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Research Data Management for Clinical Trials and Quality Improvement
1. Research Data Management for
Clinical Trials and
Quality Improvement
Margaret Henderson
Director, Research Data Management
mehenderson@vcu.edu
@mehlibrarian
2. Donât be a disaster story!
http://www.centreforwelfarereform.org/news/major-breaktn-pace-trial/00296.html
6. Librarians can:
⢠Help with policies.
⢠Help with resources.
⢠Help with data management planning.
⢠Help reduce administrative burden.
Report of the College of Arts and Sciences Committee on Streamlining Research Administration.
https://blogs.cornell.edu/deanoffaculty/files/2016/11/Streamlining-Administration-1x4k5pj.pdf
9. Research Data: Recorded information, regardless of form or the media on which it
may be recorded, which constitute the original observations and methods of a study
and the analyses of these original data that are necessary for reconstruction and
evaluation of the Report(s) of a study made by one or more Investigators. Research
Data also includes all such recorded information gathered in anticipation of a Report.
Research Data differ among disciplines. The term may include but is not limited to
technical information, computer software, laboratory and other notebooks, printouts,
worksheets, other media, survey, memoranda, evaluations, notes, databases, clinical
case history records, study protocols, statistics, findings, conclusions, samples, physical
collections, other supporting materials created or gathered in the course of the
Research, Tangible Research Property, unique Research resources such as synthetic
compounds, organisms, cell lines, viruses, cell products, cloned DNA as well as genetic
sequences and mapping information, crystallographic coordinates, plants, animals and
spectroscopic data, and other compilations formed by selecting and assembling
preexisting materials in a unique way. The term does not include information
incidental to research administration such as financial, administrative, cost or pricing,
or management information.
http://www.policy.vcu.edu/sites/default/files/Research%20Data%20Ownership%2C%20Retention%2C%20Access%20and%20Securty.pdf
10. Ownership
âPrincipal Investigator has primary stewardship of
Research Data on behalf of the University. In this
capacity the Principal Investigator (PI) is responsible for
data collection, recording, storage, access, and
retention in keeping with this policy and best practices
in the PIâs discipline.â
13. NIH Public Access Policy
SEC. 218. The Director of the National Institutes of Health shall require that all
investigators funded by the NIH submit or have submitted for them to the
National Library of Medicineâs PubMed Central an electronic version of their
final peer-reviewed manuscripts upon acceptance for publication, to be
made publicly available no later than 12 months after the official date of
publication: Provided, That the NIH shall implement the public access policy
in a manner consistent with copyright law.
https://publicaccess.nih.gov/
14. NIH Data Sharing Policy
âData should be made as widely and freely
available as possible while safeguarding the
privacy of participants, and protecting confidential
and proprietary data. To facilitate data sharing,
investigators submitting a research application
requesting $500,000 or more of direct costs in any
single year to NIH on or after October 1, 2003 are
expected to include a plan for sharing final research
data for research purposes, or state why data
sharing is not possible. â
http://grants.nih.gov/grants/policy/data_sharing/data_sharing_guidance.htm
15. NIH Genomic Data Sharing Policy
âPolicy for Sharing of Data Obtained in NIH Supported or Conducted Genome-
Wide Association Studies (GWAS) (effective January 2015)
⢠âFor the purposes of this policy, a genome-wide association study is
defined as any study of genetic variation across the entire human genome
that is designed to identify genetic associations with observable traits
(such as blood pressure or weight), or the presence or absence of a
disease or condition.â
⢠Applies to all NIH-funded research that generates large-scale human or
non-human genomic data, as well as the use of those data for subsequent
research.
⢠Requires âGenomic Data Sharing Planâ.
⢠Allows for expenses in project budget.
⢠Requires public availability of data in a âtimely manner.â
⢠Recommends NIH-funded or third-party repositories for deposition.
