Abstract
Introduction: Guideline-directed renin-angiotensin-aldosterone system inhibitor (RAASi) therapy is rarely achieved in clinical settings, often due to hyperkalaemia. We assessed the potassium binder, patiromer, on continuation of RAASi therapy in hyperkalaemic patients with chronic kidney disease (CKD) and type 2 diabetes mellitus (T2DM) in the AMETHYST-DN trial, propensity score-matched to a real-world cohort not receiving patiromer (Salford Kidney Study). Methods: The phase 2, open-label AMETHYST-DN trial (NCT01371747) randomized 304 adults with CKD on RAASi, T2DM, hyperkalaemia (serum potassium [sK+] >5.0 mEq/L), and hypertension to receive patiromer, 8.4–33.6 g/day for 12 months. Patients underwent propensity score matching for systolic blood pressure (BP), heart failure status, and estimated glomerular filtration rate (eGFR), with 321 patients with CKD, T2DM, hyperkalaemia, and on RAASi from a prospective CKD cohort (Salford Kidney Study). Changes in RAASi utilization, sK+, BP, proteinuria, and eGFR during 12-month follow-up were assessed by Mann-Whitney U or χ2 tests. Results: Matching produced 135:135 patients with no significant differences in age, sex, systolic BP, sK+, eGFR, or heart failure status, although differences in diastolic BP remained (p < 0.001). After 12 months, 100% of AMETHYST-DN patients receiving patiromer remained on RAASi therapy, whereas 38.5% of the Salford Kidney Cohort discontinued RAASi (p < 0.001); hyperkalaemia contributed in 16% of patients (42% of RAASi discontinuations). Significantly greater reductions in sK+ and BP, but not proteinuria or eGFR, were observed in AMETHYST-DN, compared with Salford Kidney Study patients (p < 0.05). Conclusions: These results demonstrate the benefit of patiromer for sK+ management to enable RAASi use while revealing beneficial effects on BP.
Plain Language Summary
Treatment with renin-angiotensin-aldosterone system inhibitors (RAASis) is effective in patients with chronic kidney disease (CKD). However, RAASi therapy is frequently discontinued, often due to a potentially dangerous increase in serum potassium (sK+), known as hyperkalaemia. The potassium binder, patiromer, has been shown to reduce sK+ levels, thereby supporting RAASi use. This study compared RAASi use in 135 patients with CKD and type 2 diabetes mellitus each from two studies; one where patients received the potassium binder patiromer (AMETHYST-DN), and one where patients did not receive patiromer (the Salford Kidney Study). After 12 months, 100% of AMETHYST-DN patients remained on RAASi therapy, whereas 38.5% of patients in the Salford Kidney study discontinued RAASi. Greater improvements in sK+ and blood pressure (BP) were observed in AMETHYST-DN, compared with Salford Kidney Study patients. Together, these demonstrate the benefit of patiromer for sK+ management to enable RAASi use while revealing beneficial effects on BP.
Introduction
Renin-angiotensin-aldosterone system inhibitors (RAASis) are the cornerstone for managing patients with chronic kidney disease (CKD). The clinical benefits of RAASis have been well established in both renal and cardiovascular diseases [1‒5], reducing both the progression of kidney disease and the risk of end-stage renal disease [3, 5, 6], as well as improving cardiovascular outcomes including reduced risk of hospitalization with heart failure (HF) [3], myocardial infarction, stroke, and cardiovascular death [7], and all-cause mortality [8].
Patients with CKD are at increased risk of hyperkalaemia due to dysregulation of potassium (K+) homoeostasis following a reduction in kidney function [9, 10]. Increased risk of hyperkalaemia also occurs in patients with HF, or both HF and CKD [9, 10], and is further increased by comorbid insulin resistance [11] or RAASi use [12, 13]. Importantly, hyperkalaemia is associated with increased hospitalizations, all-cause and cardiovascular mortality, peripheral neuropathy, and renal tubular acidosis [14], with mortality rates as high as one-third reported in patients with severe hyperkalaemia (serum K+ [sK+] ≥6.5 mEq/L) [15] or in hyperkalaemic patients with combined CKD, HF, and type 2 diabetes mellitus (T2DM) [13]. Hyperkalaemia often leads to RAASi dose reduction or discontinuation [1, 3, 5, 16]. A large US database study found that RAASi dose was reduced from optimal levels, or stopped entirely, 47% of the time following moderate-to-severe hyperkalaemic events [16], this being associated with a two-fold increase in mortality and worse cardio-renal outcomes compared with patients on optimal RAASi [16]. For this reason, the Kidney Disease Improving Global Outcomes (KDIGO) Guidelines recommend RAASi dose reduction or discontinuation in hyperkalaemic patients as a final resort only, following failure of all other therapeutic options to lower sK+ [17]. It is recognized that once stopped, RAASis are frequently never restarted despite ongoing clinical need.
