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Arivoli K, Valicevic AN, Oerline MK, Hsi RS, Patel SR, Hollingsworth JM, Shahinian VB. Preventive Pharmacological Therapy and Risk of Recurrent Urinary Stone Disease. Clin J Am Soc Nephrol 2024; 19:565-572. [PMID: 38345854 DOI: 10.2215/cjn.0000000000000428] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 02/01/2024] [Indexed: 03/19/2024]
Abstract
BACKGROUND Urinary stone disease is a prevalent condition associated with a high recurrence risk. Preventive pharmacological therapy has been proposed to reduce recurrent stone episodes. However, limited evidence exists regarding its effectiveness, contributing to its underutilization by physicians. This study aimed to evaluate the association between preventive pharmacological therapy (thiazide diuretics, alkali therapy, and uric acid-lowering medications) and clinically significant urinary stone disease recurrence. METHODS Using data from the Veterans Health Administration, adults with an index episode of urinary stone disease from 2012 through 2019 and at least one urinary abnormality (hypercalciuria, hypocitraturia, or hyperuricosuria) on 24-hour urine collection were included. The primary outcome was a composite variable representing recurrent stone events that resulted in emergency department visits, hospitalizations, or surgery for urinary stone disease. Cox proportional hazards regression was performed to estimate the association between preventive pharmacological therapy use and recurrent urinary stone disease while adjusting for relevant baseline patient characteristics. RESULTS Among the cohort of patients with urinary abnormalities ( n =5637), treatment with preventive pharmacological therapy was associated with a significant 19% lower risk of recurrent urinary stone disease during the 12-36-month period after the initial urine collection (hazard ratio, 0.81; 95% confidence interval, 0.65 to 1.00; P = 0.0496). However, the effectiveness of preventive pharmacological therapy diminished over longer follow-up periods (12-48 and 12-60 months after the urine collection) and did not reach statistical significance. When examining specific urinary abnormalities, only alkali therapy for hypocitraturia was associated with a significant 26% lower recurrence risk within the 12-36-month timeframe (hazard ratio, 0.74; 95% confidence interval, 0.56 to 0.97; P = 0.03). CONCLUSIONS When considering all urinary abnormalities together, this study demonstrates that the use of preventive pharmacological therapy is associated with a lower risk of clinically significant recurrent episodes of urinary stone disease in the 12-36 month timeframe after urine collection, although only the association with the use of alkali therapy for hypocitraturia was significant when individual abnormalities were examined.
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Affiliation(s)
- Kumaran Arivoli
- University of Michigan School of Medicine, Ann Arbor, Michigan
| | - Autumn N Valicevic
- Veterans Administration, Veterans Affairs Medical Center, Ann Arbor, Michigan
| | - Mary K Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, Michigan
| | - Ryan S Hsi
- Department of Urology, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Sanjeevkumar R Patel
- Veterans Administration, Veterans Affairs Medical Center, Ann Arbor, Michigan
- Division of Nephrology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan
| | | | - Vahakn B Shahinian
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, Michigan
- Division of Nephrology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan
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Faraj KS, Kaufman SR, Herrel LA, Maganty A, Oerline MK, Caram MEV, Shahinian VB, Hollenbeck BK. Urologist practice divestment from radiation vault ownership and treatment patterns for prostate cancer. Cancer 2024; 130:1609-1617. [PMID: 38146764 PMCID: PMC11009074 DOI: 10.1002/cncr.35168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2023] [Revised: 10/23/2023] [Accepted: 11/27/2023] [Indexed: 12/27/2023]
Abstract
BACKGROUND Urologists practicing in single-specialty groups with ownership in radiation vaults are more likely to treat men with prostate cancer. The effect of divestment of vault ownership on treatment patterns is unclear. METHODS A 20% sample of national Medicare claims was used to perform a retrospective cohort study of men with prostate cancer diagnosed between 2010 and 2019. Urology practices were categorized by radiation vault ownership as nonowners, continuous owners, and divested owners. The primary outcome was use of local treatment, and the secondary outcome was use of intensity-modulated radiation therapy (IMRT). A difference-in-differences framework was used to measure the effect of divestment on outcomes compared to continuous owners. Subgroup analyses assessed outcomes by noncancer mortality risk (high [>50%] vs. low [≤50%]). RESULTS Among 72 urology practices that owned radiation vaults, six divested during the study. Divestment led to a decrease in treatment compared with those managed at continuously owning practices (difference-in-differences estimate, -13%; p = .03). The use of IMRT decreased, but this was not statistically significant (difference-in-differences estimate, -10%; p = .13). In men with a high noncancer mortality risk, treatment (difference-in-differences estimate, -28%; p < .001) and use of IMRT (difference-in-differences estimate, -27%; p < .001) decreased after divestment. CONCLUSIONS Urology group divestment from radiation vault ownership led to a decrease in prostate cancer treatment. This decrease was most pronounced in men who had a high noncancer mortality risk. This has important implications for health care reform by suggesting that payment programs that encourage constraints on utilization, when appropriate, may be effective in reducing overtreatment.
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Affiliation(s)
- Kassem S Faraj
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Samuel R Kaufman
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Lindsey A Herrel
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Avinash Maganty
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Mary K Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Megan E. V. Caram
- VA Health Services Research & Development, Center for Clinical Management Research, VA Ann Arbor Healthcare System, Ann Arbor, MI
- Division of Hematology/Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - Vahakn B Shahinian
- Division of Nephrology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
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Maganty A, Kaufman SR, Oerline MK, Lai LY, Caram MEV, Shahinian VB, Hollenbeck BK. National Trends in Management of Newly Diagnosed Prostate Cancer. Clin Genitourin Cancer 2024; 22:10-17. [PMID: 37468340 DOI: 10.1016/j.clgc.2023.07.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Revised: 06/29/2023] [Accepted: 07/02/2023] [Indexed: 07/21/2023]
Abstract
BACKGROUND Deciding whether to treat or conservatively manage patients with prostate cancer is challenging. Recent changes in guidelines, advances in treatment technologies, and policy can influence decision making surrounding management, particularly for those for whom the decision to treat is discretionary. Contemporary trends in management of newly diagnosed prostate cancer are unclear. METHODS Using national Medicare data, men with newly diagnosed prostate cancer were identified between 2014 and 2019. Patients were classified by 5- and 10-year noncancer mortality risk. Multinomial logistic regression models were fit to assess adjusted trends in management over time. The primary outcome was management of prostate cancer: local treatment (inclusive of surgery, radiation, brachytherapy, or cryotherapy), hormone therapy, or observation. RESULTS Local treatment was the most common form of management and stable across years (68%). Use of observation increased (21%-23%, P < .001) and use of hormone therapy decreased (11%-8%, P < 0.001). After stratifying by 10-year non-cancer mortality risk, observation increased among men with low (22.3%-26.1%, P < .001) and moderate (19.9%-23.5%, P < .001) mortality risk. Conversely, use of treatment increased among those with high (62.8%-68.0%, P = .004) and very high (45.5%-54.1%, P < .001) risk of noncancer mortality. These trends were similar across groups when stratified by 5-year noncancer mortality risk. CONCLUSION Nationally, use of local treatment remains common and was stable throughout the study period. However, while local treatment declined among men with a lower risk of noncancer mortality, it increased among men with a higher risk of non-cancer mortality.
