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Research Integrity, The Importance of Data
Acquisition and Management
Ralph H. Hruban, M.D.
December 12, 2012
Aristotle “We become just by performing just actions, temperate by performing temperate actions, brave by performing brave actions”
Nicomachean Ethics
http://www.gap-system.org/~history/PictDisplay/Aristotle.htm
Henry L. Mencken“Science, at
bottom, is really anti-intellectual. It always distrusts pure reason, and
demands the production of
objective fact.”http://www.toptenz.net
“The [pirate] code is more what you’d call ‘guidelines’
than actual rules”
Screenrant.com
Barbossa, Pirates of the Caribbean
The PHS regulation (42 C.F.R. 93) defines research misconduct as fabrication, falsification, or plagiarism in proposing, performing, or reviewing research, or in reporting research results.
(a) Fabrication is making up data or results and recording or reporting them.(b) Falsification is manipulating research materials, equipment, or processes, or changing or omitting data or results such that the research is not accurately represented in the research record.(c) Plagiarism is the appropriation of another person's ideas, processes, results, or words without giving appropriate credit.(d) Research misconduct does not include honest error or differences of opinion.
PHS 42 C.F.R. 93
Research Misconduct1. How common is research
misconduct?
2. Misconduct harms patients, the institution and the investigator
3. What leads to misconduct?
4. Examples of research misconduct
5. How can you prevent research misconduct in your own lab?
2010 survey of 40,000 high-school students• 59% admitted to cheating on a test the previous year
• One in three admitted they had plagiarized using the Internet
• One in four admitted they lied on the survey itself!
New York Times, Sept. 26, 2012Josephson Institute of Ethics
http://www.psychologytoday.com/blog
Fraud in High School
Lake WobegonFurthermore, although…• 3/5th admitted to having
cheated in the last year• 4/5th said that their own ethics
are above average
Josephson Institute of Ethics http://www.psychologytoday.com/blog
Harvard College• 279 students took a
take-home final exam• Similarities in test
papers suggest that nearly half broke the rules against plagiarism and working together
• Some of the accused students said their behavior was innocent, or fell into gray areas http://www.thecrimson.com/article/
2012/8/30/academic-dishonesty-ad-board/
• Fraud at a prominent NY high school
• “Writing on your hand, that’s kiddie stuff…the way we do it is to take a picture…then the whole class has it”
New York Times, Sept. 26, 2012http://www.prlog.org
Technological Advances
At the Faculty Level
• Meta-analysis of surveys of scientific misconduct
• 2% of scientists admitted to have fabricated, falsified or modified data or results at least once
Fanelli PLoS One 2009; 4:e5738
Fanelli PLoS One 2009; 4:e5738
Many More Were Aware of Misconduct by Others than Admitted to it Themselves!
QRP=questionable research practices
Fraud is Underestimated• Retraction read: “results were derived from
experiments that were found to have flaws in methodological execution and data analysis.”
• In fact, the Harvard University report to the ORI on this study stated that “many instances of data fabrication and falsification were found.”
• “Incomplete, uninformative or misleading retraction announcements have led to a previous underestimation of the role of fraud in the ongoing retraction epidemic”
Fang et al, PNAS, 2012
Data Integrity1. How common is data fraud?
2. Fraud harms patients, the institution and the investigator
3. What leads to misconduct?
4. Examples of inappropriately published data
5. How can you prevent fraud in your own lab?
Fraud Harms Patients• Analyzed 180 retracted articles that involved human
subjects or “freshly derived human material,” along with 851 published studies citing that research
• The retracted papers were cited over 5,000 times• According to Steen, 6,573 patients received treatment in
studies eventually retracted because of fraud. One study alone, published in 2001, included 2,161 women being treated for postpartum bleeding
• The downstream studies included more than 400,000 subjects, with 70,501 receiving treatment
R. Grant Steen, Journal of Medical Ethics, 2011
Fraud Harms the Institution and the Investigator
“But the research at Duke turned out to be wrong. Its gene-based tests proved worthless, and the research behind them was discredited. Ms. Jacobs died a few months after treatment, and her husband and other patients’ relatives have retained lawyers.”
Gina Kolata, on Anil Potti, New York times, July 7, 2011
Anil Potti, MD
Potti ScandalThe defendants named in the suits include:• Duke University • Duke University Health System, Inc. • Private Diagnostics Clinic PLLC • Joseph Nevins, PhD • Anil Potti, MD • Michael Cuff, MD • Sally Kornbluth, MD • John M. Harrelson, MD • Cancer Diagnostics, Inc.