Patiromer is an oral non-absorbed calcium-exchange potassium binder, which acts to bind potassium ions in the gastrointestinal tract, leading to potassium excretion in faeces [18]. In patients with hyperkalaemia, long-term patiromer has been shown to reduce sK+ and enable optimum RAASi therapy in numerous clinical trials [19‒25], with evidence of long-term efficacy and safety up to 12 months [20, 26]. The ability of patiromer to reduce serum aldosterone levels, blood pressure (BP), and albumin-to-creatinine ratio in hyperkalaemic patients has also been reported, although less extensively [20, 27].
The overall aim of this study was to assess the impact of patiromer on the continuation of RAASi therapy in patients with CKD and T2DM enrolled in the AMETHYST-DN trial (hereafter referred to as AMETHYST), compared with a propensity score-matched, real-world cohort of patients not receiving patiromer from the Salford Kidney Study. The impact of RAASi enablement with patiromer on proteinuria and BP was studied as a secondary aim.
Materials and Methods
AMETHYST methods have been described previously [20]. Briefly, AMETHYST (NCT01371747) was a multicentre, phase 2, open-label trial of patiromer in 304 adult patients on RAASi with CKD (estimated glomerular filtration rate [eGFR] 15–<60 mL/min/1.73 m2), T2DM, hyperkalaemia (sK+ >5.0 mEq/L), and hypertension (average systolic BP >130 to ≤180 mm Hg and diastolic BP >80 to ≤110 mm Hg). Patients were randomized to patiromer 8.4–33.6 g/day, depending on baseline hyperkalaemia stratification, for an 8-week treatment phase followed by a 44-week maintenance phase. Patiromer was titrated throughout the trial period as needed to reach and maintain serum K+ ≤5.0 mEq/L. The protocol was approved by local or national independent ethics committees at each study site.
Detailed methods of the Salford Kidney Study are also published elsewhere [28]. In brief, the Salford Kidney Study is a prospective observational cohort of non-dialysis CKD patients in Salford, Greater Manchester, UK. Starting in 2002, the study has recruited adult patients with CKD (eGFR <60 mL/min/1.73 m2), who were able to provide informed consent and were referred to the renal services at Salford Royal Hospital, in the Northern Care Alliance NHS Foundation Trust.
From the 3,564 patients recruited into the Salford Kidney Study, 321 patients of white ethnicity with CKD, T2DM, hyperkalaemia, and receiving RAASi underwent propensity score matching with the 304 AMETHYST patients (online suppl. Fig. 1; for all online suppl. material, see https://doi.org/10.1159/000533753). Matching was performed for systolic BP, HF status, and eGFR at baseline by propensity scores generated from a logistic regression analysis (1:1, nearest neighbour method, calliper distance 0.2) (Table 1). All patients were followed up for a minimum duration of 12 months after hyperkalaemia detection (Table 1). The median change in sK+, urine albumin-to-creatine ratio (uACR), eGFR, and BP over the 12-month follow-up was calculated by subtracting the data for each individual patient at 12 months from the baseline value for this individual then calculating median interquartile range (IQR) for each group. p values comparing the change from baseline in AMETHYST and the Salford Kidney Study were generated by Mann-Whitney U tests for continuous variables or χ2 test for categorical variables. Changes in the percentage of patients on RAASi (recorded as “yes” or “no”) were also assessed. All analyses were performed using IBM SPSS version 24 registered to the University of Manchester, Manchester, UK.