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Affiliation(s)
- Avinash Maganty
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI.
| | - Samuel R Kaufman
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Mary K Oerline
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Lillian Y Lai
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Megan E V Caram
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Vahakn B Shahinian
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI; Division of Nephrology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - Brent K Hollenbeck
- Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
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Hollingsworth JM, Oerline MK, Hsi RS, Crivelli JJ, Krampe N, Asplin JR, Shahinian VB. Real-World Effectiveness of Preventive Pharmacological Therapy in Patients With Urolithiasis: A Retrospective Cohort Study. Am J Kidney Dis 2024:S0272-6386(24)00608-5. [PMID: 38432593 DOI: 10.1053/j.ajkd.2023.12.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Revised: 10/26/2023] [Accepted: 12/08/2023] [Indexed: 03/05/2024]
Abstract
RATIONALE & OBJECTIVE Data supporting the efficacy of preventive pharmacological therapy (PPT) to reduce urolithiasis recurrence are based on clinical trials with composite outcomes that incorporate imaging findings and which have uncertain clinical significance. This study sought to evaluate if the use of PPT leads to fewer symptomatic stone events. STUDY DESIGN Retrospective cohort study. SETTING & Participants: Medicare enrollees with urolithiasis who completed 24-hour urine collections that revealed hypercalciuria, hypocitraturia, low urine pH, or hyperuricosuria. EXPOSURE PPT (thiazide diuretics for hypercalciuria, alkali for hypocitraturia or low urine pH, or uric acid lowering drugs for hyperuricosuria) categorized as, 1) adherent to guideline-concordant PPT, 2) nonadherent to guideline-concordant PPT, or 3) untreated. OUTCOME Symptomatic stone event occurrence (emergency department [ED] visit or hospitalization for urolithiasis or stone-directed surgery). ANALYTICAL APPROACH Cox proportional hazards regression. RESULTS Among 13,942 patients, 31.0% were prescribed PPT. Compared to no treatment, concordant/adherent PPT use was associated with a significantly lower hazard of symptomatic stone events for patients with hypercalciuria (hazard ratio [HR], 0.736 [95% confidence interval (CI), 0.593 to 0.915]) and low urine pH (HR, 0.804 [CI, 0.650 to 0.996]) but not for patients with hypocitraturia or hyperuricosuria. These associations were largely driven by significantly lower rates of ED visits after initiating PPT among the concordant/adherent group versus untreated patients. Patients with hypercalciuria had adjusted two-year predicted probabilities of a visit of 3.8% [95% CI, 2.5% to 5.2%%] and 6.9% [95% CI, 6.0% to 7.7%] for the concordant/adherent PPT and no-treatment groups, respectively. Among patients with low urine pH, these probabilities were 4.3% [95% CI, 2.9% to 5.7%] and 7.3% [95% CI, 6.5% to 8.0%] for the concordant/adherent PPT and no-treatment groups, respectively. LIMITATIONS Potential bias from the possibility that patients prescribed PPT had more severe disease than untreated patients. CONCLUSION Patients with urolithiasis and hypercalciuria who were adherent to treatment with thiazide diuretics as well as those with low urine pH adherent to prescribed alkali therapy had fewer symptomatic stone events than untreated patients.
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Affiliation(s)
- John M Hollingsworth
- NorthShore University HealthSystem, Evanston, IL, USA; Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI, USA.
| | - Mary K Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - Ryan S Hsi
- Department of Urology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Joseph J Crivelli
- Department of Urology, University of Alabama at Birmingham School of Medicine, Birmingham, AL, USA
| | - Noah Krampe
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - John R Asplin
- Litholink, Laboratory Corporation of America Holdings, Itasca, IL, USA
| | - Vahakn B Shahinian
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI, USA; Division of Nephrology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI, USA
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Maganty A, Kaufman SR, Oerline MK, Faraj K, Caram ME, Shahinian VB, Hollenbeck BK. Association Between Urologist Merit-Based Incentive Payment System Performance and Quality of Prostate Cancer Care. Urol Pract 2024; 11:207-214. [PMID: 37748132 PMCID: PMC10842494 DOI: 10.1097/upj.0000000000000463] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 09/12/2023] [Indexed: 09/27/2023]
Abstract
INTRODUCTION We performed a study to evaluate the association between urologist performance in the Merit-Based Incentive Payment System (MIPS), and quality and spending for prostate cancer care. METHODS Medicare beneficiaries with prostate cancer diagnosed between 2017 and 2019 were assigned to their primary urologist. Associated MIPS scores were identified and categorized based on thresholds for payment adjustment as low (worst), moderate, and high (best). Multivariable mixed effects models were used to measure the association between MIPS performance and adherence to quality measures and price standardized spending for prostate cancer. RESULTS Adherence to quality measures did not vary across MIPS performance groups for pretreatment counselling by both a urologist and radiation oncologist (low-76%, [95% CI 73%-80%], moderate-77% [95% CI 74%-79%], and high-75% [95% CI 74%-76%]) and avoiding treatment in men with a high risk of noncancer mortality within 10 years of diagnosis (low-40% [95% CI 35%-45%], moderate-39% [95% CI 36%-43%], high-38% [95% CI 36%-39%]). Men on active surveillance managed by high performers more likely received a confirmatory test (44% [95% CI 43%-46%]) compared to those managed by moderate (38% [95% CI 33%-42%]) performers, but not low performers (36% [95% CI 29%-44%]). There was no difference in adjusted spending across MIPS performance groups. CONCLUSIONS Better performance in MIPS is associated with a higher rate of confirmatory testing in men initiating active surveillance for prostate cancer. However, performance was not associated with other dimensions of quality nor spending.
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Affiliation(s)
- Avinash Maganty
- University of Michigan, Department of Urology, Division of Health Services Research
| | - Samuel R. Kaufman
- University of Michigan, Department of Urology, Division of Health Services Research
| | - Mary K. Oerline
- University of Michigan, Department of Urology, Division of Health Services Research
| | - Kassem Faraj
- University of Michigan, Department of Urology, Division of Health Services Research
| | - Megan E.V. Caram
- Division of Hematology/Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- VA Health Services Research & Development, Center for Clinical Management Research, VA Ann Arbor Healthcare System, Ann Arbor, MI, USA
| | - Vahakn B. Shahinian
- University of Michigan, Department of Urology, Division of Health Services Research
- Division of Nephrology, Department of Internal Medicine, University of Michigan
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Krampe N, Oerline MK, Hsi RS, Crivelli JJ, Asplin JR, Shahinian VB, Hollingsworth JM. Understanding the Barriers to Preventive Pharmacological Therapy Use in Older Patients With Urinary Stone Disease. Urol Pract 2024; 11:218-225. [PMID: 37903744 DOI: 10.1097/upj.0000000000000480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Accepted: 10/09/2023] [Indexed: 11/01/2023]
Abstract
INTRODUCTION Despite compelling clinical trial evidence and professional society guideline recommendations, prescription rates of preventative pharmacological therapy (PPT) for urinary stone disease are low. We sought to understand how patient- and clinician-level factors contribute to the decision to prescribe PPT after an index stone event. METHODS We identified Medicare beneficiaries with urinary stone disease who had a 24-hour urine collection processed by a central laboratory. Among the subset with a urine chemistry abnormality (ie, hypercalciuria, hypocitraturia, hyperuricosuria, or low urine pH), we determined whether PPT was prescribed within 6 months of their collection. After assigning patients to the clinicians who ordered their collection, we fit multilevel models to determine how much of the variation in PPT prescription was attributable to patient vs clinician factors. RESULTS Of the 11,563 patients meeting inclusion criteria, 33.6% were prescribed PPT. There was nearly sevenfold variation between the treating clinician with the lowest prescription rate (11%) and the one with the highest (75%). Nineteen percent of this variation was attributable to clinician factors. After accounting for measured patient differences and clinician volume, patients had twice the odds of being prescribed PPT if they were treated by a nephrologist (odds ratio [OR], 2.15; 95% CI, 1.79-2.57) or a primary care physician (OR, 1.78; 95% CI, 1.22-2.58) compared to being treated by a urologist. CONCLUSIONS These findings suggest that the type of clinician whom a patient sees for his stone care determines, to a large extent, whether PPT will be prescribed.
