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An NIDDK Resource dknet.org
Discover the Latest from dkNET
- Biomed Resource Watch
Jeffrey S. Grethe, Ph.D.
dkNET Webinar Series
June 2, 2023
An NIDDK Resource dknet.org
About dkNET
• Research resource information portal for biomedical researchers
• Information network to connect DK researchers and NIH-funded
centers
• Funded by National Institute of Health (NIH) - National Institute of
Diabetes and Digestive and Kidney Diseases (NIDDK)
• Developed and maintained by the FAIR Data Informatics Laboratory
(fdilab.org) at UCSD (Supports major informatics projects in
biomedicine)
An NIDDK Resource dknet.org
5 AREAS IN THE PORTAL
● dkNET provides:
○ Resource Reports: helps researchers find and evaluate resources
○ Authentication Reports: assists researchers in preparing NIH authentication plans
○ FAIR Data Services: assists researchers in finding data repositories and standards
for preparing data management plans
○ Discovery Portal: connects researchers to more than 200 biomedical databases
○ Hypothesis Center: powerful tools for data mining and hypothesis generation of
FAIR ‘omics data
An NIDDK Resource dknet.org
dkNET Portal https://dknet.org
An NIDDK Resource dknet.org
How is dkNET Helping Researchers?
Construct a
hypothesis
Ask a question
Do background
research
Plan
experiments
Collect and
analyze data Publish
results
Discovery Portal Hypothesis Center Resource Reports
Authentication
Reports
Information
Material
Data
Tools
Funded grant and
funding opportunities
Literature
Tutorials
Resource Reports
Hypothesis Center
FAIR Data Resources
Data Management
Data Repositories
Resource Reports
Cite RRID
Track Resources
Resource Identification
Authentication plans
NIH Mandates on Rigor
and Reproducibility for
grant submission
SPP
MMPC
•
•
•
dknet.org
An NIDDK Resource
Research resource identifiers
Identification of key biological resources
dknet.org
An NIDDK Resource
Why were RRIDs introduced
dknet.org
An NIDDK Resource
How common is this?
Papers are
currently poor at
identifying the
simplest part of
the paper, the
materials used
Vasilevsky 2013
dknet.org
An NIDDK Resource
RRIDs are:
● Unique identifiers for
research resources
● Search friendly
● Provided by independent
community registries who
track a single type of
resource
RRID:AB_1855196
Fothergill LJ et al. Cell and Tissue Research. 375 (2) 359-69, 2019.
dknet.org
An NIDDK Resource
Why were RRIDs created?
Tracking
Who used these mice?
Rigor and Transparency
New Guidelines Authenticate:
Antibodies, Cell lines, Organisms
RRIDs answer both needs
“...Blueprint IC were briefed on the
neuromouse project .. publication
generated using this resource- (It
was 4 - believe)- to the extent NIF
could offer a strategy for
monitoring/tracking this resource
that would be extremely valuable…”
Nov 2011
Resource Identification Initiative
An NIDDK Resource dknet.org
● RRIDs in use across major publishers:
○ Cell Press, Elsevier, Wiley, Nature, Science
● 2019: JATS standard (Journal Article Tag Suite)
● Part of Materials Design Analysis Reporting (MDAR) Checklist
for Authors
● Part of the new ARRIVE Essential 10 reporting checklist
Significant Growth of RRID Adoption
2,350+
Distinct
Journals
90,000 Distinct Resources Identified
620,000 RRID Citations in Literature
55,000 page views per month *
20,400 sessions per month
750,000 resolver hits per month
> 1,000,000
RIN/RRID Pageviews per Year*
(Webpage + API)
Journals with RRID annotations
dknet.org
An NIDDK Resource
Recent Journals/Publisher
dknet.org
An NIDDK Resource
https://grants.nih.gov/grants/guide/rfa-files/RFA-DA-18-014.html
RRIDs are requested
in several RFAs
(NIDA & NIDDK)
dknet.org
An NIDDK Resource
Resource Information Network
Ecosystem of information about key biological resources
dknet.org
An NIDDK Resource
Resource Reports
Find antibodies, organisms, cell lines, tools
and services, plasmids, biosamples that are:
● the most cited
● validated or recommended
● used by others near me
I’m publishing a
paper, and would
like to find RRIDs for
citing key resources.