Baseline demographics of patients in the total and matched AMETHYST and Salford Kidney Study cohorts
Baseline variable . | Total sample . | Matched sample . | ||||
---|---|---|---|---|---|---|
AMETHYST N = 304 . | Salford N = 321 . | p value . | AMETHYST n = 135 . | Salford n = 135 . | p value . | |
Age, years | 68 (61–73) | 69 (61–75) | 0.123 | 66 (60–73) | 69 (61–75) | 0.075 |
Sex (male) | 192 (63.2%) | 204 (63.6%) | 0.919 | 80 (59.3%) | 89 (65.9%) | 0.258 |
Systolic BP, mm Hg | 155 (147–165) | 140 (126–156) | <0.001 | 152 (145–162) | 151 (138–162) | 0.598 |
Diastolic BP, mm Hg | 84 (77–93) | 70 (60–78) | <0.001 | 84 (74–93) | 72 (61–80) | <0.001 |
Heart failure | 105 (34.5%) | 67 (20.9%) | <0.001 | 31 (23.0%) | 35 (25.9%) | 0.571 |
RAASi | 304 (100%) | 321 (100%) | 1.00 | 135 (100%) | 135 (100%) | 1.00 |
sK+, mEq/L | 5.2 (5.1–5.4) | 5.3 (5.2–5.5) | 0.001 | 5.3 (5.1–5.5) | 5.3 (5.1–5.5) | 0.562 |
eGFR, mL/min/1.73 m2 | 38 (30–49) | 24 (18–34) | <0.001 | 33 (25–40) | 31 (23–40) | 0.904 |
Follow-up, months | 12.13 (5.9–12.1) | 12.1 (11.5–12.9) | <0.001 | 12.13 (4.5–12.1) | 12.3 (11.58–13.28) | <0.001 |
Baseline variable . | Total sample . | Matched sample . | ||||
---|---|---|---|---|---|---|
AMETHYST N = 304 . | Salford N = 321 . | p value . | AMETHYST n = 135 . | Salford n = 135 . | p value . | |
Age, years | 68 (61–73) | 69 (61–75) | 0.123 | 66 (60–73) | 69 (61–75) | 0.075 |
Sex (male) | 192 (63.2%) | 204 (63.6%) | 0.919 | 80 (59.3%) | 89 (65.9%) | 0.258 |
Systolic BP, mm Hg | 155 (147–165) | 140 (126–156) | <0.001 | 152 (145–162) | 151 (138–162) | 0.598 |
Diastolic BP, mm Hg | 84 (77–93) | 70 (60–78) | <0.001 | 84 (74–93) | 72 (61–80) | <0.001 |
Heart failure | 105 (34.5%) | 67 (20.9%) | <0.001 | 31 (23.0%) | 35 (25.9%) | 0.571 |
RAASi | 304 (100%) | 321 (100%) | 1.00 | 135 (100%) | 135 (100%) | 1.00 |
sK+, mEq/L | 5.2 (5.1–5.4) | 5.3 (5.2–5.5) | 0.001 | 5.3 (5.1–5.5) | 5.3 (5.1–5.5) | 0.562 |
eGFR, mL/min/1.73 m2 | 38 (30–49) | 24 (18–34) | <0.001 | 33 (25–40) | 31 (23–40) | 0.904 |
Follow-up, months | 12.13 (5.9–12.1) | 12.1 (11.5–12.9) | <0.001 | 12.13 (4.5–12.1) | 12.3 (11.58–13.28) | <0.001 |
Continuous laboratory values are expressed as median (interquartile range) and p values are generated by Mann-Whitney U Test. Categorical values are expressed as number (%) as indicated, and p values are generated by χ2 test.
BP, blood pressure; eGFR, estimated glomerular filtration rate; RAASi, renin-angiotensin-aldosterone system inhibitor; sK+, serum potassium.
Results
From the 3,564 patients recruited into the Salford Kidney Study, 321 patients with CKD, T2DM, and hyperkalaemia receiving RAASi underwent propensity score matching with the 304 AMETHYST patients (online suppl. Fig. 1). Baseline demographics of patients with T2DM, CKD, and hyperkalaemia receiving RAASi are shown in Table 1 both before and after matching.
Prior to matching, the median age in the AMETHYST and the Salford Kidney Study subset was 68 (IQR 61–73) and 69 (IQR 61–75) years, respectively, with 63.2% and 63.6% of patients being male. Although all patients were receiving RAASi at baseline in both cohorts, patients in the AMETHYST cohort had significantly higher eGFR, systolic and diastolic BP, and frequency of HF at baseline but significantly lower sK+, compared with patients in the Salford Kidney Study.