Deception at Duke Scott Pelley reports on a
Duke University oncologist whose supervisor says he manipulated the data in his
study of a breakthrough cancer therapy
http://www.cbsnews.com/8301-18560_162-57376073/deception-at-duke
Fraud Causes Harm• Research misconduct can have a devastating impact on a lab • If an individual involved in NIH funded research is found to have
committed research misconduct, the administrative actions PHS/HHS may take against them include, but are not limited to: – Debarment from eligibility to receive Federal funds for grants
and contracts, – Prohibition from service on PHS advisory committees, peer
review committees, or as consultants, – Imposition of supervision on the respondent by the institution, – Submission of a correction of published articles by the
respondent, and – Submission of a retraction of published articles by the
respondent.
Office of Research Integrity
Fraud Causes Harm• In addition, NIH may take further administrative
action, including:– Suspension or termination of an award, – Recovery of funds, and – The institution (university) may impose
additional penalties:– Loss of employment – Reassignment of personnel
Office Research Integrity
Data Integrity1. How common is data fraud?
2. Fraud harms patients, the institution and the investigator
3. What leads to misconduct?
4. Examples of inappropriately published data
5. How can you prevent fraud in your own lab?
What Leads to Misconduct?
There is a pattern:• Ambition• Poor mentorship• Failure to take responsibility for
one’s actions• A firm belief one knows the
answerhttp://www.thenation.com/article/165313/disgrace-marc-hauser?page=full#
What Leads to Misconduct?1. Ambition
A bright and ambitious young person working in an elite institution in a rapidly moving and highly competitive branch of modern biology or medicine, where results have important theoretical, clinical or financial implications.
(Sounds a lot like Hopkins)http://www.thenation.com/article/165313/disgrace-marc-hauser?page=full#
• The University of Connecticut said Wednesday that it was returning two new grants to Dr. Das, worth a total of $890,000, to the federal government
• 19 papers retracted as of November 30, 2012
• Dr. Das’ published research articles were found to contain 145 instances of fabrication and falsification of data.
Dipak K. Das
New York Times, Jan. 11, 2012Retraction Watch
Ambition• “Right from the start, there is
a huge emphasis on his fame and power, his multiple degrees, how many times his papers have been quoted and how wonderful he is. There is not a hint of humility or any acceptance that mistakes might have been made”
• YouTube: http://www.youtube.com/watch?v=3zNJNB5qn54
New York Times, Jan. 11, 2012Retraction Watch
What Leads to Misconduct?2. Poor Mentorship
He has been mentored and supported by a senior and respected establishment figure who is often the co-author of many of his papers but may have not been closely involved in the research
http://www.thenation.com/article/165313/disgrace-marc-hauser?page=full#
Poor Mentorship
• ‘I didn’t actually do it – the students and fellows did’
Dipak Das New York Times, Jan. 11, 2012Retraction Watch
What Leads to Misconduct?3. Failure to Take Responsibility
http://academy.justjobs.com/stop-whining-take-ownership/
Failure to Take Responsibility
• Dr. Das concedes that Western Blot images were altered, but only at the demand of journal editors
New York Times, Jan. 11, 2012Retraction Watch
Hyung-In Moon• South Korean plant compound
researcher faked email addresses so he could review his own studies
• The names of real people were provided (so if an editor Googled them, they would appear to exist) but he created email accounts for them to which he or associates had access
http://retractionwatch.wordpress.com/
Hyung-In Moon• The review comments
submitted by these “reviewers” were almost always favorable but still provided suggestions for how the paper could be improved
• “Of course, authors will ask for their friends, but Editors are supposed to check they are not from the same institution or coauthors on previous papers.”
http://retractionwatch.wordpress.com/
• Scientists admit more frequently to have ‘‘modified’’ or ‘‘altered’’ research to ‘‘improve the outcome’’ than they do to having reported results they ‘‘knew to be untrue’’
• In other words, many did not think that the data they ‘‘improved’’ were falsified
Scientific Ethics 1(1): 53-58, 2006Fanelli, 2009, PLoS
What Leads to Misconduct? 4. A firm belief that one knows the answer
Knows the Answer• ‘Even if the
Western blots were fabricated, this doesn’t change the fact that resveratrol protects the heart’ New York Times, Jan. 11, 2012
Retraction Watch
I think what happened is that you are betting on football, and what’s after football is basketball, and then the
NCAA tournament. The next thing that follows is betting on baseball…
I wish I could take it all back.
