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Harris A, Philbin S, Post B, Jordan N, Beestrum M, Epstein R, McHugh M. Cost, Quality, and Utilization After Hospital-Physician and Hospital-Post Acute Care Vertical Integration: A Systematic Review. Med Care Res Rev 2025; 82:3-42. [PMID: 38708895 DOI: 10.1177/10775587241247682] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/07/2024]
Abstract
Vertical integration of health systems-the common ownership of different aspects of the health care system-continues to occur at increasing rates in the United States. This systematic review synthesizes recent evidence examining the association between two types of vertical integration-hospital-physician (n = 43 studies) and hospital-post-acute care (PAC; n = 10 studies)-and cost, quality, and health services utilization. Hospital-physician integration is associated with higher health care costs, but the effect on quality and health services utilization remains unclear. The effect of hospital-PAC integration on these three outcomes is ambiguous, particularly when focusing on hospital-SNF integration. These findings should raise some concern among policymakers about the trajectory of affordable, high-quality health care in the presence of increasing hospital-physician vertical integration but perhaps not hospital-PAC integration.
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Affiliation(s)
- Alexandra Harris
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sarah Philbin
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Brady Post
- Northeastern University, Boston, MA, USA
| | - Neil Jordan
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Molly Beestrum
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Richard Epstein
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Megan McHugh
- Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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2
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Hu X, McCarthy I, Yabroff KR, You W, Lipscomb J, Graetz I. Association Between Medicare Site-Based Payment Policy, Physician Practice Characteristics, and Vertical Integration Among Oncologists. JCO Oncol Pract 2024; 20:1676-1684. [PMID: 38954780 DOI: 10.1200/op.24.00091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Revised: 04/18/2024] [Accepted: 05/09/2024] [Indexed: 07/04/2024] Open
Abstract
PURPOSE Medicare's differential payments for services delivered in physician offices versus hospital outpatient settings incentivize hospital-physician integration (ie, vertical integration) across many specialties, but evidence for oncologists is mixed. We examined the association of Medicare site-based payment policy and physician practice characteristics, including service volume and diversity, with vertical integration among oncologists in 2013-2019. METHODS Using the Medicare Provider Utilization and Payment Data and Medicare Data on Provider Practice and Specialty in 2013-2019, we extracted nonintegrated medical/hematologic oncologists (hereafter oncologists) in 2013 and followed them through 2019. We quantified the incentives from Medicare site-based payment policy using the hospital-office ratio-total Medicare payments if all services were delivered in the hospital outpatient department (HOPD) versus physician office. Vertical integration was defined as billing >10% of services to HOPD in a year. Multivariable linear probability regressions estimated the association between hospital-office ratio and vertical integration in 2014-2019 with and without accounting for provider characteristics. RESULTS In 2013, the average hospital-office ratio was 1.63, which increased to 1.99 in 2018. A 25th-to-75th percentile increase in the hospital-office ratio was negatively associated with integration (-1.01 percentage points [ppts], 95% CI = -1.45 to -0.57, p < .001) not accounting for physician practice characteristics; this association was attenuated (-0.30 ppts, 95% CI = -0.67 to 0.07, p = .11) after adjusting for these characteristics. Higher baseline (ie, 2013) service volume (Quartile4 v Quartile1 = -3.00 ppts, 95% CI = -4.42 to -1.59, p < .001), more diverse services (Quartile4 v Quartile1 = -3.55 ppts, 95% CI = -4.97 to -2.13, p < .001), and urban location (-5.23 ppts, 95% CI = -6.89 to -3.57, p < .001) were more strongly associated with vertical integration. CONCLUSION Compared to Medicare site-based payment policy, oncologists' practice characteristics emerged as more potent factors for integration and should be considered to ensure the intended impacts of site-based payment reform. Our finding raises questions about the effectiveness of ongoing movements toward site-neutral payment for drug administration services to deter vertical integration in oncology.
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Affiliation(s)
- Xin Hu
- Department of Public Health Sciences, University of Virginia Comprehensive Cancer Center and School of Medicine, Charlottesville, VA
| | - Ian McCarthy
- Department of Economics, Emory University, Atlanta, GA
- National Bureau of Economic Research, Cambridge, MA
| | - K Robin Yabroff
- Surveillance and Health Equity Science, American Cancer Society, Atlanta, GA
| | - Wen You
- Department of Public Health Sciences, University of Virginia Comprehensive Cancer Center and School of Medicine, Charlottesville, VA
| | - Joseph Lipscomb
- Department of Health Policy and Management, Rollins School of Public Health and Winship Cancer Institute, Emory University, Atlanta, GA
| | - Ilana Graetz
- Department of Health Policy and Management, Rollins School of Public Health and Winship Cancer Institute, Emory University, Atlanta, GA
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Jhang J, Brennan TA. Evidence That Regulatory And Market Forces Are Driving Adoption Of Biosimilars. Health Aff (Millwood) 2024; 43:1553-1560. [PMID: 39496079 DOI: 10.1377/hlthaff.2024.00366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2024]
Abstract
Biosimilars present a key opportunity to contain the growing cost of biologic drug spending and to make essential medications more affordable. However, the lackluster performance of the US biosimilar market in its first decade was met with disappointment and concern for its future viability. To evaluate the evolution of the biosimilar market, we reviewed key distinctions in medication classes and the financial stakeholders involved in each. Within this context, we examined recent evidence that suggests that the maturing postapproval biosimilar marketplace is flourishing. The entry of biosimilars for adalimumab offers a case study demonstrating these recent market and policy dynamics. Building on recent gains, policy makers could take additional steps to accelerate biosimilar adoption through both payment and regulatory policy levers.
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Affiliation(s)
- Janice Jhang
- Janice Jhang , Harvard University, Cambridge, Massachusetts
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LEVENGOOD TIMOTHYW, CONTI RENAM, CAHILL SEAN, COLE MEGANB. Assessing the Impact of the 340B Drug Pricing Program: A Scoping Review of the Empirical, Peer-Reviewed Literature. Milbank Q 2024; 102:429-462. [PMID: 38282421 PMCID: PMC11176403 DOI: 10.1111/1468-0009.12691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Revised: 12/11/2023] [Accepted: 01/04/2024] [Indexed: 01/30/2024] Open
Abstract
Policy Points The 340B Drug Pricing Program accounts for roughly 1 out of every 100 dollars spent in the $4.3 trillion US health care industry. Decisions affecting the program will have wide-ranging consequences throughout the US safety net. Our scoping review provides a roadmap of the questions being asked about the 340B program and an initial synthesis of the answers. The highest-quality evidence indicates that nonprofit, disproportionate share hospitals may be using the 340B program in margin-motivated ways, with inconsistent evidence for increased safety net engagement; however, this finding is not consistent across other hospital types and public health clinics, which face different incentive structures and reporting requirements. CONTEXT Despite remarkable growth and relevance of the 340B Drug Pricing Program to current health care practice and policy debate, academic literature examining 340B has lagged. The objectives of this scoping review were to summarize i) common research questions published about 340B, ii) what is empirically known about 340B and its implications, and iii) remaining knowledge gaps, all organized in a way that is informative to practitioners, researchers, and decision makers. METHODS We conducted a scoping review of the peer-reviewed, empirical 340B literature (database inception to March 2023). We categorized studies by suitability of their design for internal validity, type of covered entity studied, and motivation-by-scope category. FINDINGS The final yield included 44 peer-reviewed, empirical studies published between 2003 and 2023. We identified 15 frequently asked research questions in the literature, across 6 categories of inquiry-motivation (margin or mission) and scope (external, covered entity, and care delivery interface). Literature with greatest internal validity leaned toward evidence of margin-motivated behavior at the external environment and covered entity levels, with inconsistent findings supporting mission-motivated behavior at these levels; this was particularly the case among participating disproportionate share hospitals (DSHs). However, included case studies were unanimous in demonstrating positive effects of the 340B program for carrying out a provider's safety net mission. CONCLUSIONS In our scoping review of the 340B program, the highest-quality evidence indicates nonprofit, DSHs may be using the 340B program in margin-motivated ways, with inconsistent evidence for increased safety net engagement; however, this finding is not consistent across other hospital types and public health clinics, which face different incentive structures and reporting requirements. Future studies should examine heterogeneity by covered entity types (i.e., hospitals vs. public health clinics), characteristics, and time period of 340B enrollment. Our findings provide additional context to current health policy discussion regarding the 340B program.
