17
In Vitro Bioassay Screening
ToxCast and Tox21
18
In Vitro Bioassay Screening
ToxCast and Tox21
19
Identifiers to Support Searches
20
Built in “Modules”
21
Literature Searching
22
Literature Searching
23
Literature Searching
24
Sifting retrieved articles
25
Direct Link to PubMed
26
Abstract Sifter for Excel
27
Mapped
Relationships
28
Relationships in the Data
All chemicals: Same Formula
29
Relationships in the Data
All chemicals: Same Formula
30
Relationships in the Data
Structure search the web
31
Structure search the web
32
Similar Compounds
33
Related Substances – Metabolites
and Transformation Products
34
“External Links” to >70 sites
35
External Links: CTD
36
External Links: MassBank
of North America
37
Chemical Lists
38
>200 Lists of Chemicals
39
Filtered Search on Toxins
40
Mycotoxins with MS Data
41
EPA Algal Toxins
https://www.epa.gov/cyanohabs
42
Algal Toxins
43
Hazard Data for 25/54 Algal Toxins
44
And who wants to draw these?
45
When you can download them…
46
DO WE REALLY
NEED ANOTHER
DATABASE?
47
Data Quality is important
• Data quality in free web-based databases!
48
Will the correct Microcystin LR Stand Up?
ChemSpider Skeleton Search
49
Comparing ChemSpider Structures
50
Comparing ChemSpider Structures
51
Other Searches
52
Delivering a Better Database
• An ideal database would provide:
– Curated CAS Number-Name mappings with “correct”
chemical structures
• We have full time curators checking data
53
Names to CASRN Mappings
54
Subtleties
55
E/Z-stereochemistry E-stereochemistry
“4-Decene”
Crowdsourced Curation
56
Batch
Searching
57
Batch Searching
• Singleton searches are useful but people
generally want data on LOTS of chemicals!
• Typical questions
– What is the list of chemicals for the formula CxHyOz
– What is the list of chemicals for a mass +/- error
– Can I get chemical lists in Excel files? In SDF files?
– Can I include properties in the download file?
58
Batch searching
59
Public release had 16/17
mycotoxins. Last one registered
60
Add Other Data of Interest
61
Related Substance Relationships
62
MASS AND
FORMULA
SEARCHING
63
Advanced Searches
Mass and Formula Based Search
64
Advanced Searches
Mass and Formula Based Search
65
Batch Searching Formula/Mass
66
WORK IN
PROGRESS
67
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
68
Search Expt. vs. Predicted Spectra
Search Expt. vs. Predicted Spectra
Spectral Viewer Comparison
71
Prototype Development
72
Prototype Development
73
Agilent Dataset
• Agilent : “Mycotoxins and Metabolites
Personal Compound Database and Library”
• Registered for next release…
74
Please help
• Help grow the lists of Mycotoxins and Algal
Toxins – please suggest additions
• Next up – structures of microviridins…
• Email me at williams.antony@epa.gov
75
Conclusion
• Building an integrated hub for environmental chemistry
• Transparent access to data and models
• Data QUALITY is a key focus - ongoing curation
• Microcystins and algal toxins are two growing “lists”
76
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
78
https://doi.org/10.1186/s13321-017-0247-6

Más contenido relacionado

La actualidad más candente

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
 

La actualidad más candente (20)

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 ...
 
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 ...
 
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...
 
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...
 
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...
 
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...
 
Sharing chemical structures with peer reviewed publications
Sharing chemical structures with peer reviewed publications Sharing chemical structures with peer reviewed publications
Sharing chemical structures with peer reviewed publications
 
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...
 
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...
 
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...
 
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 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...
 
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 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...
 
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...
 
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...
 
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 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...
 
New Approach Methods - What is That?
New Approach Methods - What is That?New Approach Methods - What is That?
New Approach Methods - What is That?
 

Similar a US EPA CompTox Chemicals Dashboard Data Integration Hub to Support Environmental Science

Similar a US EPA CompTox Chemicals Dashboard Data Integration Hub to Support Environmental Science (20)

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
 
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
 
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
 
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...
 
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...
 
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...
 
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...
 
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
 
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
 
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
 
Accessing Environmental Chemistry Data via Data Dashboards
Accessing Environmental Chemistry Data via Data DashboardsAccessing Environmental Chemistry Data via Data Dashboards
Accessing Environmental Chemistry Data via Data Dashboards
 
Cheminformatics Support for MS Supporting Exposomics
Cheminformatics Support for MS Supporting ExposomicsCheminformatics Support for MS Supporting Exposomics
Cheminformatics Support for MS Supporting Exposomics
 
Integrating Mass Spectrometry Non-Targeted Analysis and Computational Toxico...
Integrating Mass Spectrometry  Non-Targeted Analysis and Computational Toxico...Integrating Mass Spectrometry  Non-Targeted Analysis and Computational Toxico...
Integrating Mass Spectrometry Non-Targeted Analysis and Computational Toxico...
 
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...
 
Cheminformatics approaches to support chemical identification delivered via t...
Cheminformatics approaches to support chemical identification delivered via t...Cheminformatics approaches to support chemical identification delivered via t...
Cheminformatics approaches to support chemical identification delivered via t...
 
Applications of the US EPA’s CompTox chemicals dashboard to support structure...
Applications of the US EPA’s CompTox chemicals dashboard to support structure...Applications of the US EPA’s CompTox chemicals dashboard to support structure...
Applications of the US EPA’s CompTox chemicals dashboard to support structure...
 
