4.6 Article

Diagnostic Assessment of Assumptions for External Validity An Example Using Data in Metastatic Colorectal Cancer

Journal

EPIDEMIOLOGY
Volume 30, Issue 1, Pages 103-111

Publisher

LIPPINCOTT WILLIAMS & WILKINS
DOI: 10.1097/EDE.0000000000000926

Keywords

External validity; Generalizability; Methods; Oncology; Randomized controlled trial; Transportability

Funding

  1. UNC Oncology Clinical Translational Research Training Program [K12 CA120780]
  2. Research Starter Award from the PhRMA Foundation
  3. National Institute on Aging (NIA) [R01/R56 AG023178, AG056479]
  4. National Institutes of Health (NIH) [R01 CA174453, R01 HL118255]
  5. Comparative Effectiveness Research (CER) Strategic Initiative
  6. NC TraCS Institute
  7. UNC Clinical and Translational Science Award [UL1TR001111]
  8. Center for Pharmacoepidemiology
  9. Amgen
  10. AstraZeneca
  11. Lineberger Cancer Center [29242-46514-420704]

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Background: Methods developed to estimate intervention effects in external target populations assume that all important effect measure modifiers have been identified and appropriately modeled. Propensity score-based diagnostics can be used to assess the plausibility of these assumptions for weighting methods. Methods: We demonstrate the use of these diagnostics when assessing the transportability of treatment effects from the standard of care for metastatic colorectal cancer control arm in a phase III trial (HORIZON III) to a target population of 1,942 Medicare beneficiaries age 65+ years. Results: In an unadjusted comparison, control arm participants had lower mortality compared with target population patients treated with the standard of care therapy (trial vs. target hazard ratio [HR] = 0.72, 95% confidence interval [CI], 0.58, 0.89). Applying inverse odds of sampling weights attenuated the trial versus target HR (weighted HR = 0.96, 95% CI = 0.73, 1.26). However, whether unadjusted or weighted, hazards did not appear proportional. At 6 months of follow-up, mortality was lower in the weighted trial population than the target population (weighted trial vs. target risk difference [RD] = -0.07, 95% CI = -0.13, -0.01), but not at 12 months (weighted RD = 0.00, 95% CI = -0.09, 0.09). Conclusion: These diagnostics suggest that direct transport of treatment effects from HORIZON III to the Medicare population is not valid. How-ever, the proposed sampling model might allow valid transport of the treatment effects on longer-term mortality from HORIZON III to the Medicare population treated in clinical practice. See video abstract at, http://links.lww.com/EDE/B435.

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