Pete Rose
What ever initiates misconduct, it is a slippery slope!
Once Started it is Hard to Stop
• “We’re up to 31: retractions keep coming for Diederik Stapel”
• Yoshitaka Fujii holds the record with 172 http://retractionwatch.wordpress.com/
Diederik Stapel
Data Integrity1. How common is data fraud?
2. Fraud harms patients, the institution and the investigator
3. What leads to misconduct?
4. Examples of inappropriately published data
5. How can you prevent fraud in your own lab?
Jon Sudbø- Fabrication• Medical researcher at
the Radium Hospital, Oslo, Norway
• 2005 article in the Lancet suggested that Ibuprofen reduces oral cancer in smokers
The Lancet, 366 (9494): 1359–1366;http://www.vg.no/nyheter/innenriks/artikkel.php
Jon Sudbø- Fabrication• Suspicion aroused because the data were
supposedly from a cancer patient database which had not yet opened
• Of the 908 subjects in the Lancet study 250 had the same date of birth
• Sudbø later acknowledged that he used fictional data in at least two more papers, published in the New England Journal of Medicine and Journal of Clinical Oncology
http://en.m.wikipedia.org/wiki/Jon_Sudb%C3%B8#cite_note-2
International Committee of Medical Journal Editors
• An “author” is generally considered to be someone who has made substantive intellectual contributions to a published study…. An author must take responsibility for at least one component of the work, should be able to identify who is responsible for each other component, and should ideally be confident in their co-authors’ ability and integrity.
• When a large, multicenter group has conducted the work, the group should identify the individuals who accept direct responsibility for the manuscript
http://www.icmje.org/ethical_1author.html
Example 3:Trial of 3 Drugs- Actual Results
Time 1 Time 2 Time 3 Time 40
0.5
1
1.5
2
2.5
3
3.5
Drug 1Drug 2Drug 3
Data Falsification
Falsification is manipulating research materials, equipment, or processes, or
changing or omitting data or results such that the research is not accurately represented in the research record
Example 4:Trial of 3 Drugs-Actual ResultsResults Statistically Significant
Time 1 Time 2 Time 3 Time 40
1
2
3
4
5
6
Drug 1Drug 2Drug 3
Trial of 3 Drugs-Reported Results(Results still Significant)
Time 1 Time 2 Time 3 Time 40
1
2
3
4
5
6
7
Drug 1Drug 2Drug 3
It is Still Data Falsification
Falsification is manipulating research materials, equipment, or processes, or
changing or omitting data or results such that the research is not accurately represented in the research record
(No qualifier here that falsification is ok so long as the results were originally
statistically significant!!!!)
Example 5:Trial of 3 Drugs-Actual Results:Results Statistically Significant
Time 1 Time 2 Time 3 Time 40
1
2
3
4
5
6
Drug 1Drug 2Drug 3
The PI Tells the Post-Doc
“These two data points seems off. I would expect there to be a greater difference”
Trial of 3 Drugs-Reported Results(Results still Significant)
Time 1 Time 2 Time 3 Time 40
1
2
3
4
5
6
7
Drug 1Drug 2Drug 3
It is found out later that the Post-Doc
Changed the data in question
Does the P.I. have any responsibility for
what happened?
What Environment Did the PI Create?
We All Have a Responsibility to Maintain Integrity in Our Labs and to Create an Environment Where Research Integrity is Emphasized Above all Else
Dipak K. Das
NY Times, January 11, 2012, retractionwatch.wordpress.com,http://www.youtube.com/watch?v=3zNJNB5qn54
• The University of Connecticut report alleges Dr. Das “defunded” the work of a student in his lab because she did not produce results that he wanted
• “Never terminated that student…he simply removed her from his budget”
Example 6:5-Month Trial of 3 Drugs-Actual
Results of a 5-Month Design
Time 1 Time 2 Time 3 Time 4 Time 50
1
2
3
4
5
6
Drug 1Drug 2Drug 3
Could be Falsification
Falsification is manipulating research materials, equipment, or processes, or
changing or omitting data or results such that the research is not accurately
represented in the research record
Example 7: Results (4 Day Expt., but Technician
ran the Experiment too long)
Time 1 Time 2 Time 3 Time 4 Time 50
1
2
3
4
5
6
Drug 1Drug 2Drug 3
The most exciting phrase to hear in science, the one
that heralds new discoveries, is not
‘Eureka,’ but ‘That’s funny…’
Isaac Asimov
Example 8:Trial of 3 Drugs- Results First Run
Time 1 Time 2 Time 3 Time 40
0.5
1
1.5
2
2.5
3
3.5
Drug 1Drug 2Drug 3
Likely Falsification
Falsification is manipulating research materials, equipment, or processes, or
changing or omitting data or results such that the research is not accurately
represented in the research record
If there were genuine reasons the first two runs didn’t work you ought to document why, fix them
and repeat the study a 4th time!
