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Reply to the Letter to the Editor on: The Impact of Machine Learning on Total Joint Arthroplasty Patient Outcomes: A Systematic Review [Letter]
Karlin, Elan A; Lin, Charles C; Meftah, Morteza; Slover, James D; Schwarzkopf, Ran
PMID: 38182326
ISSN: 1532-8406
CID: 5628472
Response to Letter to the Editor Regarding "Does the Primary Surgical Approach Matter When Choosing the Approach for Revision Total Hip Arthroplasty?" [Letter]
Christensen, Thomas H; Humphrey, Tyler J; Salimy, Mehdi S; Roundy, Robert S; Goel, Rahul K; Guild, George N; Schwarzkopf, Ran; Bedair, Hany S; Aggarwal, Vinay K
PMID: 38182330
ISSN: 1532-8406
CID: 5628482
Comparing Outcomes of Bicruciate-Stabilized and Cruciate-Retaining Total Knee Arthroplasty
Hernandez, Lorena; Shichman, Ittai; Christensen, Thomas H; Rozell, Joshua C; Meftah, Morteza; Schwarzkopf, Ran
BACKGROUND/UNASSIGNED:Bicruciate-stabilized (BCS) total knee arthroplasty (TKA) aims to restore normal kinematics by replicating the function of both cruciate ligaments. Conventional cruciate-retaining (CR) design in TKA has shown previous clinical success with lower complication rates. This study compared the patient-reported outcomes between the BCS and CR TKA designs. METHODS/UNASSIGNED:-tests. RESULTS/UNASSIGNED:= 0.028) than the CR cohort (n = 203). Both cohorts displayed a significant difference in delta improvements within their respective cohort when measuring FJS from 3 months to 1 year, 2 years, and 3 years after surgery. CONCLUSIONS/UNASSIGNED:The CR cohort performed better on average, compared to the BCS cohort in measures of KOOS, JR scores at the 2-year follow-up. The BCS cohort performed marginally better regarding FJS only at 1-year follow-up.
PMCID:10825256
PMID: 38304221
ISSN: 2005-4408
CID: 5626882
Human versus artificial intelligence-generated arthroplasty literature: A single-blinded analysis of perceived communication, quality, and authorship source
Lawrence, Kyle W; Habibi, Akram A; Ward, Spencer A; Lajam, Claudette M; Schwarzkopf, Ran; Rozell, Joshua C
BACKGROUND:Large language models (LLM) have unknown implications for medical research. This study assessed whether LLM-generated abstracts are distinguishable from human-written abstracts and to compare their perceived quality. METHODS:The LLM ChatGPT was used to generate 20 arthroplasty abstracts (AI-generated) based on full-text manuscripts, which were compared to originally published abstracts (human-written). Six blinded orthopaedic surgeons rated abstracts on overall quality, communication, and confidence in the authorship source. Authorship-confidence scores were compared to a test value representing complete inability to discern authorship. RESULTS:Modestly increased confidence in human authorship was observed for human-written abstracts compared with AI-generated abstracts (p = 0.028), though AI-generated abstract authorship-confidence scores were statistically consistent with inability to discern authorship (p = 0.999). Overall abstract quality was higher for human-written abstracts (p = 0.019). CONCLUSIONS:AI-generated abstracts' absolute authorship-confidence ratings demonstrated difficulty in discerning authorship but did not achieve the perceived quality of human-written abstracts. Caution is warranted in implementing LLMs into scientific writing.
PMID: 38348740
ISSN: 1478-596x
CID: 5635272
A review of the design, manufacture, and outcomes of custom total joint replacement implants available in the United States
Kaszuba, Stephanie V; Hurley, Margaret; Beitler, Brian G; Abraham, Paul F; Tommasini, Steven; Schwarzkopf, Ran; Wiznia, Daniel H
Custom total joint replacement (TJA) implants, specifically designed and manufactured for each patient, have emerged as surgeons seek to improve functional outcomes of primary total joint replacement, as well as treat patients with complex primary deformities, bone defects, and revision surgeries. The purpose of this review is to present the various custom total hip and knee arthroplasty implants available in the United States for primary and revision cases, so that surgeons can understand the design considerations and manufacturing processes of custom implants, as well as their performance compared to standard implants.
