Abstract
Background
Hepatitis C virus (HCV) infection is an independent risk factor associated with adverse outcomes in patients with end-stage renal disease (ESRD). Due to the wide variety of direct-acting antiviral regimens (DAAs) and the factor of renal insufficiency, careless selection of anti-hepatitis C treatment can lead to treatment failure and safety problems. The integrated evidence for optimized therapies for these patients is lacking. This study would conduct comparisons of different DAAs and facilitate clinical decision-making.
Methods
We conducted a systematic literature search in multiple databases (PubMed, Ovid, Embase, Cochrane Library, and Web of Science) up to 7 August 2023. Study data that contained patient characteristics, study design, treatment regimens, intention-to-treat sustained virologic response (SVR), and adverse event (AE) data per regimen were extracted into a structured electronic database and analyzed. The network meta-analysis of the estimation was performed by the Bayesian Markov Chain Monte Carlo methods.
Results
Our search identified 5,278 articles; removing the studies with duplicates and ineligible criteria, a total of 62 studies (comprising 4,554 patients) were included. Overall, the analyses contained more than 2,489 male individuals, at least 202 patients with cirrhosis, and no less than 2,377 patients under hemodialysis. Network meta-analyses of the DAAs found that receiving ombitasvir (OBV)/paritaprevir (PTV)/ritonavir (R) plus dasabuvir (DSV), glecaprevir (G)/pibrentasvir (P), and sofosbuvir (SOF)/ledipasvir (LDV) ranked as the top three efficacy factors for the HCV-infected ESRD patients. Stratified by genotype, the G/P would prioritize genotype 1 and 2 patients with 98.9%−100% SVR, the SOF/DCV regimen had the greatest SVR rates (98.7%; 95% CI, 93.0%−100.0%) in genotype 3, and the OBV/PTV/R regimen was the best choice for genotype 4, with the highest SVR of 98.1% (95% CI, 94.4%−99.9%). In the pan-genotypic DAAs comparison, the G/P regimen showed the best pooled SVR of 99.4% (95% CI, 98.6%−100%). DAA regimens without Ribavirin or SOF showed the lowest rates of AEs (49.9%; 95% CI, 38.4%−61.5%) in HCV-infected ESRD patients.
Conclusion
The G/P could be recommended as the best option for the treatment of pan-genotypic HCV-infected ESRD patients. The OBV/PTV/R plus DSV, SOF/Velpatasvir (VEL), SOF/Ledipasvir (LDV), and SOF/DCV would be reliable alternatives for HCV treatment with comparable efficacy and safety profiles.
Systematic review registration
https://www.crd.york.ac.uk/prospero/#searchadvanced, PROSPERO: CRD42021242359.
Keywords: hepatitis (C) virus, end-stage renal disease, direct-acting antiviral, Bayesian Markov Chain Monte Carlo, network meta-analysis
Introduction
Chronic kidney disease (CKD) patients, especially those under maintenance hemodialysis, are at increased risk of hepatitis C virus (HCV) infection (1). The prevalence of CKD in HCV patients is significantly higher than that in the general population (2–4). HCV infection is an independent risk factor for accelerated CKD progression and is associated with adverse outcomes in patients with end-stage renal disease (ESRD), including hepatic-related hospitalizations, mortality, and poor health-related life quality (2, 3).
The advent of direct-acting antiviral regimens (DAAs) has transformed the treatment of HCV in patients with CKD. There is poor evidence comparing and assessing the efficacy and safety of DAAs in ESRD. The guidelines recommend that HCV-infected CKD patients should be assessed for DAA therapy, with the specific regimen determined by HCV genotype, viral load, treatment history, estimated glomerular filtration rate (eGFR), hepatic fibrosis stage, kidney and liver transplant candidacy, and after consideration of drug–drug interactions (4, 5). Although the sustained virologic response (SVR) rate could even reach 90%−100% with few adverse events (AEs) (4), the choice of DAAs for patients with ESRD has not been elucidated. Renal clearance is the major elimination pathway of Sofosbuvir (SOF), so SOF-based regimens have been questioned for use in ESRD patients. Nevertheless, based on several studies on the safety and efficacy of SOF-based regimens in patients with severe CKD, the Drug Administration of most countries has removed the restricted label for renal impairment. A variety of DAAs are permitted for the treatment of HCV infection in patients with impaired renal function. The comparisons of different DAA regimens applied in HCV-infected ESRD patients are not completely understood, which is necessary to steer guideline development and clinical practice. Moreover, pan-genotypic DAAs simplified the treatment algorithm and supported the campaign to eliminate HCV infection all over the world. Whether these drugs still have excellent performance in ESRD remains to be further confirmed.
To guide best practices for DAAs in patients with CKD and chronic hepatitis C, we performed this systematic review and network meta-analysis to quantify the efficacy and safety of different DAAs for the treatment of HCV-infected ESRD patients. To understand which specific interventions work best, their effects should be explored separately and compared against those of other regimens using the two alternative Bayesian models that can accommodate disconnected networks. The study will facilitate informed clinical decision-making and drafting of HCV treatment guidelines.
Methods
We performed the systematic review and network meta-analysis according to PRISMA guidelines and prospectively registered on PROSPERO (registration ID: CRD42021242359, https://www.crd.york.ac.uk/prospero/#searchadvanced) (6).
Literature search
Databases including PubMed, Ovid (BIOSIS Previews Embase), Cochrane Library, and Web of Science were systematically searched under the direction of a medical librarian. The final search was completed on 7 August 2023. The bibliographies of relevant studies and reviews were scrutinized for any additional eligible studies not covered by the literature search. The literature search combined the terms and descriptors related to DAA, HCV, and ESRD concerning literature published in English (details of the searching strategy are available in Supplementary File 1). Conference abstracts and comments were not considered.
Study selection
Citations were merged together in the Microsoft Access Database to facilitate management. Two researchers (Ruochan Chen and Yinghui Xiong) independently screened articles by title and abstract and further identified them with full-text screening. Non-uniform opinions reached a consensus through discussions with the third researcher (Yanyang Zeng). Both clinical trials and cohort studies were considered and eligible for analysis. The included studies met the following criteria: (1) ESRD patients with HCV infection treated with DAA medication, (2) ESRD patients have an exact definition of CKD stage 4 or 5, and (3) definite DAA regimens were executed in the study. We excluded studies in which (1) no result was specified for ESRD patients, (2) no SVR or AEs were reported, (3) no results were specified for all-oral DAA regimens, and (4) same dataset was used in other included studies.