“…not accurately represented in the research record”
Example 9: PowerPoint Presentation Within Hopkins
Falsified data are presented at a meeting within the
Hopkins community. The data are not published. Is this research misconduct?
42.CFR §93.103
• Research results do not need to be published before they fall within the definition of research misconduct.
• The research record is defined as “the record of data or results that embody the facts resulting from scientific inquiry, including but not limited to, research proposals, laboratory records, both physical and electronic, progress reports, abstracts, theses, oral presentations, internal reports, and journal articles...”
Image Manipulation
Falsification is manipulating research materials, equipment, or
processes, or changing or omitting data or results such that
the research is not accurately represented in the research
record
Reusing Images- Potti
Augustine et al., 2009, ClinCan Res, 15:502-10, Fig 4A.Temozolomide, NCI-60.
Hsu et al., 2007, J ClinOncol, 25:4350-7, Fig 1A.Cisplatin, Gyorffy cell lines.
http://videolectures.net/keith_baggerly/
M. Rossner and K. Yamada, JCB, 2004
Altering ImagesIf you misrepresent your data, you are deceiving your colleagues, who expect and assume basic scientific honesty—that is, that each image you present is an accurate representation of what you actually observed. In addition, an image usually carries information beyond the specific point being made.
Altering Images
M. Rossner and K. Yamada, JCB, 2004
For every adjustment that you make to a digital image, it is important to ask yourself, “Is the image that results from this adjustment still an accurate representation of the original data?” If the answer to this question is “no,” your actions may be construed as misconduct.
Image Manipulation
Falsification is manipulating research materials, equipment, or processes, or changing or omitting
data or results such that the research is not accurately
represented in the research record
Data Integrity1. How common is data fraud?
2. Fraud harms patients, the institution and the investigator
3. What leads to misconduct?
4. Examples of inappropriately published data
5. How can you prevent fraud in your own lab?
Prevention!!• Establish a culture of honesty
above all in your lab• Inform and educate• Screen- Periodically ask to see
lab books• Detect problems by working
closely with primary data
Establish a Culture of Honesty
• “We need this difference to be significant or I won’t get my grant”
• “These data points don’t fit the results I expected”
These small things can add up and can quickly become the norm
Establish a Culture of Honesty
vs.
From day one; “All that matters to me is that the results you present are
100% honest”
Inform and Educate
• Dedicate some journal clubs or lab group meetings to educating those under you on the importance of academic integrity
• Encourage members of your lab to attend lectures such as this one!
Picture of a PowerPoint presentation
We are not going to detect fraud if we only look at PowerPoint presentations
of finished results
If it is Too Good to be True…
• Blind the samples and ask the person to rerun the experiment
• Have someone else in the lab rerun the experiment
http://econsultancy.com/
Tools for detecting misconduct
• Anti-plagiarism software (eTBLAST, CrossCheck, Turnitin)
• Screening images (PhotoShop)- Pioneered by J Cell Biology. See M. Rossner and K. Yamada, JCB 2004; 166:11-15- found 1% unacceptable manipulation
• Data Review (digit preference)
Liz Wager, Council of Scientific Editors
What Happened to Dr. Das?
• October 2012 issue of the Journal of Cellular and Molecular Medicine contained two more retractions (#18 and 19)
• And…a new paper from Dr. Das that cites three of his now-retracted papers!
Retractionwatch.wordpress.com
ConclusionsPreventing research misconduct will
save careers from ruin
One of those careers could be yours
Everyone has a responsibility to promote a culture in which research misconduct does not occur
Harold C. Sox, Annals of Internal Medicine
If you are the first or last author on a paper
You are responsible:1. For making sure all of the other authors have
read and approved the manuscript2. For everything in the manuscript- make sure
the images included have not been manipulated, that the text isn’t copied from somewhere else, that the data weren’t manipulated, that you have appropriate IRB protocols, and that the protocols were followed