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65 (); 227-232
doi:
10.1016/j.jor.2025.05.018

GLP-1 receptor agonist use in elective lumbar spine surgery: Reduced pseudarthrosis rates and favorable safety profile

Baylor University Medical Center, Department of Orthopaedic Surgery, Dallas, TX, USA
Texas A&M College of Medicine, Dallas, TX, USA

⁎Corresponding author: Sri Tummala. Sri.Tummala@bswhealth.org

Disclaimer:
This article was originally published by Reed Elsevier India Pvt. Ltd. and was migrated to Scientific Scholar after the change of Publisher.

Abstract

Abstract

Obesity and diabetes mellitus are well documented to to elevate perioperative risks in spine surgery; hence, glucagon-like peptide-1 receptor agonists (GLP-1 RAs) have gained popularity due to their efficacy in improving glycemic control and weight loss. However, their impact on lumbar spine-specific outcomes remains underexplored. This study evaluates associations between preoperative GLP-1 RA use and postoperative outcomes in patients undergoing elective lumbar spine surgery.

A retrospective cohort analysis of 5722 patients undergoing elective lumbar spine surgery was conducted using data from the TriNetX database. Patients were categorized into two cohorts: (1) GLP-1 RA users, defined by a documented prescription within six months prior to surgery, and (2) non-users. The cohorts were matched in a 1:1 ratio via propensity score matching based on age, BMI, diabetes status, and relevant comorbidities. Outcomes assessed included major medical complications within 90 days and mechanical complications (pseudarthrosis, foot drop, post-laminectomy syndrome, and reoperation rates) at 1- and 3-year follow-up intervals.

No significant differences were observed between the GLP-1 RA and control cohorts regarding rates of medical complications within the 90-day postoperative period. However, concerning mechanical complications, GLP-1 RA users demonstrated significantly lower rates of pseudarthrosis at 1 year (6.54% vs. 8.53%; RR: 0.79; 95% CI: 0.66–0.95; p < 0.05), an effect that persisted through the 3-year follow-up (8.88% vs. 10.77%; RR: 0.85; 95% CI: 0.73–0.99; p < 0.05). No statistically significant differences were observed in reoperation rates or other mechanical complications at either the 1-year or 3-year follow-up intervals.

Preoperative GLP-1 RA use was not associated with increased short- or intermediate-term medical or mechanical complications following lumbar spine procedures. Notably, GLP-1 RA use correlated with reduced rates of pseudarthrosis at 1- and 3-year intervals. These findings support the safety and potential benefits of GLP-1 RAs in metabolically high-risk patients undergoing elective lumbar spine surgery.

Keywords

Lumbar spine surgery
GLP-1 receptor agonists
Pseudarthrosis
Clinical outcomes
Diabetes
Obesity
Spinal fusion
1

1 Introduction

The global rise in obesity and diabetes mellitus (DM) has profound implications for spinal surgery, as these metabolic disorders have been independently linked to elevated perioperative morbidity, prolonged recovery, and increased healthcare costs.1,2 Over 80% of patients undergoing spinal procedures are classified as overweight, obese, or diabetic, underscoring the urgency for targeted perioperative optimization strategies in this population.3 Obesity and hyperglycemia synergistically exacerbate postoperative risks, including surgical site infections (SSIs), delayed wound healing, venous thromboembolism (VTE), and revision surgeries, with associated costs exceeding those of non-comorbid cohorts by 30–50%.4–7 Consequently, preoperative interventions aimed at weight reduction and glycemic control have become integral to mitigating complications, particularly in elective spine surgery.8 For example, morbidly obese patients undergoing bariatric surgery before thoracolumbar fusion demonstrate significantly lower rates of deep vein thrombosis (DVT), mechanical failure, and neurologic deficits compared to patients without perioperative intervention.9 Similarly, stringent glycemic control, evidenced by hemoglobin A1c levels <6%, correlates with reduced infection rates, fewer readmissions, and improved fusion success.10–12 Emerging evidence also suggests that pharmacological agents, such as metformin, may offer additional benefits through pleiotropic anti-inflammatory mechanisms, potentially leading to improved postoperative outcomes.13

