1
|
McOwiti AO, Tao W, Tao C. Identification and classification of principal features for analyzing unwarranted clinical variation. J Eval Clin Pract 2024; 30:251-259. [PMID: 37933789 DOI: 10.1111/jep.13940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 10/10/2023] [Accepted: 10/19/2023] [Indexed: 11/08/2023]
Abstract
RATIONALE, AIMS, AND OBJECTIVE Unwarranted clinical variation (UCV) is an undesirable aspect of a healthcare system, but analyzing for UCV can be difficult and time-consuming. No analytic feature guidelines currently exist to aid researchers. We performed a systematic review of UCV literature to identify and classify the features researchers have identified as necessary for the analysis of UCV. METHODS The literature search followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses. We looked for articles with the terms 'medical practice variation' and 'unwarranted clinical variation' from four databases: Medline, Web of Science, EMBASE and CINAHL. The search was performed on 24 March 2023. The articles selected were original research articles in the English language reporting on UCV analysis in adult populations. Most of the studies were retrospective cohort analyses. We excluded studies reporting geographic variation based on the Atlas of Variation or small-area analysis methods. We used ASReview Lab software to assist in identifying articles for abstract review. We also conducted subsequent reference searches of the primary articles to retrieve additional articles. RESULTS The search yielded 499 articles, and we reviewed 46. We identified 28 principal analytic features utilized to analyze for unwarranted variation, categorised under patient-related or local healthcare context factors. Within the patient-related factors, we identified three subcategories: patient sociodemographics, clinical characteristics, and preferences, and classified 17 features into seven subcategories. In the local context category, 11 features are classified under two subcategories. Examples are provided on the usage of each feature for analysis. CONCLUSION Twenty-eight analytic features have been identified, and a categorisation has been established showing the relationships between features. Identifying and classifying features provides guidelines for known confounders during analysis and reduces the steps required when performing UCV analysis; there is no longer a need for a UCV researcher to engage in time-consuming feature engineering activities.
Collapse
Affiliation(s)
- Apollo O McOwiti
- McWilliams School of Biomedical Informatics, The University of Texas Health Center at Houston, Houston, USA
| | - Wei Tao
- Biostatistics and Data Science Department, The University of Texas Health Center at Houston, Houston, USA
| | - Cui Tao
- McWilliams School of Biomedical Informatics, The University of Texas Health Center at Houston, Houston, USA
| |
Collapse
|
2
|
Jizba TA, Baumert JM, Miller J, Barnason S. Implanted Port Access in the Emergency Department: A Unit-Level Feasibility Study of a Nurse-Led Port Access Algorithm. J Emerg Nurs 2021; 47:599-608. [PMID: 33714563 DOI: 10.1016/j.jen.2021.01.010] [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] [Received: 11/12/2020] [Revised: 01/21/2021] [Accepted: 01/22/2021] [Indexed: 11/15/2022]
Abstract
INTRODUCTION The objective of this study was to determine the impact of an emergency nurse-led implanted port access algorithm for ED patients with implanted ports admitted to the hospital. METHODS A feasibility study evaluated the implementation of a central line-associated bloodstream infection algorithm in the emergency department over a 1-month study period. Emergency nurses received central line-associated bloodstream infection education and training for port access algorithm implementation. Pre- and postimplementation surveys measured the nurses' knowledge, attitudes, and behaviors regarding central line-associated bloodstream infections. The nurses' perceptions of the algorithm were assessed pre- and postimplementation. ED patient port access and central line-associated bloodstream infection rates were compared with preimplementation rates. RESULTS Emergency nurses (N = 32) received central line-associated bloodstream infection education and algorithm training. Pre- and postimplementation as well as knowledge, attitude, and behavior surveys were completed by 59% (n = 19) of the nursing staff. Knowledge regarding central line-associated bloodstream infections significantly improved, t(19) = -4.8, P < .001. The nurses' pre- and postimplementation attitude and behavior scores did not differ significantly. They expressed no concerns regarding implementation of the algorithm; 89% (n = 17) reported that the algorithm "fit well" with the ED workflow, and 21% (n = 4) integrated the patient's decision regarding venous access into their shift report. The ED port access incidence during the study period was 17.6% (n = 3), compared with 83.3% (n = 15) in the month before the study. DISCUSSION The emergency nurse-led port access algorithm decreased ED port access rates. The nurses' pre- and postimplementation knowledge of central line-associated bloodstream infections increased. The emergency nurse-led port access algorithm empowered emergency nurses to educate their patients on implanted port access and decreased central line use.
