Who Bears the Burden? Understanding the Socioeconomic Patterns of Educational Debt in Orthopaedic Surgery Residency Candidates.

BACKGROUND: Educational debt is commonly observed among applicants to orthopaedic surgery residency programs; however, an understanding of the debt burden among minority and nonminority applicants is not well established. Thus, this study aimed to fill these knowledge gaps by examining the extent of and factors shaping educational debt among orthopaedic surgery applicants. QUESTIONS/PURPOSES: (1) What is the educational debt burden among orthopaedic surgery residency applicants? (2) After controlling for relevant confounding variables, what factors are independently associated with increasing levels of educational debt? (3) After controlling for relevant confounding variables, are individuals classified as an underrepresented minority or those with educational debt and socioeconomic disadvantage less likely to match in orthopaedic surgery? METHODS: A retrospective evaluation of orthopaedic surgery residency application data from the American Association of Medical Colleges was analyzed from 2011 to 2021. The American Association of Medical Colleges database was selected because every residency applicant must register and apply through the American Association of Medical Colleges. Therefore, these data exist for every residency applicant, and the sample was comprehensive. Self-reported data including premedical, medical, and total educational debt burden as well as classification as socioeconomically disadvantaged and application fee waiver use were collected. Applicants were dichotomously categorized as an underrepresented minority or a not underrepresented minority based upon self-identified race and ethnicity. Monetary values were reported in USD and inflation-adjusted to 2021 using the Consumer Price Index. We performed t-tests and chi-square tests for continuous and categorical variables, respectively. Significance was considered at p < 0.05. In all, 12,112 applicants were available in the initial cohort, and 67% (8170 of 12,112) of applicants with complete data were included from 2011 to 2021 in the final study cohort. Of these, 18% (1510 of 8170) were women, 14% (1114 of 8170) were classified as underrepresented minorities, and 8% (643 of 8170) were classified as socioeconomically disadvantaged. Sixty-one percent (4969 of 8170) of applicants reported receiving at least one scholarship, 34% (2746 of 8170) had premedical school debt, and 72% (5909 of 8170) had any educational debt including medical school. Among all applicants, the median (IQR) educational debt was USD 197,000 (25,000 to 288,000). Among those with scholarships, the median amount was USD 25,000 (9000 to 86,000). RESULTS: After controlling for the potentially confounding variables of gender and socioeconomic disadvantage, classification as an underrepresented minority applicant was independently associated with higher scholarship amounts than applicants characterized as not underrepresented minorities (ß = USD 20,908 [95% confidence interval (CI) 15,395 to 26,422]; p < 0.001), whereas underrepresented minority classification was not independently associated with a difference in total educational debt (ß = USD 3719 [95% CI -6458 to 13,895]; p = 0.47). After controlling for the potentially confounding variables of gender and classification as an underrepresented minority, socioeconomic disadvantage was independently associated with higher scholarship amounts (ß = USD 20,341 [95% CI 13,300 to 27,382]; p < 0.001) and higher total educational debt (ß = USD 66,162 [95% CI 53,318 to 79,006]; p < 0.001) than applicants not classified as socioeconomically disadvantaged. After controlling for the potentially confounding variables of gender and classification as an underrepresented minority, socioeconomic disadvantage was independently associated with decreased match rates (OR 0.62 [95% CI 0.52 to 0.74]; p < 0.001). CONCLUSION: These findings underscore the need for comprehensive scholarship initiatives to ensure equitable financial accessibility for applicants from all backgrounds. CLINICAL RELEVANCE: In the future, orthopaedic surgery may benefit from research comparing the effectiveness of various initiatives aiming to improve fairness in the burden of debt among applicants to orthopaedic surgery residency programs.

Barriers to Incident Reporting by Physicians: A Survey of Surgical Residents and Attending Physicians.

