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Physician Specialty and Radiologist Characteristics Associated with Higher Medicare Patient Complexity
Rosenkrantz, Andrew B; Wang, Wenyi; Vijayasarathi, Arvind; Duszak, Richard Jr
RATIONALE AND OBJECTIVES: Meaningfully measuring physician outcomes and resource utilization requires appropriate patient risk adjustment. We aimed to assess Medicare patient complexity by physician specialty and to further identify radiologist characteristics associated with higher patient complexity. MATERIALS AND METHODS: The average beneficiary Hierarchical Condition Category (HCC) risk scores (Medicare's preferred measure of clinical complexity) were identified for all physicians using 2014 Medicare claims data. HCC scores were compared among physician specialties and further stratified for radiologists based on a range of characteristics. Univariable and multivariable analyses were performed. RESULTS: Of 549,194 physicians across 54 specialties, the mean HCC risk score was 1.62 +/- 0.75. Of the 54 specialties, interventional radiology ranked 4th (2.60 +/- 1.29), nuclear medicine ranked 16th (1.87 +/- 0.45), and diagnostic radiology ranked 21st (1.75 +/- 0.61). Among 31,175 radiologists, risk scores were higher (P < 0.001) for those with teaching (2.03 +/- 0.74) vs nonteaching affiliations (1.72 +/- 0.61), practice size >/=100 (1.94 +/- 0.70) vs =9 (1.59 +/- 0.79) members, urban (1.79 +/- 0.69) vs rural (1.67 +/- 0.59) practices, and subspecialized (1.85 +/- 0.81) vs generalized (1.68 +/- 0.42) practice patterns. Among noninterventional radiology subspecialties, patient complexity was highest for cardiothoracic (2.09 +/- 0.57) and lowest for breast (1.08 +/- 0.32) imagers. At multivariable analysis, a teaching affiliation was the strongest independent predictor of patient complexity for both interventional (beta = +0.23, P = 0.005) and noninterventional radiologists (beta = +0.21, P < 0.001). CONCLUSIONS: Radiologists on average serve more clinically complex Medicare patients than most physicians nationally. However, patient complexity varies considerably among radiologists and is particularly high for those with teaching affiliations and interventional radiologists. With patient complexity increasingly recognized as a central predictor of clinical outcomes and resource utilization, ongoing insights into complexity measures may assist radiologists navigating emerging risk-based payment models.
PMID: 29103917
ISSN: 1878-4046
CID: 2773312
Imaging Facilities' Adherence to PI-RADS v2 Minimum Technical Standards for the Performance of Prostate MRI
Esses, Steven J; Taneja, Samir S; Rosenkrantz, Andrew B
PURPOSE: This study aimed to assess variability in imaging facilities' adherence to the minimum technical standards for prostate magnetic resonance imaging acquisition established by Prostate Imaging-Reporting and Data System (PI-RADS) version 2 (v2). METHODS: A total of 107 prostate magnetic resonance imaging examinations performed at 107 unique imaging facilities after the release of PI-RADS v2 and that were referred to a tertiary care center for secondary interpretation were included. Image sets, DICOM headers, and outside reports were reviewed to assess adherence to 21 selected PI-RADS v2 minimum technical standards. RESULTS: Hardware arrangements were 23.1%, 1.5T without endorectal coil; 7.7%, 1.5T with endorectal coil; 63.5%, 3T without endorectal coil; and 5.8%, 3T with endorectal coil. Adherence to minimum standards was lowest on T2 weighted imaging (T2WI) for frequency resolution =0.4 mm (16.8%) and phase resolution =0.7 mm (48.6%), lowest on diffusion-weighted imaging (DWI) for field of view (FOV) 120-220 mm (30.0%), and lowest on dynamic contrast-enhanced (DCE) imaging for slice thickness 3 mm (33.3%) and temporal resolution <10 s (31.5%). High b-value (>/=1400 s/mm2) images were included in 58.0% (calculated in 25.9%). Adherence to T2WI phase resolution and DWI inter-slice gap were greater (P < .05) at 3T than at 1.5T. Adherence did not differ (P > .05) for any parameter between examinations performed with and without an endorectal coil. Adherence was greater for examinations performed at teaching facilities for T2WI slice thickness and DCE temporal resolution (P < .05). Adherence was not better for examinations performed in 2016 than in 2015 for any parameter (P > .05). CONCLUSION: Facilities' adherence to PI-RADS v2 minimum technical standards was variable, being particularly poor for T2WI frequency resolution and DCE temporal resolution. The standards warrant greater community education. Certain technical standards may be too stringent, and revisions should be considered.
