Abstract
A meta-analysis of deep vein thrombosis (DVT) in patients with spinal cord injury (SCI) was performed using five databases (PubMed, Embase, the Cochrane Library, Web of Science, and Scopus) from 2000 to March 2023. Observational descriptive studies investigating the prevalence of DVT among patients with SCI were included. Data were retrieved by author, country, continent, gender, age, sample source, and additional variables. Risk of bias was evaluated using the Joanna Briggs Institute Critical Appraisal Instrument for Studies Reporting Prevalence. Data and random-effects models were used to synthesize existing findings. Among 45 studies, the overall pooled estimated prevalence of DVT was 14.53% (95% confidence interval [CI], 11.22 − 17.84%) in patients with SCI (n = 87,294), including 14.77% (95% CI, 11.19 − 18.35%) in patients with acute SCI and 19.02% (95% CI, 11.51 − 26.53%) in patients with SCI older than 18 years. A total of 26 studies from hospitals showed that the combined prevalence estimate of DVT in patients with SCI was 16.41% (95% CI, 11.36 − 21.45%), and in 19 studies from rehabilitation institutions was 12.33% (95% CI, 8.25 − 16.42%). Moreover, the prevalence of DVT in patients with SCI is influenced by factors such as regional distribution, demographic characteristics, the extent of nerve damage, the level of the lesion, and the implementation of thromboprophylaxis. We estimated the overall pooled prevalence of DVT after SCI in distinctive characteristics. These findings can provide a reference for future epidemiological studies of DVT in patients with SCI. Given the substantial variety of the included studies (e.g., diagnostic methodologies, demographic characteristics), our results should be interpreted with caution.
Introduction
Spinal cord injury (SCI) causes a temporary or permanent loss of motor, sensory, and/or autonomic nerve function, depriving patients of some or all of their ability to work, move around, and care for themselves. The average lifetime cost of treating an individual with traumatic SCI is between US$500,000 and $2 million, depending on factors such as extent and location of injury (serious injuries correlate with increased disability and costs). Total direct costs of caring for individuals with SCI exceed $7 billion per year in the United States. The cause of SCI could be traumatic or nontraumatic, which includes infection, toxins, tumor, degenerative disease, inflammation, and vascular and congenital causes. 1 Deep vein thrombosis (DVT) occurs when abnormal clotting develops in the deep veins. Thrombus shedding can cause pulmonary embolism (PE). DVT and PE are collectively referred to as venous thromboembolism (VTE), which are manifestations of the same disease at various stages. Patients with SCI who have experienced trauma, inactivity, paralysis, or surgery are at high risk for DVT and PE due to the simultaneous presence of Virchow’s risk: stasis, vessel wall damage, and hypercoagulability. 2 DVT is one of the most common and severe complications during the acute stage of SCI; it may be asymptomatic, but its eventual PE is the third-most prevalent cause of mortality in patients with SCI. 3
Several previous studies reported that the occurrence rate of DVT in SCI ranges from 40% to 100%, considering that population demographics and study design are different in each study.4–10 Other studies suggested that the estimated incidence of DVT in patients with SCI ranged from 5% to 26%.11–13 A number of studies have consistently reported the predictors that may increase the risk of DVT in patients with SCI, including age, gender, thromboprophylaxis, severity and location of the injuries, and comorbidity.14–19 It is apparent that a meaningful dialogue on the necessity of DVT testing in patients with SCI depends on understanding the expected rate of DVT occurrence in these individuals. However, there is a shortage of reliable data on this issue, and the reported prevalence rates of DVT vary greatly. Therefore, we selected articles published between the year 2000 and March 2023, and conducted a meta-analysis to analyze the global prevalence of DVT in SCI and its association with populations from different regions, gender, nerve defect degree, sample source, gender, and thromboprophylaxis.
Methods
Search strategy
The literature search was performed across five databases (PubMed, Embase, the Cochrane Library, Web of Science, and Scopus) from 2000 to March 2023, encompassing global studies. This meta-analysis was performed according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. The search terms included “(spinal cord injury or spinal cord trauma) and (venous thrombosis or deep vein thrombosis) and (epidemiology or prevalence or incidence).” A list of references for all pertinent reviews and acceptable publications was also meticulously examined. The search strategy is provided in the appendix in Supplementary Data.
