Abstract
Background
It is currently unknown to what extent routine histological examination of joint arthroplasty specimens occurs across hospitals nationwide. Although this practice is neither supported nor refuted by the available evidence, given the increasing demand for joint arthroplasties, it is crucial to study overall utilization as well as its main drivers.
Questions/purposes
Using national data on joint replacements, we aimed to evaluate: (1) What is the current use of routine histological examination of joint arthroplasty specimens? (2) Does the use vary by geographic location and hospital characteristics? (3) Has use changed over time?
Methods
From the Premier Healthcare database (2006-2016) we included claims data from 87,667 shoulder (595 hospitals, median age 70 years, 16% nonwhite), 564,577 hip (629 hospitals, median age 65 years, 21% nonwhite), and 1,131,323 (630 hospitals, median age 66 years, 24% nonwhite) knee arthroplasties (all elective). Our study group has extensive experience with this data set, which contains information on 20% to 25% of all US hospitalizations. Included hospitals are mainly concentrated in the South (approximately 40%) with equal distributions among the Northeast, West, and Midwest (approximately 20% each). Moreover, the Premier data set has detailed billing information, which allows for evaluations of real-world clinical practice. There was no missing information on the main variables of interest for this specific study. We assessed frequency of histology examination (defined by Current Procedural Terminology codes) overall as well as by hospital characteristics (urban/rural, bed size, teaching status, arthroplasty volume), geographic region (Northeast, South, Midwest, West), and year. Given the large sample size, instead of p values, standardized differences were applied in assessing group differences where a standardized difference of > 0.1 (or 10%) was assumed to represent a meaningful difference between groups. For significance of trends, p values were applied. Percentages provided represent proportions of individual procedures.
Results
In most hospitals, histology testing was either rare (1%-10%, used in 187 of 595, 189 of 629, and 254 of 630 hospitals) or ubiquitous (91%-100%, used in 121 of 595, 220 of 629, and 195 of 630 hospitals) for shoulder, hip, and knee arthroplasties, respectively. Overall, histology testing occurred more often in smaller hospitals (37%-53% compared with 26%-45% in larger hospitals) and those located in the Northeast (59%-68% compared with 22%-44% in other regions) and urban areas (32%-49% compared with 20%-31% in rural areas), all with standardized differences > 10%. Histologic examination is slowly decreasing over time: from 2006 to 2016, it decreased from 34% to 30% for shoulder arthroplasty, from 50% to 45% for THAs, and from 43% to 38% for TKAs (all p < 0.001).
Conclusions
Although overall use is decreasing, a substantial number of hospitals still routinely perform histology testing of arthroplasty specimens. Moreover, variation between regions and hospital types suggests that this practice is driven by a variety of factors. This is the first study addressing national utilization, which will be helpful for individual hospitals to assess how they compare with national utilization patterns. Moreover, the findings have clear implications for followup studies, which may be necessary given the exponentially growing demand for arthroplasties.
Level of Evidence
Level III, therapeutic study.
Introduction
Routine histological examination of arthroplasty specimens has been evaluated in several single-institutional studies during the past two decades with varying conclusions on the meaningful contribution of this practice to patient care [3, 4, 6, 8, 12, 17, 18, 22, 27, 33]. Although valuable, these studies may not be generalizable to the national level. To date, a national assessment on the utilization of routine histological examination of arthroplasty specimens is still absent. With ever more national data sets available, clinical researchers are now able to address this research gap.
Given the rapidly increasing demand for total hip, knee, and shoulder arthroplasties [11, 14, 15], data on utilization patterns would provide valuable information on a single aspect of healthcare delivery for a large group of patients. In addition, several drivers of routine histology testing may exist [2, 3, 12, 17, 21, 22, 24] and thus an evaluation of trends and factors associated with this practice may lead to further insight into utilization patterns. Here, theoretically, hospital-specific rather than patient-specific factors are likely drivers given the presumed routine nature of this practice.
Therefore, using a nationwide database, we aimed to examine current utilization patterns and hospital-specific trends of routine histology examination of surgical specimens in shoulder, hip, and knee arthroplasties. We asked: (1) What is the current use of routine histological examination of joint arthroplasty specimens? (2) Does the use vary by region of the country, hospital size, or teaching status? (3) Has the use changed over time?