Objectives Incident reporting is vital to a culture of safety; however, physicians report at an alarmingly low rate. This study aimed to identify barriers to incident reporting among surgeons at a quaternary care center. Methods A survey was created utilizing components of the Agency for Healthcare Research and Quality (AHRQ) validated survey on patient safety culture. This tool was distributed to residents and attending physicians in general surgery and urology at a single academic medical center. Responses were de-identified and recorded for data analysis using REDCap (Research Electronic Data Capture) database tool (Vanderbilt University, Nashville, Tennessee, United States). Results We received 39 survey responses from 116 residents and attending physicians (34% response rate), including nine urologists and 30 general surgeons (24 attendings, 15 residents). Residents and attendings feel the person is being written up and not the issue (67%) and that there is a lack of feedback after changes are implemented (64%), though most believe adequate action is taken to address patient safety concerns (72%). Most do not report near-misses (64%), only significant adverse events (59%). Residents are likely to stay silent when patient safety events involve those in authority (60%). Faculty feel those in authority are open to patient safety concerns (67%), though residents feel neutral (47%) or disagree (33%). Conclusion Underreporting of incidents among physicians remains multifaceted and complex, from fear of retaliation to lack of feedback. Residents tend to feel less comfortable addressing authority figures when concerned about patient safety. While misunderstanding still exists about the applications and utility of incident reporting, a focus on quality over quantity could afford more meaningful progress toward high reliability in healthcare.

Differential gene expression and chromatin accessibility in the medial prefrontal cortex associated with individual differences in rat behavioral models of opioid use disorder.

Opioid use disorder (OUD) is a neuropsychological disease that has a devastating impact on public health. Substantial individual differences in vulnerability exist, the neurobiological substrates of which remain unclear. To address this question, we investigated genome-wide gene transcription (RNA-seq) and chromatin accessibility (ATAC-seq) in the medial prefrontal cortex (mPFC) of male and female rats exhibiting differential vulnerability in behavioral paradigms modeling different phases of OUD: Withdrawal-Induced Anhedonia (WIA), Demand, and Reinstatement. Ingenuity Pathway Analysis (IPA) of RNA-seq revealed greater changes in canonical pathways in Resilient (vs. Saline) rats in comparison to Vulnerable (vs. Saline) rats across 3 paradigms, suggesting brain adaptations that might contribute to resilience to OUD across its trajectory. Analyses of gene networks and upstream regulators implicated processes involved in oligodendrocyte maturation and myelination in WIA, neuroinflammation in Demand, and metabolism in Reinstatement. Motif analysis of ATAC-seq showed changes in chromatin accessibility to a small set of transcription factor (TF) binding sites as a function either of opioid exposure (i.e., morphine versus saline) generally or of individual vulnerability specifically. Some of these were shared across the 3 paradigms and others were unique to each. In conclusion, we have identified changes in biological pathways, TFs, and their binding motifs that vary with paradigm and OUD vulnerability. These findings point to the involvement of distinct transcriptional and epigenetic mechanisms in response to opioid exposure, vulnerability to OUD, and different stages of the disorder.

Identification of Data-Driven Preoperative Hemoglobin Strata That Predict the Likelihood of Blood Transfusion and the Risk of Major Complications and Prosthetic Joint Infection After Total Hip Arthroplasty.

INTRODUCTION: Preoperative anemia is an independent risk factor of complications after primary total hip arthroplasty (THA). Currently used hemoglobin thresholds are not developed for risk stratification of arthroplasty patients and do not provide surgery-specific information on postoperative complication risk. Thus, we aimed to calculate THA-specific preoperative hemoglobin strata that observe the likelihood of 90-day blood transfusion and determine whether these strata are associated with increased risk of 90-day complications and 2-year prosthetic joint infection (PJI). METHODS: A retrospective cohort analysis identified 56,101 patients who underwent primary THA from 2013 to 2022. Using the lowest hemoglobin value for each patient one month before THA, stratum-specific likelihood ratio (SSLR) analysis calculated sex-based hemoglobin strata associated with the likelihood of 90-day postoperative blood transfusion. Propensity score matching was performed. Incidence rates and risk of 90-day major complications and 2-year PJI were observed for each identified preoperative hemoglobin stratum. RESULTS: SSLR analysis identified five male (strata, likelihood ratio [<10.4 g/dL, 12.5; 10.5 to 11.4 g/dL, 8.0; 11.5 to 12.4 g/dL, 2.4; 12.5 to 13.4 g/dL, 1.3; 13.5 to 13.9 g/dL, 0.5]) and five female (<8.9 g/dL, 10.7; 9.0 to 10.9 g/dL, 4.0; 11.0 to 11.4 g/dL, 2.0; 12.0 to 12.9 g/dL, 1.0; 13.0 to 13.4 g/dL, 0.6) preoperative hemoglobin strata associated with varying likelihoods of 90-day blood transfusion after THA. After matching in both male and female cohorts, as the calculated preoperative hemoglobin strata decreased, the relative risk of overall 90-day major complications and 2-year PJI increased incrementally (all P < 0.05). CONCLUSION: SSLR analysis established THA-specific sex-based preoperative hemoglobin strata that observe the likelihood of 90-day blood transfusion and predict the risk of 90-day medical complications and 2-year PJI. These strata are a first of their kind in THA research. While preoperatively optimizing patients, we recommend using these hemoglobin thresholds to help guide decisions on presurgery anemia optimization and to reduce the need for postoperative blood transfusion. LEVEL OF EVIDENCE: Level III.