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Affiliation(s)
| | | | - SEAN CAHILL
- Boston University School of Public Health
- The Fenway Institute
- Northeastern University
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5
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Milligan M, Erfani P, Orav EJ, Schleicher S, Brooks GA, Lam MB. Practice Consolidation Among US Medical Oncologists, 2015-2022. JCO Oncol Pract 2024; 20:827-834. [PMID: 38408291 PMCID: PMC11608122 DOI: 10.1200/op.23.00748] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Accepted: 01/22/2024] [Indexed: 02/28/2024] Open
Abstract
PURPOSE Health care consolidation has significantly affected cancer care delivery, with oncology practices undergoing substantial consolidation over the past two decades. This study investigates practice consolidation trends among medical oncologists (MOs), factors associated with consolidation, and changes in MO geographic distribution. METHODS Medicare data from 2015 to 2022 were used to assess MO practice consolidation in hospital referral regions (HRRs), linked with regional health care market data and physician demographics. The Herfindahl-Hirschman Index (HHI) was used to measure consolidation, and the Gini coefficient was used to measure MO distribution across counties. Multivariable linear regression explored factors associated with MO practice consolidation. RESULTS Between 2015 and 2022, the number of MOs increased by 14.5% (11,727-13,433), whereas the number of MO practices decreased by 18.0% (2,774-2,276). The mean number of MOs per practice increased by 40% (4.26-5.95; P < .001). The percentage of MOs in small practices decreased, whereas larger practices saw an increase. MO consolidation, as indicated by the HHI, increased by 9% (median HHI, 0.3204-0.3480). HRRs with higher baseline hospital consolidation and more hospital beds per capita were more likely to have MO practice consolidation. Despite MO practice consolidation, the county-level distribution of MOs did not change substantially. CONCLUSION On the basis of Federal Trade Commission classifications, MO practices were highly concentrated in 2015 and consolidated even further by 2022. While distribution of MOs at the county level remained stable, further research is needed to assess the effects of rapid consolidation on cancer care cost, quality, and access. These data have important implications for policymakers and payers as they design programs that ensure high-quality, affordable cancer care.
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Affiliation(s)
- Michael Milligan
- Harvard Radiation Oncology Program, Boston, MA
- Department of Radiation Oncology, Brigham and Women's Hospital, Boston, MA
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, MA
| | - Parsa Erfani
- Department of Medicine, Brigham and Women's Hospital, Boston, MA
| | - E John Orav
- Department of Medicine, Brigham and Women's Hospital, Boston, MA
- Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA
| | | | | | - Miranda B Lam
- Department of Radiation Oncology, Brigham and Women's Hospital, Boston, MA
- Department of Radiation Oncology, Dana-Farber Cancer Institute, Boston, MA
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Boyd AM, Sue C, Khandoobhai A, Vinson B, Shaikh H, Sorenson S, Patel V, Snyder B, Bondarenka C, Koukounas Y, Earl M, Jenkins M. Evaluation of oncology infusion pharmacy practices: A nationwide survey. J Oncol Pharm Pract 2024; 30:127-141. [PMID: 37122190 DOI: 10.1177/10781552231170358] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
PURPOSE Oncology care continues to evolve at a rapid pace including provision of infusion-based care. There is currently a lack of robust metrics around oncology infusion centers and pharmacy practice. The workgroup completed a nationwide survey to learn about oncology-based infusion pharmacy services offered. The objective was to highlight consistent, measureable oncology-based infusion pharmacy metrics that will provide a foundation to describe overall productivity including emphasis on high patient-safety standards. METHODS A nationwide survey was developed via a workgroup within the Vizient Pharmacy Cancer Care Group beginning in April 2019 and conducted electronically via the Vizient Pharmacy Network from September to November 2020. The survey was designed to capture a number of key metrics related to oncology-based infusion pharmacy services. RESULTS Forty-one sites responded to the survey. Responses highlighted hours of operation (median = 11.5), number of infusion chairs (median = 45). Staffing metrics included 7.1 pharmacist full-time equivalent (FTE) and 7.6 technician FTE per week. 80.5% of sites had cleanrooms and 95.1% reported both hazardous and nonhazardous compounding hoods. 68.3% of sites reported using intravenous (IV) technology, 50.0% measured turnaround time, and 31.4% prepared treatment medications in advance. CONCLUSION There was variability among oncology infusion pharmacy practices in regard to survey responses among sites. The survey results highlight the need for standardization of established productivity metrics across oncology infusion pharmacies in order to improve efficiency and contain costs in the changing oncology landscape. The survey provides insight into oncology infusion pharmacy practices nationwide and provides information for pharmacy leaders to help guide their practices.
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Affiliation(s)
- A M Boyd
- Department of Pharmacy, Cleveland Clinic, Cleveland, OH, USA
| | - C Sue
- Department of Pharmacy, UC Health, Cincinnati, OH, USA
| | - A Khandoobhai
- Department of Pharmacy, The Johns Hopkins Hospital, Baltimore, MD, USA
| | - B Vinson
- Department of Pharmacy, Cedars-Sinai, Los Angeles, CA, USA
| | - H Shaikh
- Department of Pharmacy, University Health, Kansas City, MO, USA
| | - S Sorenson
- Department of Pharmacy, University of Iowa Health Care, Iowa City, IA, USA
| | - V Patel
- Department of Pharmacy, Cedars-Sinai, Los Angeles, CA, USA
| | - B Snyder
- Department of Pharmacy, Atrium Health Wake Forest Baptist, Winston-Salem, NC, USA
- Bristol-Meyers Squibb Company, New York, NY, USA
| | - C Bondarenka
- Department of Pharmacy, Medical University of South Carolina, Charleston, SC, USA
| | - Y Koukounas
- Department of Pharmacy, Cleveland Clinic, Cleveland, OH, USA
- Novartis, Basel, Switzerland
| | - M Earl
- Department of Pharmacy, Cleveland Clinic, Cleveland, OH, USA
- Seagen, Bothell, WA, USA
| | - M Jenkins
- Department of Pharmacy Services, UVA Health, Charlottesville, VA, USA
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7
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Devlin AM, McCormack G. Physician responses to Medicare reimbursement rates. JOURNAL OF HEALTH ECONOMICS 2023; 92:102816. [PMID: 37883883 PMCID: PMC10843488 DOI: 10.1016/j.jhealeco.2023.102816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/03/2022] [Revised: 09/02/2023] [Accepted: 09/07/2023] [Indexed: 10/28/2023]
Abstract
This paper investigates how office-based physicians respond to Medicare reimbursement changes. Using variation from an Affordable Care Act policy that increased reimbursements for office-based care in four states, we use a triple difference analysis, comparing physicians with higher and lower reimbursement changes in treated states to similar physicians in untreated states. We find two mechanisms through which physicians respond. First, the reimbursement change affected integration-physicians with larger increases in office-based reimbursement were less likely to vertically integrate with hospitals and more likely to continue providing office-based care than physicians with smaller reimbursement increases. Second, we find some evidence that physicians who continued practicing in an office setting increased the volume of services provided.
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Affiliation(s)
| | - Grace McCormack
- University of Southern California, United States of America.