Collapse
|
3
|
Mitchell AP, Kinlaw AC, Peacock‐Hinton S, Dusetzina SB, Sanoff HK, Lund JL. Use of High-Cost Cancer Treatments in Academic and Nonacademic Practice. Oncologist 2020; 25:46-54. [PMID: 31611329 PMCID: PMC6964140 DOI: 10.1634/theoncologist.2019-0338] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Accepted: 08/21/2019] [Indexed: 01/18/2023] Open
Abstract
BACKGROUND Academic physicians, such as those affiliated with National Cancer Institute (NCI)-designated Comprehensive Cancer Centers, may have different practice patterns regarding the use of high-cost cancer drugs than nonacademic physicians. MATERIALS AND METHODS For this cohort study, we linked cancer registry, administrative, and demographic data for patients with newly diagnosed cancer in North Carolina from 2004 to 2011. We selected cancer types with multiple U.S. Food and Drug Administration-approved, National Comprehensive Cancer Network-recommended treatment options and large differences in reimbursement between higher-priced and lower-priced options (stage IV colorectal, stage IV lung, and stage II-IV head-and-neck cancers). We assessed whether provider's practice setting-NCI-designated Comprehensive Cancer Center ("NCI") versus other location ("non-NCI")-was associated with use of higher-cost treatment options. We used inverse probability of exposure weighting to control for patient characteristics. RESULTS Of 800 eligible patients, 79.6% were treated in non-NCI settings. Patients treated in non-NCI settings were more likely to receive high-cost treatment than patients treated in NCI settings (36.0% vs. 23.2%), with an unadjusted prevalence difference of 12.7% (95% confidence interval [CI], 5.1%-20.0%). After controlling for potential confounding factors, non-NCI patients remained more likely to receive high-cost treatment, although the strength of association was attenuated (adjusted prevalence difference, 9.6%; 95% CI -0.1%-18.7%). Exploratory analyses suggested potential heterogeneity across cancer type and insurance status. CONCLUSION Use of higher-cost cancer treatments may be more common in non-NCI than NCI settings. This may reflect differential implementation of clinical evidence, local practice variation, or possibly a response to the reimbursement incentives presented by chemotherapy billing. IMPLICATIONS FOR PRACTICE Oncology care delivery and practice patterns may vary between care settings. By comparing otherwise similar patients treated in National Cancer Institute (NCI)-designated Comprehensive Cancer Centers with those treated elsewhere, this study suggests that patients may be more likely to receive treatment with certain expensive cancer drugs if treated in the non-NCI setting. These practice differences may result in differences in patient costs and outcomes as a result of where they receive treatment.