However, the perioperative impact of glucose-lowering therapies remains heterogeneous. Certain medications, including thiazolidinediones and sodium-glucose cotransporter-2 inhibitors, raise concerns due to adverse effects on bone metabolism, fracture risk, and calcium-phosphate homeostasis, potentially compromising spinal fusion and hardware integration.14 As a result, glucagon-like peptide-1 receptor agonists (GLP-1 RAs) have garnered attention for their dual utility in managing DM and obesity while exhibiting a favorable safety profile. Originally approved for type 2 diabetes, agents such as semaglutide and liraglutide now hold FDA indications for chronic weight management, supported by evidence of sustained weight loss (10–15% body weight reduction) and cardiometabolic benefits.1,2,15 Preclinical studies further suggest that GLP-1 RAs may also enhance bone mineral density, osteoblast activity, and trabecular microarchitecture, potentially mitigating osteoporosis-related complications in spinal fusion.16–19 Despite these promising attributes, clinical data evaluating GLP-1 RA use in elective lumbar spine procedures as a collective remains unexplored.

This gap in knowledge is clinically significant considering that approximately 42.8% of U.S. adults are diagnosed with obesity, 9.5% with diabetes, and the rates of elective lumbar surgeries are rising. Furthermore, about 12.5% of American adults have been prescribed glucagon-like peptide-1 receptor agonists (GLP-1 RAs), with 6% actively maintained on these medications.1,20–22 Postoperative complications following lumbar procedures, including pseudoarthrosis, hardware failure, SSIs, and VTE, disproportionately burden metabolically compromised patients, extending rehabilitation timelines and elevating reoperation rates to 18%.23–26 While GLP-1 RAs have demonstrated favorable perioperative safety profiles in total joint arthroplasty, reducing 90-day adverse events by 22–34% in prior studies,27,28 their effects on spine-specific outcomes remain unexplored. Important outcomes such as medical complications, effectiveness of bone fusion, revision surgery rates, 90-day readmissions, and the risk of surgical site infections in spinal patients have not been thoroughly investigated.

This study aims to address this gap in the literature and evaluate the association between GLP-1 RA use and postoperative outcomes in patients undergoing elective lumbar arthrodesis, facetectomy, foraminotomy, laminectomy, laminotomy, or disc/joint excision, comparing medical and mechanical complications between GLP-1 RA users and non-users. We hypothesize that GLP-1 RA use will correlate with equivalent or superior outcomes, attributable to its beneficial effects on weight, glycemic stability, and bone metabolism.

2

2 Methods

2.1

2.1 Database

This study utilized the TriNetX Research Network (https://trinetx.com, Cambridge, MA, USA), one of the largest federated health data platforms, integrating electronic medical records from over 100 healthcare organizations (HCOs) across the United States, Canada, and Western Europe. The Research Network includes data from 100 HCOs and represents more than 150 million patient records. Additional patient-level insights were supplemented with claims data from over 100 commercial and government payers, including Medicare.

2.2

2.2 Patient selection

This retrospective cohort study included patients aged ≥18 years undergoing elective lumbar spine procedures (arthrodesis, facetectomy, foraminotomy, laminectomy, laminotomy, or disc/joint excision) between January 1, 2008, and January 1, 2022. Cases were identified via validated ICD-10 codes (e.g., 22612, 22533, 0SB44ZZ, 22630, 63047, 0SB03ZZ, 0SB04ZZ, 0SB20ZZ, 63030, 0SB24ZZ, 0SB40ZZ, 0SB30ZZ, 0SB33ZZ, 0SB34ZZ, 0SB43ZZ, 22633, 0SG0, 0SB23ZZ, 63005, 0SB00ZZ, 0SG1, 0SG3, 63042, 63017, 1036727). Participants were stratified into two cohorts: (1) those prescribed any GLP-1 RA(identified via ATC Code: A10BJ) within six months preoperatively, and (2) unexposed controls with no documented GLP-1 RA use during the same preoperative interval. Cohort assignment utilized validated coding systems, including CPT, ATC, ICD-9, and ICD-10, to ensure precise patient identification and medication exposure classification.

2.3

2.3 Outcome measures

Ninety-day postoperative medical outcomes assessed included myocardial infarction, blood transfusion, acute kidney failure, pneumonia, DVT, stroke, pulmonary embolism (PE), sepsis, hospital readmission, deep and superficial SSIs, and wound dehiscence. Long-term mechanical complications evaluated at 1- and 3-year intervals included pseudarthrosis (restricted to arthrodesis procedures), foot drop, reoperation rates, and post laminectomy syndrome.