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Knox RP, Wang J, Feldman WB, Kesselheim AS, Sarpatwari A. Outcomes of the 340B Drug Pricing Program: A Scoping Review. JAMA HEALTH FORUM 2023; 4:e233716. [PMID: 37991784 PMCID: PMC10665972 DOI: 10.1001/jamahealthforum.2023.3716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2023] [Accepted: 08/29/2023] [Indexed: 11/23/2023] Open
Abstract
Importance The 340B Drug Pricing Program requires manufacturers to offer discounted drug prices to support safety net hospitals and clinics (covered entities) providing care to low-income populations. Amid expansion, the program has received criticism and calls for reform. Objective To assess the literature on the foundations of and outcomes associated with the 340B program. Evidence Review The databases searched in this scoping review included PubMed, Embase, EconLit, National Bureau of Economic Research (NBER), Westlaw, the Department of Health and Human Services Office of the Inspector General (HHS-OIG) website, the Government Accountability Office (GAO) website, and Google in February 2023 for peer-reviewed literature, legal publications, opinion pieces, and government agency and committee reports related to the 340B program. Findings Among a collected 900 documents, 289 met inclusion criteria: 83 articles from PubMed, 12 articles from Embase, 2 articles from EconLit, 1 article from NBER, 28 articles from Westlaw, 23 legislative history documents, 103 documents from Google, 11 GAO reports, and 26 HHS-OIG reports. Included literature pertained to 4 stakeholders in the 340B program: covered entities, pharmacies, pharmaceutical manufacturers, and patients. This literature showed that hospitals, clinics, and pharmacies generated revenue and manufacturers have forgone revenue from 340B discounted drugs. Audits of covered entities found low rates of compliance with 340B program requirements, whereas mixed evidence was uncovered on how covered entities used their 340B revenue, with some studies suggesting use to expand health care services for low-income populations and others to acquire physician practices and open sites in higher-income neighborhoods. These studies were hampered by a lack of transparency and reporting on the use of 340B revenue. Studies revealed patient benefits from access to expanded health care services, but there was mixed evidence on patient cost savings. Although the review identified considerable research on 340B hospitals, pharmacies, and patients, less research was found evaluating the 340B program's effect on nonhospital covered entities, drug pricing, and racial and ethnic minority groups. Conclusions and Relevance In this scoping review of the 340B program, we found that the 340B program was associated with financial benefits for hospitals, clinics, and pharmacies; improved access to health care services for patients; and substantial costs to manufacturers. Increased transparency regarding the use of 340B program revenue and strengthened rulemaking and enforcement authority for the Health Resources and Services Administration would support compliance and help ensure the 340B program achieves its intended purposes.
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Affiliation(s)
- Ryan P. Knox
- Harvard-MIT Center for Regulatory Science, Harvard Medical School, Boston, Massachusetts
- Program On Regulation, Therapeutics, And Law (PORTAL), Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts
| | - Junyi Wang
- Program On Regulation, Therapeutics, And Law (PORTAL), Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts
| | - William B. Feldman
- Program On Regulation, Therapeutics, And Law (PORTAL), Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts
| | - Aaron S. Kesselheim
- Program On Regulation, Therapeutics, And Law (PORTAL), Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts
| | - Ameet Sarpatwari
- Program On Regulation, Therapeutics, And Law (PORTAL), Division of Pharmacoepidemiology and Pharmacoeconomics, Department of Medicine, Brigham and Women’s Hospital and Harvard Medical School, Boston, Massachusetts
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Sinaiko AD, Curto VE, Ianni K, Soto M, Rosenthal MB. Utilization, Steering, and Spending in Vertical Relationships Between Physicians and Health Systems. JAMA HEALTH FORUM 2023; 4:e232875. [PMID: 37656471 PMCID: PMC10474555 DOI: 10.1001/jamahealthforum.2023.2875] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Accepted: 07/06/2023] [Indexed: 09/02/2023] Open
Abstract
Importance Vertical relationships (eg, ownership or affiliations, including joint contracting) between physicians and health systems are increasing in the US. Objective To analyze how vertical relationships between primary care physicians (PCPs) and large health systems are associated with changes in ambulatory and acute care utilization, referral patterns, readmissions, and total medical spending for commercially insured individuals. Design, Setting, and Participants This case-control study with a repeated cross-section, stacked event design analyzed outcomes of patients whose attributed PCP entered a vertical relationship with a large health care system in 2015 or 2017 compared with patients whose attributed PCP was either never or always in a vertical relationship with a large health system from 2013 to 2017 in the state of Massachusetts. The sample consisted of commercially insured patients who met enrollment criteria and who were attributed to PCPs who were included in the Massachusetts Provider Database in 2013, 2015, and 2017 and for whom vertical relationships were measured. Enrollee and claims data were obtained from the 2013 to 2017 Massachusetts All-Payer Claims Database. Statistical analyses were conducted between January 5, 2021, and June 5, 2023. Exposure Evaluation-and-management visit with attributed PCP in 2015 to 2017. Main Outcomes and Measures Outcomes (which were measured per patient-year [ie, per patient per year from January to December] in this sample) were utilization (count of specialist physician visits, emergency department [ED] visits, and hospitalizations overall and within attributed PCP's health system), spending (total medical expenditures and use of high-price hospitals), and readmissions (readmission rate and use of hospitals with a low readmission rate). Results The sample of 4 030 224 observations included 2 147 303 females (53.3%) and 1 881 921 males (46.7%) with a mean (SD) age of 35.07 (19.95) years. Vertical relationships between PCPs and large health systems were associated with an increase of 0.69 (95% CI, 0.34-1.04; P < .001) in specialist visits per patient-year, a 22.64% increase vs the comparison group mean of 3.06 visits, and a $356.67 (95% CI, $77.16-$636.18; P = .01) increase in total medical expenditures per patient-year, a 6.26% increase vs the comparison group mean of $5700.07. Within the health care system of the attributed PCPs, the number of specialist visits changed by 0.80 (95% CI, 0.56-1.05) per patient year (P < .001), a 29.38% increase vs the comparison group mean of 2.73 specialist visits per patient-year. The number of ED visits changed by 0.02 (95% CI, 0.01-0.03) per patient year (P = .001), a 14.19% increase over the comparison group mean of 0.15 ED visits per patient-year. The number of hospitalizations changed by 0.01 (95% CI, 0.00-0.01) per patient-year (P < .001), a 22.36% increase over the comparison group mean of 0.03 hospitalizations per patient-year. There were no differences in readmission outcomes. Conclusions Results of this case-control study suggest that vertical relationships between PCPs and large health systems were associated with steering of patients into health systems and increased spending on patient care, but no difference in readmissions was found.
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Affiliation(s)
- Anna D. Sinaiko
- Department of Health Policy and Management, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Vilsa E. Curto
- Department of Health Policy and Management, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Katherine Ianni
- Harvard PhD Program in Health Policy, Harvard University, Cambridge, Massachusetts
| | - Mark Soto
- Department of Health Policy and Management, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
| | - Meredith B. Rosenthal
- Department of Health Policy and Management, Harvard T.H. Chan School of Public Health, Boston, Massachusetts
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Mirsky MM, Mitchell C, Hong A, Cao S, Fu P, Margevicius S, Wu S, Dowlati A, Nelson A, Selfridge JE, Ramaiya N, Hoimes C, Alahmadi A, Bruno DS. Outcomes of Antineoplastic Immunotherapy at a Large Healthcare Organization: Impact of Provider, Race and Socioeconomic Status. Cancer Manag Res 2023; 15:913-927. [PMID: 37674660 PMCID: PMC10478776 DOI: 10.2147/cmar.s403569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 04/20/2023] [Indexed: 09/08/2023] Open
Abstract
Purpose Disparities in cancer care delivery remain a pressing health-care crisis within the United States (US). The use of immune checkpoint inhibitors (ICIs) and their management may be a disparity generator that impacts survival. This retrospective study assessed disparities in a cohort of patients with a variety of solid tumors treated with ICIs within a single health-care organization focusing on the impact of race, socioeconomic status (SES) and site of care delivery on survival and the development of severe immune-related adverse events (irAEs). Patients and Methods Manual chart review was performed on all patients with solid tumors treated with ICIs within a health-care organization from 2012 to 2018. Care delivery was dichotomized as DOP (disease-oriented provider at academic center) and COP (community oncology provider). Primary and secondary outcomes were overall survival (OS) and rates of grade 3-4 irAEs, respectively. Relationships with covariates of interest, including race, socioeconomic status and type of care delivery, were assessed among both outcomes. Results A total of 1070 eligible patients were identified. Of those, 11.4% were of Black race, 59.7% had either non-small cell lung cancer (NSCLC) or melanoma and 82.8% had stage IV disease. Patients of Black race and lower SES were more likely to be treated by DOPs (p<0.0001). A superior OS was associated with care delivered by DOPs when compared to COPs (HR 0.68; 95% CI 0.56-0.84; p=0.0002), which was durable after accounting for race, SES, histopathologic diagnosis and disease stage. Melanoma patients experienced higher rates of severe irAEs (HR 2.37; 95% CI 1.42-3.97; p=0.001). Race, SES and site of care delivery were not related to rates of severe irAEs. Conclusion In a large health-care organization, patients treated with checkpoint inhibitors by DOPs benefited from a significant OS advantage that was durable after controlling for racial and socioeconomic factors, providing evidence that disease-oriented care has the potential to mitigate racial and socioeconomic disparities.