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Affiliation(s)
- Noah Krampe
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Mary K Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Ryan S Hsi
- Department of Urology, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Joseph J Crivelli
- Department of Urology, University of Alabama at Birmingham Heersink School of Medicine, Birmingham, Alabama
| | - John R Asplin
- Litholink Corporation, Laboratory Corporation of America Holdings, Itasca, Illinois
| | - Vahakn B Shahinian
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
- Division of Nephrology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan
| | - John M Hollingsworth
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
- NorthShore University HealthSystem, Evanston, Illinois
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Maganty A, Kaufman SR, Oerline MK, Faraj KS, Caram MEV, Shahinian VB, Hollenbeck BK. Value-based payment models and management of newly diagnosed prostate cancer. Cancer Med 2023; 13:e6810. [PMID: 38146905 PMCID: PMC10807592 DOI: 10.1002/cam4.6810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 11/22/2023] [Accepted: 11/27/2023] [Indexed: 12/27/2023] Open
Abstract
OBJECTIVE To examine the effect of urologist participation in value-based payment models on the initial management of men with newly diagnosed prostate cancer. METHODS Medicare beneficiaries with prostate cancer diagnosed between 2017 and 2019, with 1 year of follow-up, were assigned to their primary urologist, each of whom was then aligned to a value-based payment model (the merit-based incentive payment system [MIPS], accountable care organization [ACO] without financial risk, and ACO with risk). Multivariable mixed-effects logistic regression was used to measure the association between payment model participation and treatment of prostate cancer. Additional models estimated the effects of payment model participation on use of treatment in men with very high risk (i.e., >75%) of non-cancer mortality within 10 years of diagnosis (i.e., a group of men for whom treatment is generally not recommended) and price-standardized prostate cancer spending in the 12 months after diagnosis. RESULTS Treatment did not vary by payment model, both overall (MIPS-67% [95% CI 66%-68%], ACOs without risk-66% [95% CI 66%-68%], ACOs with risk-66% [95% CI 64%-68%]). Similarly, treatment did not vary among men with very high risk of non-cancer mortality by payment model (MIPS-52% [95% CI 50%-55%], ACOs without risk-52% [95% CI 50%-55%], ACOs with risk-51% [95% CI 45%-56%]). Adjusted spending was similar across payment models (MIPS-$16,501 [95% CI $16,222-$16,780], ACOs without risk-$16,140 [95% CI $15,852-$16,429], ACOs with risk-$16,117 [95% CI $15,585-$16,649]). CONCLUSIONS How urologists participate in value-based payment models is not associated with treatment, potential overtreatment, and prostate cancer spending in men with newly diagnosed disease.
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Affiliation(s)
- Avinash Maganty
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Samuel R. Kaufman
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Mary K. Oerline
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Kassem S. Faraj
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Megan E. V. Caram
- Division of Hematology/Oncology, Department of Internal MedicineUniversity of MichiganAnn ArborMichiganUSA
- VA Health Services Research & Development, Center for Clinical Management ResearchVA Ann Arbor Healthcare SystemAnn ArborMichiganUSA
| | - Vahakn B. Shahinian
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
- Division of Nephrology, Department of Internal MedicineUniversity of MichiganAnn ArborMichiganUSA
| | - Brent K. Hollenbeck
- Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
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Faraj KS, Kaufman SR, Herrel LA, Oerline MK, Maganty A, Shahinian VB, Hollenbeck BK. Association between urology practice use of multiparametric MRI and genomic testing and treatment of men with newly diagnosed prostate cancer. Urol Oncol 2023; 41:430.e17-430.e23. [PMID: 37580226 PMCID: PMC10836888 DOI: 10.1016/j.urolonc.2023.08.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 07/12/2023] [Accepted: 08/02/2023] [Indexed: 08/16/2023]
Abstract
INTRODUCTION Biomarkers for prostate cancer, such as multiparametric MRI (mpMRI) and tissue-based genomics, are increasingly used for treatment decision-making. Using biomarkers indiscriminately and thus ignoring competing risks of mortality may lead to treatment in some men who derive little clinical benefit. We assessed the relationship between urology practice use of biomarkers and subsequent treatment in men with newly diagnosed prostate cancer. METHODS We used a 20% random sample of national Medicare data to perform a retrospective cohort study of men with newly diagnosed prostate cancer diagnosed from 2015 through 2019. Urology practice-level use of biomarkers was characterized based on urology practice propensity to use either biomarker after diagnosis (never, below median, above the median). Noncancer mortality risk within 10 years of diagnosis was calculated for all men. Multilevel models were used to assess the relationship between practice-level biomarker use and treatment by noncancer mortality risk. RESULTS Between 2015 and 2019, 1,764 (65%) urology practices used mpMRI and 897 (33%) used genomic testing for prostate cancer. Compared with urology practices never using each biomarker, those using mpMRI above the median (56% vs. 47%, P = 0.003) and tissue-based genomics below the median (56% vs. 50%, P = 0.03) were more likely to treat men with >75% risk of noncancer mortality. Additionally, compared with urology practices never using either biomarker, use of mpMRI (72% vs. 69%, P = 0.07) or tissue-based genomics (71% vs. 70%, P = 0.65) did not impact treatment in the healthiest group (i.e., those with <25% risk of noncancer mortality). CONCLUSIONS Compared to practices that do not use each biomarker in men with newly diagnosed prostate cancer, urology practices using mpMRI, and tissue-based genomics to a lesser extent, are more likely to treat men at very high risk of dying from competing risks of mortality within 10 years of prostate cancer diagnosis.
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Affiliation(s)
- Kassem S Faraj
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI.
| | - Samuel R Kaufman
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Lindsey A Herrel
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Mary K Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Avinash Maganty
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Vahakn B Shahinian
- Division of Nephrology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
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Krampe N, Kaufman SR, Oerline MK, Hill D, Caram MEV, Shahinian VB, Hollenbeck BK, Maganty A. Health care delivery system contributions to management of newly diagnosed prostate cancer. Cancer Med 2023; 12:17346-17355. [PMID: 37475511 PMCID: PMC10501260 DOI: 10.1002/cam4.6349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 06/19/2023] [Accepted: 07/07/2023] [Indexed: 07/22/2023] Open
Abstract
BACKGROUND Despite clinical guidelines advocating for use of conservative management in specific clinical scenarios for men with prostate cancer, there continues to be tremendous variation in its uptake. This variation may be amplified among men with competing health risks, for whom treatment decisions are not straightforward. The degree to which characteristics of the health care delivery system explain this variation remains unclear. METHODS Using national Medicare data, men with newly diagnosed prostate cancer between 2014 and 2019 were identified. Hierarchical logistic regression models were used to assess the association between use of treatment and health care delivery system determinants operating at the practice level, which included measures of financial incentives (i.e., radiation vault ownership), practice organization (i.e., single specialty vs. multispecialty groups), and the health care market (i.e., competition). Variance was partitioned to estimate the relative influence of patient and practice characteristics on the variation in use of treatment within strata of noncancer mortality risk groups. RESULTS Among 62,507 men with newly diagnosed prostate cancer, the largest variation in the use of treatment between practices was observed for men with high and very high-risk of noncancer mortality (range of practice-level rates of treatment for high: 57%-71% and very high: 41%-61%). Addition of health care delivery system determinants measured at the practice level explained 13% and 15% of the variation in use of treatment among men with low and intermediate risk of noncancer mortality in 10 years, respectively. Conversely, these characteristics explained a larger share of the variation in use of treatment among men with high and very high-risk of noncancer mortality (26% and 40%, respectively). CONCLUSIONS Variation among urology practices in use of treatment was highest for men with high and very high-risk noncancer mortality. Practice characteristics explained a large share of this variation.
