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Surgery

Similar patient outcomes yet different hospital costs between flowable hemostatic agents

, , , &
Pages 735-745 | Accepted 13 Apr 2015, Published online: 01 Jun 2015

Abstract

Introduction:

SURGIFLO™ and FLOSEAL® are absorbable gelatin-based products that form hemostatic matrices. These products are indicated as adjuncts to hemostasis when control of bleeding by conventional surgical techniques (such as suture, ligature or cautery) is ineffective or impractical. This study analyzed the effect of surgery time and the choice of product on cost to the hospital and patient outcomes.

Methods:

The data source was the Premier Hospital database from January 1, 2010–June 30, 2012. Eligible patients were ≥18 years of age with a spinal fusion or refusion surgery with either SURGIFLO™ (Ethicon Inc.) or FLOSEAL® (Baxter International Inc.). The hospital Charge Master was used to identify the amount of flowable product, whether it included Thrombin, and the cost. Multivariable models were performed on overall cost and likelihood of surgical complications. All models were adjusted for patient demographics and severity as well as hospital, and surgical characteristics.

Results:

A total of 24,882 patient records from 121 hospitals were analysed, which included 15,088 FLOSEAL® records and 9794 SURGIFLO™ records, with 1498 SURGIFLO™ with Thrombin patients. Little or no differences in surgical complications were found between surgeries with SURGIFLO™ vs surgery with FLOSEAL®. Regression models showed a reduction in cost of $65 associated with use of SURGIFLO™ with Thrombin and an additional $21 reduction in hospital cost for each additional hour of surgery. Modeling which accounts for hospital fixed effects suggest that, in addition to a gap of ∼$300 favoring SURGIFLO™ with Thrombin, every additional hour of surgery was associated with an additional reduction in hospital costs of ∼$26.

Conclusions:

While the choice of flowable product had no effect on clinical outcomes, use of SURGIFLO™ was associated with hospital cost savings for flowable product. These savings increased with the length of surgery, even when controlling for the amount of flowable product (mL) used.

Introduction

A whole host of topical hemostatic agents are available to control intra-operative bleeding in spine fusion surgery, with each playing a role based on the type and location of the bleeding. Flowables are among these topical hemostatic agents, which are found to be useful when traditional approaches are impractical, or when more than one hemostatic method is indicated, sometimes due to failure of conventional approaches such as sutures, cautery, or ligaturesCitation1,Citation2.

With their gel matrix, flowables remain in place more effectively than liquid Thrombin alone, a longstanding tool for topical hemostasisCitation3. They can conform to the shape of the tissueCitation4, fill deep lesions, remove excess material with gentle irrigationCitation2, and can be prepared in minutesCitation5. As a result, flowable agents have gained tractionCitation6,Citation7 and are used in an array of surgeries besides spineCitation5,Citation8, such as cardiacCitation9,Citation10, vascularCitation3,Citation11, renalCitation12–14, cranialCitation15,Citation16, sinusCitation17, liverCitation6,Citation18, and total knee arthroplastyCitation19,Citation20.

Currently, SURGIFLO™ (Ethicon Inc., Somerville, NJ) and FLOSEAL® (Baxter International Inc., Deerfield, IL) are the two marketed flowable hemostatic agents in the US, both of which are useful in spinal surgery for their quick hemostatic effectCitation5,Citation21. SURGIFLO™, available in 8 mL tubes, is composed of absorbable porcine gelatin particles, and is packaged with and without Thrombin. FLOSEAL®, packaged in 5 mL and 10 mL tubes, is a mix of absorbable bovine gelatin particles and pooled human ThrombinCitation22. A head-to-head comparison by Gazzeri et al.Citation5 indicated that the two have similar efficacy, as measured by time to bleeding control (less than 5 minutes), and safety in neurosurgery (no complications related to the hemostatic agents).

Given their comparable abilities to control bleeding, a question arises in today’s utilization-conscious healthcare environment as to the economic benefits of using one vs the other. The cost impact of flowable hemostatic agents is substantial, as multiple units of the product are often required in spinal fusion surgery, a procedure in which intra-operative blood loss is commonCitation23 and often excessiveCitation8. This cost is amplified as there are an estimated 400,000 spinal fusion and refusion surgery discharges annually in the US in recent yearsCitation24,Citation25, with a mean cost of nearly $28,000 eachCitation25.