Outcome measures
The primary outcome of the study was the mean estimated probability of SVR in various studied DAA regimens for HCV-infected ESRD patients. The SVR was defined as a sustained virologic response at 12 weeks after the end of therapy (SVR12) for patients in the treatment group. The relative rank of efficacy would be calculated by network meta-analysis. For secondary outcomes, the AEs reported in the studies, particularly the serious adverse events (SAEs), discontinuation of treatment, or death, were extracted. AEs evaluation included physical examinations, clinical laboratory tests, and symptoms. SAEs were defined as any event leading to hospital admission or resulting in death, or any event considered serious in the opinion of the treating physician.
Data extraction
Study characteristics (first author, publication year, location, study design, study period), SVR, and AE data per regimen were extracted into a structured electronic database, while two researchers (Ruochan Chen and Yinghui Xiong) completed a cross-check procedure. The Methodological Index for Non-Randomized Studies (MINORS) and the Newcastle-Ottawa Score (NOS) were used to assess the quality of trials and cohort studies, respectively (literature evaluations are available in Supplementary File 2) (7, 8). Disagreements were resolved by consensus and arbitration by a panel of other investigators within the review team (Yanyang Zeng and Yixiang Zheng).
Statistical analysis
The network meta-analysis in this study would be regarded as a “disconnected network,” while many single-arm studies of DAA were included. On account of the promising efficacy and safety results, the FDA updated their 2017 guidance to industry on the design and analysis of clinical trials of DAAs to recommend the use of single-arm/historical controls as well as a placebo-deferred trial design (9).
The disconnected network analysis was conducted according to the National Institute for Health and Clinical Excellence Guideline (10). With neither direct comparisons nor a common comparator through which to derive indirect comparisons of comparator treatments, the evidence base will be structured as a disconnected network. The Bayesian Markov Chain Monte Carlo (MCMC) method was used to estimate the pooled SVR of each DAA regimen. The random-effects model with binomial likelihood was implemented to predict the distribution of baseline and treatment effects in the analysis. Bayesian models could accommodate disconnected networks; assuming that the variance of the baseline response is fixed at zero, we applied the absolute response as a means to evaluate the efficacy and safety of the regimens. All the studied DAA regimens were respectively combined to estimate the probability of SVR with a 95% equal tail credible interval (95% CI). Relative ranks of the efficacy of different DAA regimens were established in the analysis. Primary calculations were done according to modified intention to treat (mITT) analysis, where only patients who received at least one dose of DAAs and had an assessment of HCV RNA at 12 weeks after completion of treatment were included for SVR analysis. Additional sensitivity analysis was done using intention to treat (ITT). For ITT, all patients who received at least one dose of DAA regimens were analyzed. Subgroup analyses were pre-specified to separate the distinct kinds of HCV genotype, CKD stage, cirrhosis, and hemodialysis. We checked whether the MCMC procedure had reached convergence by visually inspecting the history trace plots and the autocorrelation plots for irregularities. Since the included articles were almost single-arm studies, a single-rate meta-analysis with a random-effects model was used for safety evaluation and subgroup analyses. All the statistical analyses were performed using WinBUGs (version 1.4.3) and R version 4.1.0.
Results
Characteristics of included studies
Our systematic search yielded 5,278 identified articles; after duplicates and ineligible article types were removed, 62 articles (11–72) (12 clinical trials and 51 observational cohorts) were selected from the 1,310 full-text articles review (Figure 1). One of the included articles from Lawitz et al. (44) reported two cohort studies (RUBY-I, Cohort-2 NCT002207088, and RUBY-II NCT02487199). The included studies were conducted in 27 countries and published between 2015 and 2023. A total of 4,554 HCV-infected ESRD patients who reported the SVR were included in the network meta-analysis for efficacy. Overall, the analyses contained more than 2,485 men, at least 461 patients with cirrhosis, and no < 2,421 patients under hemodialysis. The genotypes of HCV in the study ranged from genotype 1–6, and 1,855 genotype 1 patients, 170 genotype 2 patients, 142 genotype 3 patients, and 150 genotype 4 patients were reported for analysis. Meanwhile, the safety meta-analysis included 32 studies involving 2,176 HCV-infected ESRD patients (11–15, 19–26, 30, 33–37, 39, 45, 47, 48, 51, 57, 59, 60, 62, 64, 66, 68, 69). The safety assessment of all-oral DAAs reported 889 AEs, including 162 SAEs, 38 discontinuations, and 23 deaths.
Excluding the Sofosbuvir/Velpatasvir plus Ribavirin, Sofosbuvir/Ledipasvir plus Ribavirin, and Elbasvir/Grazoprevir plus Ribavirin regimens because only a minority of patients received these regimens in one study. We finally included 11 combinations of DAAs, with or without the addition of Ribavirin (daclatasvir/asunaprevir, DCV/ASV; glecaprevir/pibrentasvir, G/P; grazoprevir-elbasvir, GZR/EBR; sofosbuvir/daclatasvir, SOF/DCV; sofosbuvir-adjusted-dose/daclatasvir, SOF-ad/DCV; sofosbuvi + ribavirin, SOF + RBV; sofosbuvir-adjusted-dose plus ribavirin, SOF-ad + RBV; sofosbuvir/ledipasvir, SOF/LDV; sofosbuvir/velpatasvir, SOF/VEL; ombitasvir/paritaprevir/ritonavir plus or not dasabuvir, OBV/PTV/R ± DSV; OBV/PTV/R ± DSV plus ribavirin, OBV/PTV/R ± DSV + RBV) with treatment durations ranging from 8 to 24 weeks. A network was designed to connect these regimens as shown in Figure 2. Further characteristics of the included studies and patients are provided in Table 1.
Table 1.