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Affiliation(s)
- Noah Krampe
- Dow Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Samuel R. Kaufman
- Dow Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Mary K. Oerline
- Dow Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Dawson Hill
- Dow Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Megan E. V. Caram
- Division of Hematology/Oncology, Department of Internal MedicineUniversity of MichiganAnn ArborMichiganUSA
- VA Health Services Research & Development, Center for Clinical Management Research, VA Ann Arbor Healthcare SystemAnn ArborMichiganUSA
| | - Vahakn B. Shahinian
- Dow Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
- Division of Nephrology, Department of Internal MedicineUniversity of MichiganAnn ArborMichiganUSA
| | - Brent K. Hollenbeck
- Dow Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
| | - Avinash Maganty
- Dow Division of Health Services Research, Department of UrologyUniversity of MichiganAnn ArborMichiganUSA
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Hill D, Kaufman SR, Oerline MK, Faraj K, Caram MEV, Shahinian VB, Hollenbeck BK, Maganty A. In-office dispensing of oral targeted agents by urology practices in men with advanced prostate cancer. JNCI Cancer Spectr 2023; 7:pkad062. [PMID: 37643638 PMCID: PMC10555918 DOI: 10.1093/jncics/pkad062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 07/26/2023] [Accepted: 08/10/2023] [Indexed: 08/31/2023] Open
Abstract
BACKGROUND Management of men with advanced prostate cancer has evolved to include urologists, made possible by oral targeted agents (eg, abiraterone or enzalutamide) that can be dispensed directly to patients in the office. We sought to investigate whether this increasingly common model improves access to these agents, especially for Black men who are historically undertreated. METHODS We used 20% national Medicare data to perform a retrospective cohort study of men with advanced prostate cancer from 2011 through 2019, managed by urology practices with and without in-office dispensing. Using a difference-in-difference framework, generalized estimating equations were used to measure the effect of in-office dispensing on prescriptions for abiraterone and/or enzalutamide, adjusting for differences between patients, including race. RESULTS New prescription fills for oral targeted agents increased after the adoption of in-office dispensing (+4.4%, 95% confidence interval [CI] = 3.4% to 5.4%) relative to that for men managed by practices without dispensing (+2.4%, 95% CI = 1.4% to 3.4%). The increase in the postintervention period (difference-in-difference estimate) was 2% higher (95% CI = 0.6% to 3.4%) for men managed by practices adopting dispensing relative to men managed by practices without dispensing. The effect was strongest for practices adopting dispensing in 2015 (difference-in-difference estimate: +4.2%, 95% CI = 2.3% to 6.2%). The effect of dispensing adoption did not differ by race. CONCLUSION Adoption of in-office dispensing by urology practices increased prescription fills for oral targeted agents in men with advanced prostate cancer. This model of delivery may improve access to this important class of medications.
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Affiliation(s)
- Dawson Hill
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI, USA
| | - Samuel R Kaufman
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI, USA
| | - Mary K Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI, USA
| | - Kassem Faraj
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI, USA
| | - Megan E V Caram
- Division of Hematology/Oncology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- Veterans Affairs (VA) Health Services Research & Development, Center for Clinical Management Research, VA Ann Arbor Healthcare System, Ann Arbor, MI, USA
| | - Vahakn B Shahinian
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI, USA
- Division of Nephrology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Brent K Hollenbeck
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI, USA
| | - Avinash Maganty
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI, USA
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Maganty A, Hollenbeck BK, Kaufman SR, Oerline MK, Lai LY, Caram MEV, Shahinian VB. Practice Competition and Treatment of Newly Diagnosed Prostate Cancer. Urology 2023; 177:95-102. [PMID: 37146728 PMCID: PMC10524390 DOI: 10.1016/j.urology.2023.04.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 04/17/2023] [Accepted: 04/21/2023] [Indexed: 05/07/2023]
Abstract
OBJECTIVE To examine the effect of urology practice market competition on use of treatment in men with newly diagnosed prostate cancer. METHODS We performed a retrospective national cohort study of 48,067 Medicare beneficiaries with newly diagnosed prostate cancer between 2014 and 2018. The primary exposure was urology practice-level market competition. Markets were established by the flow of patients to a practice using a variable radius approach. Practice level competition was measured annually using the Herfindahl-Hirschman Index. The primary outcome was use of treatment for prostate cancer (ie, surgery, radiation, or cryotherapy) stratified by 10-year risk of noncancer mortality. RESULTS Between 2014 and 2018, there was a decrease in the total percent of urologists practicing in small single-specialty groups (49%-41%) with an increase in multispecialty practices (38%-47%). After adjusting for demographic and clinical characteristics, a lower percentage of men underwent treatment in practices with low competition relative to those managed in practices with high competition (70% vs 67.0%, P < .001). Among men with the highest risk of noncancer mortality, those managed in practices in the least competitive markets were less likely to receive treatment relative to men managed by practices in the most competitive markets (48% vs 60%, P-value<.001). CONCLUSION Reduction in competition between urology practices is not associated with greater use of treatment in men with newly diagnosed prostate cancer, particularly in those with a high risk of noncancer mortality.
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Affiliation(s)
- Avinash Maganty
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI.
| | - Brent K Hollenbeck
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Samuel R Kaufman
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Mary K Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Lillian Y Lai
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Megan E V Caram
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI
| | - Vahakn B Shahinian
- Dow Division of Health Services Research, Department of Urology, University of Michigan, Ann Arbor, MI; Division of Nephrology, Department of Internal Medicine, University of Michigan, Ann Arbor, MI
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Krampe NA, Oerline MK, Asplin JR, Hsi RS, Crivelli JJ, Shahinian VB, Hollingsworth JM. Potential for Urolithiasis-related Research Using the Novel Medicare-Litholink Database. Urol Pract 2023; 10:147-152. [PMID: 37103409 PMCID: PMC10140542 DOI: 10.1097/upj.0000000000000378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2022] [Accepted: 11/18/2022] [Indexed: 01/31/2023]
Abstract
INTRODUCTION To overcome the data availability hurdle of observational studies on urolithiasis, we linked claims data with 24-hour urine results from a large cohort of adults with urolithiasis. This database contains the sample size, clinical granularity, and long-term follow-up needed to study urolithiasis on a broad level. METHODS We identified adults enrolled in Medicare with urolithiasis who had a 24-hour urine collection processed by Litholink (2011 to 2016). We created a linkage of their collections results and paid Medicare claims. We characterized them across a variety of sociodemographic and clinical factors. We measured frequencies of prescription fills for medications used to prevent stone recurrence, as well as frequencies of symptomatic stone events, among these patients. RESULTS In total, there were 11,460 patients who performed 18,922 urine collections in the Medicare-Litholink cohort. The majority were male (57%), White (93.2%), and lived in a metropolitan county (51.5%). Results from their initial urine collections revealed abnormal pH to be the most common abnormality (77.2%), followed by low volume (63.8%), hypocitraturia (45.6%), hyperoxaluria (31.1%), hypercalciuria (28.4%), and hyperuricosuria (11.8%). Seventeen percent had prescription fills for alkali monotherapy, and 7.6% had prescription fills for thiazide diuretic monotherapy. Symptomatic stone events occurred in 23.1% at 2 years of follow-up. CONCLUSIONS We successfully linked Medicare claims with results from 24-hour urine collections performed by adults that were processed by Litholink. The resulting database is a unique resource for future studies on the clinical effectiveness of stone prevention strategies and urolithiasis more broadly.
