Comparative efficacy of five balloons for treating autogenous arteriovenous fistula stenosis: a Bayesian network meta-analysis
Original Article

Comparative efficacy of five balloons for treating autogenous arteriovenous fistula stenosis: a Bayesian network meta-analysis

Yu Li, Wenhao Cui, Jukun Wang, Xin Chen, Chao Zhang, Tao Luo

Department of General Surgery, Xuanwu Hospital, Capital Medical University, Beijing, China

Contributions: (I) Conception and design: T Luo, C Zhang, X Chen; (II) Administrative support: T Luo, C Zhang; (III) Provision of study materials or patients: Y Li; (IV) Collection and assembly of data: Y Li, W Cui, J Wang; (V) Data analysis and interpretation: Y Li, W Cui, J Wang, X Chen; (VI) Manuscript writing: All authors; (VII) Final approval of manuscript: All authors.

Correspondence to: Tao Luo. Department of General Surgery, Xuanwu Hospital, Capital Medical University, No. 45 Changchun Street, Xicheng District, Beijing 100053, China. Email: TaoLuo35@126.com.

Background: Arteriovenous fistula (AVF) was the lifeline of patients with maintenance hemodialysis (MHD). However, stenosis of AVF may limit its use. Currently, AVF stenosis is commonly treated with balloon angioplasty. Meanwhile, several balloons were available. Therefore, this study aimed to explore the effectiveness of angioplasty with five different balloons in patients with AVF stenosis.

Methods: A network meta-analysis (NMA) was performed to synthesize direct and indirect evidence. We carried out a comprehensive literature search in PubMed, Embase, the Cochrane Central Register of Controlled Trials, Scopus, and ClinicalTrials.gov databases from database inception to January 31, 2021. The main outcomes were primary patency rates of AVF after 3, 6, 9, and 12 months. The NMA was performed using Stata 15 (network and mvmeta commands) and GeMTC software.

Results: Twenty randomized controlled trials (RCTs) involving 2,607 participants were included. Direct meta-analyses revealed no significant difference in primary patency rates between different balloons after 3, 6 and 9 months. However, NMA demonstrated that the effectiveness of plain balloon angioplasty (PBA) was inferior to that of the drug-coated balloon (DCB) after 3 and 9 months. Moreover, the results suggested that the high-pressure balloon (HPB) was inferior to DCB after 9 months. Thereafter, the analysis of the surface under the cumulative ranking curve (SUCRA) revealed that DCB was ranked as the first effective treatment after 3 months. The drug-eluting balloon (DEB) was the most effective treatment after 6, 9, and 12 months. The analyses revealed no significant publication bias.

Discussion: DEB may be the most effective treatment of AVF stenosis, followed by DCB. However, prospective studies involving large sample sizes of clinical trials and a direct comparison between DEB and DCB are required to clarify the individual value of different treatment options.

Keywords: Arteriovenous fistula (AVF); network meta-analysis (NMA); plain balloon angioplasty (PBA); new type of balloon


Submitted Oct 10, 2021. Accepted for publication Apr 22, 2022.

doi: 10.21037/apm-21-2898


Introduction

Chronic kidney disease (CKD) is a condition of irreversible destruction of renal parenchyma, with a progressive loss of kidney function over several years. Meanwhile, the morbidity of CKD has gradually increased in the last decades (1). Maintenance hemodialysis (MHD) has been recommended as the best alternative for renal transplants due to the shortage of donor organs. However, patients undergoing MHD need a functional vascular access. This is especially critical for the patients’ survival and quality of life. Autogenous arteriovenous fistula (AVF) is the optimal vascular access for patients undergoing MHD, which is reflected in the Kidney Disease Outcomes and Quality Initiative guidelines (2). AVF is constructed by the subcutaneous anastomosis of an artery with an adjacent vein. Meanwhile, radiocephalic AVF may be the first choice (3). However, the application of AVF may be limited by vascular stenosis, which may attribute to intimal hyperplasia.