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Affiliation(s)
- Matthew M Mirsky
- University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Carley Mitchell
- University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Augustine Hong
- University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Shufen Cao
- Department of Population and Quantitative Health Sciences, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Pingfu Fu
- Department of Population and Quantitative Health Sciences, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Seunghee Margevicius
- Department of Population and Quantitative Health Sciences, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Sulin Wu
- University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Afshin Dowlati
- University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Ariel Nelson
- University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - J Eva Selfridge
- University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Nikhil Ramaiya
- University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Christopher Hoimes
- University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Asrar Alahmadi
- University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Debora S Bruno
- University Hospitals Cleveland Medical Center, Case Western Reserve University School of Medicine, Cleveland, OH, USA
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11
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Bond AM, Dean EB, Desai SM. The Role Of Financial Incentives In Biosimilar Uptake In Medicare: Evidence From The 340B Program. Health Aff (Millwood) 2023; 42:632-641. [PMID: 37126754 DOI: 10.1377/hlthaff.2022.00812] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Biosimilar drugs-lower-cost alternatives to expensive biologic drugs-have the potential to slow the growth of US drug spending. However, rates of biosimilar uptake have varied across hospital outpatient providers. We investigated whether the 340B Drug Pricing Program, which offers eligible hospitals substantial discounts on drug purchases, inhibits biosimilar uptake. Almost one-third of US hospitals participate in the 340B program. Using a regression discontinuity design and two high-volume biologics with biosimilar competitors, filgrastim and infliximab, we estimated that 340B program eligibility was associated with a 22.9-percentage-point reduction in biosimilar adoption. In addition, 340B program eligibility was associated with 13.3 more biologic administrations annually per hospital and $17,919 more biologic revenue per hospital. Our findings suggest that the program inhibited biosimilar uptake, possibly as a result of financial incentives making reference drugs more profitable than biosimilar medications.
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Affiliation(s)
- Amelia M Bond
- Amelia M. Bond , Cornell University, New York, New York
| | - Emma B Dean
- Emma B. Dean, University of Miami, Miami, Florida
| | - Sunita M Desai
- Sunita M. Desai, New York University, New York, New York
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12
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Han D. The impact of the 340B Drug Pricing Program on Critical Access Hospitals: Evidence from Medicare Part B. JOURNAL OF HEALTH ECONOMICS 2023; 89:102754. [PMID: 37030057 DOI: 10.1016/j.jhealeco.2023.102754] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Revised: 12/17/2022] [Accepted: 03/19/2023] [Indexed: 06/19/2023]
Abstract
I study the impact of expanding the 340B Drug Pricing Program to include Critical Access Hospitals (CAH) on Medicare Part B drug utilization and spending. The 340B program entitles certain hospitals and clinics to discounts on most outpatient drugs. In 2010, the Affordable Care Act expanded 340B eligibility to CAHs - small rural hospitals that receive cost-based reimbursement from Medicare. Exploiting variation in the predicted exposure to the 340B expansion in a difference-in-differences method, I find that the 340B expansion reduced Part B drug spending but did not affect Part B drug utilization. This finding contrasts with existing evidence about 340B's impact on hospitals but is consistent with the prediction that cost-based reimbursement dampens the incentives created by the 340B discounts. I also find suggestive evidence that CAHs passed the cost savings from 340B on to patients. These results add new perspectives to the ongoing debate over 340B.
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Affiliation(s)
- Dan Han
- Lee Kuan Yew School of Public Policy, National University of Singapore, Singapore.
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13
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Mitchell JM, Gresenz CR. The Influence of Practice Structure on Urologists' Treatment of Men With Low-Risk Prostate Cancer. Med Care 2022; 60:665-672. [PMID: 35880758 PMCID: PMC9378464 DOI: 10.1097/mlr.0000000000001746] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
BACKGROUND Vertical and horizontal integration among health care providers has transformed the practice arrangements under which many physicians work. OBJECTIVE To examine the influence of type of practice structure, and by implication the financial incentives associated with each structure, on treatment received among men newly diagnosed with low-risk prostate cancer. RESEARCH DESIGN We compiled a unique database from cancer registry records from 4 large states, Medicare enrollment and claims for the years 2005-2014 and SK & A physician surveys corroborated by extensive internet searches. We estimated a multinomial logit model to examine the influence of urologist practice structure on type of initial treatment received. RESULTS The probability of being monitored with active surveillance was 7.4% and 4.2% points higher for men treated by health system and nonhealth system employed urologists ( P <0.01), respectively, in comparison to men treated by single specialty urology practices. Among multispecialty practices, the rate of active surveillance use was 3% points higher compared with single specialty urology practices( P <0.01). Use of intensity modulated radiation therapy among urologists with ownership in intensity modulated radiation therapy was 17.4% points higher compared with urologists working in small single specialty practices. CONCLUSIONS Physician practice structure attributes are significantly associated with type of treatment received but few studies control for such factors. Our findings-coupled with the observation that urologist practice structure shifted substantially over this time period due to mergers of small urology groups-provide one explanation for the limited uptake of active surveillance among men with low-risk disease in the US.
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Affiliation(s)
- Jean M. Mitchell
- McCourt School of Public Policy, Georgetown University, Old North 314, 37 & “O” Streets, NW, Washington DC 20007
| | - Carole Roan Gresenz
- Department of Health Systems Administration, Georgetown University, 3800 Reservoir Road, NW, Washington DC 20007
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14
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Post B, Norton EC, Hollenbeck BK, Ryan AM. Hospital-physician integration and risk-coding intensity. HEALTH ECONOMICS 2022; 31:1423-1437. [PMID: 35460314 DOI: 10.1002/hec.4516] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Revised: 12/10/2021] [Accepted: 03/27/2022] [Indexed: 06/14/2023]
Abstract
Hospital-physician integration has surged in recent years. Integration may allow hospitals to share resources and management practices with their integrated physicians that increase the reported diagnostic severity of their patients. Greater diagnostic severity will increase practices' payment under risk-based arrangements. We offer the first analysis of whether hospital-physician integration affects providers' coding of patient severity. Using a two-way fixed effects model, an event study, and a stacked difference-in-differences analysis of 5 million patient-year observations from 2010 to 2015, we find that the integration of a patient's primary care doctor is associated with a robust 2%-4% increase in coded severity, the risk-score equivalent of aging a physician's patients by 4-8 months. This effect was not driven by physicians treating different patients nor by physicians seeing patients more often. Our evidence is consistent with the hypothesis that hospitals share organizational resources with acquired physician practices to increase the measured clinical severity of patients. Increases in the intensity of coding will improve vertically-integrated practices' performance in alternative payment models and pay-for-performance programs while raising overall health care spending.
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Affiliation(s)
- Brady Post
- Department of Health Sciences, Northeastern University, Boston, Massachusetts, USA
| | - Edward C Norton
- Department of Health Management and Policy and Department of Economics, University of Michigan, Ann Arbor, Michigan, USA
| | - Brent K Hollenbeck
- Department of Urology, University of Michigan Michigan Medicine, Ann Arbor, Michigan, USA
| | - Andrew M Ryan
- Health Management and Policy, University of Michigan, Ann Arbor, Michigan, USA
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15
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Mitchell JM, DeLeire T. Vertical Integration Versus Physician Owners: Trends in Practice Structure Among Breast Cancer Surgeons. Med Care 2022; 60:206-211. [PMID: 35157620 PMCID: PMC8869847 DOI: 10.1097/mlr.0000000000001687] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVE The objective of this study was to document changes in physician practice structure among surgeons who treat women with breast cancer. DESIGN We merged cancer registry records from 5 large states with Medicare Part B claims to identify each surgeon who treated women with breast cancer. We added information from SK&A surveys and extensive internet searches. We analyzed changes in breast surgeons' practice structure over time. MEASURES We assigned each surgeon-year a practice structure type: (1) small single-specialty practice; (2) single-specialty surgery or multispecialty practice with ownership in an ambulatory surgery center (ASC); (3) physician-owned hospital; (4) multispecialty; (5) employed. RESULTS In 2003, nearly 74% of breast cancer surgeons belonged to small single-specialty practices. By 2014, this percentage fell to 51%. A shift to being employed (vertical integration) accounted for only a portion of this decline; between 2003 and 2014, the percentage of surgeons who were employed increased from 10% to 20%. The remainder of this decline is due to surgeons opting to acquire ownership in an ASC or a specialty hospital. Between 2003 and 2014, the percentage of surgeons with ownership in an ASC or specialty hospital increased from 4% to 17%. CONCLUSIONS Dramatic changes in surgeon practice structure occurred between 2003 and 2014 across the 5 states we examined. The most notable was the sharp decline in the prevalence of the small single-specialty practice and large increases in the proportion of surgeons either employed or with ownership in ACSs or hospitals.