Study selection
Types of studies
Studies that qualify for inclusion in our analysis adhered to the following criteria: (1) studies published after the year 2000; (2) observational studies with a cross-sectional, case–control, or cohort design; (3) studies reporting the prevalence of DVT in patients with SCI; (4) target population was hospitalized patients or from the rehabilitation facilities; and (5) the publication language is English, and articles have been published. The exclusion criteria for studies were as follows: (1) studies in the form of reviews, case reports, letters, conference abstracts, protocols, or animal experiments; (2) studies that did not report sufficient data about the incidence or prevalence of DVT among patients with SCI and failed to contact the authors via email; (3) full text not available; (4) when multiple articles evaluated the same study cohort, the larger study was included; when the same author published with the same cohort, we selected the most recent publication year; (5) nonobservational studies; and (6) studies with low quality as measured by a quality assessment. To mitigate the influence of selection bias on the findings, all observational studies that satisfied the inclusion criteria were incorporated into the analyses. Therefore, there is no requirement for sample size thresholds. However, validated diagnostic methods are necessary.
Types of participants
All patients included in our study were diagnosed with SCI (including those with traumatic and nontraumatic, acute and nonacute, at any age, with or without anticoagulant therapy). The diagnosis of SCI is based on clinical presentation and is confirmed by radiological evaluation, including computed tomography and magnetic resonance imaging. The target population comprised hospitalized patients or those from rehabilitation facilities, with no classification limits for hospitals and rehabilitation institutes.
Types of exposure
We sought to identify all studies that screened for DVT in asymptomatic or symptomatic patients with SCI who were assessed by the color Doppler ultrasound or venography.
Data extraction and quality assessment
The articles were screened by reading the title and abstract to find the relevant article and then the eligible studies were selected by full-text review. Two independent investigators (K.W. and X.W.) performed data extraction from the included studies. The extracted data were then standardized using Excel software, and any unstandardized data were processed accordingly before mutual verification. Any discrepancies were resolved by consensus. The data collection encompassed various parameters such as the author, country, continent, study period, publication year, gender, age, sample source, type of sample, thromboprophylaxis methods, the number of participants, and the incidence of DVT, along with a detailed account of gender distribution among the participants. We inserted the above data into one table (Table 1).
Characteristics of the Included Studies
DVT, deep vein thrombosis; NTSCI, nontraumatic spinal cord injury; SCI, spinal cord injury; TSCI, traumatic SCI; VTE, venous thromboembolism.
Two researchers (K.W. and Y.G.) independently assessed the risk of bias in the included studies using the Joanna Briggs Institute Critical Appraisal Instrument for Studies Reporting Prevalence Data, 59 and the assessment was checked by a third reviewer (B.F.) (Supplementary Table S1 in Supplementary Data). There were nine items in total (eMethods in the Supplementary Data). Studies were categorized based on the percentage of “yes” answers as high risk (≤49%), moderate risk (50 − 69%), and low risk (≥70%). Thus, higher total scores indicated better quality and lower risk.
Statistical analysis
Our data analysis was performed using “Metafor” 60 and “Meta” 61 packages implemented in R Statistical Software 62 with a random-effects model. Forest plots were used to show the results graphically. I2 statistic and the p value were used to assess the heterogeneity (Cochrane Q statistic) and to choose the effect model. If I2 ≤ 50% and p ≥ 0.1, the pooled studies were considered to be homogeneous, and a fixed-effect model was selected. Otherwise, if I2 > 50% and p < 0.1, it indicated that a statistical heterogeneity existed among studies, and a random-effects model was selected. In this meta-analysis, two-sided p < 0.05 was considered statistically. For the overall prevalence of DVT in patients with SCI, we used Egger’s test to evaluate the publication bias of the included studies, shown using funnel plots. The sensitivity analysis was used to examine the robustness of the pooled effects of the studies included, taking into account both the quality of the studies and their sample sizes. The inter-rater reliability was assessed between the two independent reviewers, with values greater than 0.75 classified as excellent.
Results
Study selection and characteristics
A total of 1466 relevant records were initially identified from the five databases. After removing duplicate entries, 525 records were excluded. After screening the titles and abstracts of the studies, 766 of them were excluded. After full-text screening, 45 studies8,9,12,13,20–22,24,26–31,63 with 87,294 patients were finally included in the qualitative and quantitative synthesis. The kappa statistic value for the assessment of inter-rater reliability is 0.8. The PRISMA flow diagram is shown in Figure 1.

