Literature DB >> 22011709

Improving observational study estimates of treatment effects using joint modeling of selection effects and outcomes: the case of AAA repair.

A James O'Malley1, Philip Cotterill, Marc L Schermerhorn, Bruce E Landon.   

Abstract

BACKGROUND: When 2 treatment approaches are available, there are likely to be unmeasured confounders that influence choice of procedure, which complicates estimation of the causal effect of treatment on outcomes using observational data.
OBJECTIVE: To estimate the effect of endovascular (endo) versus open surgical (open) repair, including possible modification by institutional volume, on survival after treatment for abdominal aortic aneurysm, accounting for observed and unobserved confounding variables. RESEARCH
DESIGN: Observational study of data from the Medicare program using a joint model of treatment selection and survival given treatment to estimate the effects of type of surgery and institutional volume on survival. PATIENTS: We studied 61,414 eligible repairs of intact abdominal aortic aneurysms during 2001 to 2004. MEASURES: The outcome, perioperative death, is defined as in-hospital death or death within 30 days of operation. The key predictors are use of endo, transformed endo and open volume, and endo-volume interactions.
RESULTS: There is strong evidence of nonrandom selection of treatment with potential confounding variables including institutional volume and procedure date, variables not typically adjusted for in clinical trials. The best fitting model included heterogeneous transformations of endo volume for endo cases and open volume for open cases as predictors. Consistent with our hypothesis, accounting for unmeasured selection reduced the mortality benefit of endo.
CONCLUSIONS: The effect of endo versus open surgery varies nonlinearly with endo and open volume. Accounting for institutional experience and unmeasured selection enables better decision-making by physicians making treatment referrals, investigators evaluating treatments, and policy makers.

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Mesh:

Year:  2011        PMID: 22011709      PMCID: PMC3979312          DOI: 10.1097/MLR.0b013e3182363d64

Source DB:  PubMed          Journal:  Med Care        ISSN: 0025-7079            Impact factor:   2.983


  11 in total

Review 1.  Is volume related to outcome in health care? A systematic review and methodologic critique of the literature.

Authors:  Ethan A Halm; Clara Lee; Mark R Chassin
Journal:  Ann Intern Med       Date:  2002-09-17       Impact factor: 25.391

2.  Thirty-day mortality and late survival with reinterventions and readmissions after open and endovascular aortic aneurysm repair in Medicare beneficiaries.

Authors:  Kristina A Giles; Bruce E Landon; Philip Cotterill; A James O'Malley; Frank B Pomposelli; Marc L Schermerhorn
Journal:  J Vasc Surg       Date:  2010-10-27       Impact factor: 4.268

3.  Estimating probit models with self-selected treatments.

Authors:  Jay Bhattacharya; Dana Goldman; Daniel McCaffrey
Journal:  Stat Med       Date:  2006-02-15       Impact factor: 2.373

4.  The effect of medicare health maintenance organizations on hospitalization rates for ambulatory care-sensitive conditions.

Authors:  Feng Zeng; June F O'Leary; Elizabeth M Sloss; Melissa Succi Lopez; Nasreen Dhanani; Glenn Melnick
Journal:  Med Care       Date:  2006-10       Impact factor: 2.983

5.  Should operations be regionalized? The empirical relation between surgical volume and mortality.

Authors:  H S Luft; J P Bunker; A C Enthoven
Journal:  N Engl J Med       Date:  1979-12-20       Impact factor: 91.245

6.  Volume-outcome relationships and abdominal aortic aneurysm repair.

Authors:  Bruce E Landon; A James O'Malley; Kristina Giles; Philip Cotterill; Marc L Schermerhorn
Journal:  Circulation       Date:  2010-09-13       Impact factor: 29.690

7.  A randomized trial comparing conventional and endovascular repair of abdominal aortic aneurysms.

Authors:  Monique Prinssen; Eric L G Verhoeven; Jaap Buth; Philippe W M Cuypers; Marc R H M van Sambeek; Ron Balm; Erik Buskens; Diederick E Grobbee; Jan D Blankensteijn
Journal:  N Engl J Med       Date:  2004-10-14       Impact factor: 91.245

8.  Ruptured abdominal aortic aneurysm: a population-based study.

Authors:  H Bengtsson; D Bergqvist
Journal:  J Vasc Surg       Date:  1993-07       Impact factor: 4.268

9.  Comparison of endovascular aneurysm repair with open repair in patients with abdominal aortic aneurysm (EVAR trial 1), 30-day operative mortality results: randomised controlled trial.

Authors:  R M Greenhalgh; L C Brown; G P S Kwong; J T Powell; S G Thompson
Journal:  Lancet       Date:  2004 Sep 4-10       Impact factor: 79.321

10.  Endovascular vs. open repair of abdominal aortic aneurysms in the Medicare population.

Authors:  Marc L Schermerhorn; A James O'Malley; Ami Jhaveri; Philip Cotterill; Frank Pomposelli; Bruce E Landon
Journal:  N Engl J Med       Date:  2008-01-31       Impact factor: 91.245

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  4 in total

1.  Estimating the Causal Effect of Treatment in Observational Studies with Survival Time Endpoints and Unmeasured Confounding.

Authors:  Jaeun Choi; A James O'Malley
Journal:  J R Stat Soc Ser C Appl Stat       Date:  2016-06-27       Impact factor: 1.864

2.  Comparative effectiveness of endovascular versus open repair of ruptured abdominal aortic aneurysm in the Medicare population.

Authors:  Samuel T Edwards; Marc L Schermerhorn; A James O'Malley; Rodney P Bensley; Rob Hurks; Philip Cotterill; Bruce E Landon
Journal:  J Vasc Surg       Date:  2013-12-15       Impact factor: 4.268

3.  The analysis of social network data: an exciting frontier for statisticians.

Authors:  A James O'Malley
Journal:  Stat Med       Date:  2012-09-30       Impact factor: 2.373

4.  New Breast Cancer Radiotherapy Technology Confers Higher Complications and Costs Before Effectiveness Proven: A Medicare Data Analysis.

Authors:  Heather T Gold; Dawn Walter; Eleni Tousimis; Mary Katherine Hayes
Journal:  Inquiry       Date:  2018 Jan-Dec       Impact factor: 1.730

  4 in total

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