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Affiliation(s)
- Jean M Mitchell
- McCourt School of Public Policy, Georgetown University, Old North 314, 37 & “O” Streets, NW, Washington DC 20007
| | - Thomas DeLeire
- McCourt School of Public Policy, Georgetown University, Old North 308, 37 & “O” Streets, NW, Washington DC 20007
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16
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Golla V, Kaye DR. The Impact of Health Delivery Integration on Cancer Outcomes. Surg Oncol Clin N Am 2021; 31:91-108. [PMID: 34776068 DOI: 10.1016/j.soc.2021.08.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Although integrated health care has largely been associated with increases in prices and static or decreased quality across many disease states, it has shown some successes in improving cancer care. However, its impact is largely equivocal, making consensus statements difficult. Critically, integration does not necessarily translate to clinical coordination, which might be the true driver behind the success of integrated health care delivery. Moving forward, it is important to establish payment models that support clinical care coordination. Shifting from a fragmented health system to a coordinated one may improve evidence-based cancer care, outcomes, and value for patients.
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Affiliation(s)
- Vishnukamal Golla
- Duke National Clinician Scholars Program, 200 Morris St, Suite 3400, DUMC Box 104427, Durham, NC 27701, USA; Department of Surgery, Division of Urology, Duke University Medical Center, Durham, NC, USA; Duke Cancer Institute, Durham, NC, USA; Duke-Margolis Policy Center; Durham Veterans Affairs Health Care System, Durham, NC, USA.
| | - Deborah R Kaye
- Department of Surgery, Division of Urology, Duke University Medical Center, Durham, NC, USA; Duke Cancer Institute, Durham, NC, USA; Duke-Margolis Policy Center
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17
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Osarogiagbon RU, Mullangi S, Schrag D. Medicare Spending, Utilization, and Quality in the Oncology Care Model. JAMA 2021; 326:1805-1806. [PMID: 34751724 DOI: 10.1001/jama.2021.18765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Affiliation(s)
| | | | - Deborah Schrag
- Memorial Sloan Kettering Cancer Center, New York, New York
- Associate Editor, JAMA
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18
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Desai SM, McWilliams JM. 340B Drug Pricing Program and hospital provision of uncompensated care. AMERICAN JOURNAL OF MANAGED CARE 2021; 27:432-437. [PMID: 34668672 DOI: 10.37765/ajmc.2021.88761] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVES To evaluate whether hospital entry into the 340B Drug Pricing Program, which entitles eligible hospitals to discounts on drug purchases and intends for hospitals to use associated savings to devote more resources to the care of low-income populations, is associated with changes in hospital provision of uncompensated care. STUDY DESIGN We analyzed secondary data on 340B participation and uncompensated care provision among general acute care hospitals and critical access hospitals from 2003 to 2015. We constructed an annual, hospital-level data set on hospital 340B participation from the Office of Pharmacy Information Systems and on uncompensated care provision from the Hospital Cost Reporting Information System. METHODS Focusing on 2 periods of program expansion, we separately analyzed trends in uncompensated care costs for 340B-eligible general acute care hospitals and critical access hospitals, stratified by year of 340B program entry, including a stratum of eligible hospitals that never participated. We used a differences-in-differences approach to quantify whether there were differential changes in provision of uncompensated care after hospitals enter the 340B program relative to hospitals that did not participate or had not yet entered. RESULTS We do not find evidence that hospitals increased provision of uncompensated care after entry into the 340B program differentially more than hospitals that never entered or had not yet entered the program. CONCLUSIONS Relying on hospitals to invest surplus into care for the underserved without marginal incentives to do so or strong oversight may not be an effective strategy to expand safety-net care.
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Affiliation(s)
- Sunita M Desai
- Department of Population Health, New York University School of Medicine, 227 E 30th St #635, New York, NY 10016.
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19
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Robinson JC, Whaley CM, Brown TT. Price Differences To Insurers For Infused Cancer Drugs In Hospital Outpatient Departments And Physician Offices. Health Aff (Millwood) 2021; 40:1395-1401. [PMID: 34495715 DOI: 10.1377/hlthaff.2021.00211] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
The prices paid in 2019 by Blue Cross Blue Shield health plans in hospital outpatient departments were double those paid in physician offices for biologics, chemotherapies, and other infused cancer drugs (99-104 percent higher) and for infused hormonal therapies (68 percent higher). Had these plans excluded hospital clinics from their networks, channeling all of the infusions to physician offices, they would have saved $1.28 billion per year, or 26 percent of what they actually paid. Had they relied on cost-sharing incentives to channel infusions to physician offices-with either uniform 20 percent coinsurance or reference pricing-they would have realized savings but increased the financial burden on patients who received care at the higher-price hospital clinics. Under 20 percent coinsurance, patients' payment obligations for care at hospital clinics would have exceeded those for care in physician offices by a median of 67 percent for biologics, 72 percent for chemotherapies, 87 percent for hormonal therapies, and 75 percent for other cancer drugs. Large savings are potentially available to commercial insurers from shifting cancer infusion care to nonhospital settings, but cost-sharing burdens could become very high for patients.
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Affiliation(s)
- James C Robinson
- James C. Robinson is the Leonard D. Schaeffer Professor of Health Economics in the Division of Health Policy and Management, School of Public Health, at the University of California Berkeley, in Berkeley, California. He is a Health Affairs contributing editor
| | - Christopher M Whaley
- Christopher M. Whaley is an assistant adjunct instructor of public health at the School of Public Health, University of California Berkeley, and a policy researcher in health care at the RAND Corporation in Santa Monica, California
| | - Timothy T Brown
- Timothy T. Brown is an associate adjunct professor of health economics, School of Public Health, University of California Berkeley
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20
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Fauer A, Wright N, Lafferty M, Harrod M, Manojlovich M, Friese CR. Influences of Physical Layout and Space on Patient Safety and Communication in Ambulatory Oncology Practices: A Multisite, Mixed Method Investigation. HERD-HEALTH ENVIRONMENTS RESEARCH & DESIGN JOURNAL 2021; 14:270-286. [PMID: 34169761 DOI: 10.1177/19375867211027498] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE To examine how physical layouts and space in ambulatory oncology practices influence patient safety and clinician communication. BACKGROUND Ambulatory oncology practices face unique challenges in delivering safe care. With increasing patient volumes, these settings require additional attention to support patient safety and efficient clinical work processes. METHODS This study used a mixed methods design with sequential data collection. Eight ambulatory oncology practices (of 29 participating practices) participated in both the quantitative and qualitative phases. In surveys, clinicians (n = 56) reported on safety organizing and communication satisfaction measures. Qualitative data included observations and semistructured interviews (n = 46) with insight into how physical layout influenced care delivery. Quantitative analysis of survey data included descriptive and correlational statistics. Qualitative analysis used inductive and thematic content analysis. Quantitative and qualitative data were integrated using side-by-side comparison tables for thematic analysis. RESULTS Safety organizing performance was positively correlated with clinician communication satisfaction, r(54 df) = .414, p = .002. Qualitative analyses affirmed that the physical layout affected communication around chemotherapy infusion and ultimately patient safety. After data integration, safety organizing and clinician communication were represented by two themes: visibility of patients during infusion and the proximity of clinicians in the infusion center to clinicians in the clinic where providers see patients. CONCLUSIONS Physical layouts of ambulatory oncology practices are an important factor to promote patient safety. Our findings inform efforts to construct new and modify existing infusion centers to enhance patient safety and clinician communication.
