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Sharing Detailed Research Data
      is Associated with
   Increased Citation Rate

              Heather Piwowar
       Roger Day and Douglas Fridsma
           University of Pittsburgh


       Published in PLoS ONE, March 27 2007
           Funded by NLM Training Grant
 Presented at NLM Trainee Conference, June 27 2007
Sharing research data




    PAST MEDICAL HISTORY:
    Past medical history showed she had
    superficial phlebitis times two in the past, had
    non-insulin dependent diabetes mellitus for
    four years.
    She had been hypothyroid for three years.
    HISTORY OF PRESENT ILLNESS:
    The patient is a 58-year-old female, …


http://upload.wikimedia.org/wikipedia/commons/7/76/PeptideMSMS.jpg; http://en.wikipedia.org/wiki/Image:Helices.png; http://en.wikipedia.org/wiki/
Image:Heatmap.png; http://en.wikipedia.org/wiki/Image:Microarray2.gif;
http://zellig.cpmc.columbia.edu/medlee/demo/; htp://www.plosone.org/article/fetchArticle.action?articleURI=info:doi/10.1371/journal.pone.0000441
Shared data benefits science
•    Verify
•    Understand
•    Extend
•    Explore
•    Combine
•    Synergize
•    Train
•    Reduce
But… costly for authors
•    Find
•    Organize
•    Document
•    Deidentify
•    Format
•    Decide
•    Ask
•    Submit

•  Answer questions

•  Worry about mistakes being found
•  Worry about data being misinterpreted
•  Worry about being scooped

•  Forgo money and IP and prestige???
So what’s in it for them?
Carrot.
A currency of value?
Citations.
  $50!


 Do trials which share their data
      receive more citations?
Methods
Cancer Microarray Trials
   Ntzani and Ioannidis identified 85 trials published 1999-2003


Citations
   ISI Web of Science Citation Index, citations from 2004-2005


Data availability
   Publisher and lab websites, microarray databases,
   WayBack Internet Archive, Oncomine


Statistics
   Multivariate linear regression
Results:
                    Eligible trials
•  85 trials
•  41 (48%) made data available
•  Various locations:
  –  Lab websites (28)
  –  Publisher websites (4)
  –  SMD (6)
  –  GEO (6)
  –  GEDP (2)
•  6239 total citations
Results:
                                Big picture
           85 clinical trials used 
          These 85 trials were cited
     microarrays to study cancer 
            6239 times 
            between 1999-2003
                during 2004-2005


41 (48%) of these trials                                     Trials which shared
 made their microarray                                       data received 
 data publicly available                                     5334 (85%) 
        on the internet
                                     of these citations




                        Number of trials   Number of citations
Results:
                         Distribution of citation counts




From: Piwowar HA, Day RS, Fridsma DB (2007) Sharing Detailed Research Data Is Associated with Increased Citation Rate.
PLoS ONE 2(3): e308. doi:10.1371/journal.pone.0000308
Results:
                                Multivariate regression




From: Piwowar HA, Day RS, Fridsma DB (2007) Sharing Detailed Research Data Is Associated with Increased Citation Rate.
PLoS ONE 2(3): e308. doi:10.1371/journal.pone.0000308
Limitations
•  Outliers
  –  Subset analysis of lower profile papers


•  Complex timing
  –  Additional analysis of citations within 24 months


•  Association does not imply causation
  –  Could be common cause
Data sharing help on the way
•  Free, centralized databases
  –  SMD, GEO, ArrayExpress
•  Standards
  –  MIAME, CONSORT
•  Tools
  –  De-id, caBIG
•  Community
  –  Journals, Funders, Organizations, Blogs
Conclusions
•  70% increase in citation impact for trials
   which make data available

•  Result holds for lower-profile publications

•  Hopefully a motivation for authors to share
   data and thus maximize its usefulness
For more information
•  Participate in the discussion on this paper
   at PLoS ONE

•  Check out blogs on Open Access, Open Data,
   Open Notebook Science
   –  Peter Suber’s Open Access News blog
   –  Wikipedia: “Open Data”
   –  Nature Editorial: May 3, 2007

•  Contact Heather Piwowar for further discussion
   and enthusiasm!    hpiwowar@alumni.pitt.edu
Thank you
•  Peter Suber’s blog: “Open Access News”
•  Wikipedia: “Open Data”
•  Nature Editorial: May 3, 2007

I support Open Data
and share my literature, code, and data whenever possible.

