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NIH Perspectives on Enhancing Scientific Rigor and Reproducibility Michael S Lauer, MD Deputy Director for Extramural Research, National Institutes of Health NIH Council of Councils Friday, January 27, 2017 (1 PM) NIH Main Campus, Building 31C, Conference Room 10 Conflicts: None 1

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Page 1: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

NIH Perspectives on Enhancing Scientific Rigor and Reproducibility

Michael S Lauer, MDDeputy Director for Extramural Research, National Institutes of Health

NIH Council of CouncilsFriday, January 27, 2017 (1 PM)

NIH Main Campus, Building 31C, Conference Room 10

Conflicts: None

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Page 2: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Question for You

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http://brilliantmaps.com/2016-county-election-map/

Page 3: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

More Questions

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Page 4: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Real Worries!

4http://www.economist.com/news/briefing/21588057-scientists-think-science-self-correcting-alarming-degree-it-not-trouble

Page 5: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Other Perspectives

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https://fivethirtyeight.com/features/science-isnt-broken/#part1https://projects.fivethirtyeight.com/p-hacking/

Page 6: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

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Page 7: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

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Page 8: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

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Page 9: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Goes Further Back

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PLoS Medicine 2005;2:e124Atlantic Magazine, November 2010

Page 10: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Inherent Problems

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“For most study designs and settings, it is more likely for a research claim to be false than true.”

• Smaller studies• Smaller effect size• Greater number of tested relationships• Flexibility in designs and definitions• Financial interests and fads

PLoS Medicine 2005;2:e124

Page 11: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Likelihood of “Truth”

Study Design Likelihood to be “True”

Well-powered RCT; no bias; 1:1 pre-study odds 85%

Meta-analysis of underpowered trials 41%

Underpowered, well-done phase 1 or 2 RCT 23%

Adequately powered observational study 20%

Underpowered observational study 12%

Discovery-oriented, massive testing < 1%

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PLoS Medicine 2005;2:e124

Page 12: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

NIH Worries

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“… At a mininum studies should report on sample-size estimation, whether and how animals were randomized, whether investigators were blind to the treatment, and the handling of data.”

Landis SC et al. Nature 2012;490:187-191

Page 13: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

“Power Failure”

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“What is particularly striking is the inefficiency of a continued reliance on small sample sizes. … Low power has an ethical dimention – unreliable research is inefficient and wasterful. This applies to both human and animal research."

Button KS et al. Nature Reviews Neuroscience. 2013;14:365-76

Page 14: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Beginning to Be Recognized

14Cressey D. Nature 2015;520:271-2

Page 15: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

NIH Steps

15Nature. 2014;505:612-13

Page 16: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Key Components

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https://grants.nih.gov/reproducibility/index.htm

Page 17: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

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https://grants.nih.gov/reproducibility/documents/grant-guideline.pdf

Page 18: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Special Steps with Clinical Trials

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• Dedicated FOAs• Special review criteria• GCP Training• Single IRB• Required registration, reporting• NIH-wide oversight system

JAMA 2016 (online pub September 16, 2016)

Page 19: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Many Stakeholders

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Science. 2014;346:679

Page 20: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Elsewhere

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http://jointmathematicsmeetings.org/meetings/national/jmm2017/2180_invspeakers#holm2Thanks to Dr. Jonathan Rosenberg

Page 21: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Holmes’ Best Practices

• Publish protocol, code, and data• Divide exploration, confirmation• Honesty

– Secret data dredging– Data dropping

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http://jointmathematicsmeetings.org/meetings/national/jmm2017/2180_invspeakers#holm2

Page 22: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Appreciate Your Help With Communications

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Science 2014;346:1452-3https://www.gbsi.org/event/asilomar/FASEBJ. 2016;30:519-24

Page 23: NIH Prespectives on Enhancing Scientific Rigor and ... · NIH Perspectives on Enhancing Scientific Rigor and Reproducibility. Michael S Lauer, MD. Deputy Director for Extramural Research,

Closing Thoughts

• Deep-seated cognitive biases– Belief in small numbers, neglect of priors– Missing regression to the mean, confounders– Principles of experimental design, reporting– The problem of multiplicity

• Multi-stakeholder strategy key• Evaluation ongoing

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Kahneman D. Farrar, Straus, and Giroux. 2011