Duodenal Ulceration Erosion Into the Common Bile Duct Status Post-Roux-en-Y Gastric Bypass: A Case Report.

Peptic ulcer disease (PUD) affects approximately four million people worldwide. The most common etiologies of PUD are Helicobacter pylori (H. pylori) infections, chronic nonsteroidal anti-inflammatory drug (NSAID) use, and smoking. A rare cause of ulcer formation is documented in patients following Roux-en-Y gastric bypass (RYGB) procedures. Delayed treatment of these ulcers can further lead to ulcer perforation, erosion of the gastroduodenal artery (GDA), and fistula formation between the biliary structures and the gastrointestinal tract. Herein, we discuss the case of a 69-year-old female with an ulcer perforation 19 years after RYGB, resulting in an atypical ulcer erosion of the common bile duct without fistula formation.

Surgical Intraoperative Handoff Initiative: Standardizing Operating Room Communication using SHRIMPS.

BACKGROUND: Operating room (OR) handoffs are not universally standardized, though standardized sign outs have been proven to provide effective communication in other aspects of healthcare. We hypothesize creating a standardized handoff will improve communication between OR staff. STUDY DESIGN: A frontline stakeholder approached our quality improvement (QI) team with concern regarding inadequate quality surgical technician handoffs during staff changes. An audit tool was created for a pilot cohort of 23 cases to evaluate surgical technician handoffs from 5/2022 through 11/2022. Handoffs occurred in 82.6% of cases. Elements of handoff varied significantly, with an average of 34.4% completion of critical handoff elements. Audits were reviewed with stakeholders to develop a standardized communication checklist, including domains regarding sponges, sharps, hidden items, replaced items, instruments, implants, medications, procedure overview, and specimens. An acronym of these domains, SHRIMPS, was affixed to each OR wall. RESULTS: In the initial Plan-Do-Study-Act (PDSA) cycle, piloted in urology, general surgery, and neurosurgery, 100% of the 15 observed cases included handoff, averaging 76 seconds per handoff. Additionally, 100% of cases announced a handoff to the surgeon, and all elements were addressed 99.6% of the time. PDSA cycle 2 involved implementation to all service lines. Of the 68 cases observed, 100% included handoff, averaging 69.4 seconds per handoff, with 98.2% of elements addressed, though only 97.1% of handoffs were announced. CONCLUSIONS: Little communication standardization exists within the OR, especially regarding intraoperative staff changes. Implementation of a standardized handoff between surgical technicians resulted in substantial improvement in critical communication during staff changes.

Adherence to AUA guidelines for the work-up, medical management, surgical evaluation and treatment of BPH: Work from a quality improvement collaborative.

INTRODUCTION: Previous studies noted varied adherence to clinical practice guidelines (CPGs), but studies are yet to quantify adherence to American Urological Association BPH guidelines. We studied guideline adherence in the context of a new quality improvement collaborative (QIC). METHODS: Data were collected as part of a statewide QIC. Medical records for patients undergoing select CPT codes from January 2020 to May 2022 were retrospectively reviewed for adherence to selected BPH guidelines. RESULTS: Most men were treated with transurethral resection of the prostate. Notably, 53.3% of men completed an IPSS and 52.3% had a urinalysis. 4.7% were counseled on behavioral modifications, 15.0% on medical therapy, and 100% on procedural options. For management, 79.4% were taking alpha-blockers and 59.8% were taking a 5-ARI. For evaluation, 57% had a PVR, 63.6% had prostate size measurement, 37.4% had uroflowmetry, and 12.3% were counseled about treatment failure. Postoperatively, 51.6% completed an IPSS, 57% had a PVR, 6.50% had uroflowmetry, 50.6% stopped their alpha-blocker, and 75.0% stopped their 5-ARI. CONCLUSIONS: There was adherence to preoperative testing recommendations, but patient counseling was lacking in the initial work-up and preoperative evaluation. We will convey the data to key stakeholders, expand data collection to other institutions, and devise an improvement implementation plan.

10-Year Cumulative Incidence and Indications for Revision Total Joint Arthroplasty for Patients Who Have Ehlers-Danlos Syndrome.