Patients and Methods
Data Source and Study Design
Data collected from the Premier Healthcare Database (Premier Healthcare Solutions Inc, Charlotte, NC, USA) [19, 31] were used for this retrospective cohort study. This database contains administrative claims data on approximately 20% to 25% of US hospital discharges. Records include International Classification of Diseases, 9th Revision (ICD-9) codes, Current Procedural Terminology (CPT) codes, and complete inpatient billing items. Next to containing detailed billing information for evaluations of real-world practice, Premier was specifically chosen based on our study team’s extensive experience with this data set, resulting in several high-impact publications [23, 26, 30]. Hospitals participating in Premier submit their institutional data for benchmarking purposes and are mainly concentrated in the South (approximately 40%) with equal distributions among the Northeast, West, and Midwest (approximately 20% each) [19]. Additionally, information is provided on crude measures of patient case mix to facilitate comparisons (Table 1). Variables of interest were extracted from inpatient billing; we expect a high degree of reliability of these variables, specific for this study, because reimbursement may be dependent on their accuracy. There was no missing information on most (hospital-level) variables of interest for this specific study; variables containing missing values are reported as such using separate categories. Our hospital’s institutional review board approved use of the HIPAA-compliant anonymized data for this study (project #14-00647).
Table 1.
Baseline patient characteristics for each study cohort
Study Sample
We included patients who underwent a shoulder, hip, or knee arthroplasty between 2006 and 2016 by searching ICD-9 codes for total shoulder arthroplasty (81.80), reverse total shoulder arthroplasty (81.88), THA (81.51), and TKA (81.54). To create a homogenous cohort without hospitals being subject to fluctuations in histology utilization based on low volume, we excluded patients undergoing more than one different arthroplasty during the same hospitalization (n = 363; this did not apply to bilateral arthroplasties), those treated in low-volume hospitals that performed < 30 arthroplasties over the entire study period (n = 322), and those classified as an outpatient procedure (n = 8505) or a nonelective procedure (n = 118,158). The final study cohort included a total of 1,783,567 patients (see Figure, Supplemental Digital Content 1, http://links.lww.com/CORR/A131).
Study Variables
The main finding of interest was histologic examination of an operative specimen in each of the arthroplasties. This was identified by assessing billing data on CPT codes generally associated with histologic examinations in these procedures [18]. In line with previous research [18], we assumed that histologic examination of an operative specimen occurred when any of the following CPT codes were present: 88184, 88185, 88187, 88188, 88189, 88300, 88304, 88305, 88311, 88313, 88342, or 88343 (Table 2). Other study variables included year of procedure and hospital region (Northeast, Midwest, South, West), location (rural, urban), bed size (< 300, 300-499, ≥ 500 beds), teaching status (teaching, nonteaching), and hospital-specific annual volume of arthroplasties.
Table 2.
Overview of frequency of billing for CPT codes used to identify histology testing
Statistical Analyses
All analyses were performed separately for each arthroplasty group. We first assessed any differences in prevalence of histologic examinations by hospital characteristics. Given our large sample size, we used standardized differences instead of p values to assess between-group differences. A standardized difference of 0.1 (or 10%) has been suggested to indicate a meaningful difference in covariate distribution between groups [1, 37]. We then evaluated annual percentages of histology examination by producing a line graph to reveal the trends. Trend significance was assessed using the Cochran-Armitage trend test with p < 0.05 defined as statistically significant. The use of hospital-specific histology testing was further evaluated in bar charts with hospitals stratified by deciles of histology testing. Finally, we assessed frequencies of the separate CPT codes generally associated with histologic examinations in shoulder, hip, and knee arthroplasties based on previous research [18].
All analyses were performed using SAS 9.4 (Cary, NC, USA).
Results
Overall, billing for histological examination was present in 41% (737,739 of 1,783,567) of joint arthroplasties during the study period. This was 31% for shoulder arthroplasties (27,168 of 87,667), 47% (267,810 of 564,557) for hip arthroplasties, and 39% (442,743 of 1,131,323) for knee arthroplasties, representing 595, 629, and 630 hospitals, respectively. The most prevalent CPT codes reflective of histological examination were 88300, 88304, 88305, and 88311 (Table 2).