Construct a
hypothesis
Ask a question
Do background
research
Plan
experiments
Collect and
analyze data
Publish
results
I’m planning my
experiments, and
would like to find and
evaluate key
resources.
dknet.org
An NIDDK Resource
Resource Reports
Report includes:
● Citations of usage
and mentions
● Who is using them?
● Do they have issues?
● How do they
compare?
● Is anyone near me
familiar with them?
An NIDDK Resource dknet.org
Making Resources FAIR
• dkNET’s Resource Information Network (RIN) is a unique data set and suite of
associated services and tools
• Research Resource Identifiers (RRIDs) are the foundation of the RIN
• RRIDs enable aggregation of information about key biomedical research resources
• RRIDs have major impact on resources:
• Findability
• Identifiability
• Trackability
• Improved rigor and reproducibility
FAIR is not just for data!
dknet.org
An NIDDK Resource
WARNING! Problematic Research Resources
“Not one of my published papers has led to a retraction
by a journal or scientist. Less than 10 corrections have
been issued, when each false line I discovered affects
the conclusions of hundreds or thousands of papers.”
● Reagent problems in the biomedical
literature have been estimated to cost the
NIH $10B each year as papers that are not
reproducible swamp the scientific literature
● Key reagents such as antibodies can be
tracked down less than 50% of the time.
dknet.org
An NIDDK Resource
RRIDs associated with a lower reported use of
problematic cell lines
Babic Z, et al. eLIFE 2019; 8:e41676 DOI: 10.7554/eLife.41676
dknet.org
An NIDDK Resource
Resources Rating and Alerts
RRIDs provide us with an
opportunity to alert
researchers to issues with a
particular resource at time of
publication
dkNET aggregates information from multiple sources about
known issues with these resources
dknet.org
An NIDDK Resource
Biomed Resource Watch
Aggregation of information about key biological resources
An NIDDK Resource dknet.org
Biomed Resource Watch https://scicrunch.org/ResourceWatch
• Resource performance
information for
research resources
• Aggregation from
varied sources
• Community
contribution
• Information from
advanced text mining
algorithms
An NIDDK Resource dknet.org
Biomed Resource Watch (BRW)
Alerts RRID
Sources and
metadata
Literature
Collaborators
Validation & Ratings
Antibody Watch
Core Facilities
Authorized sources
Community sources
Text mining from the literature
about antibody specificity
Individual researchers
NEW
An NIDDK Resource dknet.org
NLP - Antibody Specificity Information
● Text mining antibody specificity from the
literature by deep learning.
● 33,712 papers from 2018 – 2021 with RRID
mentions processed.
● 5,241 found to contain antibody RRIDs.
● 163 claims of non-specific antibodies identified.
Hsu C-N, et al.PLOS Computational Biology. 2021 May
27;17(5):e1008967.
An NIDDK Resource dknet.org
A Knowledgebase for Communicating Resource Information
Provide resource validation and
performance Information
An NIDDK Resource dknet.org
dkNET is partnering with YCharOS
YCharOS Inc. is an open science
company with the mission of
characterizing commercially
available reagent antibodies for
every human protein. Directly works
with vendors as partners
An NIDDK Resource dknet.org
Aggregate Trustworthy Information From Various Resources
NEW
● Bulk Upload
Implementation
● New data addition
An NIDDK Resource dknet.org
Connecting dkNET to BRW
An NIDDK Resource dknet.org
Allow Contributions From Researchers
Resources Submission Types
Antibodies Validation, discontinued, and issues
such as non-specific
Cell Lines Validation, discontinued, issues,
contaminated, misidentified,
misclassified
Tools Validation, issues, discontinued
Information Accepted Report an issue or validation information?
It's easy! Follow these steps:
An NIDDK Resource dknet.org
Submission Instructions and Tutorials
Submission
instruction
based on
resource
type
An NIDDK Resource dknet.org
Submission and Curator Dashboard Implementation
Streamline submissions:
Curator can use easy-to-use
dashboard to monitor and
manage the submission and
communicate easily
An NIDDK Resource dknet.org
Walk-through of Biomed Resource Watch
An NIDDK Resource dknet.org
Starting from Biomed Resource Watch
AB_2315049 https://scicrunch.org/ResourceWatch
An NIDDK Resource dknet.org
Resource Information Webpage
An NIDDK Resource dknet.org
Confirm the resource
An NIDDK Resource dknet.org
Submission Form
An NIDDK Resource dknet.org
Report Information from dkNET
An NIDDK Resource dknet.org
Login to Confirm
An NIDDK Resource dknet.org
Submission Form
dknet.org
An NIDDK Resource
Questions?

