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Community Resources Connecting
Chemistry and Toxicity Knowledge
to Environmental Observations
Image©www.seanoakley.com/
Emma L. Schymanski
Luxembourg Centre for Systems Biomedicine (LCSB),
University of Luxembourg
Email: emma.schymanski@uni.lu
Antony J. Williams
National Centre for Computational Toxicity (NCCT),
US Environmental Protection Agency (US EPA), NC, USA
The views expressed in this presentation are those of the authors and do not necessarily reflect the views or policies of the U.S. Environmental Protection Agency.
3rd Disease Maps Community Meeting (DMCM2018)
Paris, 21-22 June 2018
2
(European) Environmental Community (subset!)
Schymanski et al. 2015, ABC, DOI: 10.1007/s00216-015-8681-7
Croatian
Water
RWS
Specialist Knowledge
Highly Disjointed
3
1 10 100 1000 10000 100000 1 million 1 billion chemicals …. …. ….
Our (Community) Challenge: Identifying Chemicals
Data: Schymanski et al 2014, Environ. Sci. Technol. DOI: 10.1021/es4044374; Hollender et al 2017 DOI: 10.1021/acs.est.7b02184
Sample
High resolution
mass spectrometry
4
1 10 100 1000 10000 100000 1 million 1 billion chemicals …. …. ….
Our (Community) Challenge: Identifying Chemicals
Data: Schymanski et al 2014, DOI: 10.1021/es4044374; https://www.slideshare.net/EmmaSchymanski/small-molecules-in-big-data-analytica-munich
Sample
High resolution
mass spectrometry
Chemicals
AND connecting
chemical knowledge
5
Suspected Neurotoxicants
Chemicals: Grandjean and Landrigan, 2006 DOI: 10.1016/S0140-6736(06)69665-7 and Legradi et al. (to be submitted)
https://comptox.epa.gov/dashboard/chemical_lists/humanneurotox
6
Mass Spectral Libraries
http://massbank.eu/MassBank
https://github.com/MassBank/MassBank-data/
>46,000 spectra
32 contributors
7
Mass Spectral Libraries
8
CompTox Chemistry Dashboard
https://comptox.epa.gov/dashboard/
9
CompTox Chemistry Dashboard – Presence in Lists
https://comptox.epa.gov/dashboard/chemical_lists
10
CompTox Chemistry Dashboard – Additional Data
https://comptox.epa.gov/dashboard/
11
PubChem
https://pubchem.ncbi.nlm.nih.gov/
12
Connecting Resources in MetFrag
https://msbi.ipb-halle.de/MetFragBeta/ AND https://comptox.epa.gov/dashboard/dsstoxdb/batch_search (MetFrag Export)
https://msbi.ipb-halle.de/MetFragBeta/
13
https://msbi.ipb-halle.de/MetFragBeta/ ; https://comptox.epa.gov/dashboard/ ; https://massbank.eu ; http://normandata.eu/
Combined evidence clearly highlights potential
neurotoxicant among chemical candidates
Connecting Resources in MetFrag
14
Metadata & Different Chemical Forms
Schymanski & Williams, 2017, ES&T51 (10), pp 5357–5359. DOI: 10.1021/acs.est.7b01908
15
Example from: Schymanski & Williams, 2017, ES&T, 51 (10), pp 5357–5359. DOI: 10.1021/acs.est.7b01908
Connecting Resources in MetFrag
16
Connecting and Enhancing Open Resources
https://www.slideshare.net/EmmaSchymanski/small-molecules-in-big-data-analytica-munich
o Sharing knowledge is a win-win situation
2014 2015: found in waters across Europe
2016: 1 datapoint cross-annotates 3072 in GNPS
Hits in GNPS MassIVE datasets:
Surfactants: http://goo.gl/7sY9Pf
2017: Early-Warning
System is born
2018: Highlighted in
Science
17
NORMAN Digital Sample Freezing Platform
“Live” retrospective screening of known and unknown
chemicals in European samples (various matrices)
http://norman-data.eu/ AND Aligizakis et al, in prep.