Use of histology for arthroplasty specimens varied based on geographic location and hospital characteristics (Table 3). Across all three arthroplasty cohorts, utilization was highest in the Northeast of the United States (59% [7397 of 12,534] to 68% [79,459 of 117,341]) compared with the South (22% [9184 of 41,181] to 42% [94,122 of 225,983]), Midwest (35% [6436 of 18,414] to 44% [47,165 of 107,346]), and West (27% [4169 of 15,538] to 41% [47,064 of 113,907]); these regional differences in histology utilization were meaningful as demonstrated by standardized differences of > 10% in all three arthroplasty cohorts. In addition, histology testing was performed more commonly in urban hospitals (32% [25,538 of 79,608] to 49% [252,405 of 515,365]) compared with rural hospitals (20% [1648 of 8059] to 31% [15,405 of 49,212]) and in hospitals with < 300 beds (37% [13,207 of 35,538] to 53% [115,316 of 218,545]) compared with those with 300 to 499 beds (27% [7712 of 28,303] to 44% [78,530 of 179,901]) or ≥ 500 beds (26% [6267 of 23,826] to 45% [73,964 of 166,131]); standardized differences between hospital types was > 10% across all arthroplasty cohorts. In comparison, minor or less consistent group differences were seen when comparing histology utilization between hospitals based on teaching status or annual arthroplasty volume. The distribution for shoulder arthroplasties demonstrates that the majority of hospitals performing arthroplasties either rarely perform histology testing (1%-10% of the time, n = 47,357 patients in 187 hospitals) or almost always perform histology testing (91%-100% of the time, n = 14,161 patients in 121 hospitals), with a much smaller subset of hospitals occasionally (11%-90% of the time) performing histology testing (Fig. 1A). Similar patterns were seen in hip and knee arthroplasties (Fig. 1 B-C).
Table 3.
Hospital characteristics by yes/no histology performed in shoulder, hip, and knee arthroplasties
Fig. 1 A-C.

(A) This graph shows the distribution of hospital-specific histology testing (in % of all procedures) for shoulder arthroplasties; data labels represent the number of patients and do not reflect bar sizes, which are based on number of hospitals in each utilization category. RSA/TSA = reverse/total shoulder arthroplasty. (B) This graph shows the distribution of hospital-specific histology testing (in % of all procedures) for THAs; data labels represent the number of patients and do not reflect bar sizes, which are based on number of hospitals in each utilization category. (C) This graph shows the distribution of hospital-specific histology testing (in % of all procedures) for TKAs; data labels represent the number of patients and do not reflect bar sizes, which are based on number of hospitals in each utilization category.
Use of histology examinations after arthroplasty decreased over the time period we surveyed (Fig. 2; p < 0.001); for shoulder arthroplasties, the percentage utilizing histology examination decreased from 34% (896 of 2673) in 2006 to 30% (4083 of 13,792) in 2016. Similar trends were seen in hip and knee arthroplasties, decreasing from 50% (16,128 of 32,395) to 45% (30,002 of 66,629) and from 43% (29,940 of 69,404) to 38% (46,761 of 124,587), respectively. Histology testing for shoulder arthroplasties peaked in 2009 at 35% (1628 of 4638); this was 51% (23,690 of 46,645) in 2010 for hip arthroplasties and 43% (29,940 of 69,404) in 2006 for knee arthroplasties.
Fig. 2.

This graph shows trends in histologic examinations of arthroplasty specimens by procedure group. RSA/TSA = reverse/total shoulder arthroplasty.
Discussion
Utilization of routine histology testing of arthroplasty specimens has mainly been assessed in single-institutional studies that lack generalizability. National figures may be particularly helpful for individual hospitals to assess how they compare with national utilization patterns. Furthermore, such data may also provide insight into drivers of histology testing, which may be particularly interesting for policymakers. This is the first study to provide national estimates on utilization patterns, how this is influenced by region and hospital-specific factors, and how its prevalence evolved over time. We found that histology testing of arthroplasty specimens occurs in 31%, 47%, and 39% of shoulder, hip, and knee arthroplasties, respectively. Histology testing was more common in smaller and urban hospitals and those located in the Northeast. When examining the distribution of utilization patterns, we found that, in general, hospitals either perform histology testing infrequently (1%-10%) or routinely (91%-100%). Interestingly, slow decreases were observed in trends of histology testing.