Collapse
Affiliation(s)
- Aaron P. Mitchell
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer CenterNew YorkNew YorkUSA
- Department of Hematology/Oncology, University of North Carolina School of MedicineChapel HillNorth CarolinaUSA
- Cecil G. Sheps Center for Health Services Research, Memorial Sloan‐Kettering Cancer CenterNew YorkNew YorkUSA
| | - Alan C. Kinlaw
- Cecil G. Sheps Center for Health Services Research, Memorial Sloan‐Kettering Cancer CenterNew YorkNew YorkUSA
- Division of Pharmaceutical Outcomes and Policy, Eshelman School of Pharmacy, Memorial Sloan‐Kettering Cancer CenterNew YorkNew YorkUSA
| | - Sharon Peacock‐Hinton
- Department of Epidemiology, Gillings School of Global Public Health, Memorial Sloan‐Kettering Cancer CenterNew YorkNew YorkUSA
| | - Stacie B. Dusetzina
- Department of Health Policy, University of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
- Vanderbilt‐Ingram Cancer Center, Vanderbilt University School of Medicine, University of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Hanna K. Sanoff
- Department of Hematology/Oncology, University of North Carolina School of MedicineChapel HillNorth CarolinaUSA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| | - Jennifer L. Lund
- Department of Epidemiology, Gillings School of Global Public Health, Memorial Sloan‐Kettering Cancer CenterNew YorkNew YorkUSA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel HillChapel HillNorth CarolinaUSA
| |
Collapse
|
4
|
Reichert P, Prosise W, Fischmann TO, Scapin G, Narasimhan C, Spinale A, Polniak R, Yang X, Walsh E, Patel D, Benjamin W, Welch J, Simmons D, Strickland C. Pembrolizumab microgravity crystallization experimentation. NPJ Microgravity 2019; 5:28. [PMID: 31815178 PMCID: PMC6889310 DOI: 10.1038/s41526-019-0090-3] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2019] [Accepted: 10/31/2019] [Indexed: 01/10/2023] Open
Abstract
Crystallization processes have been widely used in the pharmaceutical industry for the manufacture, storage, and delivery of small-molecule and small protein therapeutics. However, the identification of crystallization processes for biologics, particularly monoclonal antibodies, has been prohibitive due to the size and the flexibility of their overall structure. There remains a challenge and an opportunity to utilize the benefits of crystallization of biologics. The research laboratories of Merck Sharp & Dome Corp. (MSD) in collaboration with the International Space Station (ISS) National Laboratory performed crystallization experiments with pembrolizumab (Keytruda®) on the SpaceX-Commercial Resupply Services-10 mission to the ISS. By leveraging microgravity effects such as reduced sedimentation and minimal convection currents, conditions producing crystalline suspensions of homogeneous monomodal particle size distribution (39 μm) in high yield were identified. In contrast, the control ground experiments produced crystalline suspensions with a heterogeneous bimodal distribution of 13 and 102 μm particles. In addition, the flight crystalline suspensions were less viscous and sedimented more uniformly than the comparable ground-based crystalline suspensions. These results have been applied to the production of crystalline suspensions on earth, using rotational mixers to reduce sedimentation and temperature gradients to induce and control crystallization. Using these techniques, we have been able to produce uniform crystalline suspensions (1–5 μm) with acceptable viscosity (<12 cP), rheological, and syringeability properties suitable for the preparation of an injectable formulation. The results of these studies may help widen the drug delivery options to improve the safety, adherence, and quality of life for patients and caregivers.
Collapse
Affiliation(s)
- Paul Reichert
- 1Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, NJ USA
| | - Winifred Prosise
- 1Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, NJ USA
| | - Thierry O Fischmann
- 1Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, NJ USA
| | - Giovanna Scapin
- 1Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, NJ USA
| | | | - April Spinale
- International Space Station National Laboratory Integration, Melbourne, FL USA
| | | | - Xiaoyu Yang
- 5Biologics and Vaccines Formulation-Process Characterization, Merck & Co., Inc., Kenilworth, NJ USA
| | - Erika Walsh
- 2Sterile Formulations Sciences, Merck & Co., Inc., Kenilworth, NJ USA
| | - Daya Patel
- 5Biologics and Vaccines Formulation-Process Characterization, Merck & Co., Inc., Kenilworth, NJ USA
| | - Wendy Benjamin
- 2Sterile Formulations Sciences, Merck & Co., Inc., Kenilworth, NJ USA
| | - Johnathan Welch
- 5Biologics and Vaccines Formulation-Process Characterization, Merck & Co., Inc., Kenilworth, NJ USA
| | - Denarra Simmons