Our study uses a large US hospital database to analyze and compare the economic impact of selecting SURGIFLO™ or FLOSEAL® in spinal fusion and spinal refusion surgeries. Our main objective was to compare economic and clinical outcomes of the two flowable hemostat agents: SURGIFLO™ with Thrombin and FLOSEAL® during spinal fusion and refusion surgeries. Main outcomes of interest included flowable products cost to the hospital overall for primary surgical procedure and the likelihood of clinical events related to bleeding during the hospitalization: blood transfusions, haemorrhage, and wound complications.

Materials and methods

Data source

The Premier hospital database was used as the data source for this study. This database contains complete patient billing, hospital cost, and coding histories from more than 600 healthcare facilities throughout the US. The data from which this study was derived were extracted from more than 25 million inpatient discharges and 175 million hospital outpatient visits from acute care facilities, ambulatory surgery centers, and clinics across the nation.

A protocol describing the analysis objectives, criteria for patient selection, data elements of interest, and statistical methods was submitted to the New England Institutional Review Board (NEIRB) and exemption was obtained (NEIRB# 13-230).

Inclusion criteria

Eligible patients were ≥18 years of age and had undergone a spinal fusion or refusion surgery during the time period of January 1, 2010 through June 30, 2012. Patients were categorized according to the type of fusion (primary or refusion), the location of the spine being fused (cervical, thoracic, lumbar, not specified), and the combination of fusions occurring (a patient can have more than one region of the spine being fused during the same surgery) and surgical approach (anterior, posterior, single incision, not specified). International Classification of Diseases, Ninth Edition (ICD-9) procedure codes were used to classify the type of surgery and approach (see Appendix A for a complete listing of the coded categories).

Spinal fusion and refusion procedures utilizing SURGIFLO™ or FLOSEAL® were identified if ‘text’ fields were found when mining the hospital Charge Master file for each patient indicating use of the specific gelatin hemostatic agent. Similarly, text mining was used to identify the total quantity in milliliters of the two flowable products, and, in the case of FLOSEAL®, how many 5 mL and 10 mL tubes were used.

Data elements

For all eligible patients, elements describing cost, surgery time, use of SURGIFLO™ or FLOSEAL®, type of fusion by location, and approach, as well as indication for procedure were obtained. The use of SURGIFLO™ or FLOSEAL® during surgery was captured through text mining the Premier hospital chargemaster. Product size (mL), quantity of tubes utilized, and whether or not Thrombin accompanied the product were all identified. FLOSEAL® had two different size packages (5 mL or 10 mL) and the package always was accompanied by Thrombin. SURGIFLO™, on the other hand, came in only 8 mL tubes and came with or without Thrombin.

Cost analysis reflected the cost of the product SURGIFLO™ with Thrombin, FLOSEAL®, and the procedure to the hospital. The pre-operative All Patient Refined Diagnosis Related Groups (APR-DRG) severity level was used as an index of comorbidity. The 3 M APR DRG Classification System is a widely adopted proprietary risk adjustment classification tool, which uses information from routine claims data to produce valid and reliable severity measurement and risk adjustment scoresCitation26. It is used to account for differences related to an individual’s severity-of-illness or risk-of-mortality in large data-sets. Admission type (emergency, urgent, elective, trauma) was also used to stratify patients’ risk. Information on socio-demographic characteristics and health insurance status were also included. Cross-sectional specification also included descriptors of the care setting, namely census region, urban or rural setting, teaching hospital status, and facility bed count.

Surgical complications (identified by ICD-9 codes) included: blood transfusions, haemorrhage, and wound complications. Adverse events (identified by ICD-9 codes) that occurred intra-operatively were flagged and included in the analysis. These categories included: organ injury, cardiac, respiratory, stroke/transient ischemic attack (TIA), and neurological. A detailed list of each event and the corresponding ICD-9 code is found in Appendix B.