Diagram of literature search and study selection.
A total of 45 studies were included, spanning across 16 distinct countries (Table 1). The publication years ranged from 2000 to 2022, with sample sizes varying from 29 to 47,916 participants. Five (11.11%) studies12,24,33,44,54 were conducted in Europe, 23 (51.11%) studies8,9,13,27,28,31,34,36,41,49,51–53,56,63 in Asia, 13 (28.89%) studies20–23,25,26,29,30,32,35,42,45,50 in North America, 2 (4.44%) studies48,64 in Oceania, 1 (2.22%) study 39 in South America, and 1 (4.44%) study 43 in Africa.
Pooled and stratified prevalence of DVT in patients with SCI
Overall prevalence of DVT in patients with SCI
Considering regional variations, gender, age, acute versus chronic SCI, and study quality, the prevalence of DVT in patients with SCI estimated by meta-analysis ranged from 1.55% to 45.32%. The random-effects pooled overall estimated prevalence of DVT in patients with SCI was 14.53% (95% confidence interval [CI], 11.22 − 17.84%) (I2 = 98%, p = 0), as shown in Figure 2.

Overall prevalence of deep vein thrombosis (DVT) in patients with spinal cord injury (SCI).
Prevalence of DVT after SCI by sample source
We conducted a subgroup analysis based on sample sources to assess the prevalence of DVT after SCI. Twenty-six (57.78%) studies12,20,26,27,31,32,34–36,41,42,45,48,49,51,63 from the hospital showed that the combined prevalence estimate of DVT in patients with SCI was 16.41% (95% CI, 11.36 − 21.45%). Nineteen (42.22%) studies8,9,13,21–25, 28–30,37,39,44,47,50,56,64,65 from rehabilitation institutions showed that the result was 12.33% (95% CI, 8.25 − 16.42%) (Supplementary Fig. S1 in Supplementary Data).
Prevalence of DVT after SCI by continent
Forty-five eligible studies were from six continents, with 5 from Europe (n = 1746), 23 from Asia (n = 54,415), 13 from North America (n = 30,286), 2 from Oceania (n = 606), 1 from South America (n = 100), and 1 from Africa (n = 141). The subgroup analyses demonstrated statistically significant differences by continent (p < 0.01). Among the studies, the prevalence of DVT in patients with SCI was 17.02% (95% CI, 2.54 − 31.51%) in Europe, 16.86% (95% CI, 11.63 − 22.10%) in Asia, 9.49% (95% CI, 5.65 − 13.33%) in North America, 18.00% (95% CI, 9.29 − 26.70%) in Oceania, 17.00% (95% CI, 10.23 − 25.82%) in South America, and 5.67% (95% CI, 2.48 − 10.87%) in Africa (Supplementary Fig. S2 in Supplementary Data).
Prevalence of DVT after SCI by gender
There were 17 (37.78%) studies9,12,13,22,24,31,34,38–40,42,44,46,53,57,58,64 reporting the prevalence rates of DVT in patients with SCI in male and female, and 1 study only observed the prevalence in females. These 18 (40.00%) studies9,12,13,22,24,26,31,34,38–40,42,44,46,53,57,58,64 included a total number of 32,515 male (63.2%) and 18,911 female (36.8%). The combined prevalence of DVT among patients with SCI was 16.84% in male (95% CI, 11.34 − 22.34%) (I2 = 95%; p < 0.01) and 15.20% (95% CI, 9.33 − 21.07%) in female (I2 = 90%; p < 0.01) (Supplementary Fig. S3 in Supplementary Data).
Prevalence of DVT after SCI by neurological status
We noted variations in the prevalence of DVT among patients with SCI, categorized by their neurological status. The American Spinal Injury Association (ASIA) impairment scale 66 was used to evaluate the degree of nerve defect in patients with SCI. A total of 10 (22.22%) studies9,12,36,39,40,42,44,46,53,57 (n = 1467) included the number of patients in ASIA grade A (n = 398), ASIA grade B (n = 306), ASIA grade C (n = 387), and ASIA grade D (n = 376). The pooled prevalence of DVT in patients with SCI with ASIA grade A was 29.50% (95% CI, 15.02 − 43.98%), ASIA grade B 16.83% (95% CI, 10.22 − 23.45%), ASIA grade C 15.06% (95% CI, 9.43 − 20.69%), and ASIA grade D 13.43% (95% CI, 6.68 − 20.18%) (Supplementary Fig. S4 in Supplementary Data).