- 6Biologics and Vaccines Formulation-Potency and Functional Characterization, Merck & Co., Inc., Kenilworth, NJ USA
| | - Corey Strickland
- 1Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, NJ USA
| |
Collapse
|
5
|
Lipitz-Snyderman A, Atoria CL, Schleicher SM, Bach PB, Panageas KS. Practice Patterns for Older Adult Patients With Advanced Cancer: Physician Office Versus Hospital Outpatient Setting. J Oncol Pract 2018; 15:e30-e38. [PMID: 30543762 DOI: 10.1200/jop.18.00315] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
PURPOSE A shift in outpatient oncology care from the physician's office to hospital outpatient settings has generated interest in the effect of practice setting on outcomes. Our objective was to examine whether medical oncologists' prescribing of drugs and services for older adult patients with advanced cancer is used more in physicians' offices compared with hospital outpatient departments. METHODS This was a retrospective comparative study. SEER-Medicare data (2004 to 2011) were used to identify Medicare beneficiaries diagnosed with advanced breast, colon, esophagus, non-small-cell lung, pancreatic, or stomach cancer. Between physicians' offices and hospital outpatient departments, we compared use of selected likely low-value supportive drugs, low-value therapeutic drugs, chemotherapy-related hospitalizations, and hospice. We used hierarchical modeling to assess differences between settings to account for correlation within physicians. RESULTS Compared with patients treated in a hospital outpatient department, those treated in a physician's office setting were more likely to receive erythropoiesis-stimulating agents (odds ratio, 1.72; 95% CI, 1.53 to 1.94) and granulocyte colony-stimulating factors (odds ratio, 1.28; 95% CI, 1.18 to 1.38). For combination chemotherapy and nanoparticle albumin-bound-paclitaxel in patients with breast cancer, there was a trend toward higher use in physicians' offices, although this was not statistically significant. Chemotherapy-related hospitalizations and hospice did not vary by setting. CONCLUSION We found somewhat higher use of several drugs for patients with advanced cancer in physicians' office settings compared with hospital outpatient departments. Findings support research to dissect the mechanisms through which setting might influence physicians' behavior.
Collapse
Affiliation(s)
| | | | | | - Peter B Bach
- 1 Memorial Sloan Kettering Cancer Center, New York, NY
| | | |
Collapse
|
6
|
Robinson A, Souied O, Bota AB, Levasseur N, Stober C, Hilton J, Kamel D, Hutton B, Vandermeer L, Mazzarello S, Joy AA, Fergusson D, McDiarmid S, McInnes M, Shorr R, Clemons M. Optimal vascular access strategies for patients receiving chemotherapy for early-stage breast cancer: a systematic review. Breast Cancer Res Treat 2018; 171:607-620. [PMID: 29974358 DOI: 10.1007/s10549-018-4868-x] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2018] [Accepted: 06/26/2018] [Indexed: 10/28/2022]
Abstract
IMPORTANCE Systemic chemotherapy can be administered either through a peripheral vein (IV), or centrally through peripherally inserted central catheter (PICC), totally implanted vascular access devices (PORTs) or tunnelled cuffed catheters. Despite the widespread use of systemic chemotherapy in patients with breast cancer, the optimal choice of vascular access is unknown. OBJECTIVE This systematic review evaluated complication rates and patient satisfaction with different access strategies for administering neo/adjuvant chemotherapy for breast cancer. EVIDENCE REVIEWED Ovid Medline, EMBASE and the Cochrane Central Register of Controlled Trials were searched from 1946 to September 2017. Two reviewers independently assessed each citation. The Newcastle-Ottawa scale was used to assess the quality of cohort and case-control studies. FINDINGS Of 1584 citations identified, 15 unique studies met the pre-specified eligibility criteria. There were no randomised studies comparing types of vascular access. Reports included six single-institution retrospective cohort studies, one retrospective multi-institution cohort, one retrospective cohort database study, five prospective single-institution studies, one prospective multi-institution study and one nested case-control study. Median complication rates were infection: 6.0% PICC (2 studies) versus 2.1% PORT (8 studies); thrombosis: 8.9% PICC (2 studies) versus 2.6% PORT (9 studies); extravasation: 0 PICC (1 study) versus 0.4% PORT (4 studies) and mechanical issues: PICC 3.8% (1 study) versus 1.8% PORT (9 studies). Satisfaction/quality of life appeared high with each device. CONCLUSION In the absence of high-quality data comparing vascular access strategies, randomised, adequately powered, prospective studies would be required to help inform clinical practice and reduce variation.