http://grants.nih.gov/grants/guide/notice-files/NOT-OD-07-088.html
16. NSF Policies
NSF Data Sharing Policy
Investigators are expected to share with other researchers, at no more than
incremental cost and within a reasonable time, the primary data, samples,
physical collections and other supporting materials created or gathered
in the course of work under NSF grants. Grantees are expected to
encourage and facilitate such sharing. See Award & Administration Guide
(AAG) Chapter VI.D.4. http://www.nsf.gov/bfa/dias/policy/dmp.jsp
NSF Data Management Plan Requirements
Proposals submitted or due on or after January 18, 2011, must include a
supplementary document of no more than two pages labeled âData
Management Planâ. This supplementary document should describe how the
proposal will conform to NSF policy on the dissemination and sharing of
research results. See Grant Proposal Guide (GPG) Chapter II.C.2.j for full
policy implementation. https://www.nsf.gov/eng/general/dmp.jsp
Slide courtesy of Amanda Whitmire
17. OSTP Memorandum
Increasing Access to the Results of Federally Funded
Scientific Research -February 22, 2013
âensuring that, ⌠the direct results of federally funded
scientific research are made available to and useful for
the public, industry, and the scientific community. Such
results include peer-reviewed publications and digital
data.â
https://www.whitehouse.gov/blog/2013/02/22/expanding-public-access-results-federally-funded-research
18. NIH
Publications
⢠Peer-reviewed scientific articles
⢠Deposit of final peer-reviewed
manuscript into PMC
⢠Upon acceptance, with maximum
12-month embargo
⢠Include appropriate costs in
proposals
⢠Reporting through eRA Commons
and My NCBI
⢠Withholding of funds
Data
⢠Unclassified digital scientific
research data
⢠Submission of DMP; deposit of
data into appropriate, existing,
publicly accessible repositories,
including NIH data repositories
⢠Upon acceptance for publication
(will explore)
⢠Include appropriate costs in
proposals
⢠Utilize existing reporting
structures
⢠âenforcement actionsâ including
withholding of funds
Plan for Increasing Access to Scientific Publications and Digital Scientific Data from NIH Funded Scientific Research
19. FDA
Publications
⢠Peer-reviewed scientific
articles
⢠Deposit of final peer-reviewed
manuscript into PMC
⢠With maximum 12-month
embargo*
⢠Include appropriate costs in
proposals
⢠Utilize existing reporting
structures
⢠Termination of contract or
grant; withholding of funds
Data
⢠Digitally formatted scientific
data resulting from
unclassified research
⢠Submission of DMP; deposit of
data into discipline-specific
repositories
⢠Upon acceptance for
publication
⢠Include appropriate costs in
proposals
⢠Utilize existing reporting
structures
⢠Termination of contract or
grant; withholding of funds
Plan to Increase Access to Results of FDA-Funded Scientific Research
20. See SPARC for full information: http://researchsharing.sparcopen.org/
24. NIH Clinical Trials Policy
⢠All NIH-funded trials need to be registered at
ClinicalTrials.gov (not later than 21 days after
enrollment of first participant)
⢠Summary results need to be submitted for
public posting.
⢠Need to submit a plan for the dissemination of
trial information, and how it will meet policy
requirements.
25. Any Other Applicable Guidelines
⢠SQUIRE (Standards for Quality Improvement
Reporting Excellence) Guidelines â revised
doi:10.1136/bmjqs-2015-004411 and explanation
doi:10.1136/bmjqs-2015-004480
⢠FDA Guidance Documents
http://www.fda.gov/ScienceResearch/SpecialTopics/
RunningClinicalTrials/GuidancesInformationSheetsan
dNotices/default.htm
26. ⢠NIH/FDA/HHS
â Rigor and Reproducibility
â Office of Clinical Research and Bioethics Policy
â Clinical Trials Research Policy
â ClinicalTrials.gov
â Final Rule Clinical Trials Registration and Results
Information Submission
⢠ICMJE
â Clinical Trial Registration
â Sharing Clinical Trial Data pdf (Proposed)
29. Public Access to Peer Reviewed Articles
Check Authorâs Rights â From DOD:
⢠Will be advised to work with the publisher before
any publication rights are transferred to ensure that
all conditions of the projected DoD public access
policy can be met.
⢠Will be advised not to sign any agreements with
publishers that do not allow the author to comply
with the projected DoD public access initiative.
30. Data Management Plans
⢠All agencies will require a data
management plan.
⢠âNot all data need to be shared or
preserved. The costs and benefits of doing
so should be considered in data
management planning.â DOE third principle
http://science.energy.gov/funding-opportunities/digital-data-management/
⢠DOE and NSF have indicated they will review
and evaluate DMPs
31. Data Sharing
â˘Digitally formatted data arising from unclassified, publicly
releasable research and programs.
â˘Decentralized approach to data storage.
â˘Allow for inclusion of costs for data management and access.
â˘Will establish a system to enable the identification, attribution,
(federated) storage, and access of digital data.
From NASA FAQ
â˘âFirst of all, be reassured that we are not going to force you to
reveal your precious proprietary data prior to publication. No
personal, proprietary or ITAR data is included.â
http://science.nasa.gov/researchers/sara/faqs/dmp-faq-roses/
43. Donât Forget a Reference Interview
Image from https://www.juniorlibraryguild.com/news/article.dT/10-scary-librarian-super-powers
A good text on interviewing: Ross, Catherine Sheldrick, Kirsti Nilsen, and Marie L. Radford. 2009. Conducting the Reference Interview: A how-to-do-it Manual for
Librarians. 2nd ed. New York: Neal-Schuman Publishers
44. What
Describe
Reuse
Preserve
Data types, samples, software, other materials.
Standards, metadata, if applicable. Readme or Data Dictionary
Method for sharing or making data public.
Note any restrictions or licenses for reuse.
How long and where data will be kept.
Who Name of data owner or steward who is responsible for data .