Following propensity score matching to produce a cohort of 135:135 patients, no significant differences were observed in age, sex, systolic BP, prevalence of HF, sK+, or eGFR at baseline. However, significant differences remained for diastolic BP (84 [IQR 74–93] mm Hg in AMETHYST and 74 [IQR 61–80] mm Hg in the Salford Kidney Study).
At 12-month follow-up, sK+ was reduced from baseline in both cohorts (Fig. 1a). The reduction in sK+ was significantly greater in AMETHYST patients receiving patiromer compared with Salford Kidney Study patients, none of whom were receiving patiromer (−0.5 [IQR −0.9 to −0.1] mEq/L vs. −0.3 [IQR −0.5 to 0.1] mEq/L, respectively, p < 0.001).
Changes in serum potassium (a) and RAASi use (b) in AMETHYST and Salford Kidney Study cohorts at 12-month follow-up (matched sample). Serum potassium is expressed as median (IQR), and RAASi use is expressed as % of patients. p values were generated by Mann-Whitney U tests and χ2 test, respectively. FU, follow-up; IQR, interquartile range; RAASi, renin-angiotensin-aldosterone system inhibitor.
Changes in serum potassium (a) and RAASi use (b) in AMETHYST and Salford Kidney Study cohorts at 12-month follow-up (matched sample). Serum potassium is expressed as median (IQR), and RAASi use is expressed as % of patients. p values were generated by Mann-Whitney U tests and χ2 test, respectively. FU, follow-up; IQR, interquartile range; RAASi, renin-angiotensin-aldosterone system inhibitor.
At follow-up, 100% of AMETHYST patients remained on RAASi treatment, whereas levels of RAASi use were reduced significantly by 38.5%, compared with baseline, in the Salford Kidney Cohort (p < 0.001) (Fig. 1b). The reasons for RAASi discontinuation are shown in Table 2. In total, 52 patients in the Salford Kidney Cohort had RAASi discontinued over the 12-month follow-up. Of these, hyperkalaemia was noted as a contributing factor for RAASi discontinuation in 22 patients (specifically, hyperkalaemia was stated directly as the reason for RAASi discontinuation in 10 patient records, while episode(s) of hyperkalaemia [sK+ >5.4 mEq/L] prior to discontinuation were noted in an additional 12 patient records). No reason or evidence of hyperkalaemia was identified in the records of 21 patients, while other less frequent reasons captured for RAASi discontinuation included low BP, low eGFR or decreases in eGFR, and acute kidney injury.
Reasons for RAASi discontinuation in Salford Kidney Study patients during 12-month follow-up
Reason for RAASi discontinuation . | Salford N = 321 . |
---|---|
Patients discontinuing RAASia | 52 |
No reason identified | 21 |
No reason identified; however, episodes of hyperkalaemia reported | 12 |
Hyperkalaemia | 10 |
Low BP | 7 |
Acute kidney injury | 2 |
Decrease in eGFR | 2 |
Reason for RAASi discontinuation . | Salford N = 321 . |
---|---|
Patients discontinuing RAASia | 52 |
No reason identified | 21 |
No reason identified; however, episodes of hyperkalaemia reported | 12 |
Hyperkalaemia | 10 |
Low BP | 7 |
Acute kidney injury | 2 |
Decrease in eGFR | 2 |
eGFR, estimated glomerular filtration rate; RAASi, renin-angiotensin-aldosterone system inhibitor.
aMore than one reason for discontinuation provided for some patients.
Reduction in systolic BP at follow-up was significantly greater in AMETHYST patients receiving patiromer compared with Salford Kidney Study patients not receiving patiromer (−15 [IQR −25 to −3] mm Hg vs. 1 [IQR −26 to 12] mm Hg, respectively, p = 0.002) (Fig. 2a). Similar results were observed for diastolic BP (−7 [IQR −16 to 3] mm Hg vs. −2 [IQR −11 to 7] mm Hg, respectively, p = 0.018) (Fig. 2b).
Changes in systolic (a) and diastolic (b) BP in AMETHYST and Salford Kidney Study cohorts at 12-month follow-up (matched sample). Variables are expressed as median (IQR) and p values were generated by Mann-Whitney U tests. FU, follow-up; IQR, interquartile range.
Changes in systolic (a) and diastolic (b) BP in AMETHYST and Salford Kidney Study cohorts at 12-month follow-up (matched sample). Variables are expressed as median (IQR) and p values were generated by Mann-Whitney U tests. FU, follow-up; IQR, interquartile range.