18
Interactive heatmap available at http://norman-data.eu/NORMAN-REACH
NORMAN Digital Sample Freezing Platform
Retrospective screening of REACH chemicals in
Black Sea samples (various matrices)
19
Community Challenges … and Solutions
Data: Schymanski et al 2014, DOI: 10.1021/es4044374; https://www.slideshare.net/EmmaSchymanski/small-molecules-in-big-data-analytica-munich
High resolution
mass spectrometry
AND connecting
chemical knowledge
20

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DMCM2018 Community Resources Connecting Chemistry and Toxicity Knowledge

  • 1. 1 Community Resources Connecting Chemistry and Toxicity Knowledge to Environmental Observations Image©www.seanoakley.com/ Emma L. Schymanski Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg Email: emma.schymanski@uni.lu Antony J. Williams National Centre for Computational Toxicity (NCCT), US Environmental Protection Agency (US EPA), NC, USA The views expressed in this presentation are those of the authors and do not necessarily reflect the views or policies of the U.S. Environmental Protection Agency. 3rd Disease Maps Community Meeting (DMCM2018) Paris, 21-22 June 2018
  • 2. 2 (European) Environmental Community (subset!) Schymanski et al. 2015, ABC, DOI: 10.1007/s00216-015-8681-7 Croatian Water RWS Specialist Knowledge Highly Disjointed
  • 3. 3 1 10 100 1000 10000 100000 1 million 1 billion chemicals …. …. …. Our (Community) Challenge: Identifying Chemicals Data: Schymanski et al 2014, Environ. Sci. Technol. DOI: 10.1021/es4044374; Hollender et al 2017 DOI: 10.1021/acs.est.7b02184 Sample High resolution mass spectrometry
  • 4. 4 1 10 100 1000 10000 100000 1 million 1 billion chemicals …. …. …. Our (Community) Challenge: Identifying Chemicals Data: Schymanski et al 2014, DOI: 10.1021/es4044374; https://www.slideshare.net/EmmaSchymanski/small-molecules-in-big-data-analytica-munich Sample High resolution mass spectrometry Chemicals AND connecting chemical knowledge
  • 5. 5 Suspected Neurotoxicants Chemicals: Grandjean and Landrigan, 2006 DOI: 10.1016/S0140-6736(06)69665-7 and Legradi et al. (to be submitted) https://comptox.epa.gov/dashboard/chemical_lists/humanneurotox
  • 9. 9 CompTox Chemistry Dashboard – Presence in Lists https://comptox.epa.gov/dashboard/chemical_lists
  • 10. 10 CompTox Chemistry Dashboard – Additional Data https://comptox.epa.gov/dashboard/
  • 12. 12 Connecting Resources in MetFrag https://msbi.ipb-halle.de/MetFragBeta/ AND https://comptox.epa.gov/dashboard/dsstoxdb/batch_search (MetFrag Export) https://msbi.ipb-halle.de/MetFragBeta/
  • 13. 13 https://msbi.ipb-halle.de/MetFragBeta/ ; https://comptox.epa.gov/dashboard/ ; https://massbank.eu ; http://normandata.eu/ Combined evidence clearly highlights potential neurotoxicant among chemical candidates Connecting Resources in MetFrag
  • 14. 14 Metadata & Different Chemical Forms Schymanski & Williams, 2017, ES&T51 (10), pp 5357–5359. DOI: 10.1021/acs.est.7b01908
  • 15. 15 Example from: Schymanski & Williams, 2017, ES&T, 51 (10), pp 5357–5359. DOI: 10.1021/acs.est.7b01908 Connecting Resources in MetFrag
  • 16. 16 Connecting and Enhancing Open Resources https://www.slideshare.net/EmmaSchymanski/small-molecules-in-big-data-analytica-munich o Sharing knowledge is a win-win situation 2014 2015: found in waters across Europe 2016: 1 datapoint cross-annotates 3072 in GNPS Hits in GNPS MassIVE datasets: Surfactants: http://goo.gl/7sY9Pf 2017: Early-Warning System is born 2018: Highlighted in Science
  • 17. 17 NORMAN Digital Sample Freezing Platform “Live” retrospective screening of known and unknown chemicals in European samples (various matrices) http://norman-data.eu/ AND Aligizakis et al, in prep.
  • 18. 18 Interactive heatmap available at http://norman-data.eu/NORMAN-REACH NORMAN Digital Sample Freezing Platform Retrospective screening of REACH chemicals in Black Sea samples (various matrices)
  • 19. 19 Community Challenges … and Solutions Data: Schymanski et al 2014, DOI: 10.1021/es4044374; https://www.slideshare.net/EmmaSchymanski/small-molecules-in-big-data-analytica-munich High resolution mass spectrometry AND connecting chemical knowledge
  • 20. 20