PMCID:10865390
PMID: 38361508
ISSN: 0976-5662
CID: 5635962
Precision or Pitfall? Evaluating the Accuracy of ICD-10 Coding for Cemented Total Hip Arthroplasty: A Multicenter Study
Singh, Vivek; Jolissaint, Josef E; Kohler, James G; Goh, Megan; Chen, Antonia F; Bedard, Nicholas A; Springer, Bryan D; Schwarzkopf, Ran
BACKGROUND:The International Statistical Classification of Diseases and Related Health Problems, 10th Revision, Procedure Coding System (ICD-10-PCS) was adopted in the U.S. in 2015. Proponents of the ICD-10-PCS have stated that its granularity allows for a more accurate representation of the types of procedures performed by including laterality, joint designation, and more detailed procedural data. However, other researchers have expressed concern that the increased number of codes adds further complexity that leads to inaccurate and inconsistent coding, rendering registry and research data based on ICD-10-PCS codes invalid and inaccurate. We aimed to determine the accuracy of the ICD-10-PCS for identifying cemented fixation in primary total hip arthroplasty (THA). METHODS:We retrospectively reviewed all cemented primary THAs performed at 4 geographically diverse, academic medical centers between October 2015 and October 2020. Cemented fixation was identified from the ICD-10-PCS coding for each procedure. The accuracy of an ICD-10-PCS code relative to the surgical record was determined by postoperative radiograph and chart review, and cross-referencing with institution-level coding published by the American Joint Replacement Registry (AJRR) was also performed. RESULTS:A total of 552 cemented THA cases were identified within the study period, of which 452 (81.9%) were correctly coded as cemented with the ICD-10-PCS. The proportion of cases that were correctly coded was 187 of 260 (72%) at Institution A, 158 of 185 (85%) at Institution B, 35 of 35 (100%) at Institution C, and 72 of 72 (100%) at Institution D. Of the 480 identified cemented THA cases at 3 of the 4 institutions, 403 (84%) were correctly reported as cemented to the AJRR (Institution A, 185 of 260 cases [71%]; Institution B, 185 of 185 [100%]; and Institution C, 33 of 35 [94%]). Lastly, of these 480 identified cemented THA cases, 317 (66%) were both correctly coded with the ICD-10-PCS and correctly reported as cemented to the AJRR. CONCLUSIONS:Our findings revealed existing discrepancies within multiple institutional data sets, which may lead to inaccurate reporting by the AJRR and other registries that rely on ICD-10-PCS coding. Caution should be exercised when utilizing ICD-10 procedural data to evaluate specific details from administrative claims databases as these inaccuracies present inherent challenges to data validity and interpretation.
PMID: 37973050
ISSN: 1535-1386
CID: 5610432
Role of femoral head material on readmission and mortality rates following elective primary total hip arthroplasty in Medicare patients
Sicat, Chelsea Sue; Singh, Vivek; Muthusamy, Nishanth; Spano, Paul J; Nezwek, Trevor A; Huynh, Kevin; Schwarzkopf, Ran
INTRODUCTION/BACKGROUND:The role of different femoral head materials for total hip arthroplasty (THA) has been widely studied in the context of wear properties and corrosion. Cobalt chrome (CoCr) femoral heads are commonly used as a standard of comparison to other materials such as ceramic and oxidized zirconium (OxZi). This study aims to evaluate the impact of femoral head material on clinical outcomes in elective primary THA patients. METHODS:Retrospective analysis of THA patients within the Medicare claims database between October 2017 and September 2020 using diagnosis-related group codes was conducted. Information collected included sex, age, Charlson Comorbidity Index, and femoral head type. Patients with CoCr femoral heads were compared against patients with either OxZi or ceramic femoral heads using 1:1 propensity score matching. Z-testing and Chi-square analysis were used to determine between-group significance. RESULTS:In total, 112,960 elective THA patients were included, with 56,480 in OxZi or ceramic and 56,480 in CoCr. Readmission rates were lower in patients that received OxZi or ceramic femoral heads at 30-day (p < 0.0001), 60-day (p < 0.0001), and 90-day postoperatively (p < 0.0001) compared to CoCr. Mortality rates were also lower in patients that received OxZi or ceramic femoral heads at 30-day (p = 0.004), 60-day (p = 0.018), and 90-day postoperatively (p = 0.009) compared to CoCr. CONCLUSION/CONCLUSIONS:CoCr femoral heads had higher rates of readmissions and mortality compared to OxZi or ceramic. Further analysis of bearing surface combinations and sub-group analyses to determine significance between-group differences is needed. LEVEL III EVIDENCE/METHODS:Retrospective analysis.