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Affiliation(s)
- Alex Fauer
- National Clinician Scholars Program, Division of General Internal Medicine and Health Services Research, School of Medicine, University of California, Los Angeles, CA, USA
| | - Nathan Wright
- Center for Improving Patient and Population Health, School of Nursing, University of Michigan, Ann Arbor, MI, USA
| | | | | | | | - Christopher R Friese
- Center for Improving Patient and Population Health, School of Nursing, University of Michigan, Ann Arbor, MI, USA.,Rogel Cancer Center, Ann Arbor, MI, USA.,School of Public Health, University of Michigan, Ann Arbor, MI, USA
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21
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Practice Consolidation Among U.S. Radiation Oncologists Over Time. Int J Radiat Oncol Biol Phys 2021; 111:610-618. [PMID: 34157364 DOI: 10.1016/j.ijrobp.2021.06.009] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 06/04/2021] [Accepted: 06/07/2021] [Indexed: 11/23/2022]
Abstract
PURPOSE Health care practices across the United States have been consolidating in response to various market forces. The degree of practice consolidation varies widely across specialties but has not been well studied within radiation oncology. This study used Medicare data to characterize the extent of practice consolidation among radiation oncologists and to investigate associated market factors. METHODS AND MATERIALS We utilized Medicare Provider Enrollment, Chain, and Ownership System data to assess the practice size and billing patterns of U.S. radiation oncologists in 2013 and again in 2017. Individual practices were categorized by the number of radiation oncologists practicing together: solo practices had 1 radiation oncologist, small practices 2 to 10, and large practices 11 or more. Market consolidation within each hospital referral region (HRR) across the country was quantified using the Herfindahl-Hirschman Index. Hospital and market level data were obtained for each HRR, and factors associated with the growth of radiation oncology practices over time were calculated via multivariable linear regression. RESULTS Across the United States, radiation oncology practices appear to be highly consolidated. The mean Herfindahl-Hirschman Index was 0.4711 in 2013-indicating high levels of consolidation at baseline-and increased further to 0.4865 by 2017. Between 2013 and 2017, the number of practices with radiation oncologists in the United States decreased 3.8%, from 1679 to 1615, whereas the number of practicing radiation oncologists increased 9.4%, from 4948 to 5415. Over the study period, the number of solo practices fell 11% (from 708 in 2013 to 627 in 2017), whereas the number of large practices (those with 11 or more radiation oncologists) increased 50% (from 60 to 90). Large practices likewise grew to employ a greater share of all radiation oncologists (23.9%-32.4%) and accounted for a larger proportion of total Medicare billing (21%-26%). Two market factors were predictive for increases in the mean radiation oncology practice size. HRRs with greater hospital market consolidation and those with lower levels of baseline radiation oncology consolidation were more likely to experience higher levels of growth over the study period. CONCLUSIONS Radiation oncologists are increasingly working in larger practices. By 2017, nearly one-third of all practicing radiation oncologists in the United States were employed by just the 90 largest practices. Radiation oncology, as a field, is highly concentrated, and represents one of the most consolidated specialties across the country. The implications of practice consolidation among radiation oncologists warrants further investigation.
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22
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Valdez S, Jacobson M. Assessing the Quality of SK&A's Office-Based Physician Database for Identifying Oncologists. Med Care Res Rev 2021; 79:317-327. [PMID: 34027744 DOI: 10.1177/10775587211013628] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Health services research increasingly uses commercial databases that capture provider practice characteristics. Little is known about how these data sets compare along other dimensions with publicly available data. We assess the quality of one of the most commonly used commercial databases, SK&A's office-based physician database, for capturing oncologists who bill the Medicare fee-for-service program. Using 2017 data, we find that nearly 74% of the oncologists in Medicare claims can be found in the SK&A data. Weighted by patients, service volume, or spending, match rates increase to 77%, 96%, and 92%, respectively. Matched oncologists have a high concordance (above 95%) on subspecialty as well as contact information other than street address. Oncologists who appear only in Medicare tend to have low service volumes and spending relative to those who are matched while over half of oncologists who appear only in SK&A have a pediatric subspecialty.
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Affiliation(s)
- Samuel Valdez
- University of Southern California, Los Angeles, CA, USA.,University of California, Los Angeles, CA, USA
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23
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Valdez S. Do Medicare's Facility Fees Incentivize Hospitals to Vertically Integrate with Oncologists? INQUIRY : A JOURNAL OF MEDICAL CARE ORGANIZATION, PROVISION AND FINANCING 2021; 58:469580211022968. [PMID: 34269086 PMCID: PMC8287339 DOI: 10.1177/00469580211022968] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Revised: 03/21/2021] [Accepted: 03/25/2021] [Indexed: 11/27/2022]
Abstract
Within the past decade, the U.S. health care market has undergone massive vertical integration, prompting economists to study the underlying causes and consequences of hospital-physician integration. This paper examines whether or not hospitals strategically choose to vertically integrate with clinical oncologists in order to capture facility fees, a commonly cited reason for increased consolidation in the health care market. To address this question, I match data on hospitals' ownership of clinical oncologists with Medicare payment data disaggregated to the physician and specific service level. I leverage a 2014 policy change that drastically altered the payment structure of Medicare's facility fees paid to hospitals for evaluation and management services-and yet, it did not alter the direct payments made to physicians. Contrary to popular belief, I find no evidence that the financial incentives of facility fees have an effect on the probability that a hospital and a clinical oncologist vertically integrate.
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Affiliation(s)
- Samuel Valdez
- University of California, Los Angeles,
CA, USA
- University of Southern California, Los
Angeles, CA, USA
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24
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Mitchell JM, Gresenz CR. Documenting Horizontal Integration Among Urologists Who Treat Prostate Cancer. Med Care Res Rev 2020; 79:141-150. [PMID: 33331217 DOI: 10.1177/1077558720980552] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Relatively little is known about the extent and effects of horizontal mergers among physician specialists. We developed and implemented a methodology to document changes in physician practice structure resulting from horizontal integration among urology groups. We merged cancer registry records from four large states with Medicare Part B claims to identify all urologists who treated men with prostate cancer. We added information from SK & A surveys and extensive internet searches to assign a practice structure to each urologist-year (2005-2014). Horizontal integration among small urology groups led to a sharp increase in the proportion of urologists who belong to large urology practices with ownership in intensity modulated radiation therapy and/or anatomical pathology services. By 2014, more than half of New Jersey urologists and about 43% of urologists in Florida and Texas were members of such large practices, whereas small percentages (7%-16%) were employed by a health system. In contrast, more than 27% of California urologists were employed but only 17.5% had ownership in intensity modulated radiation therapy and/or pathology services. Importantly, we found our indicators of market share of urologists associated with each practice structure type were highly concordant with indicators of market share based on number of prostate cancer episodes treated by each practice structure type.
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25
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Johnston KJ, Wiemken TL, Hockenberry JM, Figueroa JF, Joynt Maddox KE. Association of Clinician Health System Affiliation With Outpatient Performance Ratings in the Medicare Merit-based Incentive Payment System. JAMA 2020; 324:984-992. [PMID: 32897346 PMCID: PMC7489823 DOI: 10.1001/jama.2020.13136] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
IMPORTANCE Integration of physician practices into health systems composed of hospitals and multispecialty practices is increasing in the era of value-based payment. It is unknown how clinicians who affiliate with such health systems perform under the new mandatory Centers for Medicare & Medicaid Services Merit-based Incentive Payment System (MIPS) relative to their peers. OBJECTIVE To assess the relationship between the health system affiliations of clinicians and their performance scores and value-based reimbursement under the 2019 MIPS. DESIGN, SETTING, AND PARTICIPANTS Publicly reported data on 636 552 clinicians working at outpatient clinics across the US were used to assess the association of the affiliation status of clinicians within the 609 health systems with their 2019 final MIPS performance score and value-based reimbursement (both based on clinician performance in 2017), adjusting for clinician, patient, and practice area characteristics. EXPOSURES Health system affiliation vs no affiliation. MAIN OUTCOMES AND MEASURES The primary outcome was final MIPS performance score (range, 0-100; higher scores intended to represent better performance). The secondary outcome was MIPS payment adjustment, including negative (penalty) payment adjustment, positive payment adjustment, and bonus payment adjustment. RESULTS The final sample included 636 552 clinicians (41% female, 83% physicians, 50% in primary care, 17% in rural areas), including 48.6% who were affiliated with a health system. Compared with unaffiliated clinicians, system-affiliated clinicians were significantly more likely to be female (46% vs 37%), primary care physicians (36% vs 30%), and classified as safety net clinicians (12% vs 10%) and significantly less likely to be specialists (44% vs 55%) (P < .001 for each). The mean final MIPS performance score for system-affiliated clinicians was 79.0 vs 60.3 for unaffiliated clinicians (absolute mean difference, 18.7 [95% CI, 18.5 to 18.8]). The percentage receiving a negative (penalty) payment adjustment was 2.8% for system-affiliated clinicians vs 13.7% for unaffiliated clinicians (absolute difference, -10.9% [95% CI, -11.0% to -10.7%]), 97.1% vs 82.6%, respectively, for those receiving a positive payment adjustment (absolute difference, 14.5% [95% CI, 14.3% to 14.6%]), and 73.9% vs 55.1% for those receiving a bonus payment adjustment (absolute difference, 18.9% [95% CI, 18.6% to 19.1%]). CONCLUSIONS AND RELEVANCE Clinician affiliation with a health system was associated with significantly better 2019 MIPS performance scores. Whether this represents differences in quality of care or other factors requires additional research.