Statistical analyses

Outcomes of interest included flowable products cost for the primary surgical procedure and the likelihood of surgical complications (blood transfusion, haemorrhage, and wound complications). Two sets of multivariable model specifications were used to assess these outcomes of interest: the first was an ordinary least squares (OLS) cross-sectional specification and the second specification added hospital-level fixed effects. The fixed-effects model assists in controlling for unobserved heterogeneity when this heterogeneity is constant over time and correlated with the choice of flowable agent within hospitals. This constant is removed from the data through differencing. These variations in the model specifications were included to assess effect of flowable hemostatic agent use on costs and clinical outcomes across hospitals and within hospitals. (1) Where represents the dependent variable, which is either the cost of the flowable agent or clinical outcomes for patient j, in hospital i, receiving surgery k at time t. The main variables of interest are SURGjikt, an indicator for the flowable agent (1 = SURGIFLO™ with Thrombin; 0 = FLOSEAL®), Ljikt, surgery length in hours, and the interaction between the flowable agent and the length of surgery. The coefficient estimate for the flowable agent’s indicator would capture differences in cost to the hospital and complications between the agents. The coefficient estimate on surgery length captures the effect of prolonged surgeries on costs and outcomes. The interaction term would capture differences in cost and complications between the agents as surgeries become lengthier.

In addition, regression models included control for month and year indicators (), and a set of variables Xjikt, including milliliters per tube used, cost of Thrombin, patient characteristics (gender, age, age squared, race, and marital status), patient insurance type (Medicare and Medicaid fee for service, Medicare and Medicaid managed care with and without capitation, commercial managed care with and without capitation, commercial insurance, charity care, indigent care, self-pay, worker compensation, and direct pay by employer), mortality risk and patient severity measures (minor, moderate, major, and extreme), type of hospital admission (emergency, urgent, elective, or trauma), surgery characteristics (fusion vs refusion, number of vertebrae, technique, and location of surgery), and indicators for surgical complications.

Robustness checks were performed by varying surgery length 5–8 h vs surgeries lasting 9–12 h and by creating interaction terms for hemostatic matrices by surgery time categories in hours (1–4, 5–8, 9–12).

All analyses were conducted using Stata Statistical Software: Release 12 (StataCorp LP, College Station, TX). P-values ≤ 0.05 were considered statistically significant.

Results

A total of 24,882 patient records from 121 hospitals were analyzed. There were 9794 patients identified with SURGIFLO™ use and 15,088 patients with FLOSEAL® use. Since FLOSEAL® always includes Thrombin, a serine protease that serves to catalyze coagulation-related reactions, our analysis focuses on a sub-set of 1498 SURGIFLO™ patients who were treated with Thrombin (SURGIFLO™ with Thrombin). The patient attrition process is shown in . Of these procedures, 95.9% were fusions (n = 23,873), while 1009 (4.1%) were refusions.

Figure 1. Attrition diagram.

Figure 1. Attrition diagram.

presents patient demographics by FLOSEAL® and SURGIFLO™ for the entire sample of 24,882 patients shown in three groups: 15,088 patients used FLOSEAL®, 9794 patients used SURGIFLO™ (all SURGIFLO™ group included 1498 patients with Thrombin and 8296 patients without Thrombin), 1498 SURGIFLO™ with Thrombin. Average patient age in our sample was 57.2 years for the all SURGIFLO™ group, 58.4 years for SURGIFLO™ with Thrombin, and 56.7 years for FLOSEAL®. The share of females was higher for all SURGIFLO™ and SURGIFLO™ with Thrombin (54.7% and 55.1%) than for FLOSEAL® (51.4%). Characteristics such as race, marital status, and insurance type were similar for all SURGIFLO™ and FLOSEAL® patients. All SURGIFLO™ patients were more likely to be characterized by low mortality risk compared to SURGIFLO™ with Thrombin and FLOSEAL® patients. On the other hand, all SURGIFLO™ patients were more likely to have an emergency admission to the hospital (91.2% compared with 80.6% for FLOSEAL® and 88% for SURGIFLO™ with Thrombin), while FLOSEAL® patients were more likely to have an elective procedure (12% compared with 5.9% all SURGIFLO™ and 6.1% SURGIFLO™ with Thrombin).

Table 1. Patient demographics.

presents key surgical characteristics. Surgeries involving FLOSEAL® were longer than those involving all SURGIFLO™ or SURGIFLO™ with Thrombin (4 h 30 min vs 3 h 50 min and 3 h 55 min). Surgeries involving all SURGIFLO™ and FLOSEAL® were found to have similar surgery location, type, and technique. The size of units is given for each group, SURGIFLO™ is sold in 8 mL units, FLOSEAL® units were split between 5 mL and 10 mL units.