This study is burdened by several limitations. Importantly, our data source only provides information on utilization patterns and does not include clinical details such as the result of histology testing and reasons for testing (other than routine). In addition, we relied on a variety of CPT codes based on previous research to identify histology testing. This was done to account for variations in coding practices between hospitals. For example, CPT codes 88305 and 88304 technically make a distinction between fractures and nonfractures. However, the former CPT code is used in 283,454 of 1,131,323 (25%) knee arthroplasties, which are not likely to be all representative of fractures, but rather differing coding practices. Another limitation refers to the fact that the Premier database covers only a sample of 20% to 25% of US hospitals. Although all regions are represented, it appears that particularly data from hospitals in the South are included in the database (Table 3). Given that histology testing rates were relatively low in the South, this could have resulted in an underestimation of true utilization. Finally, we were not able to include reliable estimates of cost in our study. This has been the focus of several smaller studies, although it may not be generalizable. Given the ongoing discussion on payment reform, in particular lower extremity joint arthroplasties, there is a need for detailed cost data that are generalizable. Multiinstitutional data sets specifically geared toward this goal may provide important insights. Overall, despite our study’s limitations, the descriptive statistics on current utilization are crucial data that underline the scale of this practice that has been questioned in the past and may inform followup studies.
We found that the percentage of hip arthroplasties in which histological evaluation was performed varied between 31% and 47% for shoulder, hip, and knee arthroplasties. Although previous studies have mainly focused only on cohorts in which histology testing actually took place [3, 4, 12, 17, 18, 22, 27], this is the first study to provide estimates on utilization by adding procedures in which histology testing did not occur to the study denominator. Interestingly, testing rates appear to be lower in shoulder compared with hip and knee arthroplasties. Although we can only speculate on the exact mechanism behind these differences, several factors may play a role, including the cohort-specific rates of discrepant diagnoses: disagreement between clinically reported and pathologic diagnosis, typically not affecting patient management, found in previous studies. Indeed, the largest study to date found higher rates of discrepant diagnoses in hip (18.8% [n = 7968]) compared with knee arthroplasties (9.4% [n = 8619]) [4]; this was recently found to be 5.9% among shoulder arthroplasty specimens [8]. Importantly, this hierarchy was also reflected in discordant diagnoses: disagreement between clinically reported and pathologic diagnosis that does affect patient management [4, 8]. Given that the current study could not focus on exact drivers of histology testing, future studies could evaluate surgeons’ and pathologists’ attitudes toward routine histology testing of arthroplasty specimens. This will further elucidate the interplay between various factors in the decision-making toward routine testing.
Our study showed that histology testing was more common in smaller hospitals and those located in the Northeast while we also demonstrate that, in general, hospitals either perform histology testing infrequently (1%-10%) or routinely (91%-100%); this suggests that drivers of histology testing are mainly hospital-related rather than related to individual patient characteristics. Indeed, practice and care differences between hospital types have been extensively documented; for example, smaller volume hospitals have been shown to be less adherent to evidence-based procedures than larger hospitals in a variety of medical fields, including the management of complex cardiovascular diseases [36] and the treatment of sepsis [5]. Within orthopaedics, larger hospitals are associated with reduced mortality, pulmonary embolism, and infection while also positively associated with joint arthroplasty implant survivorship in total joint arthroplasties [7, 9, 10, 13, 16, 20, 25, 34, 35]. One possible explanation for the higher rate of histology testing in the Northeast may relate to the overall higher costs of joint arthroplasties in the Northeast [11]. Although there may be several drivers of these regional cost differences, increased resource use in some regions may be an additional factor. Another explanation for this higher rate of testing could be the perception that medicolegal exposure is greater in the Northeast; however, we are unaware of data in support of this contention, and studies have not found wrongful diagnosis or pathology findings to be common causes of malpractice suits [28, 29]. Further research is needed to fully understand the background of these regional differences.