BACKGROUND: Long-term complications following total joint arthroplasty are not well established for patients who have Ehlers-Danlos syndrome (EDS), a group of connective tissue disorders. This study compared 10-year incidence of revision surgery after total hip arthroplasty (THA) and total knee arthroplasty (TKA) in patients who have and do not have EDS. METHODS: A retrospective cohort analysis was conducted using a national all-payer claims database from 2010 to 2021 to identify patients who underwent primary TKA or THA. Patients who had and did not have EDS were propensity score-matched by age, sex, and a comorbidity index. Kaplan-Meier analyses and Cox proportional hazard models were used to determine the cumulative incidence and risks of revision experienced by patients who have and do not have EDS. RESULTS: The EDS patients who underwent TKA had a higher risk of all-cause revision (hazard ratio [HR]: 1.50, 95% confidence interval [95% CI]: 1.09 to 2.07, P < .014) and risk of revision due to instability (HR = 2.49, 95% CI: 1.37 to 4.52, P < .003). The EDS patients who underwent THA had a higher risk of all-cause revision (HR = 2.32, 95% CI: 1.47 to 3.65, P < .001), revision due to instability (HR = 4.26, 95% CI: 2.17 to 8.36, P < .001), and mechanical loosening (HR = 3.63, 95% CI: 2.05 to 6.44, P < .001). CONCLUSIONS: Patients who had EDS were found to have a higher incidence of revision within 10 years of undergoing TKA and THA compared to matched controls, especially for instability. Patients who have EDS should be counseled accordingly. Surgical technique and implant selection should include consideration for increased constraint in TKA and larger femoral heads or dual mobility articulations for THA.

Does Reusable Instrumentation for Four-Anchor Rotator Cuff Repair Offer Decreased Waste Disposal Costs and Lower Waste-Related Carbon Emissions?

INTRODUCTION: Orthopaedic surgery is culpable, in part, for the excessive carbon emissions in health care partly due to the utilization of disposable instrumentation in most procedures, such as rotator cuff repair (RCR). To address growing concerns about hospital waste, some have considered replacing disposable instrumentation with reusable instrumentation. The purpose of this study was to estimate the cost and carbon footprint of waste disposal of RCR kits that use disposable instrumentation compared with reusable instrumentation. METHODS: The mass of the necessary materials and their packaging to complete a four-anchor RCR from four medical device companies that use disposable instrumentation and one that uses reusable instrumentation were recorded. Using the cost of medical waste disposal at our institution ($0.14 per kilogram) and reported values from the literature for carbon emissions produced from the low-temperature incineration of noninfectious waste (249 kgCO 2 e/t) and infectious waste (569 kgCO 2 e/t), we estimated the waste management cost and carbon footprint of waste disposal produced per RCR kit. RESULTS: The disposable systems of four commercial medical device companies had 783%, 570%, 1,051%, and 478%, respectively, greater mass and waste costs when compared with the reusable system. The cost of waste disposal for the reusable instrumentation system costs on average $0.14 less than the disposable instrumentation systems. The estimated contribution to the overall carbon footprint produced from the disposal of a RCR kit that uses reusable instrumentation was on average 0.37 kg CO2e less than the disposable instrumentation systems. CONCLUSION: According to our analysis, reusable instrumentation in four-anchor RCR leads to decreased waste and waste disposal costs and lower carbon emissions from waste disposal. Additional research should be done to assess the net benefit reusable systems may have on hospitals and the effect this may have on a long-term decrease in carbon footprint. LEVEL OF EVIDENCE: Level II.

Toward telomere-to-telomere cat genomes for precision medicine and conservation biology.

Genomic data from species of the cat family Felidae promise to stimulate veterinary and human medical advances, and clarify the coherence of genome organization. We describe how interspecies hybrids have been instrumental in the genetic analysis of cats, from the first genetic maps to propelling cat genomes toward the T2T standard set by the human genome project. Genotype-to-phenotype mapping in cat models has revealed dozens of health-related genetic variants, the molecular basis for mammalian pigmentation and patterning, and species-specific adaptations. Improved genomic surveillance of natural and captive populations across the cat family tree will increase our understanding of the genetic architecture of traits, population dynamics, and guide a future of genome-enabled biodiversity conservation.

Connexin Gap Junction Channels and Hemichannels: Insights from High-Resolution Structures.