References | Year | Study duration | Region | Registered No. | Study design | Intervention | Age (range) | SVR mITT | SVR ITT | TN | Male (N) | Genotype | Cirrhosis | Hematodialysis |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Roth et al. (11) | 2015 | 2014.03.30–2014.11.28 | USA, Argentina, Australia, Canada, Estonia, France, Israel, South Korea, Lithuania, Netherlands, Spain, and Sweden | The C-SURFER study, NCT02092350 | Phase 3 randomized study of safety and observational study of efficacy | Grazoprevir/ elbasvir | – | 115/116 | 115/122 | 122 | 92 | 1a/1b | 7 | 92 |
Kawakami et al. (12) | 2016 | 2014.12–2016.01 | Japan | UMIN000015539 | Exploratory, prospective, multicenter, pilot study | Daclatasvir plus asunaprevir | 68 (47–82) | 18/18 | 18/18 | 18 | 14 | 1b | 3 | 18 |
Miyazaki and Miyagi (13) | 2016 | 2014.11–2015.08 | Japan | – | Observational study | Daclatasvir plus asunaprevir | 67.9 (59–74) | 10/10 | 10/10 | 10 | 7 | 1b | – | 10 |
Pockros et al. (14) | 2016 | 2014.09.23–2015.02.18 | USA | NCT02207088. RUBY-I, Cohort 1 | Single-arm, multicenter study | OBV/PTV/r ± DSV + RBV | 60 (49–69) | 11/12 | 11/13 | 20+ | 17 | 1a/1b | – | – |
OBV/PTV/r ± DSV | 7/7 | 7/7 | ||||||||||||
Suda et al. (15) | 2016 | 2015.01–2015.11 | Japan | UMIN000016355 | Prospective, observational, multicenter study | Daclatasvir plus asunaprevir | 63.0 (50–79) | 19/20 | 20/21 | 21 | 16 | 1a/1b | 4 | 21 |
Toyoda et al. (16) | 2016 | 2014.12–2015.02 | Japan | UMIN 000017023 | Multicenter, open-label, clinical trial | Daclatasvir plus asunaprevir | 65.5 ± 9.5 | 28/28 | 28/28 | 28 | 16 | 1b | 11 | 28 |
Abad et al. (17) | 2017 | – | Spain | – | Multicentric observational study | OBV/PTV/r ± DSV + RBV | 53.3 ± 7.9 | 17/17 | 17/17 | 35 | 24 | 1a/1b/4 | 7 | 18 |
OBV/PTV/r ± DSV | 18/18 | 18/18 | ||||||||||||
Agarwal et al. (18) | 2017 | 2015.06–2016.09 | India | – | Observational study | Sofosbuvir (dose adjustment) plus RBV | 33.8 ± 10.2 (16–53) | 37/39 | 37/39 | 62 | 41 | 1/2/3/4/6 | – | 62 |
Sofosbuvir plus RBV | 2/2 | 2/2 | ||||||||||||
Sofosbuvir (dose adjustment) plus daclatasvir | 6/6 | 6/6 | ||||||||||||
Sofosbuvir plus daclatasvir | 14/15 | 14/15 | ||||||||||||
Atsukawa et al. (19) | 2017 | – | Japan | – | Prospective multicenter study | OBV/PTV/r ± DSV | 6,431 (49–85) | 30/31 | 30/31 | 31 | 25 | 1b | 10 | 31 |
Gane et al. (20) | 2017 | 2015.12.21–2016.03.25 | Australia, Belgium, Canada, France, Greece, Italy, New Zealand, the United Kingdom, and the United States | NCT02651194 | Multicenter, open-label, phase 3 trial | Glecaprevir/ pibrentasvir | 57 (28–83) | 102/103 | 102/104 | 104 | 79 | 1/2/3/4/5/6 | 20 | – |
Morisawa et al. (21) | 2017 | 2015.12–2016.03 | Japan | – | Observational study | OBV/PTV/r ± DSV | 66.8 (53–82) | 8/10 | 8/10 | 10 | 5 | 1b | – | 10 |
Munoz-Gomez et al. (22) | 2017 | 2015.04–2015.10 | Spain | – | Retrospective, non-interventional, multicenter study | OB OBV/PTV/r ± DSV + RBV | 56.1 ± 9.5 | 20/21 | 20/21 | 46 | 30 | 1/4 | 17 | – |
OBV/PTV/r ± DSV | 24/25 | 24/25 | ||||||||||||
Otsuka et al. (23) | 2017 | 2014.12–2015.12 | Japan | UMIN000015882 | Multicenter prospective trial | Daclatasvir plus asunaprevir | 65 (46–86) | 21/23 | 21/23 | 23 | 18 | 1b | – | 23 |
Sperl et al. (24) | 2017 | 2015.04–2016.04 | Czech Republic | — | Observational study | Sofosbuvir (dose adjustment) plus daclatasvir | 39 (25–53) | 6/6 | 6/6 | 6 | 6 | 3 | – | 6 |
Alric et al. (25) | 2018 | 2015 | France | — | Multicenter cohort study | Grazoprevir/ elbasvir | 58.6 ± 12.7 (24–90) | 87/90 | 87/93 | 93 | 55 | 1/4 | 14 | 67 |
Butt et al. (26) | 2018 | – | USA | Electronically Retrieved Cohort of HCV Infected Veterans (ERCHIVES) | National cohort | Sofosbuvir/ ledipasvir | – | 78/83 | 78/107 | 257 | – | 1/2/3/4/5/6 | – | – |
Sofosbuvir/ ledipasvir plus RBV | 25/25 | 25/30 | ||||||||||||
OBV/PTV/r ± DSV | 42/42 | 42/55 | ||||||||||||
OB OBV/PTV/r ± DSV + RBV | 41/46 | 41/65 | ||||||||||||
Fujii et al. (27) | 2018 | 2012–2016 | Japan | Japanese Red Cross Liver Study Group | Retrospective cohort study | Daclatasvir plus asunaprevir | 65 (58–70) | 64/67 | 64/67 | 67 | 44 | 1a | – | 67 |
Gupta et al. (28) | 2018 | 2015.10–2016.10 | India | — | Observational study | Sofosbuvir (dose adjustment) plus RBV | 48.4 ± 14.5 | 1/1 | 1/1 | 7 | 5 | 1a/1b | 2 | – |
Sofosbuvir (dose adjustment) plus daclatasvir | 5/6 | 5/6 | ||||||||||||