PMID: 29107458
ISSN: 1878-4046
CID: 2773212
Historic Physician Quality and Reporting System Reporting by Radiologists: A Wake-up Call to Avoid Penalties Under the Medicare Access and CHIP Reauthorization Act (MACRA)
Ginocchio, Luke; Duszak, Richard Jr; Nicola, Gregory N; Rosenkrantz, Andrew B
PURPOSE: The Medicare Access and CHIP Reauthorization Act (MACRA) Quality performance category is the successor to the Physician Quality and Reporting System (PQRS) program and now contributes to physicians' income adjustments based upon performance rates calculated for a minimum of six measures. We assess radiologists' frequency of reporting PQRS measures as a marker of preparedness for MACRA. METHODS: Medicare-participating radiologists were randomly searched through the Physician Compare website until identifying 1,000 radiologists who reported at least one PQRS measure. Associations were explored between the number of reported measures and radiologist characteristics. RESULTS: For PQRS-reporting radiologists, the number of reported PQRS measures was 1 (25.2%), 2 (27.3%), 3 (18.2%), 4 (19.3%), 5 (8.3%), and 6 (1.7%). The most commonly reported measures were "documenting radiation exposure time for procedures using fluoroscopy" (64.3%) and "accurate measurement of carotid artery narrowing" (56.8%). Reporting at least two measures was significantly (P < .001) more likely for nonacademic (77.3%) versus academic (44.9%) radiologists, generalists (82.7%) versus subspecialists (59.1%), and radiologists in smaller (=9 members) (84.7%) versus larger (>/=100 members) (39.7%) practices. Reporting six measures was significantly (P < .05) more likely for generalists (2.6%) versus subspecialists (0.4%). CONCLUSION: Most PQRS-reporting radiologists reported only one or two measures, well below MACRA's requirement of six. Radiologists continuing such reporting levels will likely be disadvantaged in terms of potential payment adjustments under MACRA. Lower reporting rates for academic and subspecialized radiologists, as well as those in larger practices, may relate to such radiologists' reliance on their hospitals or networks for PQRS reporting. Qualified clinical data registries should be embraced to facilitate more robust measure reporting.
PMID: 29107575
ISSN: 1558-349x
CID: 2773202
Expanding Role of Certified Electronic Health Records Technology in Radiology: The MACRA Mandate
Nicola, Gregory N; Rosenkrantz, Andrew B; Hirsch, Joshua A; Silva, Ezequiel 3rd; Dreyer, Keith J; Recht, Michael P
Radiology has historically been at the forefront of innovation and the advancement of technology for the benefit of patient care. However, challenges to early implementation prevented most radiologists from adopting and integrating certified electronic health record technology (CEHRT) into their daily workflow despite the early and potential advantages it offered. This circumstance places radiology at a disadvantage in the two payment pathways of the Medicare Access and CHIP Reauthorization Act of 2015: the Merit-Based Incentive Payment System (MIPS) and advanced alternative payment models (APMs). Specifically, not integrating CEHRT hampers radiology's ability to receive bonus points in the quality performance category of the MIPS and in parallel threatens certain threshold requirements for advanced APMs under the new Quality Payment Program. Radiology must expand the availability and use of CEHRT to satisfy existing performance measures while creating new performance measures that create value for the health care system. In addition, radiology IT vendors will need to ensure their products (eg, radiology information systems, PACS, and radiology reporting systems) are CEHRT compliant and approved. Such collective efforts will increase radiologists' quality of patient care, contribution to value driven activities, and overall health care relevance.