Change in proteinuria, as measured by uACR, over the 12-month follow-up was not significantly different between AMETHYST and Salford Kidney Study patients (−7 [IQR −220 to 99] vs. 0.01 [IQR −106 to 170] mg/g, respectively, p = 0.093) (Fig. 3a). Similarly, no significant differences were observed for eGFR (−2 [IQR −7 to 10] vs. −2 [IQR −6 to 2] mL/min/1.73 m2, respectively, p = 0.169 (Fig. 3b).
Changes in uACR (a) and eGFR (b) in AMETHYST and Salford Kidney Study cohorts at 12-month follow-up (matched sample). Variables are expressed as median (IQR), and p values were generated by Mann-Whitney U tests. eGFR, estimated glomerular filtration rate; FU, follow-up; IQR, interquartile range; uACR, urine albumin-to-creatinine ratio.
Changes in uACR (a) and eGFR (b) in AMETHYST and Salford Kidney Study cohorts at 12-month follow-up (matched sample). Variables are expressed as median (IQR), and p values were generated by Mann-Whitney U tests. eGFR, estimated glomerular filtration rate; FU, follow-up; IQR, interquartile range; uACR, urine albumin-to-creatinine ratio.
Discussion
The overall aim of this study was to assess the impact of patiromer on the continuation of RAASi therapy in patients with CKD, T2DM, and hyperkalaemia enrolled in the AMETHYST trial, compared with a propensity score-matched, real-world cohort of patients not receiving patiromer from the Salford Kidney Study. Notably, this study found that in AMETHYST, sustained RAASi use was reported in 100% of patients receiving patiromer after 12 months, compared with 61.5% of patients in the Salford Kidney Study who did not receive patiromer. Of the 52 patients in the Salford Kidney Study who discontinued RAASi during the study period, discontinuation in 22 patients could be related to hyperkalaemia. A significantly greater reduction in sK+ was also observed in AMETHYST patients receiving patiromer compared with Salford Kidney Study patients. Simultaneous enablement of RAASi therapy and management of sK+ levels by patiromer, as shown in the current study, has previously been reported in other cardio-renal patient populations. For instance, the PEARL-HF trial found that in patients with chronic HF, and either a history of hyperkalaemia, leading to discontinuation of RAASi or beta-blocker therapy, or CKD treated with RAASi or beta-blocker therapy, patiromer significantly reduced the incidence of hyperkalaemia and enabled more patients to be treated with spironolactone, compared with placebo [19, 24]. Similarly, the OPAL-HK and AMBER trials reported RAASi enablement alongside a reduction in sK+ in patients with CKD and hyperkalaemia or resistant hypertension and advanced CKD, respectively [21, 22, 25]. Most recently, the DIAMOND trial demonstrated the ability of patiromer to enable RAASi optimization in 85% of patients with HF with reduced ejection fraction and either current or a history of RAASi-related hyperkalaemia, during a 12-week run-in period wherein all patients received patiromer [26]. The subsequent treatment phase of the DIAMOND trial, in which patients who achieved specified target doses of RAASi therapy during the run-in phase were randomized to either continue or withdraw from patiromer, additionally demonstrated the ability of patiromer to limit changes in sK+, number of HK events, and risk of mineralocorticoid receptor antagonist dose reduction [26]. The current study adds to this portfolio by demonstrating RAASi enablement alongside significant reductions in sK+ in patients with CKD, T2DM, and hyperkalaemia receiving patiromer as part of the AMETHYST trial, compared with propensity-matched patients not receiving patiromer in the real-world Salford Kidney Study. Although long-term outcomes were not studied in the current report, the clinical benefits of RAASi in both renal and cardiovascular diseases [1‒5] and the detrimental effects of RAASi discontinuation [16] are well established; therefore, these data suggest that enablement of RAASi treatment with patiromer has the potential to substantially benefit patient prognosis.
A secondary aim of the current analysis was to assess the impact of RAASi enablement with patiromer on BP and proteinuria. This study revealed a significantly greater reduction in systolic and diastolic BP in AMETHYST patients receiving patiromer, compared with Salford Kidney Study patients, although no significant differences in changes in eGFR or uACR were observed.