We found that, although histology testing is slowly decreasing, it still occurs in a substantial number of procedures and as routine practice in a large number of hospitals. There may be a variety of reasons for this, including patient protection from clinically overlooked occult but significant diseases, guarding practitioners from failure-to-diagnose litigation, facility accreditation reasons, or the provision of more accurate data for public health tracking of the true incidence and prevalence of disease. Indeed, there appears to be a complex interplay among local hospital protocols, mandates from the Joint Commission on Accreditation of Healthcare Organizations, and the College of American Pathologists, which accredits hospital pathology laboratories [2, 21, 24]. Crucially, these mechanisms are all independent of the question of cost-effectiveness, which has been the focus of several previous studies [3, 6, 8, 12, 18]. Given that some have questioned the practice of routinely examining arthroplasty specimens [3, 4, 6, 12, 17, 22, 27, 33], it is tempting to label it as “unnecessary”; however, this grossly overstates cost analyses from relatively small sample sizes and understates other noncost-effective-related reasons for histology testing. Indeed, cost-effectiveness alone should not be the deciding factor in whether to perform histopathological examinations, as previously noted [32]. Moreover, crucially, histologic examination of surgical specimens does not harm the patient, which may also facilitate the continuation of this practice. Given the current emphasis on cost containment in health care, specifically in highly standardized procedures such as hip and knee arthroplasties, the discussion on cost will persist and with it the continued need to assess all determinants of costs, including relatively minor ones such as histology testing. From a population perspective, however, even services with relatively minor costs may result in substantial cost burdens on the population level. For example, when extrapolating the frequency of histology testing found in the current study and using median costs of included CPT codes (Table 2) as recorded in the Premier database, annual estimated costs of histology testing in shoulder, hip, and knee arthroplasties easily exceed USD 600,000, USD 7,000,000, and USD 10,000,000, respectively, on the national level. However, although these costs appear considerable, they account for only a fraction of the overall annual costs of arthroplasties. Important followup studies therefore could focus on precise cost estimates, the balance between cost and clinical utility from different perspectives [33], and strategies for selective histology testing.
In conclusion, in this first national study looking into histology testing rates in shoulder, hip, and knee arthroplasties, we found that, although slowly decreasing, this practice still occurs in many patients and is still routine in a large number of hospitals. Histology testing particularly occurred in smaller and urban hospitals and those located in the Northeast. Because several studies do not support routine histology testing, future multiinstitutional studies should focus on the relative importance of all drivers of this practice as well as the utility and value of histological testing of arthroplasty specimens in light of these various drivers. Although this study provides important information on the current wide variation in practice in this country, further studies focusing particularly on cost-effectiveness may provide additional insights into mechanisms behind utilization patterns.
Footnotes
One author certifies that he (CSM) is an unpaid consultant for a 3M speaker panel and a biocomposites speaker panel. One author certifies that she (LMG) is an unpaid consultant for Medacta and a board member at large of the American Shoulder and Elbow Surgeons. One author certifies that he (MB) is a board member of the Arthritis Foundation.
All ICMJE Conflict of Interest Forms for authors and Clinical Orthopaedics and Related Research® editors and board members are on file with the publication and can be viewed on request.
Clinical Orthopaedics and Related Research® neither advocates nor endorses the use of any treatment, drug, or device. Readers are encouraged to always seek additional information, including FDA approval status, of any drug or device before clinical use.
Each author certifies that his or her institution approved the reporting of this investigation and that all investigations were conducted in conformity with ethical principles of research.