2.4

2.4 Statistical analysis

Risk ratios (RR) with corresponding 95 % confidence intervals were calculated for pseudarthrosis to compare event rates between the two cohorts. Absolute risk differences were also reported. Statistical significance was determined using Fisher's exact test or Chi-square test for categorical variables and Student's t-test for continuous variables. A p-value ≤0.05 was considered statistically significant.

2.5

2.5 Propensity score matching and baseline characteristics

To minimize potential confounding, patients were matched in a 1:1 ratio using propensity score matching with a greedy nearest-neighbor algorithm without replacement. Matching was performed based on key covariates identified from preliminary regression analyses, including age, sex, body mass index (categorized), essential hypertension, type 1 diabetes mellitus, type 2 diabetes mellitus, tobacco use, osteoporosis, heart failure, chronic ischemic heart disease, and chronic kidney disease. Following propensity matching, each cohort consisted of 2861 patients. A comprehensive comparison of baseline characteristics before and after matching is presented in Table 1.

Table 1 Patient demographics and characteristics before and after propensity matching.
Characteristic GLP (2,861) No-GLP (355,882) p-value
N (Mean or %) N (Mean or %)
Age at index in years 2861 (60.8 ± 11.0) 355,882 (56.4 ± 16.8) <0.001
Sex
Men 1299 (45.4%) 179,503 (50.4%) <0.001
Women 1402 (49.0%) 164,632 (46.3%) 0.003
Diagnosis
Tobacco use 137 (4.8%) 8086 (2.3%) <0.001
Chronic kidney disease (CKD) 424 (14.8%) 16,492 (4.6%) <0.001
Primary hypertension 1941 (67.8%) 123,553 (34.7%) <0.001
Chronic ischemic heart disease 684 (23.9%) 34,213 (9.6%) <0.001
Type 2 diabetes mellitus 1935 (67.6%) 45,049 (12.7%) <0.001
Type 1 diabetes mellitus 439 (15.3%) 6886 (1.9%) <0.001
Heart Failure 267 (9.3%) 11,098 (3.1%) <0.001
BMI
At Most 18.5 kg/m2 71 (2.5%) 10,865 (3.1%) 0.077
18.5–25 kg/m2 241 (8.4%) 83,314 (23.4%) <0.001
25–30 kg/m2 818 (28.6%) 129,608 (36.4%) <0.001
30–35 kg/m2 1303 (45.5%) 100,827 (28.3%) <0.001
35–40 kg/m2 1187 (41.5%) 53,928 (15.2%) <0.001
At Least 40 kg/m2 823 (28.8%) 29,993 (8.4%) <0.001
Characteristic GLP (2,861) No-GLP (2,861) p-value
N (Mean or %) N (Mean or %)
Age at index in years 2861 (60.8 ± 11.0) 2861 (61.0 ± 11.1) 0.404
Sex
Men 1299 (45.4%) 1301 (45.5%) 0.958
Women 1402 (49.0%) 1404 (49.1%) 0.958
Diagnosis
Tobacco use 137 (4.8%) 113 (3.9%) 0.121
Chronic kidney disease (CKD) 424 (14.8%) 404 (14.1%) 0.452
Primary hypertension 1941 (67.8%) 1934 (67.6%) 0.843
Chronic ischemic heart disease 684 (23.9%) 665 (23.2%) 0.554
Type 2 diabetes mellitus 1935 (67.6%) 1937 (67.7%) 0.955
Type 1 diabetes mellitus 439 (15.3%) 426 (14.%) 0.631
Heart Failure 267 (9.3%) 240 (8.4%) 0.209
BMI
At Most 18.5 kg/m2 71 (2.5%) 56 (2.0%) 0.178
18.5–25 kg/m2 241 (8.4%) 217 (7.6%) 0.242
25–30 kg/m2 818 (28.6%) 808 (28.2%) 0.769
30–35 kg/m2 1303 (45.5%) 1265 (44.2%) 0.312
35–40 kg/m2 1187 (41.5%) 1177 (41.1%) 0.788
At Least 40 kg/m2 823 (28.8%) 813 (28.4%) 0.770
3

3 Results

3.1

3.1 Patient demographic data analysis

A total of 358,743 patients were identified for analysis from the database, including 2861 patients in the GLP cohort (0.8%) and 355,882 patients in the No-GLP cohort (99.2%). The average age at the time of analysis was significantly higher in the GLP cohort (60.8 ± 11.0 years) compared to the No-GLP cohort (56.4 ± 16.8 years, p < 0.001). Women comprised slightly more of the GLP cohort (49.0%) than the No-GLP cohort (46.3%, p = 0.003).