The mechanisms responsible for the beneficial effects of patiromer on both systolic and diastolic BP in the current study are likely secondary to the continuation of RAASi enabled by patiromer in the AMETHYST cohort. However, reductions in serum aldosterone with patiromer, as previously observed in the OPAL study [27], could also be involved. Similarly, the limited improvements in BP observed in the Salford Kidney Study may reflect the haemodynamic effects of RAASi discontinuation, as previously reported following RAASi discontinuation in patients with CKD [29]. A statistically significant decrease in uACR was not observed between AMETHYST and Salford Kidney Study cohorts, potentially due to variation in the timing of RAASi discontinuation in patients in the Salford Kidney Cohort or the short length of follow-up. It is also possible that changes to eGFR may be hidden in Salford Kidney Study patients not receiving patiromer by the acute impact of discontinuing RAASi on eGFR [29, 30]; however, this is unclear. It is also worth noting that although RAASi dosage in AMETHYST was protocol mandated, modification of RAASi dosage in the Salford Kidney Study cohort was allowed as part of clinical care but would not have been captured by the binary RAASi (yes/no) analysis in the current study, potentially leading to increased variation within this dataset.
In 2020, a study by Ali and colleagues set a precedent for the use of propensity score matching analysis with the real-world Salford Kidney Study cohort to generate a placebo-like comparison arm for clinical trials studying hyperkalaemia [31]. In the study by Ali et al. [31], propensity score matching with the Salford Kidney Study was used as substitute for a control arm to the OPAL-HK study to support the ability of patiromer to reduce sK+ in CKD patients on multiple RAASis. Compared with the current study, propensity score matching by Ali et al. was based on similar variables (except for diabetes status rather than baseline systolic BP and RAASi utilization) but included 87 precisely matched patients over a shorter follow-up of approximately 1 month [31] to fit with the design of OPAL-HK.
Limitations of this study include the use of retrospective real-world data, which can be affected by a lack of quality in data recording. However, all data in this study were cross-checked to ensure all patients’ parameters were accurate at the point of entry into the analysis. It is also possible that a longer follow-up time and larger study numbers would have provided greater insight into changes of secondary outcome measures that may not have been captured with the current study design. Generalizability of data could be improved by the inclusion of patients from a wider range of ethnicities.
Overall, these data suggest that addition of patiromer to RAASi reduces sK+ levels and enables continuation of RAASi treatment in patients with CKD, T2DM, and hyperkalaemia over 1 year of follow-up. This study also revealed the beneficial impact of patiromer on systolic and diastolic BP, without substantial effects on eGFR or proteinuria, which may be secondary to RAASi enablement. Together, these results complement the growing portfolio of data demonstrating the benefits of patiromer for management of sK+ to enable RAASi use and further support the use of patiromer, alongside RAASi therapy, in patients with cardio-renal diseases.
Statement of Ethics
The Salford Kidney Study received ethical approval from the Northwest Greater Manchester South Research Ethics Committee (REC15/NW/0818). The AMETHYST study was conducted at 48 sites in 5 European countries. The protocol was approved by local or national independent ethics committees at each study site. Protocols were approved in line with International Conference on Harmonisation and Declaration of Helsinki principles, as well as local requirements. All patients in both studies provided written informed consent before any study-specific procedures were performed.
Conflict of Interest Statement
Rajkumar Chinnadurai and Sharmilee Rengarajan report no conflicts of interest. Jeffrey J. Budden and Carol Moreno Quinn report employment and shareholdings from CSL Vifor. Philip A. Kalra reports having received honoraria for lecturing and advisory board attendance from CSL Vifor and AstraZeneca and institutional research funding from CSL Vifor.
Funding Sources
This study was supported by Vifor Fresenius Medical Care Renal Pharma Ltd. Medical writing support was provided by Bethan Brown and Nicola Illingworth at AXON Communications (London) and funded by Vifor Fresenius Medical Care Renal Pharma Ltd.
Author Contributions
Rajkumar Chinnadurai, Sharmilee Rengarajan, Jeffrey J. Budden, Carol Moreno Quinn, and Philip A. Kalra: substantial contributions to the conception or design of the work; or the acquisition, analysis, or interpretation of data for the work; and drafting the work or revising it critically for important intellectual content; and final approval of the version to be published; and agreement to be 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.
Data Availability Statement
The data are not yet publicly available due to ethical reasons. The data underlying this article will be shared on reasonable request to the corresponding author.