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dkNET Webinar: Discover the Latest from dkNET - Biomed Resource Watch 06/02/2023

  • 1. An NIDDK Resource dknet.org Discover the Latest from dkNET - Biomed Resource Watch Jeffrey S. Grethe, Ph.D. dkNET Webinar Series June 2, 2023
  • 2. An NIDDK Resource dknet.org About dkNET • Research resource information portal for biomedical researchers • Information network to connect DK researchers and NIH-funded centers • Funded by National Institute of Health (NIH) - National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK) • Developed and maintained by the FAIR Data Informatics Laboratory (fdilab.org) at UCSD (Supports major informatics projects in biomedicine)
  • 3. An NIDDK Resource dknet.org 5 AREAS IN THE PORTAL ● dkNET provides: ○ Resource Reports: helps researchers find and evaluate resources ○ Authentication Reports: assists researchers in preparing NIH authentication plans ○ FAIR Data Services: assists researchers in finding data repositories and standards for preparing data management plans ○ Discovery Portal: connects researchers to more than 200 biomedical databases ○ Hypothesis Center: powerful tools for data mining and hypothesis generation of FAIR ‘omics data
  • 4. An NIDDK Resource dknet.org dkNET Portal https://dknet.org
  • 5. An NIDDK Resource dknet.org How is dkNET Helping Researchers? Construct a hypothesis Ask a question Do background research Plan experiments Collect and analyze data Publish results Discovery Portal Hypothesis Center Resource Reports Authentication Reports Information Material Data Tools Funded grant and funding opportunities Literature Tutorials Resource Reports Hypothesis Center FAIR Data Resources Data Management Data Repositories Resource Reports Cite RRID Track Resources Resource Identification Authentication plans NIH Mandates on Rigor and Reproducibility for grant submission SPP MMPC • • •
  • 6. dknet.org An NIDDK Resource Research resource identifiers Identification of key biological resources
  • 7. dknet.org An NIDDK Resource Why were RRIDs introduced
  • 8. dknet.org An NIDDK Resource How common is this? Papers are currently poor at identifying the simplest part of the paper, the materials used Vasilevsky 2013
  • 9. dknet.org An NIDDK Resource RRIDs are: ● Unique identifiers for research resources ● Search friendly ● Provided by independent community registries who track a single type of resource RRID:AB_1855196 Fothergill LJ et al. Cell and Tissue Research. 375 (2) 359-69, 2019.
  • 10. dknet.org An NIDDK Resource Why were RRIDs created? Tracking Who used these mice? Rigor and Transparency New Guidelines Authenticate: Antibodies, Cell lines, Organisms RRIDs answer both needs “...Blueprint IC were briefed on the neuromouse project .. publication generated using this resource- (It was 4 - believe)- to the extent NIF could offer a strategy for monitoring/tracking this resource that would be extremely valuable…” Nov 2011 Resource Identification Initiative
  • 11. An NIDDK Resource dknet.org ● RRIDs in use across major publishers: ○ Cell Press, Elsevier, Wiley, Nature, Science ● 2019: JATS standard (Journal Article Tag Suite) ● Part of Materials Design Analysis Reporting (MDAR) Checklist for Authors ● Part of the new ARRIVE Essential 10 reporting checklist Significant Growth of RRID Adoption 2,350+ Distinct Journals 90,000 Distinct Resources Identified 620,000 RRID Citations in Literature 55,000 page views per month * 20,400 sessions per month 750,000 resolver hits per month > 1,000,000 RIN/RRID Pageviews per Year* (Webpage + API) Journals with RRID annotations
  • 14. dknet.org An NIDDK Resource Resource Information Network Ecosystem of information about key biological resources
  • 15. dknet.org An NIDDK Resource Resource Reports Find antibodies, organisms, cell lines, tools and services, plasmids, biosamples that are: ● the most cited ● validated or recommended ● used by others near me I’m publishing a paper, and would like to find RRIDs for citing key resources. Construct a hypothesis Ask a question Do background research Plan experiments Collect and analyze data Publish results I’m planning my experiments, and would like to find and evaluate key resources.