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Affiliation(s)
- Kenton J. Johnston
- Department of Health Management and Policy, College for Public Health and Social Justice, St Louis University, St Louis, Missouri
- Department of Health and Clinical Outcomes Research, St Louis University, St Louis, Missouri
| | - Timothy L. Wiemken
- Department of Health and Clinical Outcomes Research, St Louis University, St Louis, Missouri
| | - Jason M. Hockenberry
- Department of Health Policy and Management, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Jose F. Figueroa
- Department of Health Policy and Management, T. H. Chan School of Public Health, Harvard University, Boston, Massachusetts
| | - Karen E. Joynt Maddox
- Cardiovascular Division, School of Medicine, Washington University in St Louis, St Louis, Missouri
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Fishman E, Fisch MJ, Liu Y, Barron JJ, Nguyen A, Sylwestrzak G. Use of Optimal Evidence-Based Anticancer Drug Regimens in Physician Offices Versus Hospital Outpatient Facilities. JCO Oncol Pract 2020; 16:e797-e806. [DOI: 10.1200/jop.19.00525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
PURPOSE: Cancer care has increasingly shifted from physician offices (MDOs) to hospital-based outpatient departments (HOPDs). This study compared the proportion of patients receiving optimal, evidence-based anticancer drug regimens and the cost of care when administered in these sites. METHODS: Patients with breast, lung, or colorectal cancer were identified from a large health insurance database. Anticancer drug regimens were considered on pathway when they were on the payer’s program list of optimal regimens when administered. Anticancer drug–related costs included all patient- and plan-paid costs on claims for anticancer drugs over the 6-month postindex period; total per-patient costs were summed over all claims in that period. RESULTS: A total of 38,140 patients (MDO, n = 18,998; HOPD, n = 19,142) were included. On-pathway status was similar in HOPDs (59.5%; 95% CI, 58.6% to 60.4%) versus MDOs (60.8%; 95% CI, 59.8% to 61.8%; P = .069). HOPDs had substantially higher costs. Adjusted cancer drug–related costs were $63,763 (95% CI, $62,301 to $65,224) for HOPDs versus $36,500 (95% CI, $35,729 to $37,271) for MDOs ( P < .001); adjusted total costs were $115,843 (95% CI, $113,642 to $118,044) for HOPDs versus $77,346 (95% CI, $76,072 to $78,620) for MDOs ( P < .001). For Medicare Advantage, adjusted total costs were $61,812 for HOPDs compared with $62,769 for MDOs; adjusted drug-related costs were $31,610 for HOPDs compared with $33,168 for MDOs. For commercial insurance, total costs were $119,288 for HOPDs compared with $77,613 for MDOs; drug-related costs were $65,930 for HOPDs compared with $36,366 for MDOs. CONCLUSION: Total and cancer drug–related per-patient costs were higher in HOPDs versus MDOs, but on-pathway status was similar. The cost differential between HOPDs and MDOs was driven by commercially insured members rather than Medicare Advantage members.
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Affiliation(s)
- Ezra Fishman
- National Committee for Quality Assurance, Washington, DC
| | - Michael J. Fisch
- AIM Specialty Health, Chicago, IL
- The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Ying Liu
- National Committee for Quality Assurance, Washington, DC
| | - John J. Barron
- National Committee for Quality Assurance, Washington, DC
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Yabroff KR, Valdez S, Jacobson M, Han X, Fendrick AM. The Changing Health Insurance Coverage Landscape in the United States. Am Soc Clin Oncol Educ Book 2020; 40:e264-e274. [PMID: 32453633 DOI: 10.1200/edbk_279951] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Changes in the health insurance coverage landscape in the United States during the past decade have important implications for receipt and affordability of cancer care. In this paper, we summarize evidence for the association between health insurance coverage and cancer prevention and treatment. We then discuss ongoing changes in health care coverage, including implementation of provisions of the Affordable Care Act, increasing prevalence of high-deductible health insurance plans, and factors that affect health care delivery, with a focus on vertical integration of hospitals and providers. We summarize the evidence for the effects of the changes in health coverage on care and discuss areas for future research with the goal of informing efforts to improve cancer care delivery and outcomes in the United States.
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Affiliation(s)
- K Robin Yabroff
- Surveillance and Health Services Research, American Cancer Society, Atlanta, GA
| | - Samuel Valdez
- Department of Economics, University of California, Irvine, CA
| | - Mireille Jacobson
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, CA
| | - Xuesong Han
- Surveillance and Health Services Research, American Cancer Society, Atlanta, GA
| | - A Mark Fendrick
- University of Michigan Center for Value-Based Insurance Design, Ann Arbor, MI
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Nikpay SS, Buntin MB, Conti RM. Relationship between initiation of 340B participation and hospital safety-net engagement. Health Serv Res 2020; 55:157-169. [PMID: 32187392 PMCID: PMC7080377 DOI: 10.1111/1475-6773.13278] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
OBJECTIVE The 340B program allows safety-net hospitals to acquire discounted outpatient drugs and charge payers full price. We examined whether 340B participation increases safety-net engagement. DATA SOURCES 340B participation data, Medicare hospital cost reports, American Hospital Association Survey, and Schedule 990 nonprofit hospital tax returns. STUDY DESIGN Quasi-experimental difference-in-differences design comparing 340B hospitals (the "treatment" group) before and after participating to changes over time to three alternative "control" groups: all other nonprofit and public hospitals, hospitals that are not participating during our study, and hospitals that were not-yet-participating but started after 2015. Outcome measures include a range of safety-net care measures that are alternatives to the standard uncompensated care: charity care, community benefit spending, charity care policies, and low-profit service-line provision. DATA EXTRACTION We extracted data on all nonprofit and public hospitals from 2011 to 2015. We linked 340B participation data to Medicare hospital cost reports and American Hospital Association data using Medicare hospital identifiers. 990 Data was linked on name and address. PRINCIPAL FINDINGS New 340B participation was not associated with a change in uncompensated care, but was associated with a 28.9 percent increase in charity care spending (SE = 8.8), or about $880,000 per hospital. However, total community benefit spending (including charity care) did not change. 340B was associated with an increase in the probability of offering discounted care (4.3 percentage points, SE = 1.6) from 84 to 88 percent and an increase in the income eligibility limit for discounted care (18.9 percentage points, SE = 5.6) from 294 to 313 percent. Participation was not associated with the probability of offering low-profit medical care services. CONCLUSIONS Alternative measures show that newly participating hospitals may increase charity care, potentially through offering more patients discounted care. However, increases appear to be fully offset by reductions in other community benefit programs.