Share
45. Who Name of data owner or steward who is responsible for data .
46. What Data types, samples, software, other materials.
And how they will be secured.
50. Data Types to Share
What does the grant ask for?
⢠NIH - Final Research Data - Recorded factual
material commonly accepted in the scientific
community as necessary to document and
support research findings. (spreadsheets, images,
scans of written notes if applicable, etc.)
⢠OSTP - Digitally formatted data arising from
unclassified, publicly releasable research and
programs.
53. Ways to Share Data
Upload to a repository; general, subject, or
institutional repository (IR).
⢠DataVerse http://dataverse.org/
⢠Dryad http://datadryad.org/
⢠figshare http://figshare.com/
⢠Open Science Framework https://osf.io/
⢠Zenodo https://zenodo.org/
54. Supplemental file with journal article or link to
the upload.
⢠Be sure to check the contract.
⢠Will the data be available to the public as per
funder or policy requirements?
⢠Will the rights conflict with institutional ownership
of the data?
57. Sensitive Data Access
⢠Researchers must request access to database,
explaining research and providing IRB
approval forms, e.g. registry
or
⢠Data must be deidentified or anonymized in
some way before being made publicly
available. (see http://www.hhs.gov/hipaa/for-
professionals/privacy/special-topics/de-identification/index.html )
58. Reuse What can be done with your data? Licenses can help.
59.
60. License Data to Encourage Reuse
⢠Creative Commons licenses
https://creativecommons.org/licenses/
or use license chooser
https://creativecommons.org/choose/
⢠Open Data Commons
http://opendatacommons.org/
⢠Pantone Principles
http://pantonprinciples.org/
62. Preserve
⢠How long must the data be kept?
â Minimum 5 years after publication or final grant
report.
â Check grant and policies.
⢠What is the long-term value of the data? Hint:
Ask an archivist in the subject area.
63. Donât Forget Print
⢠Set a schedule to scan lab notebooks and other print
materials (makes for a good back up and easier to share
data within group).
⢠Print original should have similar security to digital data (i.e.
good, secure storage and labelling of files).
64. Summary
⢠Learn local policies
⢠Learn federal and other external policies
⢠Assess available resources â local and external
⢠Find out what they need (reference interview)
⢠Help with plan
⢠Connect researchers to what/who they need
65. More Information
⢠For a general research data management overview you can
view my webinar for NN/LM Southeastern/Atlantic Region:
https://nnlm.gov/sea/newsletter/2015/10/beyond-the-sea-
webinar-november-18-inroads-into-data-getting-
involved-in-data-at-your-institution/
⢠Or a previous talk on compliance with Hillary Miller at the
eScience Symposium 2016:
http://escholarship.umassmed.edu/escience_symposium
/2016/program/8/
Recommended in 2004 by House Appropriations Committee, they recommended 6 month embargo, voluntary 2005 (per Peter Suber); mandatory requirement 2008; funding withheld 2013.
This policy took effect earlier (2003) than public access but it is limited to larger grants so it isnât as well known. Policy requires Data Sharing Plan to describe how final research data will be shared, or explain why data sharing is not possible.
â˘Applies to any projects funded by NIH over 500K since 2003
As data sharing becomes the norm, there will be more an more policies to make sure privacy and other ethical concerns are taken into account.
Genomic Data Sharing Policy expands on previously implemented, long-standing policies to make data it funds publicly available in a timely manner.
Genome wide association studies (GWAS) had data sharing policies initially implemented in 2007.
No details on what should be in the genomic data sharing plan.
â... Whole genome information, when combined with clinical and other phenotype data, offers the potential for increased understanding of basic biological processes affecting human health, improvement in the prediction of disease and patient care, and ultimately the realization of the promise of personalized medicine. In addition, rapid advances in understanding the patterns of human genetic variation and maturing high-throughput, cost-effective methods for genotyping are providing powerful research tools for identifying genetic variants that contribute to health and disease.â
data sharing plan and data management plan are different. Existing NIH policies establish expectations for data sharing (2007 FDA Amendment Act requiring applicable clinical trials to go to clinicaltrials.gov; 2003 NIH Data Sharing Policy; 2002 NIH Intramural Policy on large Database Sharing; 2014 NIH Genomic Data Sharing Policy; Grants Policy Statement requiring final progress reports to describe sharable data). DMP is modification to 2003 NIH Data Sharing Policy. Note that some funding mechanisms (training grants) may be exempted.
deposit to existing repositories âbefore considering other means of making data available.â
NIH will develop guidance for key elements to be included in a DMP; determining which data should be prioritized for preservation (6b); finding acceptable repositories not funded by NIH (8b);
NIH will expand its database of existing repositories for example NIH Data Science â The Commons http://datascience.nih.gov/commons (as per Philip Bourne)
SPARC notes emphasis on roles and responsiblities in policy, as well as scope - which defines what they consider to be data.
Also, check any rights when data is attached to a publication by the journal, or using journal recommended repository.