Connexins (Cxs) are a family of integral membrane proteins, which function as both hexameric hemichannels (HCs) and dodecameric gap junction channels (GJCs), behaving as conduits for the electrical and molecular communication between cells and between cells and the extracellular environment, respectively. Their proper functioning is crucial for many processes, including development, physiology, and response to disease and trauma. Abnormal GJC and HC communication can lead to numerous pathological states including inflammation, skin diseases, deafness, nervous system disorders, and cardiac arrhythmias. Over the last 15 years, high-resolution X-ray and electron cryomicroscopy (cryoEM) structures for seven Cx isoforms have revealed conservation in the four-helix transmembrane (TM) bundle of each subunit; an αß fold in the disulfide-bonded extracellular loops and inter-subunit hydrogen bonding across the extracellular gap that mediates end-to-end docking to form a tight seal between hexamers in the GJC. Tissue injury is associated with cellular Ca2+ overload. Surprisingly, the binding of 12 Ca2+ ions in the Cx26 GJC results in a novel electrostatic gating mechanism that blocks cation permeation. In contrast, acidic pH during tissue injury elicits association of the N-terminal (NT) domains that sterically blocks the pore in a "ball-and-chain" fashion. The NT domains under physiologic conditions display multiple conformational states, stabilized by protein-protein and protein-lipid interactions, which may relate to gating mechanisms. The cryoEM maps also revealed putative lipid densities within the pore, intercalated among transmembrane α-helices and between protomers, the functions of which are unknown. For the future, time-resolved cryoEM of isolated Cx channels as well as cryotomography of GJCs and HCs in cells and tissues will yield a deeper insight into the mechanisms for channel regulation. The cytoplasmic loop (CL) and C-terminal (CT) domains are divergent in sequence and length, are likely involved in channel regulation, but are not visualized in the high-resolution X-ray and cryoEM maps presumably due to conformational flexibility. We expect that the integrated use of synergistic physicochemical, spectroscopic, biophysical, and computational methods will reveal conformational dynamics relevant to functional states. We anticipate that such a wealth of results under different pathologic conditions will accelerate drug discovery related to Cx channel modulation.

Over the Past Decade, Preoperative Anemia Has Become a Greater Predictor of Transfusions After Total Knee Arthroplasty.

BACKGROUND: With advancements in perioperative blood management and the use of tranexamic acid, the rate of transfusions after total knee arthroplasty (TKA) has substantially decreased. As these principles are refined, other modifiable risk factors, such as preoperative anemia, may play an increasingly important role in transfusion risk for patients undergoing TKA. METHODS: A multicenter, national database was utilized to identify patients undergoing TKA from 2010 to 2021. Anemia was defined by World Health Organization definitions as < 12 g/dL for women and < 13 g/dL for men. A predictive model was created using backwards elimination logistic regression to predict transfusion risk, controlling for demographic and medical covariates. The coefficient of anemia was then analyzed for each year. The trend over time was fitted with a best-fit linear regression equation. RESULTS: There were 509,117 patients who underwent TKA, and had a mean age of 67 years (range, 18 to 89). There were 57,716 (11%) patients who were anemic preoperatively, and 15,426 (3%) of patients required a transfusion. Rate of transfusion decreased from 10.6% in 2010 to 0.6% in 2021. The odds ratio associated with anemia as a predictor of transfusion increased from 3.1 (95% confidence interval: 2.1 to 4.6) in 2010 to 14.0 (95% confidence interval: 8.9 to 24) in 2021. CONCLUSIONS: The results of this study demonstrate that the importance of preoperative anemia as a predictor of transfusion has increased over the past decade as rates of transfusion have decreased. As perioperative blood management protocols improve, preoperative anemia should be considered an important focus of intervention to reduce the risk of transfusion prior to TKA. LEVEL OF EVIDENCE: III.

Open Access Publication in Total Ankle Arthroplasty Literature Is Associated With Increased Social Media Attention, but Not Increased Citations.

Background: Open access (OA) publications are increasingly common in orthopaedic literature. However, whether OA publications are associated with increased readership or citations among total ankle arthroplasty (TAA) literature is unclear. We hypothesize that compared with non-OA status, OA status is associated with increased social media dissemination, and readership, but not with citation count. This study aimed to analyze social media attention, citations, readership, and cost of TAA OA and non-OA publications. Methods: Using a PubMed query search, there were 368 publications from 81 journals, with 25% (91/368) being OA articles and 75% (277/368) non-OA articles from 2016 to 2023. We analyzed the Altmetric Attention Score (AAS), Mendeley readership score, and citations between OA vs non-OA articles. Citations and cost of OA articles were determined using an altered timeline and publisher's website, respectively. Subgroup analysis was performed among articles published in the top 5 TAA journals (Tables 2 and 3). Negative binomial regression was used while adjusting for days since publication. Significance was considered at P <.05. Results: OA publication was associated with a larger mean AAS score (8.7 ± 37.0 vs 4.8 ± 26.3), Mendeley readership (42.4 ± 41.6 vs 34.9 ± 25.7), and Twitter mentions (4.6 ± 7.4 vs 3.3 ± 8.1), but not citations (19.7 ± 24.8 vs 20.3 ± 23.5) (Table 1). Conclusion: TAA OA publications and top 5 journals were associated with significantly increased social media attention but not Mendeley readership or citation counts.