Table 2. Surgical characteristics.

presents the descriptive outcomes of interest. Most notably, hospitals spent, on average, $349.8 for FLOSEAL® vs $222.66 for SURGIFLO™ with Thrombin. The likelihood of surgical complications such as blood transfusion, haemorrhage, and wound complications were similar across the all SURGIFLO™ and FLOSEAL® products. The SURGIFLO™ with Thrombin group had a higher percentage of blood transfusions in these summary statistics, which is likely due to the older age, higher risk, and severity groups seen in demographic statistics of .

Table 3. Outcomes of interest.

The regression results for hospital costs on flowable hemostatic agents are presented in . The analysis is performed on the restricted sample of 16,586 patients for whom either FLOSEAL® or SURGIFLO™ with Thrombin was used. The table presents results from the cross-sectional model and the fixed-effects model, each model includes seven columns representing differing degrees of variable saturation. The first column includes only our three variables of interest. In the second column, month and year indicators are added, in the third we control for product quantity in milliliters, in the fourth we add patient characteristics, in the fifth we add patient risk and severity scores as well as admission type, in the sixth we include surgery characteristics, and in the seventh—most saturated—model we include indicators for a set of surgery complications.

Table 4. Regression results for hospital costs on flowable hemostatic agents.

In all 14 specifications, the use of SURGIFLO™ with Thrombin is associated with statistically significant reductions in hospital costs for the flowable hemostatic agent. The magnitude of the reduction varies by specification. In the hospital fixed effects specification, the reduction in costs varies between $297.2–$388.7. Stated differently, when controlling for surgery length, month, year, quantity of product, patient demographics, admission type, mortality risk, severity, surgery characteristics, surgery complications, and controlling for the individual hospital, the use of SURGIFLO™ with Thrombin was associated with approximately a $300 reduction in hospital costs for flowable product. When performing the same analysis using all surgeries (n = 24,882), the results are qualitatively similar (see Appendix C).

Hospital costs on flowable hemostatic agents rise with the length of surgery. This relationship persisted even when controlling for the product quantity (in milliliters). Controlling for both surgery length and flowable agent, we sought to identify the effect on differential costs as surgeries became lengthier. To make this determination, we estimated an interaction term for the surgery length variable with the SURGIFLO™ with Thrombin indicator variable. The results suggest that, in addition to a gap of ∼$300, a baseline favoring SURGIFLO™, every additional hour of surgery was associated with an additional reduction in hospital costs of ∼$25.7. For example, an 8-h surgery with SURGIFLO™ with Thrombin would reduce hospital costs by ∼$500 compared to an 8-h surgery with FLOSEAL® performed at the same hospital, and controlling for surgery, patients, and other characteristics.

In the most saturated hospital fixed-effect regression, R-squared equaled 0.903 (), indicating that our linear regression model explains more than 90% of the variability of the response data around its mean. These results were also confirmed by the cross-sectional model (), which showed that reduction in costs for utilizing SURGIFLO™ with Thrombin compared to FLOSEAL® was estimated at $65, with additional estimated reduction of $21 for each additional hour of surgery.

Given the differences in hospital costs on flowable hemostatic agents, it was important to analyze potential differences in outcomes between the two agents. To address this issue, we repeated our regression models looking at the following clinical end-points: evidence of blood transfusion, evidence of haemorrhage, and evidence of wound complications. The results are presented in . Overall, we found little or no differences in clinical outcomes measured by haemorrhage and wound complications between patients treated with SURGIFLO™ with Thrombin vs FLOSEAL®. Notably, in nine of the 12 model specifications, the use of SURGIFLO™ with Thrombin was associated with approximately an 11% reduction in the likelihood of blood transfusion. Although not conclusive at this time, this directional finding suggests the need for future prospective research.

Table 5. Regression results for outcomes.

Discussion

The purpose of this study was to compare clinical and economic outcomes of two marketed flowable hemostatic agents, SURGIFLO™ with Thrombin and FLOSEAL®, during spinal fusion and refusion surgeries. The retrospective analyses showed no clinically significant difference between these two products in multiple outcomes, but there were substantial differences in cost between SURGIFLO™ and FLOSEAL®. On average, hospitals spent $349.8 for FLOSEAL® as compared to $222.66 for SURGIFLO™ with Thrombin, and cost differences rose with length of surgery. Specifically, every additional hour of surgery was associated with an additional reduction in hospital costs. This reduction in cost per hour was estimated at $21.3 from the cross-sectional models and $25.7 in favor of SURGIFLO™ with Thrombin estimated from the hospital fixed effects model. Also, in all 14 specifications, SURGIFLO™ with Thrombin use was tied to statistically significant reductions in hospital costs for this agent, with the magnitude of the reduction varying by specification. In the cross-sectional specification, there was an ∼$65 difference in hospital costs and, in the hospital fixed effects specification, there was an ∼$300 difference in hospital costs.

