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CPTAC Data Portal & Proteomic Data Commons
Imaging SIG
July 1, 2019
Ratna Rajesh Thangudu, Ph.D.
Outline
• CPTAC Data Coordinating Center
• Proteomic Data Commons
CPTAC Data Coordinating Center
CPTAC Public Portal (https://proteomics.cancer.gov/data-portal)
• A centralized repository for the public dissemination of CPTAC proteomic datasets
• Analyze all of the CPTAC data through a Common Data Analysis Pipeline (CDAP) for public release
• Enable high speed transfer through UDP technology (Aspera)
• Provide support to the user community
CPTAC Assay Portal (https://proteomics.cancer.gov/assay-portal)
• The CPTAC Assay Portal serves as a centralized public repository of "fit-for-purpose," multiplexed quantitative
mass spectrometry-based proteomic targeted assays.
CPTAC Public Data Portal
https://proteomics.cancer.gov/data-portal
CPTAC Public Data Portal
CPTAC Data Portal: Releases
CPTAC Data Portal: Releases
CPTAC Data Portal: Releases
CPTAC Data Portal: Releases
Outline
• CPTAC Data Coordinating Center
• Proteomic Data Commons
11
Proteomics Data
Commons (PDC)
12
Proteomics Data Commons: High Level Goals
 Unsilo mass spectrometry data. Bring data into a common location
that satisfy Findability, Accessibility, Interoperability and Reusability
 Move from a situation where people move data to local tools to where
people move their tools to the data.
 Shift from a ‘data graveyard model’ to a ‘data workspace model’
 Make it feasible for pipelines to be released with data during
publication to improve reproducibility
 Improve meta-data annotations. Ensure data is annotated well using
common vocabularies but that the process is non-onerous.
13
https://pdc.esacinc.com
Proteomic Data Commons:
now available as beta program
 Open to all users, no login required
 Enabled deep linking to connect
from CPTAC data portal
 Released UCEC and CCRCC
datasets from CPTAC3 program.
 Preparing to accept data from
APOLLO, ICPC, etc
PDC: Cloud architecture
15
PDC: Data Model & Dictionary
• cancer Data Standards Registry and Repository (caDSR)
• NCI Thesaurus (NCIt)
• PSI MS Controlled Vocabularies and data formats
16
Proteomics Data Commons: Common Data Analysis Pipeline
17
PDC: Browse Data
The data,
including protein
expression data,
can be browsed
interactively using
a series of filters
and accessed by
API.
18
PDC: Gene Summary
19
PDC: Proteogenomic Integration
PDC: Workspace
• Private user data
repository
• Data submission
portal
• Environment for
analysis workflows.
PDC: Interoperability with CRDC
Source: CRDC DCF
Cloud Resources
- SBG CGC
- Broad FireCloud
- ISB CGC
Provide ability to access and stream data from across the CRDC resources with a single sign-on
Proteogenomics Across the CRDC
Ruggles et al. 2017, MCP 16(6) 959-981
Run full proteogenomic
pipelines using data
stored in the Commons
Data subtype File type Access
MS spectra .raw, mzmL Open
Peptide-spectrum
match
raw PSM,
.mzIdentmL
Open
Protein report .tsv Open
Genome-derived
protein sequence
FASTA Controlled
PDC: Controlled Access Data
Upcoming feature
PDC: Application Programming Interface
Jupyter Notebook Example
Get the TMT ratio data
Get the clinical metadata
Summary
 The PDC is being developed as a resource for democratized proteomics
data (MS and harmonized processed data plus rich metadata)
 Current public datasets are from CPTAC, others to follow
 The first full-release product will have both a portal and workspace
 Tool integration is underway with the NCI Cloud Resource partners
 It is currently under active development, with limited features available
 Community feedback is being actively solicited – please send your
thoughts
nci.pdc.help@esacinc.com
27
Feedback: nci.pdc.help@esacinc.com
28
Acknowledgements
ESAC, Inc
 Rajesh Thangudu
 Anand Basu
 Michael Holck
 Deepak Singhal
 Karen Ketchum
 Lei Ma
 Maya Zuhl
 Yi Xin
 Padimini Chilappagari
 Ngoc Nguyen
University of Washington
 Michael MacCoss
Spectragen Informatics
 Paul Rudnick
Georgetwon University
 Nathan Edwards
NCI
▪ Chris Kinsinger
▪ Erika Kim
▪ Tara Hiltke
Scientific Advisory Committee
▪ Nuno Bandeira – UCSD
▪ Tony Blau - UW
▪ David Fenyo - NYU
▪ Brad Gibson - Amgen
▪ Jake Jaffe – Broad
▪ Mark Musen - Stanford
▪ Michael Noble – Broad
▪ Sam Payne - PNNL
▪ Adam Resnick - CHOP
▪ Dan Spellman - Merck
Feedback : nci.pdc.help@esacinc.com

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CPTAC Data Portal and Proteomics Data Commons

  • 1. CPTAC Data Portal & Proteomic Data Commons Imaging SIG July 1, 2019 Ratna Rajesh Thangudu, Ph.D.
