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European Urology
Volume 62, issue 6, pages e95-e106, December 2012Prostate Cancer
Reply from Authors re: Karim Fizazi. Who Should Receive Androgen Deprivation Therapy? Eur Urol 2012;62:973–4: Overcoming Patient Selection Bias in Observational Studies
Published online 31 July 2012, pages 974 - 975
Full Text Full-Text PDF (63 KB)
Refers to article:
Does Primary Androgen-Deprivation Therapy Delay the Receipt of Secondary Cancer Therapy for Localized Prostate Cancer?
Accepted 2 May 2012
December 2012 (Vol. 62, Issue 6, pages 966 - 972)
Refers to article:
Who Should Receive Androgen Deprivation Therapy?
December 2012 (Vol. 62, Issue 6, pages 973 - 974)
Article Outline
We thank Dr. Fizazi for his thoughtful comments [1]. As noted by Dr. Fizazi, bias can be common in nonrandomized studies and, in many instances, can markedly limit the ability to derive scientifically correct conclusions upon which to base patient care. Many statistical approaches have been devised to account for potential biases, but in general most of these methods require that a bias be recognized and data on confounding variables be measured and collected before it can be adjusted and corrected. This is consistent with the common assumption that many observational studies are biased. To overcome this limitation in our study, we used instrumental variable analysis (IVA) techniques [2].
Studies have shown that IVA techniques can effectively minimize biases in observational studies [3] and [4]. IVA captures the random component of patient–physician treatment choice (eg, some patients in a particular geographic area will receive primary androgen deprivation therapy [PADT] solely because it is more popular or readily available in that area) and uses it to balance treatment groups with respect to measured, unmeasured, or unknown confounding effects.
IVA methods using Surveillance Epidemiology and End Results (SEER)–Medicare data have yielded results very similar to randomized trials for surgery in localized prostate cancer [5] and radiotherapy with and without adjuvant androgen deprivation therapy in nonmetastatic prostate cancer patients [6]. These experiences contrast with results using multivariable or propensity score analytic methods, which cannot adjust for unmeasured or unknown confounding variables, contain residual bias, and have yielded results significantly different from those of randomized clinical trials.
In our study, IVA effectively balanced tumor characteristics, as shown in Table 2 [2]. This balance occurred without specific adjustment or identification of any of the characteristics. Because IVA captures “natural randomization,” the observed balance occurred as it would in a randomized study. Nonetheless, it is important to recognize that despite randomization, even prospective randomized clinical trials can contain residual baseline imbalances, and a confirmatory randomized study (although very likely a practical challenge in this situation) would represent the best way to establish the robustness of our results. Short of a randomized study, however, we believe that Dr. Fizazi's [1] concerns about bias may be somewhat less of an issue, and the main conclusion of our study [2], that early treatment with PADT does not delay the receipt of subsequent palliative therapies, may be useful for physicians and patients who need to make important clinical decisions before prospective randomized data are available.
Conflicts of interest
The authors have nothing to disclose.
References
- [1] K. Fizazi. Who should receive androgen deprivation therapy?. Eur Urol. 2012;62:973-974 Abstract, Full-text, PDF, Crossref.
- [2] G.L. Lu-Yao, P.C. Albertsen, H. Li, et al. Does primary androgen-deprivation therapy delay the receipt of secondary cancer therapy for localized prostate cancer?. Eur Urol. 2012;62:966-972 Abstract, Full-text, PDF, Crossref.
- [3] C.C. Earle, J.S. Tsai, R.D. Gelber, M.C. Weinstein, P.J. Neumann, J.C. Weeks. Effectiveness of chemotherapy for advanced lung cancer in the elderly: instrumental variable and propensity analysis. J Clin Oncol. 2001;19:1064-1070
- [4] T.A. Stukel, E.S. Fisher, D.E. Wennberg, D.A. Alter, D.J. Gottlieb, M.J. Vermeulen. Analysis of observational studies in the presence of treatment selection bias: effects of invasive cardiac management on AMI survival using propensity score and instrumental variable methods. JAMA. 2007;297:278-285 Crossref.
- [5] J. Hadley, K.R. Yabroff, M.J. Barrett, D.F. Penson, C.S. Saigal, A.L. Potosky. Comparative effectiveness of prostate cancer treatments: evaluating statistical adjustments for confounding in observational data. J Natl Cancer Inst. 2011;102:1780-1793
- [6] S.B. Zeliadt, A.L. Potosky, D.F. Penson, R. Etzioni. Survival benefit associated with adjuvant androgen deprivation therapy combined with radiotherapy for high- and low-risk patients with nonmetastatic prostate cancer. Int J Radiat Oncol Biol Phys. 2006;66:395-402 Crossref.
Footnotes
Cancer Institute of New Jersey, Robert Wood Johnson Medical School, New Brunswick, NJ, USA
Corresponding author. Cancer Institute of New Jersey, Robert Wood Johnson Medical School, Medicine, 195 Little Albany Street, New Brunswick, NJ 08901, USA. Tel. +1 732 235 8830; Fax: +1 732 235 8808.
Article information
PII: S0302-2838(12)00913-X
DOI: 10.1016/j.eururo.2012.07.044
© 2012 Published by Elsevier B.V.
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