PMID: 37615684
ISSN: 1434-3916
CID: 5599322
Nav1.7 as a chondrocyte regulator and therapeutic target for osteoarthritis
Fu, Wenyu; Vasylyev, Dmytro; Bi, Yufei; Zhang, Mingshuang; Sun, Guodong; Khleborodova, Asya; Huang, Guiwu; Zhao, Libo; Zhou, Renpeng; Li, Yonggang; Liu, Shujun; Cai, Xianyi; He, Wenjun; Cui, Min; Zhao, Xiangli; Hettinghouse, Aubryanna; Good, Julia; Kim, Ellen; Strauss, Eric; Leucht, Philipp; Schwarzkopf, Ran; Guo, Edward X; Samuels, Jonathan; Hu, Wenhuo; Attur, Mukundan; Waxman, Stephen G; Liu, Chuan-Ju
Osteoarthritis (OA) is the most common joint disease. Currently there are no effective methods that simultaneously prevent joint degeneration and reduce pain1. Although limited evidence suggests the existence of voltage-gated sodium channels (VGSCs) in chondrocytes2, their expression and function in chondrocytes and in OA remain essentially unknown. Here we identify Nav1.7 as an OA-associated VGSC and demonstrate that human OA chondrocytes express functional Nav1.7 channels, with a density of 0.1 to 0.15 channels per µm2 and 350 to 525 channels per cell. Serial genetic ablation of Nav1.7 in multiple mouse models demonstrates that Nav1.7 expressed in dorsal root ganglia neurons is involved in pain, whereas Nav1.7 in chondrocytes regulates OA progression. Pharmacological blockade of Nav1.7 with selective or clinically used pan-Nav channel blockers significantly ameliorates the progression of structural joint damage, and reduces OA pain behaviour. Mechanistically, Nav1.7 blockers regulate intracellular Ca2+ signalling and the chondrocyte secretome, which in turn affects chondrocyte biology and OA progression. Identification of Nav1.7 as a novel chondrocyte-expressed, OA-associated channel uncovers a dual target for the development of disease-modifying and non-opioid pain relief treatment for OA.
PMCID:10794151
PMID: 38172636
ISSN: 1476-4687
CID: 5626502
Does the Primary Surgical Approach Matter when Choosing the Approach for Revision Total Hip Arthroplasty?
Christensen, Thomas H; Humphrey, Tyler J; Salimy, Mehdi S; Roundy, Robert; Goel, Rahul K; Guild, George N; Schwarzkopf, Ran; Bedair, Hany S; Aggarwal, Vinay K
INTRODUCTION/BACKGROUND:Multiple surgical approaches are used for primary total hip arthroplasty (pTHA) and revision total hip arthroplasty (rTHA). This study sought to investigate prevalence of discordance of pTHA and rTHA surgical approaches and to evaluate the impact of approach concordance on postoperative outcomes. METHODS:A multi-center retrospective review of patients who underwent rTHA from 2000 to 2021 was conducted at three large, urban academic centers. Patients who had a minimum one-year follow-up post-rTHA were included and grouped based on whether they received pTHA via a posterior (PA), direct anterior (DA), or laterally-based (DL) approach, and by concordance of index rTHA approach with their pTHA approach. Of the 917 patients studied, 839 (91.5%) were included in the concordant cohort and 78 (8.5%) in the discordant cohort. Patient demographics, operative characteristics, and postoperative outcomes were compared. RESULTS:Discordance was most prevalent in the DA-pTHA subset (29.5%), compared to the DL-pTHA subset (14.7%) or PA-pTHA subset (3.7%). Discordance varied significantly between primary approaches among all revisions, with DA-pTHA patients having the highest discordance rate for patients revised for aseptic loosening (46.3%, P<0.001), fracture (22.2%, P<0.001), and dislocation (33.3%, P<0.001). There were no differences between groups in dislocation rate, re-revision for infection, or re-revision for fracture. CONCLUSION/CONCLUSIONS:The results of this multicenter study showed patients who received pTHA via the DA were more likely to receive rTHA via a discordant approach compared to other primary approaches. Since approach concordance did not impact dislocation, infection, or fracture rates after rTHA, surgeons can feel reassured using a separate approach for rTHA.
PMID: 37393962
ISSN: 1532-8406
CID: 5538902
Treatment of Intraoperative Trochanteric Fractures During Primary and Revision Total Hip Arthroplasty
Habibi, Akram A; Schwarzkopf, Ran
Intraoperative trochanteric fractures during primary and revision total hip arthroplasty typically occur during femoral canal preparation and component placement. Several fixation strategies, including wires, cables, cable grips, and plating, are available for fracture fixation. Surgeons should consider patient activity level preoperatively, bone mineral density, and fracture morphology when deciding on fixation strategies. Patient activity must be modified postoperatively to prevent fracture displacement and additional complications. Patients must be counseled postoperatively about the possibility of decreased clinical outcomes.
PMID: 37980100
ISSN: 1558-1373
CID: 5608202