Kumada et al. (29) | 2018 | 2016.02.22–2016.06.01 | Japan | CERTAIN-1 | Phase 3, open-label, multicenter study | Glecaprevir/ pibrentasvir | 69 (54–78) | 12/12 | 12/12 | 12 | 6 | 1a/2 | 2 | 4 |
Manoj et al. (30) | 2018 | 2015.09–2016.04 | India | NCT02563665 | Observational cohort study | Sofosbuvir plus RBV | 42 (22–80) | 26/26 | 26/26 | 71 | – | 1/3 | 17 | 11 |
Sofosbuvir/ ledipasvir | 26/26 | 26/26 | ||||||||||||
Sofosbuvir plus daclatasvir | 19/19 | 19/19 | ||||||||||||
Ogawa et al. (31) | 2018 | — | Japan | The Kyushu University Liver Disease Study (KULDS) | Multicenter, real-world cohort study | Grazoprevir/ elbasvir | – | 27/30 | 27/30 | 30 | – | 1a/1b | – | 20 |
Sanai et al. (32) | 2018 | −2017.02 | Saudi Arabia | Systematic Observatory Liver Disease (SOLID) registry | Observational cohort study | OBV/PTV/r plus DSV plus RBV | 45.7 ± 12.7 | 54/54 | 54/54 | 67 | 33 | 1a/1b/4 | 14 | – |
OBV/PTV/r plus DSV | 13/13 | 13/13 | ||||||||||||
Sperl et al. (33) | 2018 | 2015.07–2016.08 | Czech Republic | — | Retrospective study | OB OBV/PTV/r ± DSV + RBV | 53.7 (22–69) | 7/7 | 7/7 | 23 | 18 | 1a/1b | 6 | 19 |
OBV/PTV/r ± DSV | 16/16 | 16/16 | ||||||||||||
Suda et al. (34) | 2018 | 2014.11–2016.03 | Japan | UMIN000024227 | Nationwide retrospective study | Daclatasvir plus asunaprevir | 65 (40–83) | 118/123 | 118/123 | 123 | 78 | 1a/1b | 5 | 123 |
Taneja et al. (35) | 2018 | 2016.01–2016.08 | India | — | Observational cohort study | Sofosbuvir (dose adjustment) plus daclatasvir | 42.9 ± 13 | 65/65 | 65/65 | 65 | 40 | 1a2 | 21 | 54 |
Atsukawa et al. (36) | 2019 | 2016.11–2017.12 | Japan | UMIN000029262 | Post-hoc analysis of a multicenter study | Grazoprevir/ elbasvir | – | 37/37 | 37/37 | 37 | – | 1b | – | 20 |
Atsukawa et al. (37) | 2019 | 2017.11–2018.06 | Japan | UMIN000032073 | Prospective, multicenter study | Glecaprevir/ pibrentasvir | 68 (38–88) | 140/141 | 140/141 | 141 | 101 | 1/2/3 | 41 | 100 |
Aydin et al. (38) | 2019 | 2016.06–2018.05 | Turkey | — | Real-life retrospective study | OBV/PTV/r ± DSV | 57.8 ± 10.5 | 18/18 | 18/18 | 20 | 18 | 1/3/4 | – | 20 |
OB OBV/PTV/r ± DSV + RBV | 1/1 | 1/1 | ||||||||||||
Sofosbuvir plus RBV | 1/1 | 1/1 | ||||||||||||
Borgia et al. (39) | 2019 | 2017.04.19–2018.02.28 | Canada, the United Kingdom, Spain, Israel, New Zealand, and Australia | NCT03036852 | Phase II, open-label single-arm study | Sofosbuvir/ velpatasvir | 60 (33–91) | 56/58 | 56/59 | 59 | 35 | 1/2/3/4/6 | 17 | 59 |
Butt et al. (40) | 2019 | 2017.01–2018.12 | Pakistan | — | Real-life retrospective study | Sofosbuvir 400 mg/daclatasvir 60 mg no RBV | 36.52 ± 10.90 | 27/31 | 27/31 | 31 | 11 | 1/3 | – | 31 |
Cheema et al. (41) | 2019 | 2017.08.01–2018.04.30 | Pakistan | IRCT201706 14034526N3 | Prospective, open-label, parallel, non-randomized interventional trial | Sofosbuvir plus daclatasvir | 47.22 ± 14.17 | 15/18 | 15/18 | 36 | 22 | 1/3 | 6 | 36 |
Sofosbuvir (dose adjustment) plus daclatasvir | 53.89 ± 14.11 | 14/18 | 14/18 | |||||||||||
Elmowafy et al. (42) | 2019 | — | Egypt | — | Prospective, single-center study | OBV/PTV/r ± DSV | 40.28 ± 10.9 | 10/10 | 10/10 | 34 | 23 | 4 | – | 34 |
OB OBV/PTV/r ± DSV + RBV | 43.1 ± 11.2 | 23/24 | 23/24 | |||||||||||
Goel et al. (43) | 2019 | 2015.12–2017.09 | India | — | Observational study | Sofosbuvir (dose adjustment) plus daclatasvir | 48 (19–75) | 37/41 | 37/41 | 41 | 25 | 1/3/4 | 5 | – |
Lawitz et al. (44) | 2019 | 2015.09.21–2015.12.04 | USA | RUBY-I, Cohort 2, NCT002207088 | Phase 3b, open-label, multi-center studies | OB OBV/PTV/r ± DSV + RBV | 57 (32–76) | 35/37 | 35/37 | 48 | 40 | 1a/1b | 15 | – |
OBV/PTV/r ± DSV | 11/11 | 11/11 | ||||||||||||
Lawitz et al. (44) | 2019 | 2016.01.21–2016.04.05 | USA | RUBY-II, NCT02487199 | Phase 3b, open-label, multi-center studies | OBV/PTV/r ± DSV | 57 (31–76) | 17/18 | 17/18 | 18 | 12 | 1a/4 | – | – |
Lee et al. (45) | 2019 | 2016.02–2017.04 | Korea | NCT02580474 | Open-label, multicenter, interventional, prospective single-arm study | Daclatasvir plus asunaprevir | 59 (39–82) | 16/20 | 16/21 | 21 | 13 | 1b | 4 | 21 |
Maduell et al. (46) | 2019 | 2014.04–2017.03 | Spain | – | Prospective, observational, single-center study | Daclatasvir plus asunaprevir | 53.6 ± 8.3 | 2/2 | 2/2 | 19 | 13 | 1/2/3/4 | 8 | 19 |
Grazoprevir/ elbasvir | 5/5 | 5/5 | ||||||||||||
OB OBV/PTV/r ± DSV + RBV | 8/8 | 8/8 | ||||||||||||
OBV/PTV/r ± DSV | 1/1 | 1/1 | ||||||||||||