Balloon angioplasty (BA) has been recommended for treating AVF stenosis by the ESVES European guidelines (4). The first widely adopted endovascular treatment for AVF stenosis was plain balloon angioplasty (PBA), which remains a common treatment. However, it is susceptible to acute vessel elastic recoil. Therefore, several new types of balloons have been proposed and tested. High-pressure balloon (HPB), whose burst pressure is more than 14 atm, may be better for resistant lesions than PBA (5). An alternative to HPB is a cutting balloon (CtB). The application of CtB in treating resistant stenosis was first described in 1995 in a case report (6). Three or four cutting blades were incorporated into the CtB. It could cut and disrupt the fibroelastic continuity of the ring of neointimal hyperplasia. A drug-coated balloon (DCB) and a drug-eluting balloon (DEB) are also common balloons; both of them have a drug coating. However, the manufacturing processes may not be identical, leading to differences in effectiveness. In general, direct evidence on different balloons is rare. Therefore which new type of balloons can provide better outcomes still remains unclear.

Network meta-analysis (NMA) is a new research strategy in which direct evidence of different treatments can be combined with indirect evidence derived from studies sharing a common comparator within the network frame (7,8). NMA has gained interest among doctors based on its importance in assessing the comparative effectiveness of different treatments in clinical practice. Therefore, the study was conducted to comprehensively analyze the effectiveness of different balloons in patients with AVF stenosis. We present the following article in accordance with the PRISMA reporting checklist (available at https://apm.amegroups.com/article/view/10.21037/apm-21-2898/rc) (9).


Methods

Search strategy and data extraction

We searched PubMed, Embase, the Cochrane Central Register of Controlled Trials, ClinicalTrials.gov, and Scopus databases to identify published studies related to AVF stenosis and their various treatments from database inception to January 31, 2021. Both subject words and free words were used to retrieve information. We used the search terms “autogenous arteriovenous fistula*” OR “arteriovenous fistula*” OR “AV fistula*” OR “AVF” combined with a list of endovascular treatments (PBA, HPB, CtB, DCB, and DEB).

Two investigators (Yu Li and Wenhao Cui) within the reviewing team reviewed retrieved references independently. Any discrepancies were resolved by consensus and arbitrated by a third investigator (Tao Luo). The following data were collected from the references: patient characteristics, site of lesions, type of AVFs, and patency rates of AVF after 3, 6, 9, and 12 months. In the absence of information or supplementary data from the authors, patency rates were acquired with validated software (10).

Selection criteria

  • Studies included in the NMA were randomized controlled trials (RCTs) from database inception to January 31, 2021;
  • Stenotic AVF was defined as stenosis ≥50%, and the blood flow rate (Qa) in the fistula was less than 500 mL/min, which could not meet the requirement of MHD;
  • No restriction was imposed with regard to the publication status and language;
  • Studies were limited to human trials, with at least 3 months of follow-up.

Exclusion criteria

  • Unrelated research, repeated literature, reviews, case reports, animal experiments, letters, and anatomical reports;
  • Different diagnostic criteria or incomplete data;
  • Studies that investigated other vascular accesses.

Quality assessment and data extraction

We used the Cochrane risk-of-bias assessment tool to assess the quality and risk of bias of studies, including the following items: allocation sequence generation, allocation concealment, participant masking, personnel and outcome assessors, completeness of outcome data, and selective outcome reporting and other biases. Two investigators (Yu Li and Wenhao Cui) reviewed the studies and judged the risk of bias independently. The main outcome measurements were primary patency rates after 3, 6, 9 and 12 months, which represented the effectiveness of different treatment strategies.

Statistical analysis

First, we carried out a pair-wise meta-analysis. Then, the pooled estimates of odds ratios (ORs) together with the corresponding 95% confidence intervals (CIs) were calculated. The fixed-effects and random-effects models were used to analyze nonheterogeneous and heterogeneous data, respectively. Visual inspection and I2 statistic of the forest plots were used to investigate the possibility of statistical heterogeneity across studies. Statistical analyses were carried out using Stata version 15.0 with mvmeta command.

Second, the NMA methodology allows the comparison of any two treatments within the network even a direct comparison from a trial is not available. Therefore, NMA was performed to compare different treatments. The models were fit using GeMTC software. ORs <1 or >1 favored one of the compared treatments over the other, whereas ORs equal to 1 indicated equivalent patency rates. Briefly, statistical significance was indicated by the exclusion of 1 from 95% CIs.