References
- 1.Austin PC. An introduction to propensity score methods for reducing the effects of confounding in observational studies. Multivariate Behav Res. 2011;46:399-424. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Berte L, Nevalainen D. Comprehensive Accreditation Manual for Pathology and Clinical Laboratory Services: Accreditation Policies, Standards, Intent Statements, Scoring, Aggregation Rules, Decision Rules. Oakbrook Terrace, IL, USA: Joint Commission on Accreditation of Healthcare Organizations; 1999. [Google Scholar]
- 3.Campbell ML, Gregory AM, Mauerhan DR. Collection of surgical specimens in total joint arthroplasty: is routine pathology cost effective? J Arthroplasty. 1997;12:60-63. [DOI] [PubMed] [Google Scholar]
- 4.DiCarlo EF, Klein MJ. Comparison of clinical and histologic diagnoses in 16,587 total joint arthroplasties: implications for orthopedic and pathologic practices. Am J Clin Pathol. 2014;141:111-118. [DOI] [PubMed] [Google Scholar]
- 5.Fawzy A, Walkey AJ. Association between hospital case volume of sepsis, adherence to evidence-based processes of care and patient outcomes. Crit Care Med. 2017;45:980-988. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Greene JW, Zois T, Deshmukh A, Cushner FD, Scuderi GR. Routine examination of pathology specimens following knee arthroscopy: a cost-effectiveness analysis. J Bone Joint Surg Am. 2014;96:917-921. [DOI] [PubMed] [Google Scholar]
- 7.Hervey SL, Purves HR, Guller U, Toth AP, Vail TP, Pietrobon R. Provider volume of total knee arthroplasties and patient outcomes in the HCUP-Nationwide Inpatient Sample. J Bone Joint Surg Am. 2003;85:1775-1783. [DOI] [PubMed] [Google Scholar]
- 8.Howard DR, Kazemi N, Rubenstein WJ, Hartwell MJ, Poeran J, Chang AL, Podolnick JD, Parsons BO, Galatz LM, Flatow EL. Cost-benefit analysis of routine pathology examination in primary shoulder arthroplasty. J Shoulder Elbow Surg. 2017;26:674-678. [DOI] [PubMed] [Google Scholar]
- 9.Katz JN, Losina E, Barrett J, Phillips CB, Mahomed NN, Lew RA, Guadagnoli E, Harris WH, Poss R, Baron JA. Association between hospital and surgeon procedure volume and outcomes of total hip replacement in the United States Medicare population. J Bone Joint Surg Am. 2001;83:1622-1629. [DOI] [PubMed] [Google Scholar]
- 10.Katz JN, Mahomed NN, Baron JA, Barrett JA, Fossel AH, Creel AH, Wright J, Wright EA, Losina E. Association of hospital and surgeon procedure volume with patient-centered outcomes of total knee replacement in a population-based cohort of patients age 65 years and older. Arthritis Rheum. 2007;56:568-574. [DOI] [PubMed] [Google Scholar]
- 11.Kim SH, Wise BL, Zhang Y, Szabo RM. Increasing incidence of shoulder arthroplasty in the United States. J Bone Joint Surg Am. 2011;93:2249-2254. [DOI] [PubMed] [Google Scholar]
- 12.Kocher MS, Erens G, Thornhill TS, Ready JE. Cost and effectiveness of routine pathological examination of operative specimens obtained during primary total hip and knee replacement in patients with osteoarthritis. J Bone Joint Surg Am. 2000;82:1531. [DOI] [PubMed] [Google Scholar]
- 13.Kreder HJ, Grosso P, Williams JI, Jaglal S, Axcell T, Wai EK, Stephen DJ. Provider volume and other predictors of outcome after total knee arthroplasty: a population study in Ontario. Can J Surg. 2003;46:15. [PMC free article] [PubMed] [Google Scholar]
- 14.Kremers HM, Larson DR, Crowson CS, Kremers WK, Washington RE, Steiner CA, Jiranek WA, Berry DJ. Prevalence of total hip and knee replacement in the United States. J Bone Joint Surg Am. 2015;97:1386. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Kurtz S, Ong K, Lau E, Mowat F, Halpern M. Projections of primary and revision hip and knee arthroplasty in the United States from 2005 to 2030. J Bone Joint Surg Am. 2007;89:780-785. [DOI] [PubMed] [Google Scholar]
- 16.Lau RL, Perruccio AV, Gandhi R, Mahomed NN. The role of surgeon volume on patient outcome in total knee arthroplasty: a systematic review of the literature. BMC Musculoskelet Disord. 2012;13:250. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Lawrence T, Moskal JT, Diduch DR. Analysis of routine histological evaluation of tissues removed during primary hip and knee arthroplasty. J Bone Joint Surg Am. 1999;81:926-931. [DOI] [PubMed] [Google Scholar]