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Affiliation(s)
- Noah A. Krampe
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI
| | - Mary K. Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI
| | - John R. Asplin
- Litholink Corporation, Laboratory Corporation of America Holdings, Itasca, Il
| | - Ryan S. Hsi
- Department of Urology, Vanderbilt University Medical Center, Nashville, TN
| | - Joseph J. Crivelli
- Department of Urology, University of Alabama at Birmingham Heersink School of Medicine, Birmingham, AL
| | - Vahakn B. Shahinian
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI
- Division of Nephrology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI
| | - John M. Hollingsworth
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI
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13
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Maganty A, Hollenbeck BK, Kaufman SR, Oerline MK, Lai LY, Caram MEV, Shahinian VB. Implications of the Merit-Based Incentive Payment System for Urology Practices. Urology 2022; 169:84-91. [PMID: 35932872 PMCID: PMC9669102 DOI: 10.1016/j.urology.2022.05.052] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Revised: 05/04/2022] [Accepted: 05/08/2022] [Indexed: 11/26/2022]
Abstract
OBJECTIVE To determine the implications of the merit-based incentive payment system (MIPS) for urology practices. MIPS is a Medicare payment model that determines whether a physician is financially penalized or receives bonus payment based on performance in four categories: quality, practice improvement, promotion of interoperability, and spending. METHODS We performed a cross-sectional analysis of urologist performance in MIPS for 2017 and 2019 using Medicare data. Urologist practice organization was categorized as single-specialty (small, medium, large) or multispecialty groups. MIPS scores were estimated by practice organization. Logistic regression models were used to examine the association between urology practice characteristics, including proportion of dual eligible beneficiaries, and bonus payment adjustment as defined by Medicare methodology. Rates of consolidation (movement from smaller to larger practices) between 2017 and 2019 were compared between those who were and those who were not penalized in 2017. RESULTS Urologists in small practices performed worse in MIPS and had a significantly lower adjusted odds ratio of receiving bonus payments in both 2017 and 2019 compared to larger group practices (odds ratio [OR] 0.04, 95% confidence interval [95%CI] 0.03-0.05 in 2017 and OR 0.37, 95%CI 0.30-0.47 in 2019). Increasing percent of dual eligible beneficiaries within a patient panel was associated with decreased odds of receiving bonus payment in both performance years. Urologists penalized in 2017 had higher rates of consolidation by 2019 compared to those who were not (14% vs 5%, P <.05). CONCLUSION Small urology practices and those caring for a higher proportion of dual eligible beneficiaries tended to perform worse in MIPS.
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Affiliation(s)
- Avinash Maganty
- Dow Division of Health Services Research, Department of Urology, University of Michigan, MI.
| | - Brent K Hollenbeck
- Dow Division of Health Services Research, Department of Urology, University of Michigan, MI
| | - Samuel R Kaufman
- Dow Division of Health Services Research, Department of Urology, University of Michigan, MI
| | - Mary K Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan, MI
| | - Lillian Y Lai
- Dow Division of Health Services Research, Department of Urology, University of Michigan, MI
| | - Megan E V Caram
- Dow Division of Health Services Research, Department of Urology, University of Michigan, MI
| | - Vahakn B Shahinian
- Dow Division of Health Services Research, Department of Urology, University of Michigan, MI; Division of Nephrology, Department of Internal Medicine, University of Michigan, MI
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14
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Lai LY, Oerline MK, Caram MEV, Tsao PA, Kaufman SR, Hollenbeck BK, Shahinian VB. Risk of metabolic and cardiovascular adverse events with abiraterone or enzalutamide among men with advanced prostate cancer. J Natl Cancer Inst 2022; 114:1127-1134. [PMID: 35417024 PMCID: PMC9360470 DOI: 10.1093/jnci/djac081] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Revised: 01/27/2022] [Accepted: 04/04/2022] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Abiraterone and enzalutamide are the most common oral agents for the treatment of men with advanced prostate cancer. To understand their safety profiles in real-world settings, we examined the association between the use of abiraterone or enzalutamide and the risk of metabolic or cardiovascular adverse events while on treatment. METHODS Men with advanced prostate cancer and their use of abiraterone or enzalutamide were identified in a 20% sample of the 2010-2017 national Medicare claims. The primary composite outcome was the occurrence of a major metabolic or cardiovascular adverse event, defined as an emergency room visit or hospitalization associated with a primary diagnosis of diabetes, hypertension, or cardiovascular disease. The secondary composite outcome was the occurrence of a minor metabolic or cardiovascular adverse event, defined as an outpatient visit associated with a primary diagnosis of the aforementioned conditions. Risks were assessed separately for abiraterone and enzalutamide using Cox regression. All statistical tests were 2-sided. RESULTS Compared to men not receiving abiraterone, men receiving abiraterone were at increased risk of both a major composite adverse event (HR 1.77, 95% CI 1.53-2.05, P<0.001) and a minor composite adverse event (HR 1.24, 95% CI 1.05-1.47, P=0.01). Compared to men not receiving enzalutamide, men receiving enzalutamide were at an increased risk of a major composite adverse event (HR 1.22, 95% CI 1.01-1.48, P=0.04) but not a minor composite adverse event (HR 1.04, 95% CI 0.83-1.30, P=0.75). CONCLUSION Careful monitoring and management of men on abiraterone or enzalutamide through team-based approaches are critical.
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Affiliation(s)
- Lillian Y Lai
- Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan, United States
| | - Mary K Oerline
- Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan, United States
| | - Megan E V Caram
- Veterans Affairs Health Services Research & Development, Center for Clinical Management and Research, VA Ann Arbor Healthcare System, Ann Arbor, Michigan, United States.,Division of Hematology/Oncology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States
| | - Phoebe A Tsao
- Veterans Affairs Health Services Research & Development, Center for Clinical Management and Research, VA Ann Arbor Healthcare System, Ann Arbor, Michigan, United States.,Division of Hematology/Oncology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States
| | - Samuel R Kaufman
- Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan, United States
| | - Brent K Hollenbeck
- Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan, United States
| | - Vahakn B Shahinian
- Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan, United States.,Division of Nephrology, Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan, United States
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15
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Lai LY, Oerline MK, Kaufman SR, Herrel LA, Skolarus TA, Dusetzina SB, Ellimoottil C, Shahinian VB, Hollenbeck BK, Caram MEV. Promotional Payments to Medical Oncologists and Urologists and Prescriptions for Abiraterone and Enzalutamide. Urology 2022; 161:50-58. [PMID: 34861316 PMCID: PMC8940668 DOI: 10.1016/j.urology.2021.10.042] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2021] [Revised: 09/04/2021] [Accepted: 10/04/2021] [Indexed: 12/19/2022]
Abstract
OBJECTIVE To understand the influence of drug manufacturers on the prescribing patterns of medical oncologists and urologists, we examined the relationship between promotional payments from the manufacturers of abiraterone and enzalutamide and prescriptions for either drug by medical oncologists and urologists. METHODS Promotional payments for abiraterone or enzalutamide made to medical oncologists and urologists between January 2014 and December 2017 reported through the Open Payments Program were categorized as $0, $1$999, and $1000 or more. Prescriptions filled between January 2013 and December 2017 were identified in the Medicare Part D File. Associations between promotional payments and prescribing were assessed using generalized linear models. RESULTS From 2013 through 2017, the number of medical oncologists and urologists prescribing abiraterone or enzalutamide increased by 38% - 298%, respectively. The odds of prescribing among medical oncologists receiving $1--$999 and those receiving $1,000 or more were 1.69 (95%CI:1.59--1.79) and 2.61 (95% CI: 2.14--3.18) times that of medical oncologists receiving no payments. Among urologists receiving $1--$999 and those receiving $1,000 or more, the odds of prescribing were 4.04 (95%CI: 3.59--4.54) and 13.57 (95%CI: 9.69--19.0) times that of urologists receiving no payments. CONCLUSION Increasing promotional payments were associated with prescribing among medical oncologists and urologists, with a stronger relationship evident for urologists. Prescribing patterns for abiraterone and enzalutamide, particularly among urologists, may be influenced by payments from drug manufacturers.