Sofosbuvir plus daclatasvir | 3/3 | 3/3 | ||||||||||||
Mekky et al. (57) | 2019 | 2017.01–2018.01 | Egypt | NCT03341988 | Prospective multicenter cohort study | OB OBV/PTV/r ± DSV + RBV | – | 72/75 | 72/75 | 75 | 52 | 4 | 8 | 75 |
Suda et al. (48) | 2019 | 2017.11–2018.06 | Japan | UMIN 000031090 | Prospective, observational, multicenter study | Glecaprevir/ pibrentasvir | 65 (49–77) | 26/27 | 26/27 | 27 | 19 | 2 | 13 | 27 |
Tatar et al. (49) | 2019 | 2016.08–2017.05 | Turkey | – | Observational study | OB OBV/PTV/r ± DSV + RBV | 51.4 ± 12.1 | 20/20 | 20/20 | 33 | 23 | 1a/1b | – | 33 |
OBV/PTV/r ± DSV | 55.6 ± 13.9 | 13/13 | 13/13 | |||||||||||
Yaraş et al. (50) | 2019 | 2016.07–2017.10 | Turkey | – | Observational study | OBV/PTV/r ± DSV | 56.03 ± 11.83 | 22/22 | 22/22 | 25 | 15 | 1a/1b | – | 25 |
OB OBV/PTV/r ± DSV + RBV | 3/3 | 3/3 | ||||||||||||
Abd-Elsalam et al. (51) | 2020 | 2018.01–2018.09 | Egypt | – | Observational, open-label prospective study | OB OBV/PTV/r ± DSV + RBV | 62 (28–75) | 101/103 | 101/103 | 103 | 54 | – | – | – |
Choi et al. (52) | 2020 | 2016.02.01–2017.08.31 | USA | VA Corporate Data Warehouse | Retrospective cohort study | Grazoprevir/ elbasvir | – | 625/644 | 714/740 | 740 | 727 | 1a/1b | – | 563 |
Debnath et al. (53) | 2020 | 2017.01–2018.07 | India | – | Single-center, prospective, open-label observational study | Sofosbuvir/ ledipasvir | 39.4 ± 8.3 | 13/13 | 13/13 | 18 | 14 | 1/2/3 | – | 18 |
Sofosbuvir plus daclatasvir | 5/5 | 5/5 | ||||||||||||
Eletreby et al. (54) | 2020 | 2014.02–2018.07 | Egypt | – | Real-life multicenter cohort study | Sofosbuvir (dose adjustment) plus RBV | – | 4/6 | 4/6 | 353 | – | – | – | – |
Sofosbuvir (dose adjustment) plus daclatasvir | 338/347 | 338/347 | ||||||||||||
Gaur et al. (55) | 2020 | 2017.06–2018.06 | India | – | Retrospective study | Sofosbuvir/ velpatasvir | 39.8 ± 10.8 | 30/31 | 30/31 | 31 | 7 | 1/3 | – | 31 |
Gohel and Borasadia (56) | 2020 | 2017.06.01–2018.02.28 | India | – | Single-center, prospective, open-label study | Sofosbuvir/ ledipasvir | – | 39/40 | 39/40 | 43 | 29 | 1/3 | – | – |
Sofosbuvir/ velpatasvir | 3/3 | 3/3 | ||||||||||||
Lawitz et al. (57) | 2020 | 2013.10.07–2017.10.29 | USA and New Zealand | NCT01958281 | Phase 2b, open-label, non-randomized, multicenter study | Sofosbuvir (dose adjustment) plus RBV | 64 (52–70) | 4/10 | 4/10 | 38 | 26 | 1/3 | 6 | – |
Sofosbuvir plus RBV | 59 (45–75) | 6/10 | 6/10 | |||||||||||
Sofosbuvir/ ledipasvir | 59 (32–66) | 18/18 | 18/18 | |||||||||||
Lawitz et al. (70) | 2020 | 2017.03.28–2018.06.05 | Canada, Germany, Greece, Italy, Poland, Puerto Rico, South Korea, Spain, Sweden, and the United States | NCT03069365 | Phase 3b, open-label, non-randomized, multicenter study. | Glecaprevir/ pibrentasvir | – | 74/75 | 74/77 | 77 | – | 1/2/3/4/6 | – | 77 |
Li et al. (58) | 2020 | 2018.06–2020.02 | China | – | Retrospective observational study | Sofosbuvir plus daclatasvir | 50.54 ± 11.27 | 3/3 | 3/3 | 24 | 15 | 1/2 | – | 24 |
Daclatasvir plus asunaprevir | 3/3 | 3/3 | ||||||||||||
Grazoprevir/ elbasvir | 15/15 | 15/16 | ||||||||||||
Sofosbuvir/ velpatasvir | 2/2 | 2/2 | ||||||||||||
Liu et al. (59) | 2020 | 2018.06–2019.04 | China | – | One-arm, open-label, multicenter study | Grazoprevir/ elbasvir | 64 (32–85) | 38/38 | 38/40 | 40 | 23 | 1b | – | 40 |
Liu et al. (60) | 2020 | 2018.08–2019.03 | China | – | Retrospective study | Glecaprevir/ pibrentasvir | 64 (32–87) | 107/107 | 107/108 | 108 | 63 | 1/2/3/6 | 35 | – |
Morishita et al. (61) | 2020 | 2017.11–2018.06 | Japan | – | Retrospective multicenter study | Glecaprevir/ pibrentasvir | — | 24/24 | 24/24 | 24 | 16 | 1b/2 | 14 | 24 |
Mostafi et al. (71) | 2020 | 2018.10–2019.09 | Bangladesh | – | Prospective study | Sofosbuvir (dose adjustment) plus Daclatasvir | 43.70 ± 12.01 | 26/26 | 26/26 | 70 | 30 | – | – | 70 |
Sofosbuvir/ velpatasvir | 44/44 | 44/44 | ||||||||||||
Poustchi et al. (62) | 2020 | 2017.04–2018.09 | Iran | NCT03063879 | Multicenter cohort study | Sofosbuvir plus daclatasvir | 50.3 ± 13.5 | 94/94 | 94/103 | 103 | 76 | 1/2/3/4 | 39 | – |
Seo et al. (63) | 2020 | 2017.02–2018.02 | Korea | – | Retrospective study | Sofosbuvir plus RBV | 65 (27–82) | 9/9 | 9/9 | 9 | 6 | 2 | 2 | 9 |
Stein et al. (64) | 2020 | 2016.07.29–2019.06.30 | German | DRKS00009717 | Prospective national real-world registry | Glecaprevir/ pibrentasvir | – | 29/31 | 29/33 | 93 | 66 | 1/2/3/4 | – | 70 |