Before propensity score matching, significant differences were noted between the GLP and No-GLP cohorts regarding tobacco use, comorbidities, and BMI. A higher proportion of patients in the GLP group had chronic kidney disease (14.8% vs. 4.6%, p < 0.001), primary hypertension (67.8% vs. 34.7%, p < 0.001), chronic ischemic heart disease (23.9% vs. 9.6%, p < 0.001), type 2 diabetes mellitus (67.6% vs. 12.7%, p < 0.001), type 1 diabetes mellitus (15.3% vs. 1.9%, p < 0.001), and heart failure (9.3% vs. 3.1%, p < 0.001) compared to the No-GLP group. Additionally, obesity was more prevalent in the GLP group, with 28.8% of patients having a BMI ≥40 kg/m2 compared to 8.4% in the No-GLP cohort (p < 0.001).

After propensity score matching, 2861 GLP patients were matched to 2861 No-GLP patients, resulting in balanced demographic characteristics. No significant differences were observed in age (60.8 ± 11.0 vs. 61.0 ± 11.1 years, p = 0.404), sex distribution (men: 45.4% vs. 45.5%, women: 49.0% vs. 49.1%, p = 0.958), tobacco use (4.8% vs. 3.9%, p = 0.121), or other comorbidities including chronic kidney disease (p = 0.452), primary hypertension (p = 0.843), chronic ischemic heart disease (p = 0.554), type 2 diabetes mellitus (p = 0.955), type 1 diabetes mellitus (p = 0.631), and heart failure (p = 0.209). BMI distributions were also well-balanced across all categories post-matching (p ≥ 0.05). This matched cohort was utilized for all further analyses (Table 1).

3.2

3.2 90-day medical outcomes

Within 90 days postoperatively, no statistically significant differences were found between the GLP and No-GLP groups in any measured medical complications including, myocardial infarction, hospital readmission, transfusion, acute kidney failure, pneumonia, DVT, stroke, PE, sepsis, superficial SSI, deep SSI, or wound dehiscence, as detailed in Table 2.

Table 2 Risk ratios of medical complications: 90-Day follow-up.
Measure GLP (n) No-GLP (n) GLP Proportion (% out of 2861) No-GLP Proportion (% out of 2861) Risk Ratio 95 % CI p-value
Myocardial Infarction 15 10 0.52% 0.35% 1.497 (0.674, 3.327) 0.32
Transfusion 65 60 2.27% 2.10% 1.086 (0.768, 1.536) 0.64
Acute Kidney Failure 55 48 1.92% 1.68% 1.167 (0.796, 1.712) 0.43
Pneumonia 21 23 0.73% 0.80% 0.922 (0.511, 1.661) 0.79
Deep Vein Thrombosis (Lower Extremity) 19 16 0.66% 0.56% 1.189 (0.613, 2.307) 0.61
Stroke 15 12 0.52% 0.42% 1.24 (0.582, 2.645) 0.58
Pulmonary Embolism 11 10 0.38% 0.35% 1.095 (0.466, 2.574) 0.84
Sepsis 38 31 1.33% 1.08% 1.237 (0.772, 1.983) 0.38
Hospital Readmission 88 81 3.08% 2.83% 1.111 (0.825, 1.494) 0.49
Superficial SSI 22 21 0.77% 0.73% 1.048 (0.578, 1.902) 0.89
Deep SSI 21 17 0.73% 0.59% 1.235 (0.653, 2.337) 0.52
Wound Dehiscence 80 61 2.80% 2.13% 1.319 (0.949, 1.834) 0.10
3.3

3.3 1-year mechanical complications

At the 1-year postoperative interval, pseudarthrosis incidence was significantly lower in the GLP-1 RA cohort compared to the non-GLP-1 RA cohort (6.54% vs. 8.53%; P < 0.05). Foot drop incidence did not differ significantly between cohorts, nor did reoperation rates or post laminectomy syndrome incidence, as summarized in Table 3.