Long term research interest:
data reuse as an underutilized informatics resource


                  Questions?

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PLoS ONE Piwowar: Sharing Detailed Research Data Is Associated with Increased Citation Rate

  • 1. Sharing Detailed Research Data is Associated with Increased Citation Rate Heather Piwowar Roger Day and Douglas Fridsma University of Pittsburgh Published in PLoS ONE, March 27 2007 Funded by NLM Training Grant Presented at NLM Trainee Conference, June 27 2007
  • 2. Sharing research data PAST MEDICAL HISTORY: Past medical history showed she had superficial phlebitis times two in the past, had non-insulin dependent diabetes mellitus for four years. She had been hypothyroid for three years. HISTORY OF PRESENT ILLNESS: The patient is a 58-year-old female, … http://upload.wikimedia.org/wikipedia/commons/7/76/PeptideMSMS.jpg; http://en.wikipedia.org/wiki/Image:Helices.png; http://en.wikipedia.org/wiki/ Image:Heatmap.png; http://en.wikipedia.org/wiki/Image:Microarray2.gif; http://zellig.cpmc.columbia.edu/medlee/demo/; htp://www.plosone.org/article/fetchArticle.action?articleURI=info:doi/10.1371/journal.pone.0000441
  • 3. Shared data benefits science •  Verify •  Understand •  Extend •  Explore •  Combine •  Synergize •  Train •  Reduce
  • 4. But… costly for authors •  Find •  Organize •  Document •  Deidentify •  Format •  Decide •  Ask •  Submit •  Answer questions •  Worry about mistakes being found •  Worry about data being misinterpreted •  Worry about being scooped •  Forgo money and IP and prestige???
  • 5. So what’s in it for them? Carrot. A currency of value? Citations. $50! Do trials which share their data receive more citations?
  • 6. Methods Cancer Microarray Trials Ntzani and Ioannidis identified 85 trials published 1999-2003 Citations ISI Web of Science Citation Index, citations from 2004-2005 Data availability Publisher and lab websites, microarray databases, WayBack Internet Archive, Oncomine Statistics Multivariate linear regression
  • 7. Results: Eligible trials •  85 trials •  41 (48%) made data available •  Various locations: –  Lab websites (28) –  Publisher websites (4) –  SMD (6) –  GEO (6) –  GEDP (2) •  6239 total citations
  • 8. Results: Big picture 85 clinical trials used These 85 trials were cited microarrays to study cancer 6239 times between 1999-2003 during 2004-2005 41 (48%) of these trials Trials which shared made their microarray data received data publicly available 5334 (85%) on the internet of these citations Number of trials Number of citations
  • 9. Results: Distribution of citation counts From: Piwowar HA, Day RS, Fridsma DB (2007) Sharing Detailed Research Data Is Associated with Increased Citation Rate. PLoS ONE 2(3): e308. doi:10.1371/journal.pone.0000308
  • 10. Results: Multivariate regression From: Piwowar HA, Day RS, Fridsma DB (2007) Sharing Detailed Research Data Is Associated with Increased Citation Rate. PLoS ONE 2(3): e308. doi:10.1371/journal.pone.0000308
  • 11. Limitations •  Outliers –  Subset analysis of lower profile papers •  Complex timing –  Additional analysis of citations within 24 months •  Association does not imply causation –  Could be common cause
  • 12. Data sharing help on the way •  Free, centralized databases –  SMD, GEO, ArrayExpress •  Standards –  MIAME, CONSORT •  Tools –  De-id, caBIG •  Community –  Journals, Funders, Organizations, Blogs
  • 13. Conclusions •  70% increase in citation impact for trials which make data available •  Result holds for lower-profile publications •  Hopefully a motivation for authors to share data and thus maximize its usefulness
  • 14. For more information •  Participate in the discussion on this paper at PLoS ONE •  Check out blogs on Open Access, Open Data, Open Notebook Science –  Peter Suber’s Open Access News blog –  Wikipedia: “Open Data” –  Nature Editorial: May 3, 2007 •  Contact Heather Piwowar for further discussion and enthusiasm! hpiwowar@alumni.pitt.edu
  • 15. Thank you •  Peter Suber’s blog: “Open Access News” •  Wikipedia: “Open Data” •  Nature Editorial: May 3, 2007 I support Open Data and share my literature, code, and data whenever possible. Long term research interest: data reuse as an underutilized informatics resource Questions?