These findings are a meaningful addition to the literature, as few studies evaluate the clinical effectiveness of these two flowable hemostatic agentsCitation5 or on hospital cost. Yao et al.Citation27 commented that, in neurosurgery, the evidence is limited to a randomized trial by Renkens et al.Citation28 published in 2001, which compared FLOSEAL® to a Gelfoam-Thrombin control; an animal studyCitation29; and a handful of small case studies. Gazzeri et al.Citation5 also noted the modest amount of literature describing use of flowable hemostatic agents in spinal surgery.

There is a published SURGIFLO™ vs FLOSEAL® comparison by Gazzeri et al.Citation5, which is a retrospective study of 318 patients who underwent cranial, cranialspinal, or spinal surgeries. Of this cohort, there were 227 cases of cranial neurosurgical procedures, four cases of craniocervical junction, and 89 spinal approach surgeries. Flowable hemostatic agents were used in 87 of the spinal surgeries. Overall, FLOSEAL® was used in 264 patients, for brain and spinal surgery, whereas SURGIFLO™ was used in 54 cases, all of which were brain surgery. The authors note the greater use of FLOSEAL® was due to its earlier entrance to the market. The study looked at several indications using bleeding control, efficacy, and safety in neurosurgery as end-points. Hemostasis was achieved in all but eight cases. No complications associated with the flowable agents occurred in any of the spinal patients. From the perspective of these end-points, the two agents were deemed ‘equivalent’, differing only by source of collagen, and proved to be valuable in cases with difficult hemostasis. No cost data were included.

There are few additional clinical comparative studies of SURGIFLO™ vs FLOSEAL®. Nogueira et al.Citation12 describe a comparison of the two agents in a consecutive sample of 35 patients (25 FLOSEAL®; 10 SURGIFLO™) who underwent partial laparoscopic nephrectomy between December 2006–August 2007. Patients were comparable in terms of age, tumor number and location, ischemia, and blood loss, and they were followed for 6 months. Median blood loss was 200 ml (range = 25–650 mL) in the FLOSEAL® group, and 150 mL (range = 50–1500 mL; p = 0.5) in the SURGIFLO™ group. Researchers found that intra-operative hemostasis was achieved in all cases, and there were no associated complications within 3 weeks of the procedure. They concluded that the two agents were comparable. Our study demonstrated a cost differential between the two, possibly linked, at least in some degree, to the finding that the average spinal fusion surgery or refusion surgery took 3 h 50 min when using SURGIFLO™, and 4 h 30 min for procedures using FLOSEAL®.

These data fill a void by expanding the body of economic knowledge tied to use of flowable hemostatic agents for spinal fusion and spinal revision surgery in particular. For example, Schreiber and NeveleffCitation30 describe uncontrolled bleeding as linked to higher costs of care. Boucher and HannonCitation31 refer to the increasingly high cost of blood used in transfusions, and how its costs have doubled in recent years due to costs for high-skilled labor, procurement, storage, and processing. Those researchers cited the incremental hospital cost of red blood cell transfusion as $1840–$2760 per unit (2006 dollars), as compared to patients not receiving a transfusion or receiving autologous bloodCitation30,Citation31.

Limitations

Important strengths of this analysis include the prospectively developed protocol that directed the analysis, the broad geographic and demographic representation of US hospitals, and the fact that these data are relatively recent and represent a national setting. We considered tranexamic acid as part of the study design, since it is prevalently used in a procedure like orthopedic surgery. However, Blanchette et al.Citation32, using Premier data, reported that anti-fibrinolytics, including tranexamic acid, are used less than 1% in spinal surgery in the US, while the use of topical sealants is 67%. This study also had some noteworthy limitations. Because the data were mined from a hospital administrative database used for billing purposes, certain data points were unable to be captured or could not be clearly identified. Examples include patient body mass index, and patient behavior, such as smoking habits. During the 2-year period of the study, ICD-9 codes were used to identify surgery types and diagnosis codes of interest. Although they are specific, they are limited to hospital codes and do not include costs outside of the inpatient setting, costs tied to doctor visits, rehabilitation efforts, or medication costs. Furthermore, data on surgeon and institutional learning curves relative to the use of flowable agents were not available and could not be evaluated.