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Affiliation(s)
- Lillian Y Lai
- Departments of Urology, University of Michigan, Ann Arbor, MI.
| | - Mary K Oerline
- Departments of Urology, University of Michigan, Ann Arbor, MI
| | | | | | - Ted A Skolarus
- Departments of Urology, University of Michigan, Ann Arbor, MI; Veterans Affairs Health Services Research & Development, VA Ann Arbor Healthcare System, Ann Arbor, MI
| | - Stacie B Dusetzina
- Department of Health Policy, Vanderbilt University School of Medicine, Nashville, TN; Vanderbilt-Ingram Cancer Center, Nashville, TN
| | | | - Vahakn B Shahinian
- Departments of Urology, University of Michigan, Ann Arbor, MI; Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | | | - Megan E V Caram
- Veterans Affairs Health Services Research & Development, VA Ann Arbor Healthcare System, Ann Arbor, MI; Department of Internal Medicine, University of Michigan, Ann Arbor, MI
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16
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Jeong AY, Schwartz EB, Roman AR, McDevitt RL, Oerline MK, Henry E, Veenstra CM, Caram ME. Characterizing Out-of-Pocket Payments and Financial Assistance for Patients Prescribed Abiraterone and Enzalutamide at an Academic Cancer Center Specialty Pharmacy. JCO Oncol Pract 2022; 18:e284-e292. [PMID: 34491783 PMCID: PMC9213198 DOI: 10.1200/op.21.00168] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
PURPOSE Abiraterone and enzalutamide are commonly used oral cancer therapies for patients with prostate cancer, both with potentially high out-of-pocket costs for patients. We investigated the prevalence of financial assistance mechanisms used to alleviate out-of-pocket costs and the association of these mechanisms with timing of treatment initiation of abiraterone or enzalutamide. METHODS Using data from the medical center's specialty pharmacy, we identified first prescriptions for abiraterone or enzalutamide between January 1, 2017, and March 31, 2019. Prescriptions dispensed at an external pharmacy or that were discontinued for reasons unrelated to cost were excluded. Patient demographics, insurance coverage, out-of-pocket cost, and number of days between prescribed date and pill-to-mouth date were collected. RESULTS Among 220 prescriptions in our final cohort, 185 were filled through our internal specialty pharmacy, 23 through a manufacturer-sponsored patient assistance program (PAP), and 12 were never filled because of cost. One third of the prescriptions in our final cohort (n = 66) were filled with financial assistance: PAP (10%), copay cards (9%), and grants (11%). The median amount of assistance received for the first fill was $2,860 US dollars (USD) (interquartile range $1,856-$10,717 USD). Prescriptions with an out-of-pocket cost < $100 USD were filled in the shortest time (median 5 days), whereas those filled through a PAP had the longest time to initiation (median 30.5 days). CONCLUSION Among patients prescribed oral therapies for prostate cancer at a single institution, one third of patients received financial assistance. Although receiving assistance is likely to improve financial toxicity, waiting for assistance may lead to longer time to initiation of medication.
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Affiliation(s)
| | - Eric B. Schwartz
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI
| | - Andrea R. Roman
- Department of Pharmacy, University of Michigan, Ann Arbor, MI
| | | | - Mary K. Oerline
- Department of Urology, University of Michigan Medical School, Ann Arbor, MI
| | - Elyssa Henry
- Department of Pharmacy, University of Michigan, Ann Arbor, MI
| | - Christine M. Veenstra
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI
| | - Megan E.V. Caram
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, MI,VA Health Services Research & Development, Center for Clinical Management and Research, VA Ann Arbor Healthcare System, Ann Arbor, MI,Megan E.V. Caram, MD, MSc, University of Michigan, 300 North Ingalls Building, Ann Arbor, MI 48109; e-mail:
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17
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Lai LY, Kaufman SR, Oerline MK, Caram MEV, Maganty A, Hollenbeck BK, Shahinian VB. OUP accepted manuscript. JNCI Cancer Spectr 2022; 6:6544596. [PMID: 35603854 PMCID: PMC8973404 DOI: 10.1093/jncics/pkac023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Revised: 12/22/2021] [Accepted: 01/25/2022] [Indexed: 11/26/2022] Open
Abstract
Urologists are increasingly prescribing oral targeted therapies to patients with advanced prostate cancer. Concurrent with this trend, urology practices are allowing patients to fill their prescription onsite or through a pharmacy established by the practice. We examined prescription patterns for abiraterone or enzalutamide between eventually dispensing single-specialty urology practices, nondispensing single-specialty urology practices, and multispecialty practices using a 20% random sample of the 2013-2017 national Medicare claims. We determined physician dispensing through manual search of publicly available information. From 2015 through 2017, higher percentages of patients managed by eventually dispensing single-specialty urology practices had a filled prescription of abiraterone or enzalutamide compared with patients managed in nondispensing single-specialty urology practices (eg, in 2017, 8.9%, 95% confidence interval = 7.3% to 10.9%, vs 5.9%, 95% confidence interval = 5.0% to 7.0%, respectively; 2-sided P < .001). Insofar as physician dispensing is associated with higher use of abiraterone or enzalutamide, it may represent a means to improve treatment access.