Grazoprevir/ elbasvir | 50/56 | 50/56 | ||||||||||||
Yap et al. (65) | 2020 | 2017–2018 | China | – | Prospective study | Glecaprevir/ pibrentasvir | – | 18/19 | 18/21 | 21 | – | 2/3/6 | – | – |
Yen et al. (66) | 2020 | 2018.08–2019.12 | China | – | Retrospective study | Glecaprevir/ pibrentasvir | 67.6 ± 12.1 | 42/42 | 42/44 | 44 | 26 | 1/2/3/4/6 | 14 | – |
Yu et al. (72) | 2020 | 2019.05–2020.04 | China | NCT03803410 and NCT03891550 | Real-world observatory study | Sofosbuvir/ velpatasvir | 65.9 ± 9.6 | 95/102 | 95/106 | 146 | 71 | 1/2/6/ | 37 | 146 |
Grazoprevir/ elbasvir | 8/9 | 8/9 | ||||||||||||
Sofosbuvir/ ledipasvir | 2/2 | 2/2 | ||||||||||||
Glecaprevir/ pibrentasvir | 27/29 | 27/29 | ||||||||||||
Cheng et al. (67) | 2021 | 2017.08–2018.12 | China | – | Real-world multicenter observatory study | Grazoprevir/ elbasvir | – | 107/107 | 107/107 | 107 | – | 1 | – | – |
Liu et al. (68) | 2021 | 2019.07–2020.03 | China | – | Real-world multicenter observatory study | Sofosbuvir/ velpatasvir | 64 (23–95) | 172/178 | 172/181 | 191 | 104 | 1/2/3/6 | 27 | 114 |
Sofosbuvir/ velpatasvir plus ribavirin | 67 (46–88) | 9/9 | 9/10 | |||||||||||
Taneja et al. (69) | 2021 | 2018.09–2021.01 | India | – | Real-life prospective study | Sofosbuvir/ velpatasvir | 42.8 ± 14.6 | 49/51 | 49/51 | 51 | 41 | 1/3/4 | 10 | 51 |
SVR, sustained virologic response; TN, total number; OBV/PTV/R, ombitasvir/paritaprevir/ritonavir; DSV, dasabuvir; RBV, ribavirin; age (range), mean ± SD or median with IQR; dose adjustment, sofosbuvir dose reduction; ITT, intention to treat; mITT, modified intention to treat.
Efficacy
Overall SVR
Our network connected 11 all-oral DAA regimens to estimate pooled SVR in HCV-infected ESRD patients. The primary efficacy according to mITT analyses found the top five DAAs, followed by OBV/PTV/R ± DSV (98.31%; 95% CI, 91.45%−99.95%), G/P (97.84%; 95% CI, 88.73%−99.92%), SOF/LDV (97.21%; 95% CI, 85.95%−99.91%), GZR/EBR (96.27%; 95% CI, 81.52%−99.85%), and SOF/VEL (95.82%; 95% CI, 78.74%−99.85%; Figure 3). Using ITT analysis, the OBV/PTV/R ± DSV, G/P, and SOF/LDV were still the most effective DAAs with SVR >95% (Supplementary Figure 1).
Subgroup analyses by genotype of HCV
The studies on DAA's efficacy for HCV-infected ESRD patients have differences in genotypes. A total of 12 studies involving 694 patients with genotype 1a were used to estimate a pooled SVR of 97.5% (95% CI, 95.8%−99.2%). Among the included DAA regimens, OBV/PTV/R ± DSV (100%; 95% CI, 90.7%−100.0%), SOF/LDV (100.0%; 95% CI, 84.6%−100.0%), GZR/EBR (96.4%; 95% CI, 94.8%−98.0%), SOF + RBV (100%; 95% CI, 80.5%−100.0%), OBV/PTV/R ± DSV + RBV (97.4%; 95% CI, 92.8%−100.0%), and G/P (100.0%; 95% CI, 95.3%−100%) had high SVR rates more than 95% (Supplementary Figure 2). On genotype 1b, 22 studies involving 739 patients estimated a pooled SVR of 99.6% (95% CI, 98.0%−100%). All the DAAs showed excellent efficacy with high SVR rates over 95%: G/P (100.0%; 95% CI, 99.0%−100.0%), OBV/PTV/R ± DSV (99.8%; 95% CI, 97.0%−100.0%), OBV/PTV/R ± DSV + RBV (100.0%; 95% CI, 95.2%−100.0%), DCV + ASV (99.2%; 95% CI, 91.2%−100.0%), and GZR + EBR (96.6%; 95% CI, 93.2%−99.4%; Supplementary Figure 3).
Five G/P studies and one SOF + RBV study provided the data used for genotype 2 HCV-infected ESRD patients. The G/P regimen showed a pooled SVR of 98.9% (95% CI, 96.7%−100%). For patients with genotype 3, 13 studies contained G/P, SOF + RBV, SOF/DCV, SOF-ad/DCV, SOF/LDV, and SOF/VEL regimens reported that treatment effects in ESRD patients, with an overall SVR rate of 98.1% (95% CI, 94.7%−100%). In most of the supported studies, SOF/DCV (98.7%; 95% CI, 93.0%−100.0%) exhibited particularly good performance; even with a reduction in the dose of SOF combined with DCV, the SVR rate was still over 98% (98.4%; 95% CI, 93.5%−100.0%). For genotype 4 patients with ESRD, OBV/PTV/R and OBV/PTV/R + RBV were the most studied regimens. The overall SVR rate was 98.1% (95% CI, 94.4%−99.9%), showing an outstanding effect (Supplementary Figure 4).
As the recommended pan-genotypic DAA therapy, G/P and SOL/VEL regimens used in HCV-infected ESRD patients included 19 studies for analysis. The G/P regimen showed a pooled SVR of 99.4% (95% CI, 98.6%−100%), and SOL/VEL had a suboptimal result with a pooled SVR of 97.0% (95% CI, 94.9%−99.1%; Figure 4).