Conclusion

This study found that, while SURGIFLO™ with Thrombin has equivalent clinical outcomes to FLOSEAL® in spinal fusion or refusion procedures, SURGIFLO™ can significantly save hospital supply costs compared to FLOSEAL®, particularly as length of surgery increases. Moreover, supply cost savings rose as duration of surgery extended, even when the cost was adjusted for the amount of gelatin matrix (mL) used. Hospital decision-makers looking to improve cost-effectiveness while maintaining quality during spine surgery may benefit from this cost analysis.

Transparency

Declaration of funding

This study was funded by Ethicon, Inc. The publication of study results was not contingent on the sponsor’s approval or censorship of the manuscript.

Declaration of financial/other relationships

CG is an employee and GD is an academic affiliate of CTI Clinical Trial and Consulting Services, Inc., which is a paid consultant to Ethicon, Inc. SL, RK, and SR are employees of Ethicon, Inc., the study sponsor. JME peer reviewers on this manuscript have no relevant financial or other relationships to disclose.

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Appendix A: List of ICD-9 procedure codes for surgery type, approach, and vertebrae

  • 81.00 Spinal fusion, not otherwise specified

  • 81.01 Atlas-axis spinal fusion

  • 81.02 Other cervical fusion, anterior technique

  • 81.03 Other cervical fusion, posterior technique

  • 81.04 Dorsal and dorsolumbar fusion, anterior technique

  • 81.05 Dorsal and dorsolumbar fusion, posterior technique

  • 81.06 Lumbar and lumbosacral fusion, anterior technique

  • 81.07 Lumbar and lumbosacral fusion, lateral transverse process technique

  • 81.08 Lumbar and lumbosacral fusion, posterior technique

  • 81.30 Refusion of spine, not otherwise specified

  • 81.31 Refusion of atlas-axis spine

  • 81.32 Refusion of other cervical spine, anterior technique

  • 81.33 Refusion of other cervical spine, posterior technique

  • 81.34 Refusion of dorsal and dorsolumbar spine, anterior technique

  • 81.35 Refusion of dorsal and dorsolumbar spine, posterior technique

  • 81.36 Refusion of lumbar and lumbosacral spine, anterior technique

  • 81.37 Refusion of lumbar and lumbosacral spine, lateral transverse process

  • 81.38 Refusion of lumbar and lumbosacral spine, posterior technique

  • 81.39 Refusion of spine, not elsewhere classified

  • 81.61 360° spinal fusion, single incision approach

  • 81.62 Fusion or refusion of 2–3 vertebrae

  • 81.63 Fusion or refusion of 4–8 vertebrae

  • 81.64 Fusion or refusion of 9 or more vertebrae

  • 84.51 Insertion of interbody spinal fusion device

Appendix B: List of ICD-9 procedure and diagnosis codes for events of interest

  • Blood Transfusion – 99.0, 99.02, 99.03, 99.04, 99.05, 99.07, 99.08, 99.09

  • Haemorrhage – 998.11

  • Wound complications (local superficial infections, hematoma, seroma, cellulitis, wound dehiscence) – 998.12, 998.13, 998.30, 998.31, 998.32, 998.3

  • Organ injury – 998.2

  • Cardiac (arrhythmia, MI, or heart failure (pulmonary edema)) – 997.1, 428.1, 428.21, 428.23, 428.31, 428.33, 428.43, 514, 518.4

  • Respiratory (atelectasis, pneumothorax, prolonged air leak, pneumonia, chylothorax, bronchopleural fistula, empyema) – 997.39, 998.59, 518.81, 518.84, 518.5, 512.0, 518.0, 510.9, 510.0, 512.1, 512.2, 512.8, 457.8, 507.0, 487.0, 490, 491.21, 491.22, 511.0, 511.1, 511.89, 511.9, 519.01, 480.xx, 482.xx, 483.xx, 484.xx, 485.xx, 486.xx, 513.xx

  • Venous thromboembolism (deep vein thrombosis (DVT), pulmonary embolism (PE)) – 415.1, 453.4, 453.8, 453.9

  • Neurologic (stroke – hemorrhagic or ischemic, TIA) – 997.02, 997.09, 433.01, 433.11, 433.21, 433.31, 433.81, 433.91, 434.01, 434.11, 434.91, 437.1

Appendix C. Regression results for all surgeries (with and without Thrombin)

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