Prevalence of DVT after SCI by lesion level
The prevalence of DVT in patients with SCI varied in different lesion levels. There were 12 (26.67%) studies8,9,26,31,35,36,39,42–44,55,58 (n = 30,153) that reported the prevalence of DVT in different lesion levels, all of which reported the patients with cervical SCI (n = 22,934), only 5 (11.11%)9,35,39,43,44 of which reported both thoracic SCI (n = 4844) and lumbar SCI (n = 2375). The pooled prevalence of DVT in patients with cervical SCI was 9.87% (95% CI, 5.44 − 14.30%), thoracic SCI 13.99% (95% CI, 4.07 − 23.91%), and lumbar SCI 12.51% (95% CI, 0.03 − 24.99%) (Supplementary Fig. S5 in Supplementary Data).
Prevalence of DVT after SCI by thromboprophylaxis
A total of 19 (42.22%) studies9,12,20,24,27,29–32,34,40,51,53,63,64 provided definitively available data on DVT prophylactic methods. There were 10 (22.22%) studies,12,20,24,25,29,30,32,33,37,64 including 2361 patients with SCI undergoing both mechanical and pharmacological prophylaxis, whose pooled prevalence was 14.66% (95% CI, 6.63–22.70%). Nine (20%) studies9,20,31,34,40,46,51,53,55 included 1010 patients with SCI undergoing only mechanical prophylaxis, with the pooled prevalence being 19.67% (95% CI, 13.63–25.71%). Only one (2.22%) study 27 was with no prophylactic methods, and its prevalence of DVT was 10% (95% CI, 4.12 − 19.52%) (Supplementary Fig. S6 in Supplementary Data).
Prevalence of DVT in patients with acute SCI
There were 26 (57.78%) studies8,12,13,20,22,26,27,29–32,34,41,42,45,63 showing the prevalence of DVT in patients with acute SCI (n = 3792). Also, the combined proportion of DVT in patients with acute SCI was 14.77% (95% CI, 11.19 − 18.35%) (Supplementary Fig. S7 in the Supplementary Data).
Prevalence of DVT in patients with SCI older than 18 years
Our objective was to investigate the correlation between age and prevalence; however, we encountered challenges in effectively categorizing meaningful age stages. Finally, we got 13 (28.89%) studies21,31,33,34,36,39,40,43,46,48,49,52,54 on the prevalence of DVT among the patients with SCI older than 18 years (n = 5182), and the pooled prevalence rate was 19.02% (95% CI, 11.51 − 26.53%) (Supplementary Fig. S8 in Supplementary Data).
Publication bias
Among the 45 included studies, the Egger test showed statistically significant publication bias (p < 0.05). Consequently, the bias in publication may serve as the origin of heterogeneity (Supplementary Fig. S9). In addition, the funnel plot shows a similar result, as shown in Figure 3.

Funnel plot of publication bias.
Sensitivity analysis
We performed a sensitivity analysis to explore the impact of each included study on the global prevalence of DVT in patients with SCI. It was proved that no single pooled study would affect the combined results, and our meta-analysis was relatively stable, as shown in Figure 4.

Sensitive analysis.
Discussion
Summary of results
To the best of our knowledge, this is the first systematic review and meta-analysis to comprehensively analyze the global prevalence of DVT after SCI and the relationship between prevalence and the possible variables (different regions, gender, nerve defect degree, sample source, and thromboprophylaxis). Our analysis revealed that the overall prevalence of DVT in patients with SCI was 14.53% and seemed to be more pronounced in male adults older than 18 during the acute phase. However, the current study does not offer a comparison with non-SCI groups or individuals with other comorbidities, and this will be further validated in future studies. Compared with the patients with SCI from hospitals, those from rehabilitation institutions had a lower prevalence of DVT. Evidence suggests that undergoing rehabilitation can significantly decrease the likelihood of DVT after SCI. For instance, hydrotherapy acts as a vital rehabilitation tool by boosting muscle strength, joint movement, and cardiovascular function, thereby promoting recovery, and decreasing the risk of DVT from SCI. 63 Those patients with SCI with thoracic-level lesions and ASIA grade A had the highest prevalence of DVT. Patients receiving both mechanical and pharmacological prophylaxis exhibited a reduced incidence compared with those who underwent purely mechanical prophylaxis. In addition, the prevalence of DVT in patients with SCI was similar in Europe, Asia, and South America, fluctuating between 16.86% and 17.02%, while Oceania had the highest prevalence of 18%. Furthermore, including studies with diverse sample sizes (ranging from 24 to 47,916) might bias pooled estimates; for example, larger studies may disproportionately influence the results. In addition, surgical interventions likely influence the risk of DVT. These factors may affect the reliability of the results; however, they were not further explored during the analyses in this study. Ultimately, given the considerable variability among the studies incorporated, our conclusions warrant careful consideration.