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...
 
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...
 
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...
 
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...
 

Último

Analytical Profile of Coleus Forskohlii | Forskolin .pptx
Analytical Profile of Coleus Forskohlii | Forskolin .pptxAnalytical Profile of Coleus Forskohlii | Forskolin .pptx
Analytical Profile of Coleus Forskohlii | Forskolin .pptxSwapnil Therkar
 
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Lokesh Kothari
 
Traditional Agroforestry System in India- Shifting Cultivation, Taungya, Home...
Traditional Agroforestry System in India- Shifting Cultivation, Taungya, Home...Traditional Agroforestry System in India- Shifting Cultivation, Taungya, Home...
Traditional Agroforestry System in India- Shifting Cultivation, Taungya, Home...jana861314
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksSérgio Sacani
 
Botany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfBotany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfSumit Kumar yadav
 
Is RISC-V ready for HPC workload? Maybe?
Is RISC-V ready for HPC workload? Maybe?Is RISC-V ready for HPC workload? Maybe?
Is RISC-V ready for HPC workload? Maybe?Patrick Diehl
 
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral AnalysisRaman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral AnalysisDiwakar Mishra
 
G9 Science Q4- Week 1-2 Projectile Motion.ppt
G9 Science Q4- Week 1-2 Projectile Motion.pptG9 Science Q4- Week 1-2 Projectile Motion.ppt
G9 Science Q4- Week 1-2 Projectile Motion.pptMAESTRELLAMesa2
 
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |aasikanpl
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsSérgio Sacani
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...Sérgio Sacani
 
GFP in rDNA Technology (Biotechnology).pptx
GFP in rDNA Technology (Biotechnology).pptxGFP in rDNA Technology (Biotechnology).pptx
GFP in rDNA Technology (Biotechnology).pptxAleenaTreesaSaji
 
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43bNightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43bSérgio Sacani
 
Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)PraveenaKalaiselvan1
 
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCRStunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCRDelhi Call girls
 
Disentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTDisentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTSérgio Sacani
 
Boyles law module in the grade 10 science
Boyles law module in the grade 10 scienceBoyles law module in the grade 10 science
Boyles law module in the grade 10 sciencefloriejanemacaya1
 
Animal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxAnimal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxUmerFayaz5
 
Types of different blotting techniques.pptx
Types of different blotting techniques.pptxTypes of different blotting techniques.pptx
Types of different blotting techniques.pptxkhadijarafiq2012
 

Último (20)

Analytical Profile of Coleus Forskohlii | Forskolin .pptx
Analytical Profile of Coleus Forskohlii | Forskolin .pptxAnalytical Profile of Coleus Forskohlii | Forskolin .pptx
Analytical Profile of Coleus Forskohlii | Forskolin .pptx
 
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
Labelling Requirements and Label Claims for Dietary Supplements and Recommend...
 
The Philosophy of Science
The Philosophy of ScienceThe Philosophy of Science
The Philosophy of Science
 
Traditional Agroforestry System in India- Shifting Cultivation, Taungya, Home...
Traditional Agroforestry System in India- Shifting Cultivation, Taungya, Home...Traditional Agroforestry System in India- Shifting Cultivation, Taungya, Home...
Traditional Agroforestry System in India- Shifting Cultivation, Taungya, Home...
 
Formation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disksFormation of low mass protostars and their circumstellar disks
Formation of low mass protostars and their circumstellar disks
 
Botany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdfBotany 4th semester file By Sumit Kumar yadav.pdf
Botany 4th semester file By Sumit Kumar yadav.pdf
 
Is RISC-V ready for HPC workload? Maybe?
Is RISC-V ready for HPC workload? Maybe?Is RISC-V ready for HPC workload? Maybe?
Is RISC-V ready for HPC workload? Maybe?
 
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral AnalysisRaman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
Raman spectroscopy.pptx M Pharm, M Sc, Advanced Spectral Analysis
 
G9 Science Q4- Week 1-2 Projectile Motion.ppt
G9 Science Q4- Week 1-2 Projectile Motion.pptG9 Science Q4- Week 1-2 Projectile Motion.ppt
G9 Science Q4- Week 1-2 Projectile Motion.ppt
 
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
Call Us ≽ 9953322196 ≼ Call Girls In Mukherjee Nagar(Delhi) |
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
 
GFP in rDNA Technology (Biotechnology).pptx
GFP in rDNA Technology (Biotechnology).pptxGFP in rDNA Technology (Biotechnology).pptx
GFP in rDNA Technology (Biotechnology).pptx
 
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43bNightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
Nightside clouds and disequilibrium chemistry on the hot Jupiter WASP-43b
 
Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)
 
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCRStunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
 
Disentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOSTDisentangling the origin of chemical differences using GHOST
Disentangling the origin of chemical differences using GHOST
 
Boyles law module in the grade 10 science
Boyles law module in the grade 10 scienceBoyles law module in the grade 10 science
Boyles law module in the grade 10 science
 
Animal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxAnimal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptx
 
Types of different blotting techniques.pptx
Types of different blotting techniques.pptxTypes of different blotting techniques.pptx
Types of different blotting techniques.pptx
 

US EPA CompTox Chemicals Dashboard Data Integration Hub to Support Environmental Science

Notas del editor

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