- 18.Lin MM, Goldsmith JD, Resch SC, DeAngelis JP, Ramappa AJ. Histologic examinations of arthroplasty specimens are not cost-effective: a retrospective cohort study. Clin Orthop Relat Res. 2012;470:1452-1460. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Makadia R, Ryan PB. Transforming the Premier Perspective Hospital Database Into the Observational Medical Outcomes Partnership (OMOP) Common Data Model. Vol 2 Washington, DC, USA: EGEMS; 2014:1110. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Manley M, Ong K, Lau E, Kurtz SM. Total knee arthroplasty survivorship in the United States Medicare population: effect of hospital and surgeon procedure volume. J Arthroplasty. 2009;24:1061-1067. [DOI] [PubMed] [Google Scholar]
- 21.McClain RE, Hotari CD, Scribner CL, Detrisac DA. The clinical value of histologic examination in shoulder arthroscopy. J Bone Joint Surg Am. 2008;90:281-283. [DOI] [PubMed] [Google Scholar]
- 22.Meding JB, Ritter MA, Jones NL, Keating EM, Faris PM. Determining the necessity for routine pathologic examinations in uncomplicated total hip and total knee arthroplasties. J Arthroplasty. 2000;15:69-71. [DOI] [PubMed] [Google Scholar]
- 23.Memtsoudis SG, Poeran J, Cozowicz C, Zubizarreta N, Ozbek U, Mazumdar M. The impact of peripheral nerve blocks on perioperative outcome in hip and knee arthroplasty--a population-based study. Pain. 2016;157:2341-2349. [DOI] [PubMed] [Google Scholar]
- 24.Nakhleh RE, Fitzgibbons PL. Quality Improvement Manual in Anatomic Pathology. 2nd ed. Northfield, IL, USA: College of American Pathologists; 2002. [Google Scholar]
- 25.Norton EC, Garfinkel SA, McQuay LJ, Heck DA, Wright J, Dittus R, Lubitz RM. The effect of hospital volume on the in-hospital complication rate in knee replacement patients. Health Serv Res. 1998;33:1191. [PMC free article] [PubMed] [Google Scholar]
- 26.Opperer M, Poeran J, Rasul R, Mazumdar M, Memtsoudis SG. Use of perioperative hydroxyethyl starch 6% and albumin 5% in elective joint arthroplasty and association with adverse outcomes: a retrospective population based analysis. BMJ. 2015;350:h1567. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Pagnano MW, Forero JH, Scuderi GR, Harwin SF. Is the routine examination of surgical specimens worthwhile in primary total knee arthroplasty? Clin Orthop Relat Res. 1998;356:79-84. [DOI] [PubMed] [Google Scholar]
- 28.Patterson DC, Grelsamer R, Bronson MJ, Moucha CS. Lawsuits after primary and revision total knee arthroplasty: a malpractice claims analysis. J Am Acad Orthop Surg. 2017;25:e235-e242. [DOI] [PubMed] [Google Scholar]
- 29.Patterson DC, Grelsamer RP, Bronson MJ, Moucha CS. Lawsuits after primary and revision total hip arthroplasties: a malpractice claims analysis. J Arthroplasty. 2017;32:2958-2962. [DOI] [PubMed] [Google Scholar]
- 30.Poeran J, Rasul R, Suzuki S, Danninger T, Mazumdar M, Opperer M, Boettner F, Memtsoudis SG. Tranexamic acid use and postoperative outcomes in patients undergoing total hip or knee arthroplasty in the United States: retrospective analysis of effectiveness and safety. BMJ. 2014;349:g4829. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Premier. Premier Healthcare Database White Paper: Data That Informs and Performs. 2017. Available at: https://www.premierinc.com/wpdm-package/research/?wpdmdl=3005&ind=1WPMW7ESmN_SGTnlmo5LNi4O3smwj95mtUScCxFzmgTjO68iqCCmly7wENVgVCavUo7UN3ERg3tk9eJrKPBrpYl3WpNRtwLjT4WtLnmGlKI. Accessed July 21, 2017.
- 32.Raab SS. The cost-effectiveness of routine histologic examination. Am J Clin Pathol. 1998;110:391-396. [DOI] [PubMed] [Google Scholar]
- 33.Raab SS, Slagel DD, Robinson RA. The utility of histological examination of tissue removed during elective joint replacement. A preliminary assessment. J Bone Joint Surg Am. 1998;80:331-335. [DOI] [PubMed] [Google Scholar]
- 34.Singh JA, Kwoh CK, Boudreau RM, Lee GC, Ibrahim SA. Hospital volume and surgical outcomes after elective hip/knee arthroplasty: a risk-adjusted analysis of a large regional database. Arthritis Rheum. 2011;63:2531-2539. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.SooHoo NF, Zingmond DS, Lieberman JR, Ko CY. Primary total knee arthroplasty in California 1991 to 2001: does hospital volume affect outcomes? J Arthroplasty. 2006;21:199-205. [DOI] [PubMed] [Google Scholar]
- 36.Williams SC, Koss RG, Morton DJ, Schmaltz SP, Loeb JM. Case volume and hospital compliance with evidence-based processes of care. Int J Qual Health Care. 2008;20:79-87. [DOI] [PubMed] [Google Scholar]
- 37.Yang D, Dalton JE. A unified approach to measuring the effect size between two groups using SAS. SAS Global Forum; 2012, Paper 335-2012. Available at: http://support.sas.com/resources/papers/proceedings12/335-2012.pdf. Accessed November 1, 2017. [Google Scholar]