Table 3 Risk ratios of mechanical complications: 1-Year follow-up.
Measure GLP (n) No-GLP (n) GLP Proportion (% out of 2861) No-GLP Proportion (% out of 2861) Risk Ratio 95 % CI p-value
Pseudarthrosis 187 244 6.54% 8.53% 0.788 (0.657, 0.947) <0.05
Foot Drop 46 35 1.61% 1.22% 1.313 (0.849, 2.031) 0.22
Reoperation 39 57 1.36% 1.99% 0.778 (0.521, 1.162) 0.22
Postlaminectomy Syndrome 136 151 4.75% 5.28% 0.928 (0.741, 1.163) 0.52
3.4

3.4 3-Year mechanical complications

Three years postoperatively, the reduced incidence of pseudarthrosis persisted in the GLP-1 RA cohort relative to controls (8.88% vs. 10.77%; P < 0.05). Foot drop frequency remained comparable between cohorts, with no significant intergroup differences in reoperation rates or post laminectomy syndrome incidence, as detailed in Table 4.

Table 4 Risk ratios of mechanical complications: 3-Year follow-up.
Measure GLP (n) No-GLP (n) GLP Proportion (% out of 2861) No-GLP Proportion (% out of 2861) Risk Ratio 95 % CI p-value
Pseudarthrosis 254 308 8.88% 10.77% 0.848 (0.725, 0.993) <0.05
Foot Drop 69 62 2.41% 2.17% 1.112 (0.792, 1.560) 0.54
Reoperation 68 89 2.38% 3.11% 0.869 (0.639, 1.181) 0.37
Postlaminectomy Syndrome 271 291 9.47% 10.17% 0.960 (0.821, 1.122) 0.61
4

4 Discussion

Metabolic comorbidities, notably obesity and DM, are known to significantly impact outcomes following orthopaedic procedures, specifically spinal surgery.1,2,4–7 With obesity projected to affect over half of the U.S. population by 2030 and the concurrent rise in type 2 diabetes prevalence, interventions targeting these modifiable risk factors are increasingly relevant in elective lumbar spine surgery.1 Both obesity and DM are established predictors of postoperative complications such as SSIs, DVT, PE, wound healing disturbances, hospital readmissions, and pseudarthrosis.4–7 Consequently, GLP-1 RAs, due to their beneficial effects on glycemic control, weight reduction, and potentially bone health, have emerged as valuable perioperative therapeutic agents.8,10–12 However, their safety profile and long-term implications for elective lumbar spine surgery outcomes have not been thoroughly examined.

In our propensity-matched cohort analysis of 5722 patients, GLP-1 RA use was not associated with any elevated risks in medical complications within 90 days or mechanical-related complications within 1 year or 3-years following lumbar facetectomy, foraminotomy, laminectomy, laminotomy, and disc or joint excision procedures. Notably, however, we observed a significant reduction in pseudarthrosis rates at both one-year and three-year follow-ups among GLP-1 RA users undergoing arthrodesis procedures. Overall, these results align with an expanding body of evidence indicating the perioperative benefits and safety associated with GLP-1 Ras use following orthopaedic procedures.19,20,27,28

The sustained reduction in pseudarthrosis at one-year and three-year intervals (6.54% vs. 8.53%, P < 0.05), and (8.88% vs. 10.77%, P < 0.05), respectively, is a noteworthy finding. This approximate 20% relative risk reduction corroborates findings from Ghali et al., who reported similar pseudarthrosis reduction among diabetic patients undergoing lumbar fusion (12% vs. 16%, P = 0.002).1 Comparable risk reductions have also been documented in cervical spine procedures.29

Preclinical evidence supports a plausible biological mechanism to explain these findings, demonstrating GLP-1 receptor expression in osteoblasts, with receptor activation promoting osteogenesis through the MAPK/ERK and Wnt signaling pathways, subsequently increasing the expression of key osteogenic markers such as RUNX2 and osteocalcin.30,31 Concurrently, GLP-1 RAs also suppress osteoclast-mediated bone resorption by modulating the RANKL/osteoprotegerin ratio and stimulating calcitonin release.30 Such dual mechanisms in these agents are likely responsible for the net positive effect on bone remodeling, facilitating improved graft integration. Clinical trials further substantiate this, demonstrating that GLP-1 RAs increase bone formation markers, including a notable rise in P1NP in patients treated with liraglutide32; additionally, meta-analyses suggest these medications enhance bone density without increasing fracture risk.33–35 Moreover, the anti-inflammatory effects of GLP-1 RAs, demonstrated by reductions in CRP and inflammatory cytokines,36 could also diminish inflammation-driven delays in bone healing. While improvements in glycemic control and weight loss likely play contributory roles, the persistence of reduced pseudarthrosis after propensity matching for diabetes and obesity suggests direct osteogenic actions of GLP-1 RAs.