Collapse
Affiliation(s)
- Andrew Robinson
- Division of Medical Oncology, Cancer Centre of Southeastern Ontario, Kingston, Canada
| | - Osama Souied
- Division of Medical Oncology, Cancer Centre of Southeastern Ontario, Kingston, Canada
| | - A Brianne Bota
- Ottawa Hospital Research Institute and University of Ottawa, Ottawa, Canada
| | - Nathalie Levasseur
- Department of Medicine, Division of Medical Oncology, The Ottawa Hospital and University of Ottawa, Ottawa, Canada
| | - Carol Stober
- Ottawa Hospital Research Institute and University of Ottawa, Ottawa, Canada
| | - John Hilton
- Ottawa Hospital Research Institute and University of Ottawa, Ottawa, Canada.,Department of Medicine, Division of Medical Oncology, The Ottawa Hospital and University of Ottawa, Ottawa, Canada
| | - Dalia Kamel
- Division of Medical Oncology, Cancer Centre of Southeastern Ontario, Kingston, Canada
| | - Brian Hutton
- Ottawa Hospital Research Institute and University of Ottawa, Ottawa, Canada.,Department of Epidemiology and Community Medicine, University of Ottawa, Ottawa, Canada
| | - Lisa Vandermeer
- Ottawa Hospital Research Institute and University of Ottawa, Ottawa, Canada
| | - Sasha Mazzarello
- Ottawa Hospital Research Institute and University of Ottawa, Ottawa, Canada
| | - Anil A Joy
- Division of Medical Oncology, Department of Oncology, University of Alberta, Cross Cancer Institute, Edmonton, Canada
| | - Dean Fergusson
- Ottawa Hospital Research Institute and University of Ottawa, Ottawa, Canada.,Department of Epidemiology and Community Medicine, University of Ottawa, Ottawa, Canada
| | | | - Mathew McInnes
- Department of Epidemiology and Community Medicine, University of Ottawa, Ottawa, Canada.,Department of Radiology, The Ottawa Hospital Research Institute Clinical Epidemiology Program, The University of Ottawa, Ottawa, Canada
| | | | - Mark Clemons
- Ottawa Hospital Research Institute and University of Ottawa, Ottawa, Canada. .,Department of Medicine, Division of Medical Oncology, The Ottawa Hospital and University of Ottawa, Ottawa, Canada.
| |
Collapse
|
7
|
Tippit D, Siegel E, Ochoa D, Pennisi A, Hill E, Merrill A, Rowe M, Henry-Tillman R, Ananthula A, Makhoul I. Upper-Extremity Deep Vein Thrombosis in Patients With Breast Cancer With Chest Versus Arm Central Venous Port Catheters. BREAST CANCER-BASIC AND CLINICAL RESEARCH 2018; 12:1178223418771909. [PMID: 29881287 PMCID: PMC5987887 DOI: 10.1177/1178223418771909] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/30/2017] [Accepted: 03/29/2018] [Indexed: 12/31/2022]
Abstract
Most of the patients undergoing treatment for cancer require placement of a
totally implantable venous access device to facilitate safe delivery of
chemotherapy. However, implantable ports also increase the risk of deep vein
thrombosis and related complications in this high-risk population. The objective
of this study was to assess the incidence of upper-extremity deep vein
thrombosis (UEDVT) in patients with breast cancer to determine whether the risk
of UEDVT was higher with chest versus arm ports, as well as to determine the
importance of previously reported risk factors predisposing to UEDVT in the
setting of active cancer. We retrospectively reviewed the medical records of 297
women with breast cancer who had ports placed in our institution between the
dates of December 1, 2010, and December 31, 2016. The primary outcome was the
development of radiologically confirmed UEDVT ipsilateral to the implanted port.
Overall, 17 of 297 study subjects (5.7%) were found to have UEDVT. There was 1
documented case of associated pulmonary embolism. Fourteen (9.5%) of 147
subjects with arm ports experienced UEDVT compared with only 3 (2.0%) of 150
subjects with chest ports (P = .0056). Thus, implantation of
arm ports as opposed to chest ports may be associated with a higher rate of
UEDVT in patients with breast cancer.