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Affiliation(s)
- Lillian Y Lai
- Department of Urology, University of Michigan, Ann Arbor, MI, USA
- Correspondence to: Lillian Y. Lai, MD, MS, Department of Urology, University of Michigan, 2800 Plymouth Road, Bldg 16, Ann Arbor, MI 48109-2800, USA (e-mail: )
| | - Samuel R Kaufman
- Department of Urology, University of Michigan, Ann Arbor, MI, USA
| | - Mary K Oerline
- Department of Urology, University of Michigan, Ann Arbor, MI, USA
| | - Megan E V Caram
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
- VA Health Services Research & Development, Center for Clinical Management and Research, VA Ann Arbor Healthcare System, Ann Arbor, MI, USA
| | - Avinash Maganty
- Department of Urology, University of Michigan, Ann Arbor, MI, USA
| | | | - Vahakn B Shahinian
- Department of Urology, University of Michigan, Ann Arbor, MI, USA
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
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18
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Lai LY, Shahinian VB, Oerline MK, Kaufman SR, Skolarus TA, Caram MEV, Hollenbeck BK. Understanding Active Surveillance for Prostate Cancer. JCO Oncol Pract 2021; 17:e1678-e1687. [PMID: 33830822 PMCID: PMC9810129 DOI: 10.1200/op.20.00929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
PURPOSE To assess how active surveillance for prostate cancer is apportioned across specialties and how testing patterns and transition to treatment vary by specialty. METHODS We used a 20% national sample of Medicare claims to identify men diagnosed with prostate cancer from 2010 through 2016 initiating surveillance (N = 13,048). Patients were assigned to the physician responsible for the bulk of surveillance care based on billing patterns. Freedom from treatment was assessed by specialty of the responsible physician (urology, radiation oncology, medical oncology, and primary care). Multinomial logistic regression models were used to examine associations between specialty and treatment patterns. RESULTS Urologists were responsible for surveillance in 93.7% of patients in 2010 and 96.2% of patients in 2016 (P for trend = .01). Testing patterns varied by specialty. For example, patients of medical oncologists had more frequent prostate-specific antigen testing compared with patients of urologists (1.85 v 2.39 tests per year, respectively; P < .01). Three years after diagnosis, a significantly smaller proportion of patients managed by radiation oncologists (64.3%) remained on surveillance compared with patients managed by other physicians (75.8%-79.5%; P < .01). Although radiation was the most common treatment among all men who transitioned to treatment, a disproportionate percentage of patients followed by radiation oncologists (28.9%) ultimately underwent radiation compared with patients followed by other physicians (15.1%-15.4%; P < .01). CONCLUSION Nontrivial percentages of patients on active surveillance are managed by physicians outside of urology. Given the interspecialty variations observed, efforts to strengthen the evidence underlying surveillance pathways and to engage other specialties in guideline development are needed.
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Affiliation(s)
- Lillian Y. Lai
- Department of Urology, University of Michigan, Ann Arbor, MI,Lillian Y. Lai, MD, Dow Division for Health Services Research, Department of Urology, University of Michigan, 2800 Plymouth Rd, Bldg 16, Ann Arbor, MI 48109-2800; e-mail:
| | - Vahakn B. Shahinian
- Department of Urology, University of Michigan, Ann Arbor, MI,Department of Internal Medicine, University of Michigan, Ann Arbor, MI
| | - Mary K. Oerline
- Department of Urology, University of Michigan, Ann Arbor, MI
| | | | - Ted A. Skolarus
- Department of Urology, University of Michigan, Ann Arbor, MI,Veterans Affairs Ann Arbor Healthcare System, HSR&D, Center for Clinical Management Research, Ann Arbor, MI
| | - Megan E. V. Caram
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI,Veterans Affairs Ann Arbor Healthcare System, HSR&D, Center for Clinical Management Research, Ann Arbor, MI
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19
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Caram MEV, Oerline MK, Dusetzina S, Herrel LA, Modi PK, Kaufman SR, Skolarus TA, Hollenbeck BK, Shahinian V. Adherence and out-of-pocket costs among Medicare beneficiaries who are prescribed oral targeted therapies for advanced prostate cancer. Cancer 2020; 126:5050-5059. [PMID: 32926427 DOI: 10.1002/cncr.33176] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2020] [Revised: 07/16/2020] [Accepted: 07/17/2020] [Indexed: 11/09/2022]
Abstract
BACKGROUND Abiraterone and enzalutamide are high-cost oral therapies that increasingly are used to treat patients with advanced prostate cancer; these agents carry the potential for significant financial consequences to patients. In the current study, the authors investigated coping and material measures of the financial hardship of these therapies among patients with Medicare Part D coverage. METHODS The authors performed a retrospective cohort study on a 20% sample of Medicare Part D enrollees who underwent treatment with abiraterone or enzalutamide between July 2013 and June 2015. The authors described the variability in adherence rates and out-of-pocket payments among hospital referral regions in the first 6 months of therapy and determined whether adherence and out-of-pocket payments were associated with patient factors and the socioeconomic characteristics of where a patient was treated. RESULTS There were 4153 patients who filled abiraterone or enzalutamide prescriptions through Medicare Part D in 228 hospital referral regions. The mean adherence rate was 75%. The median monthly out-of-pocket payment for abiraterone and enzalutamide was $706 (range, $0-$3505). After multilevel, multivariable adjustment for patient and regional factors, adherence was found to be lower in patients who were older (69% for patients aged ≥85 years vs 76% for patients aged <70 years; P < .01) and in those with low-income subsidies (69% in those with a subsidy vs 76% in those without a subsidy; P < .01). Both Hispanic ethnicity and living in a hospital referral region with a higher percentage of Hispanic beneficiaries were found to be independently associated with higher out-of-pocket payments for abiraterone and enzalutamide. CONCLUSIONS There were substantial variations in the adherence rate and out-of-pocket payments among Medicare Part D beneficiaries who were prescribed abiraterone and enzalutamide. Sociodemographic patient and regional factors were found to be associated with both adherence and out-of-pocket payments.
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Affiliation(s)
- Megan E V Caram
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan.,Ann Arbor VA Center for Clinical Management Research, VA Health Services Research and Development, VA Ann Arbor Healthcare System, Ann Arbor, Michigan
| | - Mary K Oerline
- Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Stacie Dusetzina
- Department of Health Policy, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Lindsey A Herrel
- Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Parth K Modi
- Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Samuel R Kaufman
- Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Ted A Skolarus
- Ann Arbor VA Center for Clinical Management Research, VA Health Services Research and Development, VA Ann Arbor Healthcare System, Ann Arbor, Michigan.,Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Brent K Hollenbeck
- Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
| | - Vahakn Shahinian
- Department of Internal Medicine, University of Michigan Medical School, Ann Arbor, Michigan.,Department of Urology, University of Michigan Medical School, Ann Arbor, Michigan
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20
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Abstract
OBJECTIVE To compare readmission rates as measured by the Centers for Medicare and Medicaid Services and the American College of Surgeons National Surgical Quality Improvement Program (NSQIP) methods. DATA SOURCES 20 percent sample of national Medicare data for patients undergoing cystectomy, colectomy, abdominal aortic aneurysm (AAA) repair, and total knee arthroplasty (TKA) between 2010 and 2014. STUDY DESIGN Retrospective cohort study comparing 30-day readmission rates. DATA COLLECTION/EXTRACTION METHODS Patients undergoing cystectomy, colectomy, abdominal aortic aneurysm repair, and total knee arthroplasty between 2010 and 2014 were identified. PRINCIPAL FINDINGS Cystectomy had the highest and total knee arthroplasty had the lowest readmission rate. The NSQIP measure reported significantly lower rates for all procedures compared to the CMS measure, which reflects an immortal-time bias. CONCLUSIONS We found significantly different readmission rates across all surgical procedures when comparing CMS and NSQIP measures. Longer length of stay exacerbated these differences. Uniform outcome measures are needed to eliminate ambiguity and synergize research and policy efforts.