PMID: 28438503
ISSN: 1558-349x
CID: 2544052
Leveraging Mega-trends in Medicine Today to Enhance Patient Care in Radiology Tomorrow [Editorial]
Rosenkrantz, Andrew B
PMID: 29174204
ISSN: 1878-4046
CID: 2798262
Multiparametric MRI for the detection of local recurrence of prostate cancer in the setting of biochemical recurrence after low dose rate brachytherapy
Valle, Luca F; Greer, Matthew D; Shih, Joanna H; Barrett, Tristan; Law, Yan Mee; Rosenkrantz, Andrew B; Shebel, Haytham; Muthigi, Akhil; Su, Daniel; Merino, Maria J; Wood, Bradford J; Pinto, Peter A; Krauze, Andra V; Kaushal, Aradhana; Choyke, Peter L; Türkbey, Barış; Citrin, Deborah E
PURPOSE/OBJECTIVE:Prostate multiparametric magnetic resonance imaging (mpMRI) has utility in detecting post-radiotherapy local recurrence. We conducted a multireader study to evaluate the diagnostic performance of mpMRI for local recurrence after low dose rate (LDR) brachytherapy. METHODS:A total of 19 patients with biochemical recurrence after LDR brachytherapy underwent 3T endorectal coil mpMRI with T2-weighted imaging, dynamic contrast-enhanced imaging (DCE) and diffusion-weighted imaging (DWI) with pathologic confirmation. Prospective reads by an experienced prostate radiologist were compared with reads from 4 radiologists of varying experience. Readers identified suspicious lesions and rated each MRI detection parameter. MRI-detected lesions were considered true-positive with ipsilateral pathologic confirmation. Inferences for sensitivity, specificity, positive predictive value (PPV), kappa, and index of specific agreement were made with the use of bootstrap resampling. RESULTS:Pathologically confirmed recurrence was found in 15 of 19 patients. True positive recurrences identified by mpMRI were frequently located in the transition zone (46.7%) and seminal vesicles (30%). On patient-based analysis, average sensitivity of mpMRI was 88% (standard error [SE], 3.5%). For highly suspicious lesions, specificity of mpMRI was 75% (SE, 16.5%). On lesion-based analysis, the average PPV was 62% (SE, 6.7%) for all lesions and 78.7% (SE, 10.3%) for highly suspicious lesions. The average PPV for lesions invading the seminal vesicles was 88.8% (n=13). The average PPV was 66.6% (SE, 5.8%) for lesions identified with T2-weighted imaging, 64.9% (SE, 7.3%) for DCE, and 70% (SE, 7.3%) for DWI. CONCLUSION/CONCLUSIONS:This series provides evidence that mpMRI after LDR brachytherapy is feasible with a high patient-based cancer detection rate. Radiologists of varying experience demonstrated moderate agreement in detecting recurrence.
PMCID:5765929
PMID: 29317377
ISSN: 1305-3612
CID: 3064222
A Comparison of Radiologists' and Urologists' Opinions Regarding Prostate MRI Reporting: Results From a Survey of Specialty Societies
Spilseth, Benjamin; Ghai, Sangeet; Patel, Nayana U; Taneja, Samir S; Margolis, Daniel J; Rosenkrantz, Andrew B
OBJECTIVE: The purpose of this study is to compare radiologists' and urologists' opinions regarding prostate MRI reporting. SUBJECTS AND METHODS: Radiologist members of the Society of Abdominal Radiology and urologist members of the Society of Urologic Oncology received an electronic survey regarding prostate MRI reporting. RESULTS: The response rate was 12% (135/1155) for Society of Abdominal Radiology and 8% (54/663) for Society of Urologic Oncology members. Most respondents in both specialties prefer Prostate Imaging Reporting and Data System version 2 (PI-RADSv2) (radiologists, 84%; urologists, 84%), indicate that it is used at their institution (radiologists, 84%; urologists, 78%), understand its implications for patient care (radiologists, 89%; urologists, 71%), and agree that radiologists apply PI-RADSv2 categories correctly (radiologists, 57%; urologists, 61%). Both specialties agreed regarding major barriers to PI-RADSv2 adoption: radiologist inexperience using PI-RADSv2 (radiologists, 51%; urologists, 51%), urologist inexperience using PI-RADSv2 (radiologists, 46%; urologists, 51%), and lack of standardized templates (radiologists, 47%; urologists, 52%). The specialties disagreed (p = 0.039) regarding whether reports should include the following management recommendations: targeted biopsy (radiologists, 58%; urologists, 34%), follow-up imaging (radiologists, 46%; urologists, 28%), and time interval for follow-up imaging (radiologists, 35%; urologists, 16%). There was also disagreement (p = 0.037) regarding report style: 54% of urologists preferred fully structured reports, whereas 53% of radiologists preferred hybrid structured and free-text reports. CONCLUSION: Radiologists and urologists both strongly prefer PI-RADSv2 for prostate MRI reporting, despite recognizing barriers to its adoption. Urologists more strongly preferred a fully structured report and disagreed with radiologists' preference to include management recommendations. Collaborative radiologist-urologist educational efforts are warranted to help optimize the effect of prostate MRI reporting in patient care.