  • 16. dknet.org An NIDDK Resource Resource Reports Report includes: ● Citations of usage and mentions ● Who is using them? ● Do they have issues? ● How do they compare? ● Is anyone near me familiar with them?
  • 17. An NIDDK Resource dknet.org Making Resources FAIR • dkNET’s Resource Information Network (RIN) is a unique data set and suite of associated services and tools • Research Resource Identifiers (RRIDs) are the foundation of the RIN • RRIDs enable aggregation of information about key biomedical research resources • RRIDs have major impact on resources: • Findability • Identifiability • Trackability • Improved rigor and reproducibility FAIR is not just for data!
  • 18. dknet.org An NIDDK Resource WARNING! Problematic Research Resources “Not one of my published papers has led to a retraction by a journal or scientist. Less than 10 corrections have been issued, when each false line I discovered affects the conclusions of hundreds or thousands of papers.” ● Reagent problems in the biomedical literature have been estimated to cost the NIH $10B each year as papers that are not reproducible swamp the scientific literature ● Key reagents such as antibodies can be tracked down less than 50% of the time.
  • 19. dknet.org An NIDDK Resource RRIDs associated with a lower reported use of problematic cell lines Babic Z, et al. eLIFE 2019; 8:e41676 DOI: 10.7554/eLife.41676
  • 20. dknet.org An NIDDK Resource Resources Rating and Alerts RRIDs provide us with an opportunity to alert researchers to issues with a particular resource at time of publication dkNET aggregates information from multiple sources about known issues with these resources
  • 21. dknet.org An NIDDK Resource Biomed Resource Watch Aggregation of information about key biological resources
  • 22. An NIDDK Resource dknet.org Biomed Resource Watch https://scicrunch.org/ResourceWatch • Resource performance information for research resources • Aggregation from varied sources • Community contribution • Information from advanced text mining algorithms
  • 23. An NIDDK Resource dknet.org Biomed Resource Watch (BRW) Alerts RRID Sources and metadata Literature Collaborators Validation & Ratings Antibody Watch Core Facilities Authorized sources Community sources Text mining from the literature about antibody specificity Individual researchers NEW
  • 24. An NIDDK Resource dknet.org NLP - Antibody Specificity Information ● Text mining antibody specificity from the literature by deep learning. ● 33,712 papers from 2018 – 2021 with RRID mentions processed. ● 5,241 found to contain antibody RRIDs. ● 163 claims of non-specific antibodies identified. Hsu C-N, et al.PLOS Computational Biology. 2021 May 27;17(5):e1008967.
  • 25. An NIDDK Resource dknet.org A Knowledgebase for Communicating Resource Information Provide resource validation and performance Information
  • 26. An NIDDK Resource dknet.org dkNET is partnering with YCharOS YCharOS Inc. is an open science company with the mission of characterizing commercially available reagent antibodies for every human protein. Directly works with vendors as partners
  • 27. An NIDDK Resource dknet.org Aggregate Trustworthy Information From Various Resources NEW ● Bulk Upload Implementation ● New data addition
  • 28. An NIDDK Resource dknet.org Connecting dkNET to BRW
  • 29. An NIDDK Resource dknet.org Allow Contributions From Researchers Resources Submission Types Antibodies Validation, discontinued, and issues such as non-specific Cell Lines Validation, discontinued, issues, contaminated, misidentified, misclassified Tools Validation, issues, discontinued Information Accepted Report an issue or validation information? It's easy! Follow these steps:
  • 30. An NIDDK Resource dknet.org Submission Instructions and Tutorials Submission instruction based on resource type
  • 31. An NIDDK Resource dknet.org Submission and Curator Dashboard Implementation Streamline submissions: Curator can use easy-to-use dashboard to monitor and manage the submission and communicate easily
  • 32. An NIDDK Resource dknet.org Walk-through of Biomed Resource Watch
  • 33. An NIDDK Resource dknet.org Starting from Biomed Resource Watch AB_2315049 https://scicrunch.org/ResourceWatch
  • 34. An NIDDK Resource dknet.org Resource Information Webpage
  • 35. An NIDDK Resource dknet.org Confirm the resource
  • 36. An NIDDK Resource dknet.org Submission Form
  • 37. An NIDDK Resource dknet.org Report Information from dkNET
  • 38. An NIDDK Resource dknet.org Login to Confirm
  • 39. An NIDDK Resource dknet.org Submission Form