The probability values of each treatment were summarized as the surface under the cumulative ranking curve (SUCRA) (0–100%), with larger surface under the curve denoting more effective treatments. The probability of effectiveness of each treatment strategy was assessed, and accordingly, the strategy was documented as the most effective therapy, second best therapy, third best therapy, fourth best therapy, and fifth best effective therapy. All Bayesian results were reported as ORs with corresponding 95% CIs, as well as the ranking probabilities of different treatments.

A variance calculation and a node-splitting analysis using GeMTC software were applied to evaluate the inconsistency within the NMA. Significant inconsistency was scored positive when the P value of disagreement between direct and indirect evidence was more than 0.05. Finally, potential publication bias was estimated using a funnel plot. A roughly symmetrical funnel plot indicated insignificant publication bias. Moreover, ethical approval was not required for this study.


Results

Characteristics of eligible studies

The literature search identified 2,148 published studies. Following duplicate exclusions and abstract screening, 124 potential studies were selected for full-text reading. A total of 104 studies were excluded for the following reasons: 20 were prospective observational studies, 32 were clinical guidelines, and 1 could not be retrieved. Meanwhile, we could not extract any data from 51 studies. Finally, twenty studies (11-30) were selected for NMA, none of which was performed on mutually overlapping populations. The systematic search process is shown in Figure 1.

Figure 1 Study selection process.

Twenty RCTs were included in the final NMA involving 2,607 patients randomized in 5 treatments. The network plot for the primary patency of AVF is shown in Figure 2. Meanwhile, the characteristics of included studies are summarized in Table 1. The analysis of the risk of bias of eligible trials and the reporting of methodological quality according to the Cochrane Collaboration tool are shown in Table 2. All the eligible trials were generally of high quality.

Figure 2 NMA of eligible comparisons for primary patency rates. Width of the lines is proportional to the number of trials comparing every pair of treatments. Size of every circle is proportional to the number of randomly assigned participants (i.e., sample size). HPB, high-pressure balloon; PBA, plain balloon angioplasty; DEB, drug-eluting balloon; DCB, drug-coated balloon; CtB, cutting balloon; NMA, network meta-analysis.

Table 1

Characteristics of the studies included in NMA

Study Balloons Sample size Outcome of interest Type of AVF Site of target lesion
3 months 6 months 9 months 12 months R-C B-C B-B Other
Rasuli, 2015 (11) CtB 19 11 5 4 2 10 9 AN, OV, CA, other
HPB 20 14 8 6 5 7 13
Wakamoto, 2018 (12) PBA 32 26 20 19 15 AN, OV
HPB 37 30 21 19 18
Lai, 2014 (13) PBA 10 6 0 0 0 10 Un-report
DCB 10 10 7 4 2 10
Kitrou, 2015 (14) HPB 20 15 6 4 2 AN, OV
DCB 20 17 13 11 5
Fukasawa, 2019 (15) PBA 57 45 28 16 AN, OV, other
DCB 111 93 63 34
Lučev, 2018 (16) PBA 31 29 19 16 9 20 8 3 AN, IN
DCB 31 31 28 26 24 17 12 2
Maleux, 2018 (17) PBA 31 25 20 12 13 15 2 1 Un-report
DCB 33 29 22 14 17 11 3 2
Lookstein, 2020 (18) PBA 160 142 88 76 Un-report
DCB 170 164 125 123
Trerotola, 2020 (19) PBA 144 125 80 42 7 AN, OV, CA, IN, CZ
DCB 141 130 97 66 28
Björkman, 2019 (20) PBA 18 17 14 12 10 17 1 Un-report
DCB 18 12 4 3 2 16 2
Moreno-Sánchez, 2020 (21) PBA 78 65 45 43 37 AN, CA
DCB 70 60 57 44 41
Teo, 2013 (22) PBA 30 18 Un-report
DEB 30 21
Kitrou, 2015 (23) PBA 20 4 2 1 0 6 1 13 AN, OV
DEB 20 6 4 4 2 7 1 12
Irani, 2018 (24) PBA 60 42 28 22 15 30 18 7 5 AN, OV, CZ
DEB 59 50 42 29 26 40 10 9 0
Swinnen, 2019 (25) PBA 60 58 28 31 14 33 11 9 7 Un-report
DEB 68 65 52 50 25 39 13 7 9
Kariya, 2007 (26) PBA 52 31 18 17 13 AN, OV
CtB 62 50 43 32 24
Saleh, 2014 (27) PBA 307 125 105 84 71 AN, OV, IN
CtB 316 151 138 105 76
Murakami, 2019 (28) PBA 77 11 Un-report
CtB 80 23
Aftab, 2014 (29) HPB 35 28 13 5 3 9 19 5 2 AN, CA, CZ
CtB 36 32 23 11 9 17 15 2 2
Roosen, 2017 (30) PBA 18 15 8 3 Un-report
DCB 16 11 3 2