DAA therapy subgroups analyses by grade of ESRD
Overall, 35 studies were identified to evaluate the efficacy of DAAs in HCV-infected patients with CKD5 or hemodialysis. Results show the overall SVR to be 97.5% (95% CI, 96.7%−98.4%). We also analyzed the efficacy of DAA in CHC patients with CKD4, with the overall SVR being 99.4% (95% CI, 97.4%−100.0%). Based on the most heavily weighted studies and patients, GZR/EBR and G/P had the highest SVR rates, almost 100%. Further comparison based on 10 studies involving GZR/EBR, G/P, OBV/PTV/R plus DSV or SOF-based regimens showed that the OR of achieving SVR in CKD4 vs. CKD5 was 0.75 (95% CI, 0.31–1.84) without significant difference (Supplementary Figure 5).
Subgroup analyses by cirrhosis
In this analysis, the included regimens of G/P, SOF/DCV, and OBV/PTV/R ± DSV ± RBV were included in the regimens for the majority of cirrhotic patients, with a high SVR of almost 100%. The OR of achieving SVR in cirrhotic compared to non-cirrhotic patients was 0.31 (95% CI, 0.14–0.69). No heterogeneity (I2 = 0) was found among these studies (Supplementary Figure 6).
Safety
AEs were common in HCV-infected ESRD patients treated with DAAs. It was estimated that ~59.9% (95% CI, 50.3%−69.5%) of patients would experience at least one AE during the course, GZR/EBR (38.2%; 95% CI, 6.7%−69.7%), OBV/PTV/R (35.5%; 95% CI, 18.6%−52.3%), and G/P (49.7%; 95% CI, 33.7%−65.6%) had much lower AE rates than other DAA regimens (Figure 4). The DAA regimens without RBV or SOF had the lowest AE rate (49.9%; 95% CI, 38.4%−61.5%) in HCV-infected ESRD patients, whereas regimens with RBV or/and SOF could raise the AE rate to 63.3%−95.8% (Supplementary Figure 7).
The primary AEs included anemia (44.4%; 95% CI, 32.8%−56.0%), fatigue/asthenia (18.2%; 95% CI, 11.2%−25.2%), headache (12.2%; 95% CI, 4.9%−19.5%), diarrhea (6.2%; 95% CI, 3.1%−9.2%), nausea (9.3%; 95% CI, 6.1%−12.4%), insomnia (7.0%; 95% CI, 4.1%−9.9%), and dizziness (5.6%; 95% CI, 1.2%−10.1%; Supplementary Figures 8A, B). Anemia was the most common complication in ESRD patients with DAAs for HCV treatment. Further analyses showed that the incidence rate of hemoglobin ≤ 100 g/L was 41.2% (95% CI, 29.6%−52.7%), while the rate in none-RBV-containing regimens was 26.5% (95% CI, 17.7%−35.3%) vs. 63.0% (95% CI, 49.0%−77.1%) in RBV-containing regimens. The pooled incidence rate of severe anemia with hemoglobin ≤ 80 g/L was 5.40% (95% CI, 2.7%−8.2%), which was higher in regimens with RBV (8.7%; 95% CI, 0.7%−16.7%) than in regimens without RBV (4.7%; 95% CI, 2.2%−7.2%; Supplementary Figure 9).
Discontinuation of treatment and death were also the most important safety indicators for all-oral DAAs treatments. These were rarely reported in the included studies. The estimated pooled incidence rates of discontinuation of treatment and death were 0.8% (95% CI, 0.3%−1.3%) and 0.4% (95% CI, 0%−0.8%), respectively. However, the overall SAE incidence was 8.4% (95% CI, 5.2%−11.7%) by meta-analysis estimation. The pooled SAE and mortality rates reported in OBV/PTV/R plus DSV + RBV treatment were 24.8% (95% CI, 5.9%−43.7%) and 4% (95% CI, 0%−15.6%), respectively, and were highest among the treatment regimens. The top three drugs with the highest discontinuation rates were SOF/VEL + RBV (10%, 95% CI, 0%−28.6%), OBV/PTV/R (7.1%, 95% CI, 0%−21.1%), and SOF + RBV (6.2%, 95% CI, 0%−24.3%; Supplementary Figure 10).
Discussion
This systematic review and network meta-analysis aimed to establish a hierarchy of available treatment regimens for HCV infection among patients with ESRD. To the best of our knowledge, this is the most comprehensive overview of the available efficacy and safety data for oral DAA regimens, and the main findings can be summarized below.
The key finding was that the OBV/PTV/R ± DSV regimen achieved the highest efficacy in HCV-infected ESRD patients, and similar estimated SVR rates could be achieved using the GP regimen. In addition, SOF/LDV, GZR/EBR, and SOF/VEL had only 1%−2% lower estimated SVR rates and remained alternative options for treatment.
We established the unprofitable value of Ribavirin, regardless of the difference in DAAs. The RBV did not improve the SVR of OBV/PTV/R ± DSV regimens in HCV-infected ESRD patients. The SOF-RBV and SOF-ad-RBV have the lowest SVR rates, poor performance, and should be considered obsolete.
Identifying certain genotypes before initiating therapy remains useful and may be required when drugs permit limitations or optimize treatment regimens. This study also gave priority to the selection of DAAs based on different genotypes. For HCV genotype 1a patients, in addition to OBV/PTV/R ± DSV and G/P as the optimal selection, two other combinations with SVR rates over 95% (SOF/LDV and GZR/EBR) would be recommended. Genotype 1b patients achieved excellent efficacy both in OBV/PTV/R ± DSV, GZR/EBR, and DCV/ASV, with SVR rates of approximately 99%. The G/P regimen would be the optimal solution for HCV genotype 2 ESRD patients based on the most evidence. As a relatively easy-to-treat type, HCV genotype 4 ESRD patients could achieve a higher SVR rate through OBV/PTV/R, and there were reasonable reasons to believe in the efficacy of other regimens. However, HCV genotype 3 is considered the most hard-to-treat type due to the increased incidence of cirrhosis that may reduce the SVR rate. In this meta-analysis, the SVR rate of SOF/DCV was close to 98%, and even a dose reduction of SOF combined with DCV also achieved an SVR rate of more than 95%. Thus, SOF/DCV would be a priority for genotype 3 ESRD patients, which was consistent with a previous network meta-analysis of optimal DAAs for HCV genotype 3 infection (73). As a pan-genotypic HCV drug regimen, the G/P regimen can be used to treat individuals without identifying their HCV genotype and subtype (74). In ESRD patients, G/P also showed a therapeutic superiority in all genotype subgroup analyses. The 2020 EASL (74) and 2019 AASLD (75) treatment guidelines now suggest two main regimens for G/P and SOF/VEL with pan-genotypic antiviral activity to simplify the treatment algorithm. The tolerability and effectiveness of pan-genotypic DAAs in ESRD are still unclear. By comparing those DAAs, we found the SVR of G/P was close to perfect and slightly better than SOL/VEL.