PMID: 29064758
ISSN: 1546-3141
CID: 2757402
Apparent Diffusion Coefficient Values of Prostate Cancer: Comparison of 2D and 3D ROIs
Tamada, Tsutomu; Huang, Chenchan; Ream, Justin M; Taffel, Myles; Taneja, Samir S; Rosenkrantz, Andrew B
OBJECTIVE: The purpose of this study was to compare the reproducibility and diagnostic performance of 2D and 3D ROIs for prostate apparent diffusion coefficient (ADC) measurements. MATERIALS AND METHODS: The study included 56 patients with prostate cancer undergoing 3-T MRI including DWI (b = 50 and 1000 s/mm2) before radical prostatectomy. Histologic findings from prostatectomy specimens were reviewed to denote each patient's dominant tumor and a benign region with visually decreased ADC. Three readers independently measured the ADCs of both areas using an ROI placed on a single slice through the lesion (2D) and an ROI encompassing all slices through the lesion (3D). Readers repeated measurements after 3 weeks. Assessment included Bland-Altman analysis (coefficient of repeatability [CR] in which lower values indicated higher reliability) and ROC analysis. RESULTS: For intrareader variability, the CRs across readers for all ROIs were 9.9% for 2D and 9.3% for 3D. For tumor ROIs the CRs were 10.6% for 2D and 9.6% for 3D. For interreader variability, the CRs across readers for all ROIs were 17.1% for 2D and 20.5% for 3D and for tumor ROIs were 17.9% for 2D and 22.2% for 3D. For combined reader data, the AUCs for benign and malignant findings were 0.77 for 2D and 0.78 for 3D (p = 0.146). For differentiating Gleason score (GS) 3 + 3 from GS > 3 + 3 tumors, the AUCs were 0.92 for 2D and 0.92 for 3D ROIs (p = 0.649). For differentiating GS = 3 + 4 from GS >/= 4 + 3 tumors, the AUCs were 0.70 for 2D and 0.67 for 3D ROIs (p = 0.004). CONCLUSION: Use of a 3D ROI did not improve intrareader or interreader reproducibility or diagnostic performance compared with use of a 2D ROI for prostate ADC measurements. Interreader reproducibility of 2D ROIs was suboptimal nonetheless.
PMID: 29045185
ISSN: 1546-3141
CID: 2743082
The Reading Room Coordinator: Reducing Radiologist Burnout in the Digital Age
Rosenkrantz, Andrew B; Kang, Stella K; Rybak, Leon; Alexa, Daniel; Recht, Michael P
PMID: 28899708
ISSN: 1558-349x
CID: 2702082
Medicare Claims Data Resources: A Primer for Policy-Focused Radiology Health Services Researchers
Rosenkrantz, Andrew B; Hughes, Danny R; Duszak, Richard Jr
As societal stakeholders call for increased evidence-based health policy, considerable attention has focused on Medicare, the country's largest payer. Concurrently, medical imaging has come under considerable scrutiny as a contributor to rising health care expenditures. Accordingly, many recent studies have focused on multiple factors related to the utilization of imaging among Medicare beneficiaries. This article summarizes several national Medicare fee-for-service data sources relevant to supporting ongoing investigations. Aggregated 100% data sets include the Physician/Supplier Procedure Summary Master Files and the Medicare Provider Utilization and Payment Data: Physician and Other Supplier Public Use File. The former focuses on services, specialties, and sites of service; the latter focuses on providers. Both permit high-level national assessments of imaging utilization and spending. Individual 5% random-sample claims-level data sources include the Carrier Standard Analytical File Limited Data Set and the Research Identifiable File, which contain greater beneficiary-level information. Both facilitate more robust patient- and encounter-level analyses and some assessment of downstream outcomes but involve greater costs and require greater privacy oversight. More recently, Medicare data are being merged with registry data (eg, Surveillance, Epidemiology, and End Results-Medicare Linked Database files), creating opportunities for even more robust analyses given richer clinical information. Understanding these data sets and trade-offs in their use will aid policy-focused imaging health services researchers in most effectively conducting their investigations.
PMID: 28566134
ISSN: 1558-349x
CID: 2591792