Identification of Factors Associated with Orthopaedic Surgery Residency Programs That Preferentially Match Students Who Performed an Elective Rotation Before the Interview Process.

Introduction: The role of elective rotations in the orthopaedic residency selection process varies between programs. Our study aims to identify factors associated with residency programs that interview and match a greater proportion of applicants who have completed an elective rotation with their program. Methods: Data were collected through the American Orthopaedic Association's Orthopaedic Residency Information Network database. Bivariate correlations and multivariate regression models were used to identify independent predictors of programs with a greater proportion of interviewees or residents who completed an elective rotation at the respective program. Results: One hundred seventy-eight of the 218 existing residency programs were included in this study. Programs that offered fewer interviews and more away rotation positions per year were associated with a greater odds of its interviewees (OR = 0.36, p = 0.01; OR = 4.55, p < 0.001, respectively) and residents (OR = 0.44, p = 0.04; OR = 4.23, p < 0.001, respectively) having completed an elective rotation with the program. In addition, programs with fewer attendings (OR = 0.39, p = 0.03) and in-person interviews (OR = 3.04, p = 0.04) matched a greater proportion of their rotators. However, programs that interviewed applicants during the elective rotation were less likely to match their rotators (OR = 0.35, p = 0.04). Conclusion: Certain program characteristics independently predict the likelihood of a program interviewing and matching their rotators. These findings may provide information for applicants and programs regarding the rotation process. Level of Evidence: III.

Evaluating the Effect of Decreasing Preoperative Hemoglobin on Blood Transfusions, Major Complications, and Periprosthetic Joint Infection After Primary Total Knee Arthroplasty.

INTRODUCTION: Preoperative anemia is associated with increased postoperative transfusion and complication rates after total knee arthroplasty (TKA). We aimed to create TKA-specific data-driven preoperative hemoglobin strata that quantify the likelihood of 90-day postoperative blood transfusion and evaluate whether these strata are associated with increased risk of 90-day major complications and 2-year prosthetic joint infection (PJI). METHODS: Primary TKA patients from 2013 to 2022 were identified using a national database. Stratum-specific likelihood ratio (SSLR) analysis defined hemoglobin strata associated with the risk of 90-day blood transfusion. Each stratum was propensity score matched to the highest identified hemoglobin strata. Unmatched incidence rates and matched risk of 90-day major complications and 2-year PJI between strata were compared. RESULTS: SSLR identified four 90-day blood transfusion hemoglobin strata for men (strata [g/dL], likelihood ratio [<11.4, 8.06; 11.5 to 11.9, 4.34; 12.0 to 12.9, 1.70; 13.0 to 17.0, 0.54]) and women (<10.4, 8.22; 10.5 to 11.4, 2.84; 11.5 to 12.4, 1.38; 12.5 to 17.0, 0.50). Increased 2-year PJI risk was associated with three male strata (<11.4, 11.5 to 11.9, 12.0 to 12.9; all P < 0.001) and three female strata (<10.4, 10.5 to 11.4, 11.5 to 12.4; all P < 0.001). Increased 90-day major complication risk was associated with three male strata (<11.4, 11.5 to 11.9, 12.0 to 12.9; all P < 0.001) and three female strata (<10.4, 10.5 to 11.4, 11.5 to 12.4; all P < 0.001). CONCLUSIONS: Using SSLR analysis, we identified unique TKA-specific data-driven hemoglobin strata for both men and women that quantify the likelihood of 90-day blood transfusions and predict the risk of both 90-day major complications and 2-year PJI. These strata are a first in the TKA literature and can assist surgeons in stratifying patients' transfusion and complication risk based on their preoperative hemoglobin value. While optimizing patients in the preoperative setting, we recommend using these TKA-specific hemoglobin thresholds to help guide decision making on the need for presurgery anemia optimization and to help reduce the need for blood transfusion.