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Affiliation(s)
- Sayeh S. Nikpay
- Department of Health PolicyVanderbilt University School of MedicineNashvilleTennessee
| | - Melinda B. Buntin
- Department of Health PolicyVanderbilt University School of MedicineNashvilleTennessee
| | - Rena M. Conti
- Questrom School of BusinessBoston UniversityBostonMassachusettsUnited States
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Huntington SF. Cure at what (systemic) financial cost? Integrating novel therapies into first-line Hodgkin lymphoma treatment. HEMATOLOGY. AMERICAN SOCIETY OF HEMATOLOGY. EDUCATION PROGRAM 2019; 2019:252-259. [PMID: 31808838 PMCID: PMC6913455 DOI: 10.1182/hematology.2019000030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Classic Hodgkin lymphoma (cHL) stands out as success story in the field of medical oncology, with multiagent chemotherapy with or without radiation leading to durable remission for most patients. Large-scale clinical trials during the past 40 years have sought to minimize toxicities while maintaining strong efficacy, including efforts to reduce the size of radiation fields, minimize alkylator chemotherapy, reduce the number of chemotherapy cycles, and omit radiation in select populations. The last decade has also ushered in novel therapies, including brentuximab vedotin (BV), that have improved clinical outcomes for patients with cHL resistant to standard cytotoxic therapies. More recently, a large randomized trial compared BV plus chemotherapy with chemotherapy alone for first-line treatment of advanced stage cHL. With ∼24 months of available follow-up, the BV containing regimen was found to be associated with a reduction in the risk of progression, death, or incomplete response to first-line treatment (modified progression-free survival). Whether this early signal of improved efficacy is worth the additional acute toxicities and added drug-related expenses associated with incorporating BV into first-line treatment remains controversial. This chapter provides historical background; reviews the cost-effectiveness of available cHL therapies; and summarizes potential ways to balance innovation, affordability, and patient access to novel therapeutics.
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Affiliation(s)
- Scott F. Huntington
- Department of Internal Medicine, Section of Hematology, Yale University, New Haven, CT
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Jung J, Feldman R, Kalidindi Y. The impact of integration on outpatient chemotherapy use and spending in Medicare. HEALTH ECONOMICS 2019; 28:517-528. [PMID: 30695812 PMCID: PMC6405302 DOI: 10.1002/hec.3860] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/17/2018] [Revised: 12/01/2018] [Accepted: 01/03/2019] [Indexed: 05/19/2023]
Abstract
Hospital-physician integration has substantially grown in the United States for the past decade, particularly in certain medical specialties, such as oncology. Yet evidence is scarce on the relation between integration and outpatient specialty care use and spending. We analyzed the impact of oncologist integration on outpatient provider-administered chemotherapy use and spending in Medicare, where prices do not depend on providers' integration status or negotiating power. We addressed oncologists' selective integration and patients' nonrandom choice of oncologists using an instrumental variables method. We found that integrated oncologists reduced the quantity of outpatient chemotherapy drugs but used more expensive treatments. This led to an increase in chemotherapy-drug spending after integration. These findings suggest that changes in treatment patterns-treatment mix and quantity-may be an important mechanism by which integration increases spending. We also found that integration increased spending on chemotherapy administration (the act of injection). This is because integration shifted billing of chemotherapy to hospital outpatient departments, where Medicare payments for chemotherapy administration are higher than those in physician offices. As integration increases, efforts should continue to assess how integration influences patient care and explore policy options to ensure desirable outcomes from integration.
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Affiliation(s)
- Jeah Jung
- Department of Health Policy and Administration, The Pennsylvania State University, 604 Ford Building, University Park, PA 16802, USA, Phone: 814-863-8129, Fax: 814-863-2905,
| | - Roger Feldman
- Division of Health Policy and Management, University of Minnesota, 420 Delaware Street SE, Minneapolis, MN 55455, USA
| | - Yamini Kalidindi
- Department of Health Policy and Administration, The Pennsylvania State University, 604 Ford Building, University Park, PA 16802, USA,
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Gordan L, Blazer M, Saundankar V, Kazzaz D, Weidner S, Eaddy M. Cost Differences Associated With Oncology Care Delivered in a Community Setting Versus a Hospital Setting: A Matched-Claims Analysis of Patients With Breast, Colorectal, and Lung Cancers. J Oncol Pract 2018; 14:JOP1700040. [PMID: 30379608 DOI: 10.1200/jop.17.00040] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/28/2024] Open
Abstract
PURPOSE: Access to high-quality cancer care remains a challenge for many patients. One such barrier is the increasing cost of treatment. With recent shifts in cancer care delivery from community-based to hospital-based clinics, we examined whether this shift could result in increased costs for patients with three common tumor types. METHODS: Cost data for 6,675 patients with breast, lung, and colorectal cancer were extracted from the IMS LifeLink database and analyzed as cost per patient per month (PPPM). Patients treated within a community setting were matched (2 to 1) with those treated at a hospital clinic on the basis of cancer type, chemotherapy regimen, receipt of radiation therapy, presence of metastatic disease, sex, prior surgery, and geographic region. Approximately 84% of patients were younger than 65 years of age. RESULTS: Mean total PPPM cost was significantly lower for patients treated in a community- versus hospital-based clinic ($12,548 [standard deviation {SD}, $10,507] v $20,060 [SD, $16,555]; P < .001). The PPPM chemotherapy cost was also significantly lower in the community setting ($4,933 [SD, $4,983] v $8,443 [SD, $10,391]; P < .001). The lower cost observed in community practice was irrespective of chemotherapy regimen and tumor type. CONCLUSION: We observed significantly increased costs of care for our patient population treated at hospital-based clinics versus those treated at community-based clinics, largely driven by the increased cost of chemotherapy and provider visits in hospital-based clinics. If the site of cancer care delivery continues to shift toward hospital-based clinics, the increased health care spending for payers and patients should be better elucidated and addressed.
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Affiliation(s)
- Lucio Gordan
- Florida Cancer Specialists and Research Institute, Gainesville; Xcenda, Palm Harbor, FL; and IntrinsiQ, Fresno, AZ
| | - Marlo Blazer
- Florida Cancer Specialists and Research Institute, Gainesville; Xcenda, Palm Harbor, FL; and IntrinsiQ, Fresno, AZ
| | - Vishal Saundankar
- Florida Cancer Specialists and Research Institute, Gainesville; Xcenda, Palm Harbor, FL; and IntrinsiQ, Fresno, AZ
| | - Denise Kazzaz
- Florida Cancer Specialists and Research Institute, Gainesville; Xcenda, Palm Harbor, FL; and IntrinsiQ, Fresno, AZ
| | - Susan Weidner
- Florida Cancer Specialists and Research Institute, Gainesville; Xcenda, Palm Harbor, FL; and IntrinsiQ, Fresno, AZ
| | - Michael Eaddy
- Florida Cancer Specialists and Research Institute, Gainesville; Xcenda, Palm Harbor, FL; and IntrinsiQ, Fresno, AZ
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Jung J, Xu WY, Kalidindi Y. Impact of the 340B Drug Pricing Program on Cancer Care Site and Spending in Medicare. Health Serv Res 2018; 53:3528-3548. [PMID: 29355925 DOI: 10.1111/1475-6773.12823] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
OBJECTIVE To examine the impact of the 340B drug discount program on the site of cancer drug administration and cancer care spending in Medicare. DATA SOURCES/STUDY SETTING 2010-2013 Medicare claims data for a random sample of Medicare Fee-for-Service beneficiaries with cancer. STUDY DESIGN We identified the 340B effect using variation in the availability of 340B hospitals across markets. We considered beneficiaries from markets that newly gained a 340B hospital during the study period (new 340B markets) as the treatment group. Beneficiaries in markets with no 340B hospital were the control group. We used a difference-in-differences approach with market fixed effects. DATA COLLECTION Secondary data analysis. PRINCIPAL FINDINGS The probability of a patient receiving cancer drug administration in hospital outpatient departments (HOPDs) versus physician offices increased 7.8 percentage points more in new 340B markets than in markets with no 340B hospital. Per-patient spending on other cancer care increased $1,162 more in new 340B markets than in markets with no 340B hospital. CONCLUSIONS The 340B program shifted the site of cancer drug administration to HOPDs and increased spending on other cancer care. As the program expands, continuing assessment of its impact on service utilization and spending would be needed.
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Affiliation(s)
- Jeah Jung
- Department of Health Policy and Administration, College of Health and Human Development, The Pennsylvania State University, University Park, PA
| | - Wendy Y Xu
- Division of Health Services Management and Policy, College of Public Health, The Ohio State University, Columbus, OH
| | - Yamini Kalidindi
- Department of Health Policy and Administration, College of Health and Human Development, The Pennsylvania State University, University Park, PA
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