Collapse
Affiliation(s)
- Danielle Tippit
- Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Eric Siegel
- Fay W. Boozman College of Public Health, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Daniella Ochoa
- Division of Breast Surgical Oncology, Department of Surgery, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Angela Pennisi
- Division of Medical Oncology, Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Erica Hill
- Division of Breast Surgical Oncology, Department of Surgery, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Amelia Merrill
- Division of Breast Surgical Oncology, Department of Surgery, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Mark Rowe
- Division of Breast Surgical Oncology, Department of Surgery, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Ronda Henry-Tillman
- Division of Breast Surgical Oncology, Department of Surgery, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Aneesha Ananthula
- Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Issam Makhoul
- Division of Medical Oncology, Department of Internal Medicine, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| |
Collapse
|
8
|
Lipitz-Snyderman A, Sima CS, Atoria CL, Elkin EB, Anderson C, Blinder V, Tsai CJ, Panageas KS, Bach PB. Physician-Driven Variation in Nonrecommended Services Among Older Adults Diagnosed With Cancer. JAMA Intern Med 2016; 176:1541-1548. [PMID: 27533635 PMCID: PMC5363077 DOI: 10.1001/jamainternmed.2016.4426] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
IMPORTANCE Interventions to address overuse of health care services may help reduce costs and improve care. Understanding physician-level variation and behavior patterns can inform such interventions. OBJECTIVE To assess patterns of physician ordering of services that tend to be overused in the treatment of patients with cancer. We hypothesized that physicians exhibit consistent behavior. DESIGN, SETTING, AND PARTICIPANTS Retrospective study of patients 66 years and older diagnosed with cancer between 2004 and 2011, using population-based Surveillance, Epidemiology, and End Results (SEER)-Medicare data to assess physician-level variation in 5 nonrecommended services. Services included imaging for staging and surveillance in low-risk disease, intensity-modulated radiation therapy (IMRT) after breast-conserving surgery, and extended fractionation schemes for palliation of bone metastases. MAIN OUTCOME AND MEASURES To assess variation in service use between physicians, we used a random effects model and a logistic regression model with a lag variable to assess whether a physician's use of a service for a prior patient predicts subsequent service use. RESULTS Cohorts ranged from 3464 to 89 006 patients. The total proportion of patients receiving each service varied from 14% for imaging in staging early breast cancer to 41% in early prostate cancer. From the random effects analysis, we found significant unexplained variation in service use between physicians (P < .001 for each service; ICC, 0.04-0.59). Controlling for case mix, whether a physician ordered a service for the prior patient was highly predictive of service use, with adjusted odds ratios (aORs) ranging from 1.12 (95% CI, 1.07-1.18) for surveillance imaging for patients with breast cancer (28% service use if prior patient had imaging vs 25% if not), to 24.91 (95% CI, 22.86-27.15) for IMRT for whole breast radiotherapy (69% vs 7%, respectively). CONCLUSIONS AND RELEVANCE Physicians' utilization of nonrecommended services that tend to be overused exhibit patterns that suggest consistent behavior more than personalized patient care decisions. Reducing overuse may require understanding cognitive drivers of repetitive inappropriate decisions.
Collapse
Affiliation(s)
- Allison Lipitz-Snyderman
- Center for Health Policy and Outcomes, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Camelia S Sima
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York3Genentech, California
| | - Coral L Atoria
- Center for Health Policy and Outcomes, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Elena B Elkin
- Center for Health Policy and Outcomes, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Christopher Anderson
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York5Department of Urology, Columbia University, New York, New York
| | - Victoria Blinder
- Center for Health Policy and Outcomes, Memorial Sloan Kettering Cancer Center, New York, New York6Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Chiaojung Jillian Tsai
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Katherine S Panageas
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Peter B Bach
- Center for Health Policy and Outcomes, Memorial Sloan Kettering Cancer Center, New York, New York
| |
Collapse
|