Subgroup analyses of cirrhosis suggested that ESRD patients with cirrhosis were 69% less likely to achieve SVR than those without cirrhosis. However, the influence of cirrhosis on efficacy was limited to ESRD patients using G/P and SOF/DCV regimens. Regardless of glomerular filtration rate, GZR/EBR or G/P used in ESRD patients both showed significant and comparable efficacy between CKD4 and CKD5 patients. When HCV-infected ESRD patients undergo hemodialysis, the OBV/PTV/R plus DSV and GP regimens are preferentially recommended due to the excellent efficacy of SVR, which exceeds 95%, which is much higher than other regimens. In addition, SOF/LDV, SOF/VEL, and GZR/EBR would also be good substitutes for hemodialytic patients as their SVR rates were around 94%.
A safety evaluation would identify incidences of AEs, discontinuation of treatment, and death in ESRD patients with different DAA regimens. AEs with the DAA regimens were common in ESRD patients, with an incidence of up to 59.9%. In contrast, the pooled occurrence rates of SAEs, discontinuation of treatment, and death were relatively much lower, at 8.4%, 0.8%, and 0.4%, respectively, among ESRD patients receiving DAA regimens. DAA regimens without SOF or RBV had a lower risk of common AEs.
Anemia was the most common of the reported AEs, with a pooled prevalence of 44.4%. Since anemia is a common complication of CKD, we further explored the side effects of RBV on anemia in ESRD patients. The results suggested that more than one-third of ESRD patients treated with DAAs would experience anemia, and the RBV-containing regimens increased the incidence of anemia by 30% compared with the RBV-free regimens. Moreover, anemia exacerbation was more common in patients on RBV-containing regimens. The probabilities of SAEs and deaths were much higher with OBV/PTV/R plus DSV + RBV and SOF + RBV regimens, which should be taken seriously. In addition, the SOF + RBV regimens had the highest discontinuation rate. Therefore, the use of RBV in the antiviral protocol for HCV-infected ESRD patients should be avoided. The SOF-based regimens like SOF/LDV and SOF/DCV both showed satisfactory safety profiles, which further confirmed their applicability in HCV-infected ESRD patients. The GP also had a solid safety profile with a 10% reduction in SAE rate and a 3% reduction in discontinuation rate, which had an extremely low risk of death as low as 0.1% in ESRD patients.
However, several limitations should be expounded and warrant further discussion. First, differences in the details of the study design resulted in significant heterogeneity among the included studies, which may compromise comparability. In response to this, we controlled for and explored sources of heterogeneity by choosing a random-effects model rather than a fixed-effects model for the analyses and completing subgroup analyses by genotype, cirrhosis, and ESRD class. Second, most publications reported SVR as the major outcome, with a brief accompanying safety assessment. Due to the small number of studies, it was not possible to compare SOF-based regimens with SOF-free regimens. Future studies will require detailed comparisons of safety among different DAAs. Third, the efficacy class of DAA regimens for specific HCV genotypes could not be determined, and the estimated pooled data for some DAA regimens related to specific genotypes could not be extracted separately due to the small number of patients. Fourth, we were unable to formally assess publication bias because the studies per regimen ranged from 1 to 11. Fifth, the efficacy in patients with ESRD and decompensated cirrhosis could not be explored due to the paucity of data. Sixth, the limitation of our network meta-analysis was the risk of conceptual heterogeneity, reflecting differences between trials that may impair comparability. We used several strategies to target heterogeneity: (1) we used a random-effects model (by including a study effect in our model); (2) we split the analyses for patients according to genotype, cirrhosis, and CKD grade; and (3) we performed analyses between mITT study and ITT study to increase homogeneity, which showed similar results. Moreover, SVR is an objective outcome that decreases the risk of heterogeneity. Nonetheless, we do not expect publication bias as the HCV field is rapidly evolving.
Conclusion
The G/P would be recommended as the best option for the treatment of pan-genotypic HCV-infected ESRD patients due to its highest efficacy and safety; the SOF/VEL would be a suboptimal option. SOF/DCV had an advantage in the treatment of genotype 3 HCV patients. SOF-based DAA regimens had satisfactory safety profiles in HCV-infected ESRD patients; meanwhile, RBV should be counted out from HCV antiviral regimens in ESRD patients.
Data availability statement
The original contributions presented in the study are included in the article/Supplementary material, further inquiries can be directed to the corresponding author.
Author contributions
YYZ and YHX carried out the literature screening. YHX and RCC made the assessment and data extraction. YXZ and RCC wrote the article and prepared the figures and tables. YXZ designed the research and made the data analysis. YZX and XLW reviewed all the data, code, analysis, and results. All authors contributed to the article and approved the submitted version.
Acknowledgments
We thank the participators in this study.
Funding Statement
This study was supported by the Natural Science Foundation of Hunan Province (Grant No. 2020JJ5954), the National Natural Sciences Foundation of China (Grant Nos. 82070613 and 81970550), the Innovation Driven Project of Central South University (Grant No. 2020CX044), and the Innovative Talented Project of Hunan Province (2022 RC 1212 to RCC).
Abbreviations
AEs, adverse events; ASV, asunaprevir; CI, credible interval; DAAs, direct-acting antiviral regimens; DCV, daclatasvir; ESRD, end-stage renal disease; G/P, glecaprevir/pibrentasvir; GZR/EBR, grazoprevir-elbasvir; HCC, hepatocellular carcinoma; HCV, hepatitis C virus; LDV, ledipasvir; OBV/PTV/R, ombitasvir/paritaprevir/ritonavir; OBV/PTV/R plus DSV, ombitasvir /paritaprevir/ritonavir plus dasabuvir; RBV, ribavirin; SAEs, serious adverse events; SOF, sofosbuvir; SVR, sustained virologic response; VEL, velpatasvir.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher's note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fpubh.2023.1179531/full#supplementary-material
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Data Availability Statement
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