Comparisons with studies
The prevalence of DVT varies with race and region. Previous studies have generally assumed that people in Asia have lower rates of venous thrombosis than those in Western countries.34,66,67 However, in our study, it seemed that the incidence gap was narrowing. The trend may be attributed to factors such as the underdiagnosis and underreporting observed in earlier studies, advancements in diagnostic methods in later years, and a heightened awareness among clinicians regarding the issue of VTE within the Asian population. 68 In addition, with the development of industrialization in Asian countries, lifestyle changes, including diet, had resulted in higher consumption of high-fat diets and urban lifestyles. Risk factors for developing DVT, such as obesity and heart disease, were increasing in Asian countries.
In our analysis, the rate of DVT in patients with SCI was the highest at the thoracic level, followed by the lumbar and cervical level, which may be related to the high incidence of traumatic injuries of the thoracic and lumbar spine in trauma patients.69–73 Cervical SCI is usually associated with severe paralysis and a range of complications and has a higher mortality rate. Moreover, patients with SCI with ASIA grade A (complete lesion) had the highest prevalence rate of DVT, presenting a decreasing trend from grade C to grade D (incomplete lesion). Anderson et al. reported that immobility was a risk factor for VTE and persons classified as ASIA grade D were more likely to be ambulating soon after injury.74,75 In accordance with us, Watson et al.76,77 also indicated a higher incidence of thromboembolism in the complete lesion and the thoracic lesion.
Our combined results suggested that patients with SCI from rehabilitation institutions had a lower prevalence of DVT than those from hospitals. On one hand, this phenomenon may be attributed to the physical therapy and the guidance offered to patients and caregivers by rehabilitation institutions 39 ; on the other hand, the disparity in disease stage and severity among patients from hospitals compared with those in rehabilitation institutions could also account for the lower incidence of DVT observed in the latter settings. It was emphasized that differences in the incidence of SCI between hospitals and rehabilitation centers may result from better care practices or differences in patient severity. In subgroup analysis by gender, the prevalence of DVT in males was higher than in females. It might be demonstrated that anti-inflammatory effects, increased blood flow in post-traumatic tissue, upregulation of antiapoptotic Bcl-2, and decreased calcium inflow after trauma, are some of the possible mechanisms of estrogen’s influence on recovery after SCI.78,79 STRING functional network analysis of estrogen-regulated proteins after SCI showed that estrogen simultaneously upregulates known neuroprotective pathways, such as HIF-1, and downregulates proinflammatory pathways, including IL-17. These findings highlight the strong therapeutic potential of estrogens and estrogenic compounds after SCI. 80
Currently, the approaches to VTE prophylaxis encompass mechanical interventions such as pressure-graded elastic stockings, intermittent pneumatic compression, venous foot pumps, and neuromuscular electrical stimulation. In addition, pharmacological prophylaxis includes oral anticoagulants, low-dose unfractionated heparin (LDUH), and low-molecular-weight heparin (LMWH). Surgical options also exist, notably the implantation of inferior vena cava filters, which serve as a preventive measure against PE.16,81,82 Subgroup analysis by thromboprophylaxis indicated that the pooled prevalence of DVT in patients with SCI adopting mechanical and pharmacological prophylaxis was lower than mechanical alone. However, Chen et al.’s meta-analysis showed that neither LDUH nor LMWH had a thromboprophylaxis effect compared with placebo or untreated patients with acute SCI. 10 An evidence-based analysis demonstrated that LMWH is superior to unfractionated heparin in preventing DVT within the SCI population, exhibiting a reduced incidence of bleeding complications. 83
Many previous studies reported that older age is an independent risk factor for VTE.22,37,38,45 The studies we included were not able to stratify by age in detail due to the inconsistent age of the data given. An evidence-based analysis demonstrated that LMWH is superior to unfractionated heparin in preventing DVT within the SCI population, exhibiting a reduced incidence of bleeding complications. 84
Implication for clinical practice and health policy
Clinically, we should carefully observe for DVT symptoms, such as swelling, pain, changes in the skin color, or cramping in the calf, and the PE symptoms, such as tachypnea, chest pain, tachycardia, and hypotension. 85 However, it is important to note that some patients would not exhibit typical DVT symptoms, which may lead to delayed onset of the disease. Therefore, special attention should be given to adult male patients with acute SCI at the thoracic level with AISA grade A. With contraindications excluded, we should use mechanical combined with pharmacological prophylaxis early after SCI.