NMA, network meta-analysis; CtB, cutting balloon; HPB, high-pressure balloon; PBA, plain balloon angioplasty; DCB, drug-coated balloon; DEB, drug-eluting balloon; AVF, arteriovenous fistula; R-C, radiocephalic; B-C, brachiocephalic; B-B, brachiobasilic; AN, anastomotic lesion; OV, outflow venous; CA, cephalic arch; IN, inflow lesion; CZ, cannulation zone.

Table 2

Analysis of the risk of bias according to the Cochrane Collaboration tool

RCTs Random sequence generation Allocation concealment Blinding of participants and personnel Blinding of outcome assessment Incomplete outcome data Selective reporting Other biases
Rasuli, 2015 Low risk Unclear Unclear Low risk Low risk Unclear Low risk
Wakamoto, 2018 Low risk Low risk Unclear Low risk Low risk Low risk Low risk
Lai, 2014 Unclear Unclear Unclear Low risk Low risk Low risk Low risk
Kitrou, 2015 Low risk Low risk High risk Unclear Low risk Unclear Low risk
Fukasawa, 2019 Low risk Low risk Unclear Unclear Low risk Unclear Low risk
Lučev, 2018 Low risk Unclear Low risk Low risk Low risk Unclear Low risk
Maleux, 2018 Low risk Low risk High risk Unclear Low risk Unclear Low risk
Lookstein, 2020 Low risk Low risk High risk Low risk Low risk Low risk Low risk
Trerotola, 2020 Low risk Low risk High risk Low risk Low risk Low risk Low risk
Björkman, 2019 Low risk Low risk Unclear Low risk Low risk Low risk Low risk
Moreno-Sánchez, 2020 Low risk Unclear High risk Low risk Low risk Unclear Low risk
Teo, 2013 Unclear Unclear Unclear Low risk Low risk Low risk Low risk
Kitrou, 2015 Low risk Low risk Low risk Low risk Unclear Low risk Low risk
Irani, 2018 Low risk Unclear High risk Unclear Low risk Low risk Low risk
Swinnen, 2019 Low risk Unclear Unclear Low risk Low risk Unclear Low risk
Kariya, 2007 Unclear Unclear Unclear Low risk Low risk Unclear Low risk
Saleh, 2014 Low risk Low risk Unclear Low risk Unclear Unclear Low risk
Murakami, 2019 Unclear Low risk Unclear Low risk Low risk Low risk Low risk
Aftab, 2014 Unclear Unclear Unclear Low risk Low risk Unclear Low risk
Roosen, 2017 Low risk Unclear Unclear Low risk Low risk Unclear Low risk

RCTs, randomized controlled trials.

Pooled weighted outcomes of the direct meta-analysis

The results of the conventional pair-wise meta-analysis of primary patency are presented in Figure 3A,3B. Regarding stenotic AVF, treatment with new balloons was more efficient than treatment with PBA. In terms of primary patency, the OR of new balloon versus PBA after 3, 6, 9, and 12 months was 1.77 (95% CI, 1.32–2.36; P=0.802), 2.16 (95% CI, 1.73–2.69; P=0.095), 1.78 (95% CI, 1.46–2.17; P=0.061), and 1.62 (95% CI, 1.27–2.07; P=0.004), respectively. A funnel plot representing the publication bias of the studies is presented in Figure 4. The funnel plot was symmetrical, indicating a slight publication bias.