While the observed reduction in pseudarthrosis underscores the potential long-term benefits of GLP-1 RAs in spinal fusion, evaluating their overall perioperative safety profile in elective lumbar spine procedures remains equally important. Our analysis of 90-day medical complications, including SSIs, pneumonia, blood transfusions, readmission rates, sepsis, acute kidney failure, wound dehiscence, DVT, PE, myocardial infarction, and stroke, revealed comparable outcome rates between GLP-1 RA users and non-users. These findings hold clinical significance given that patients with obesity and diabetes are predisposed to systemic inflammation, endothelial dysfunction, and immunosuppression—factors that amplify risks for thromboembolic events, infections, and cardiometabolic complications.4–7,37–40 Despite these inherent risks, our analysis revealed no excess morbidity in GLP-1 RA users, suggesting these agents may counteract the pathophysiological mechanisms driving adverse perioperative complications. Our findings align with emerging evidence in arthroplasty studies as Magruder et al. demonstrated that GLP-1 RAs attenuated medical outcomes, infection rates, and readmissions in arthroplasty patients, even among metabolically high-risk cohorts.19,20 These favorable outcomes observed in patients treated with GLP-1 RAs are likely attributable to improved glycemic control and weight reduction, both of which are established contributors to decreased systemic morbidity, lower infection risk, and improved wound healing.2,41

Clinically, as GLP-1 RAs become more widely prescribed, now used by over 12.5% of U.S. adults,20–22 assessing their perioperative safety, efficacy, and therapeutic value has become increasingly relevant for spine surgeons. Our findings support the safe use of GLP-1 RAs in the context of elective lumbar surgery, providing reassurance that these agents do not heighten complication risks and may enhance fusion outcomes following arthrodesis procedures.

4.1

4.1 Limitations

This study has several inherent limitations related to its retrospective design. Reliance on administrative coding for identifying outcomes could lead to potential misclassification errors. Additionally, unmeasured confounding factors such as graft types, surgical techniques, and surgeon-specific characteristics might have influenced our observed results. Our study was also unable to account for medication adherence and variations in dosing among patients. Furthermore, all GLP-1 receptor agonists were grouped collectively, precluding separate analyses of individual agents, such as semaglutide or liraglutide, which may have distinct pharmacokinetic properties and differential effects on bone metabolism.16,32 Lastly, although our follow-up extended to three years, this duration may not fully capture all late-onset complications; thus, future studies should consider longer follow-up periods. Despite these limitations, the study's strengths include its large sample size and the use of propensity score matching, which enhance internal validity and strengthen the robustness of our findings.

5

5 Conclusions

Our study demonstrated that the use of GLP-1 receptor agonists does not elevate the risk of medical or mechanical complications following elective lumbar spine surgery after adjusting for pertinent comorbidities. Notably, patients receiving GLP-1 RAs exhibited significantly lower and sustained rates of pseudarthrosis following spinal arthrodesis procedures. As one of the first studies evaluating both short- and intermediate-term outcomes associated with GLP-1 RA use in elective lumbar spine surgery, our findings provide foundational evidence of the safety profile and potential therapeutic benefits of GLP-1 RAs. Prospective randomized controlled trials are warranted to validate our findings and further explore potential synergistic effects when combined with established osteoanabolic agents such as romosozumab, teriparatide, or abaloparatide. Nonetheless, existing evidence in spinal literature supports the consideration of GLP-1 RAs as part of preoperative optimization strategies for patients at elevated metabolic risk undergoing lumbar spinal surgery.

CRediT authorship contribution statement

Sri Tummala: Writing – original draft, Data curation, Formal analysis, Investigation, Conceptualization, Methodology, Validation, Writing – review & editing, Prepared, Project administration. David C. Gibbs: Writing – review & editing, Validation, Software. Joseph Chavarria: Writing – review & editing, Validation. Jason Alder: Writing – review & editing, Validation. Ioannis Avramis: Supervision, Project administration, Writing – review & editing, Supervision, Validation. James M. Rizkalla: Conceptualization, Methodology, Supervision, Project administration, Writing – review & editing, Supervision, Validation, All authors have read and approved the final manuscript.

Ethical statements

This study was exempt from IRB approval since the data were de-identified and publicly available.

Funding and sponsorship

This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.

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