Strengths and limitations
The strengths of this analysis include a comprehensive and systematic search strategy, along with the global representativeness of the included studies. We performed an in-depth subgroup analysis and explored the influence of various factors on the prevalence of DVT in patients with SCI from the demographic characteristics, regional distribution, the nerve defect degree, and different thromboprophylaxis. There are several limitations in our meta-analysis. First, our population size ranged from 24 to 47,916, and different diagnostic methods, such as venography and color ultrasonic, may induce bias. Second, most studies lack detailed age stratification, limiting further analysis. Third, the databases included may introduce bias in the studies based on regional representation. In addition, diagnostic methods may vary significantly in sensitivity and specificity and influence pooled prevalence estimates. More research is needed in the future to validate this result. Finally, the impact of surgery or fracture following SCI on the prevalence of venous thrombosis was excluded.
Conclusions
This study revealed the global prevalence of DVT in patients with SCI in terms of gender, sample source, population distribution, nerve defect degree, and thromboprophylaxis. The estimated overall pooled prevalence of DVT after SCI was 14.53%. The highest prevalence rate was found in Europe, among adult male patients with acute SCI at the thoracic level with AISA grade A. Given the significant variability of the studies included, our results should be interpreted with caution. In the future, screening for venous thrombosis in patients with SCI should be increased to identify asymptomatic patients early and to further explore the best prevention or treatment methods to improve the prognosis.
Transparency, Rigor, and Reproducibility Summary
The systematic review of DVT in patients with SCI exemplified transparency, rigor, and repeatability throughout its methodology and reporting. The comprehensive search across five reputable databases, from 2000 to March 2023, ensured a thorough examination of relevant literature on DVT prevalence among patients with SCI, with clear inclusion criteria for observational descriptive studies. Data extraction encompassed varied aspects such as author details, demographic characteristics, and sample sources, underscoring the meticulous approach to data collection. The assessment of bias using the Joanna Briggs Institute Critical Appraisal Instrument and the utilization of random-effects models for data synthesis highlighted the rigorous analytical framework adopted in the review. The estimation of the overall pooled prevalence of DVT, stratified by patient characteristics and health care settings, facilitated a nuanced understanding of the issue’s epidemiology. Factors influencing DVT prevalence in patients with SCI, including regional distribution, demographic features, nerve defect severity, lesion levels, and thromboprophylaxis, were comprehensively explored, adding depth to the analysis. While the findings serve as a valuable reference for future epidemiological studies, the acknowledgment of high heterogeneity among included studies emphasized the necessity for cautious interpretation of results, underscoring the article’s commitment to transparency and the imperative of reproducibility in scientific inquiry.
Footnotes
Acknowledgments
Thanks are due to all authors for their contributions to this article, and they appreciate the reviewers’ valuable comments.
Authors’ Contributions
Study concept and design: L.L., K.W., and K.L. Acquisition of data: K.W. and X.W. Analysis and interpretation of data: Y.G., B.F., X.Y., Z.W., Y.L., B.J., and P.S. Drafting of the article: K.W. Critical revision of the article for important intellectual content: L.L. and K.L.
Availability of Data and Materials
All data generated or analyzed during this study are included in this published article [and its supplementary information files].
Author Disclosure Statement
The authors declare that they have no competing interests.
Funding Information
This research did not receive any funding from agencies in the public, commercial, or not-for-profit sectors.
Abbreviations Used
References
Supplementary Material
Please find the following supplemental material available below.
For Open Access articles published under a Creative Commons License, all supplemental material carries the same license as the article it is associated with.
For non-Open Access articles published, all supplemental material carries a non-exclusive license, and permission requests for re-use of supplemental material or any part of supplemental material shall be sent directly to the copyright owner as specified in the copyright notice associated with the article.