Figure 3 Results of direct meta-analysis on primary patency of (A) 3 and 6 months, (B) 9 and 12 months. From top to bottom are the direct meta-analysis results of HPB, DCB, DEB and CtB versus PBA. Thereafter, the forest plot at the bottom comprehensively compares all new types of balloons with PBA. CI, confidence interval; HPB, high-pressure balloon; DCB, drug-coated balloon; DEB, drug-eluting balloon; CtB, cutting balloon.
Figure 4 Funnel plot of selected studies. SE, standard error; OR, odds ratio.

NMA for primary patency

Figure 5 shows a summary of the results of the multiple-treatment meta-analyses regarding patency rates after 3, 6, 9, and 12 months according to the network plot. As shown in the figure, the effectiveness of PBA was inferior to that of DCB after 3 and 9 months, and the OR was 0.62 (95% CI, 0.34–0.82) and 0.53 (95% CI, 0.23–0.74), respectively. Moreover, the results suggested that HPB was inferior to DCB after 9 months, and the ORs were 0.35 (95% CI, 0.08–0.37). In addition, the coherence between direct and indirect comparisons based on networks was confirmed.

Figure 5 ORs of the effect of different balloons in NMA (3, 6, 9 and 12 months). Results are the ORs in the column-defining treatment compared with the ORs in the row-defining treatment. For the results of 6 and 12 months, ORs higher than 1 favor the column-defining treatment. For the results of 3 and 9 months, ORs lower than 1 favor the row-defining treatment. To obtain ORs for comparisons in the opposite direction, reciprocals should be taken (e.g., the OR for DCB compared with PBA is 1/0.62=1.61). DCB, drug-coated balloon; DEB, drug-eluting balloon; HPB, high-pressure balloon; PBA, plain balloon angioplasty; CtB, cutting balloon; OR, odds ratio; NMA, network meta-analysis.

Rank probabilities

The SUCRA values are depicted in Figure 6. A large SUCRA value scored positive, indicating better treatment. Based on the network plot, the cumulative probabilities of the most efficacious treatments were (patency rates after 3, 6, 9, and 12 months) as follows, respectively: DEB (67%, 86.1%, 84.2%, and 80%), DCB (70.5%, 59%, 78.3%, and 74.1%), CtB (65.2%, 73.2%, 50.7%, and 42.8%), HPB (31.5%, 14.5%, 8.4%, and 25.1%), and PBA (15.8%, 17.1%, 28.4%, and 28.0%). As shown in Figure 6, DCB was superior to other balloons in terms of the patency rate after 3 months. Consistent with the result after 3 months, DEB was superior to other balloons after 6, 9, and 12 months.

Figure 6 Ranking of treatment strategies. The curves show the cumulative probability to be the best treatment in terms of primary patency rates at follow-up. DEB, drug-eluting balloon; DCB, drug-coated balloon; CtB, cutting balloon; HPB, high-pressure balloon; PBA, plain balloon angioplasty.

Discussion

With the increase in the survival time of patients with MHD, the treatments aimed at extending the patency time of AVFs are important. According to the consensus of vascular access experts in China in 2019 (31), the surgical indications of AVF stenosis, including Qa <500 mL/min (could not meet the requirement of hemodialysis), high static pulse pressure, and puncture complications leading to low dialysis adequacy. However, the conclusions of previous studies were inconsistent, presenting a challenge that required urgent resolution. BA is often performed using PBA, HPB, CtB, DCB, and DEB. PBA is the most common one among the balloons. Therefore, we used it as a reference treatment.

The results of direct meta-analyses revealed that new types of balloons might not be superior to PBA in terms of primary patency after 3, 6, and 9 months. Moreover, the primary patency rate of new balloons after 12 months was significantly better than of PBA.

However, the results of the NMA revealed that the short-term (3 and 6 months) outcomes of HPB were better than those of PBA. However, our study failed to demonstrate that the long-term (9 and 12 months) outcomes of HPB were also better than those of PBA. Similar conclusions could also be drawn from our previous study (32). A previous study revealed that HPB was superior to PBA in treating coronary atherosclerotic stenosis (33). In addition, the latest Kidney Disease Outcomes Quality Initiative guidelines (2) recommend HPB as a first choice for AVF stenosis, which is partly consistent with the results of our study. The results of our study could be attributed to endothelial damage caused by the high pressure of HPB (34). Schiele et al. also demonstrated that moderate inflation pressure of balloons could benefit patients with restenosis (35). Therefore, although HPB has better short-term treatment outcomes, it was still worse than DCB and DEB, which conformed with the results of RCT performed by Kitrou (14). However, HPB had its unique advantages as well. A retrospective study suggested that the efficacy of HPB for resistant lesions might be better than that of PBA (36). Meanwhile, its cost might be less than CtB (37).