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Affiliation(s)
- Lee A Hugar
- Department of Urology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania
| | - Tudor Borza
- Dow Health Services Research Division, Department of Urology, University of Michigan, Ann Arbor, Michigan
| | - Mary K Oerline
- Dow Health Services Research Division, Department of Urology, University of Michigan, Ann Arbor, Michigan
| | - Brent K Hollenbeck
- Dow Health Services Research Division, Department of Urology, University of Michigan, Ann Arbor, Michigan
| | - Ted A Skolarus
- Dow Health Services Research Division, Department of Urology, University of Michigan, Ann Arbor, Michigan.,Center for Clinical Management Research, Veterans Affairs Ann Arbor Healthcare System, Ann Arbor, Michigan
| | - Bruce L Jacobs
- Department of Urology, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania.,School of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania
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21
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Borza T, Oerline MK, Skolarus TA, Norton EC, Dimick JB, Jacobs BL, Herrel LA, Ellimoottil C, Hollingsworth JM, Ryan AM, Miller DC, Shahinian VB, Hollenbeck BK. Association Between Hospital Participation in Medicare Shared Savings Program Accountable Care Organizations and Readmission Following Major Surgery. Ann Surg 2019; 269:873-878. [PMID: 29557880 PMCID: PMC6146076 DOI: 10.1097/sla.0000000000002737] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To evaluate the effect of Medicare Shared Savings Program accountable care organizations (ACOs) on hospital readmission after common surgical procedures. SUMMARY BACKGROUND DATA Hospital readmissions following surgery lead to worse patient outcomes and wasteful spending. ACOs, and their associated hospitals, have strong incentives to reduce readmissions from 2 distinct Centers for Medicare and Medicaid Services policies. METHODS We performed a retrospective cohort study using a 20% national Medicare sample to identify beneficiaries undergoing 1 of 7 common surgical procedures-abdominal aortic aneurysm repair, colectomy, cystectomy, prostatectomy, lung resection, total knee arthroplasty, and total hip arthroplasty-between 2010 and 2014. The primary outcome was 30-day risk-adjusted readmission rate. We performed difference-in-differences analyses using multilevel logistic regression models to quantify the effect of hospital ACO affiliation on readmissions following these procedures. RESULTS Patients underwent a procedure at one of 2974 hospitals, of which 389 were ACO affiliated. The 30-day risk-adjusted readmission rate decreased from 8.4% (95% CI, 8.1-8.7%) to 7.0% (95% CI, 6.7-7.3%) for ACO affiliated hospitals (P < 0.001) and from 7.9% (95% CI, 7.8-8.0%) to 7.1% (95% CI, 6.9-7.2%) for non-ACO hospitals (P < 0.001). The difference-in-differences of the 2 trends demonstrated an additional 0.52% (95% CI, 0.97-0.078%) absolute reduction in readmissions at ACO hospitals (P = 0.021), which would translate to 4410 hospitalizations avoided. CONCLUSION Readmissions following common procedures decreased significantly from 2010 to 2014. Hospital affiliation with Shared Savings ACOs was associated with significant additional reductions in readmissions. This emphasis on readmission reduction is 1 mechanism through which ACOs improve value in a surgical population.
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Affiliation(s)
- Tudor Borza
- Department of Urology, Division of Oncology, University of Michigan, Ann Arbor, Michigan
- Dow Division for Urologic Health Service Research, University of Michigan, Ann Arbor, Michigan
| | - Mary K. Oerline
- Dow Division for Urologic Health Service Research, University of Michigan, Ann Arbor, Michigan
| | - Ted A. Skolarus
- Department of Urology, Division of Oncology, University of Michigan, Ann Arbor, Michigan
- Dow Division for Urologic Health Service Research, University of Michigan, Ann Arbor, Michigan
- VA Health Services Research & Development, Center for Clinical Management Research, VA Ann Arbor Healthcare System, University of Pittsburgh Medical Center, Pittsburgh, PA
| | - Edward C. Norton
- Department of Health Management and Policy, University of Michigan, Ann Arbor, Michigan
- Department of Economics, University of Michigan, Ann Arbor, Michigan
- National Bureau of Economic Research, Cambridge, MA
| | - Justin B. Dimick
- Department of Surgery, Center for Healthcare Outcomes and Policy, University of Michigan, Ann Arbor, Michigan
| | - Bruce L. Jacobs
- Department of Urology, University of Pittsburgh Medical Center, Pittsburgh, PA
| | - Lindsey A. Herrel
- Department of Urology, Division of Oncology, University of Michigan, Ann Arbor, Michigan
- Dow Division for Urologic Health Service Research, University of Michigan, Ann Arbor, Michigan
| | - Chad Ellimoottil
- Department of Urology, Division of Oncology, University of Michigan, Ann Arbor, Michigan
- Dow Division for Urologic Health Service Research, University of Michigan, Ann Arbor, Michigan
| | - John M. Hollingsworth
- Dow Division for Urologic Health Service Research, University of Michigan, Ann Arbor, Michigan
| | - Andrew M. Ryan
- Department of Health Management and Policy, University of Michigan, Ann Arbor, Michigan
- Department of Economics, University of Michigan, Ann Arbor, Michigan
| | - David C. Miller
- Department of Urology, Division of Oncology, University of Michigan, Ann Arbor, Michigan
- Dow Division for Urologic Health Service Research, University of Michigan, Ann Arbor, Michigan
| | - Vahakn B. Shahinian
- Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan
| | - Brent K. Hollenbeck
- Department of Urology, Division of Oncology, University of Michigan, Ann Arbor, Michigan
- Dow Division for Urologic Health Service Research, University of Michigan, Ann Arbor, Michigan
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Hollingsworth JM, Oerline MK, Ellimoottil C, Herrel LA, Hollenbeck BK. Effects of the Medicare Modernization Act on Spending for Outpatient Surgery. Health Serv Res 2017; 53 Suppl 1:2858-2869. [PMID: 29194621 DOI: 10.1111/1475-6773.12807] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
OBJECTIVES To examine the effects of Medicare's revised ambulatory surgery center (ASC) payment schedule on overall payments for outpatient surgery. DATA SOURCES Twenty percent sample of national Medicare beneficiaries. STUDY DESIGN We conducted a pre-post study of Medicare beneficiaries who underwent outpatient surgery in a hospital outpatient department (HOPD), ASC, or physician office between 2004 and 2011. Specifically, we used multivariable regression to compare temporal trends in outpatient surgery before and after implementation of Medicare's revised payment schedule in 2008, which reduced ASC facility payments to roughly two-thirds that of HOPDs. Our outcome measures included overall Medicare payments, utilization rates, per beneficiary spending, and average episode payments for outpatient surgery. PRINCIPAL FINDINGS Between the last quarters of 2007 and 2008, overall Medicare payments for outpatient surgery grew by $334 million-an amount nearly three times higher than would have been expected without the policy change (p < .001 for the difference). While utilization rates of outpatient surgery were attenuated, per beneficiary spending and average surgical episode payments increased by 10.4 percent and 7.8 percent, respectively, over the same period. By the end of 2011, Medicare payments for outpatient surgery reached $5.1 billion. Without the policy change, they would have totaled only $4.1 billion. CONCLUSIONS Despite lessening demand, reduced ASC facility payments did not curb spending for outpatient surgery. In fact, overall payments actually increased following the policy change, driven by higher average episode payments.
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Affiliation(s)
- John M Hollingsworth
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI
| | - Mary K Oerline
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI
| | - Chandy Ellimoottil
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI
| | - Lindsey A Herrel
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI
| | - Brent K Hollenbeck
- Dow Division of Health Services Research, Department of Urology, University of Michigan Medical School, Ann Arbor, MI
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Borza T, Oerline MK, Skolarus TA, Jacobs BL, Luckebaugh AN, Lee M, Jen R, Hollingsworth JM, Shahinian VB, Hollenbeck BK. MP32-07 ASSOCIATION BETWEEN HOSPITAL ACCOUNTABLE CARE ORGANIZATION STATUS AND READMISSION FOLLOWING CYSTECTOMY AND OTHER MAJOR SURGERY. J Urol 2017. [DOI: 10.1016/j.juro.2017.02.982] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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