  • 2. Outline • CPTAC Data Coordinating Center • Proteomic Data Commons
  • 3. CPTAC Data Coordinating Center CPTAC Public Portal (https://proteomics.cancer.gov/data-portal) • A centralized repository for the public dissemination of CPTAC proteomic datasets • Analyze all of the CPTAC data through a Common Data Analysis Pipeline (CDAP) for public release • Enable high speed transfer through UDP technology (Aspera) • Provide support to the user community CPTAC Assay Portal (https://proteomics.cancer.gov/assay-portal) • The CPTAC Assay Portal serves as a centralized public repository of "fit-for-purpose," multiplexed quantitative mass spectrometry-based proteomic targeted assays.
  • 4. CPTAC Public Data Portal https://proteomics.cancer.gov/data-portal
  • 10. Outline • CPTAC Data Coordinating Center • Proteomic Data Commons
  • 12. 12 Proteomics Data Commons: High Level Goals  Unsilo mass spectrometry data. Bring data into a common location that satisfy Findability, Accessibility, Interoperability and Reusability  Move from a situation where people move data to local tools to where people move their tools to the data.  Shift from a ‘data graveyard model’ to a ‘data workspace model’  Make it feasible for pipelines to be released with data during publication to improve reproducibility  Improve meta-data annotations. Ensure data is annotated well using common vocabularies but that the process is non-onerous.
  • 13. 13 https://pdc.esacinc.com Proteomic Data Commons: now available as beta program  Open to all users, no login required  Enabled deep linking to connect from CPTAC data portal  Released UCEC and CCRCC datasets from CPTAC3 program.  Preparing to accept data from APOLLO, ICPC, etc
  • 15. 15 PDC: Data Model & Dictionary • cancer Data Standards Registry and Repository (caDSR) • NCI Thesaurus (NCIt) • PSI MS Controlled Vocabularies and data formats
  • 16. 16 Proteomics Data Commons: Common Data Analysis Pipeline
  • 17. 17 PDC: Browse Data The data, including protein expression data, can be browsed interactively using a series of filters and accessed by API.
  • 20. PDC: Workspace • Private user data repository • Data submission portal • Environment for analysis workflows.
  • 21. PDC: Interoperability with CRDC Source: CRDC DCF Cloud Resources - SBG CGC - Broad FireCloud - ISB CGC Provide ability to access and stream data from across the CRDC resources with a single sign-on
  • 22. Proteogenomics Across the CRDC Ruggles et al. 2017, MCP 16(6) 959-981 Run full proteogenomic pipelines using data stored in the Commons
  • 23. Data subtype File type Access MS spectra .raw, mzmL Open Peptide-spectrum match raw PSM, .mzIdentmL Open Protein report .tsv Open Genome-derived protein sequence FASTA Controlled PDC: Controlled Access Data Upcoming feature
  • 25. Jupyter Notebook Example Get the TMT ratio data Get the clinical metadata
  • 26. Summary  The PDC is being developed as a resource for democratized proteomics data (MS and harmonized processed data plus rich metadata)  Current public datasets are from CPTAC, others to follow  The first full-release product will have both a portal and workspace  Tool integration is underway with the NCI Cloud Resource partners  It is currently under active development, with limited features available  Community feedback is being actively solicited – please send your thoughts nci.pdc.help@esacinc.com
  • 28. 28 Acknowledgements ESAC, Inc  Rajesh Thangudu  Anand Basu  Michael Holck  Deepak Singhal  Karen Ketchum  Lei Ma  Maya Zuhl  Yi Xin  Padimini Chilappagari  Ngoc Nguyen University of Washington  Michael MacCoss Spectragen Informatics  Paul Rudnick Georgetwon University  Nathan Edwards NCI ▪ Chris Kinsinger ▪ Erika Kim ▪ Tara Hiltke Scientific Advisory Committee ▪ Nuno Bandeira – UCSD ▪ Tony Blau - UW ▪ David Fenyo - NYU ▪ Brad Gibson - Amgen ▪ Jake Jaffe – Broad ▪ Mark Musen - Stanford ▪ Michael Noble – Broad ▪ Sam Payne - PNNL ▪ Adam Resnick - CHOP ▪ Dan Spellman - Merck Feedback : nci.pdc.help@esacinc.com