CtB is another type of commonly used balloon. It allows for the regular incision of the vascular intima of AVF. The results from our study demonstrated that CtB was indeed more effective than PBA. Some studies suggested that CtB had a better outcome than that of PBA for AVF stenosis (25-27). However, the CtB and DCB or DEB were never compared head-to-head earlier. In the present study, the SUCRA values of DCB and DEB were larger than that of CtB. These findings suggested that, regarding the patency rate, DCB or DEB was better than CtB.

Both DEB and DCB are new technologies combining PBA with drug delivery. Several studies showed that DEB and DCB effectively treated coronary atherosclerotic lesions (38,39). Four studies investigating the effect of DEB (21-24) and nine studies investigating the effect of DCB were included in our NMA (12,15-21,29). The results demonstrated that both DEB and DCB had a statistically higher patency rate compared with PBA at all time points, which was consistent with the results of several recently published studies (40,41). Meanwhile, both these studies demonstrated that the use of DCB did not cause a significant increase in patient mortality, indicating the high safety of DCB compared with PBA.

Indirect comparisons via NMA demonstrated that DEB had a smaller, but still significant, advantage over DCB in preventing stenosis after 6, 9, and 12 months but not after 3 months. The clinical significance of the difference in primary patency after 6, 9, and 12 months, but not after 3 months, is a subject of debate. The sample size of the study performed by Kitrou was small, leading to confounding results. Theoretically, because of the different manufacturing processes, the effect of DEB should be better than that of DCB. A study performed by Buszman et al. also demonstrated that the new-generation balloons could result in homogeneous and circumferential coatings, which was caused by a proprietary dipping process applied in these balloons. It led to the preferential deposition of the paclitaxel-iopromide formulation in the folds of the balloon (42). Prospective studies with larger sample sizes should be conducted. Also, the mechanism underlying the inhibition of vascular intimal proliferation by DEB and DCB should be further investigated.

Limitations

In the present study, we retrieved all unpublished data and contacted authors for supplementary materials. A substantial amount of information was still not available to the public. Nonetheless, the present study represented a comprehensive synthesis of data currently available. Moreover, we could not obtain relevant data about the costs of different balloons. Future studies should consider both cost and efficacy. Finally, the patient inclusion criteria of different RCTs were not completely consistent. Therefore, an RCT performed by our center may be needed to analyze different balloons comprehensively.


Conclusions

The results demonstrated that the short-term and long-term outcomes of new balloons (DEB, DCB, CtB, and HPB) were superior to those of PBA. DEB was the most effective strategy for treating AVF stenosis because it showed the lowest risk of stenosis compared with other treatment strategies. DCB could be the second selection in terms of patency rates while CtB may be the third. In our study, HBP was relatively less effective than other balloons. However, HPB was better for resistant lesions than other balloons because of higher burst pressure.


Acknowledgments

Language editing was performed by Home for Researchers editorial team (https://www.home-for-researchers.com/static/index.html).

Funding: None.


Footnote

Reporting Checklist: The authors have completed the PRISMA reporting checklist. Available at https://apm.amegroups.com/article/view/10.21037/apm-21-2898/rc

Peer Review File: Available at https://apm.amegroups.com/article/view/10.21037/apm-21-2898/prf

Conflicts of Interest: All authors have completed the ICMJE uniform disclosure form (available at https://apm.amegroups.com/article/view/10.21037/apm-21-2898/coif). The authors have no conflicts of interest to declare.

Ethical Statement: The authors are accountable for all aspects of the work in ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved.

Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0/.


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Cite this article as: Li Y, Cui W, Wang J, Chen X, Zhang C, Luo T. Comparative efficacy of five balloons for treating autogenous arteriovenous fistula stenosis: a Bayesian network meta-analysis. Ann Palliat Med 2022;11(8):2574-2585. doi: 10.21037/apm-21-2898

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