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Article

KCNJ5 Somatic Mutations in Aldosterone-Producing Adenoma Are Associated with a Greater Recovery of Arterial Stiffness

1
National Taiwan University College of Medicine Graduate Institute of Clinical Medicine, Taipei 100, Taiwan
2
Cardiology Division of Cardiovascular Medical Center, Far Eastern Memorial Hospital, New Taipei City 220, Taiwan
3
Division of Cardiology, Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei 100, Taiwan
4
Center of General Education, Chihlee University of Technology, New Taipei City 220, Taiwan
5
Department of Internal Medicine, National Taiwan University Hospital Yun-Lin Branch, Yun-Lin 640, Taiwan
6
Department of Internal Medicine, National Taiwan University Hospital Jin-Shan Branch, New Taipei City 220, Taiwan
7
Department of Medical Imaging, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei 100, Taiwan
8
Department of Medicine, National Taiwan University Cancer Center, Taipei 106, Taiwan
9
Department of Computer Science and Engineering, Yuan Ze University, Taoyuan City 320, Taiwan
10
Department of Obstetrics and Gynecology, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei 100, Taiwan
11
Division of Nephrology, Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei 100, Taiwan
12
Department of Agronomy, Biometry Division, National Taiwan University, Taipei 106, Taiwan
13
Cardiovascular Center, National Taiwan University Hospital, Taipei 100, Taiwan
*
Authors to whom correspondence should be addressed.
Cancers 2021, 13(17), 4313; https://doi.org/10.3390/cancers13174313
Submission received: 26 July 2021 / Revised: 22 August 2021 / Accepted: 22 August 2021 / Published: 26 August 2021

Abstract

:

Simple Summary

Primary aldosteronism (PA) is the most common form of secondary hypertension and induces various cardiovascular injuries. Aldosterone-producing adenoma (APA) is one of the major forms of PA. The occurrence of APA is closely correlated with somatic mutations, including KCNJ5. We described here the impact of KCNJ5 somatic mutations on arterial stiffness excluding the influence of age, sex, and blood pressure status. We found KCNJ5 mutation carriers had similar arterial stiffness before surgery, but greater improvement of arterial stiffness after adrenalectomy compared with non-carriers. Hence, APA patients with KCNJ5 mutations had a greater improvement in arterial stiffness after adrenalectomy than those without mutations.

Abstract

Primary aldosteronism is the most common form of secondary hypertension and induces various cardiovascular injuries. In aldosterone-producing adenoma (APA), the impact of KCNJ5 somatic mutations on arterial stiffness excluding the influence of confounding factors is uncertain. We enrolled 213 APA patients who were scheduled to undergo adrenalectomy. KCNJ5 gene sequencing of APA was performed. After propensity score matching (PSM) for age, sex, body mass index, blood pressure, number of hypertensive medications, and hypertension duration, there were 66 patients in each group with and without KCNJ5 mutations. The mutation carriers had a higher aldosterone level and lower log transformed brachial–ankle pulse wave velocity (baPWV) than the non-carriers before PSM, but no difference in log baPWV after PSM. One year after adrenalectomy, the mutation carriers had greater decreases in log plasma aldosterone concentration, log aldosterone–renin activity ratio, and log baPWV than the non-carriers after PSM. Only the mutation carriers had a significant decrease in log baPWV after surgery both before and after PSM. KCNJ5 mutations were not correlated with baseline baPWV after PSM but were significantly correlated with ∆baPWV after surgery both before and after PSM. Conclusively, APA patients with KCNJ5 mutations had a greater regression in arterial stiffness after adrenalectomy than those without mutations.

Graphical Abstract

1. Introduction

Primary aldosteronism (PA) is the most common form of secondary endocrine hypertension, which accounts for 5–15% of all cases of hypertension [1,2,3]. Excessive aldosterone results in various vascular structure injuries. Previous animal studies have shown that aldosterone infusion in uninephrectomized rats accompanied with a high sodium diet could cause increased arterial stiffness associated with fibronectin accumulation [4]. In addition, this effect was independent of wall stress as shown by normotensive controls and reversal of vascular damage by treatment with an aldosterone antagonist [4]. In clinical studies, increased carotid–femoral pulse wave velocity (PWV), which represents increased arterial stiffness, has been noted in patients with PA compared to patients with essential hypertension (EH) after adjusting for all clinical variables including 24 h blood pressure [5]. These effects on arteries have been shown to be reversed after adrenalectomy [6,7].
Aldosterone-producing adenoma (APA) is one of the major subtypes of PA, and it can be cured by adrenalectomy [8,9]. Channelopathies resulting from somatic mutations have been identified as the main pathogenesis of APA in recent years [10,11,12,13,14]. Mutations of the KCNJ5 gene (coding for G protein-activated inward rectifier potassium channels [10]) are the most common, with a prevalence rate of around 40% in Western countries [15,16,17] but 55–75% in Asian countries [18,19,20,21]. Some common clinical phenotypes in both Western and Asian APA patients with KCNJ5 mutations have been observed, including younger age, higher aldosterone level, lower potassium level, and higher hypertension cure rate [15,16,17,22]. However, differences in sex and tumor size have not been found in most Asian studies [20,23,24].
Previous studies have reported associations between KCNJ5 somatic mutations and worse left ventricular remodeling but better recovery after adrenalectomy [22,25]. However, only a few studies have investigated the impact of KCNJ5 somatic mutations on arterial stiffness. Previous studies have reported a lower PWV in APA patients with KCNJ5 mutations compared to those without mutations [23,24]. However, a younger age in patients with mutations would cause a lower PWV, which would then interfere with the interpretation of the effect of KCNJ5 mutations. In contrast, an earlier study from our group showed that APA patients with KCNJ5 mutations had comparable PWV to patients without KCNJ5 mutations both before and after matching for age, sex, and body mass index [26]. In addition, the influence of KCNJ5 mutations on the change in PWV after adrenalectomy is still unclear.
This study was designed to investigate the role of KCNJ5 mutations on arterial stiffness and its reversal after adrenalectomy. We used propensity score matching (PSM) analysis to attenuate possible confounding factors.

2. Materials and Methods

2.1. Patients

In this prospective study, we enrolled 213 APA patients who were scheduled to undergo adrenalectomy from January 2007 to May 2019 at National Taiwan University Hospital. The medical histories, including demographic data, severity of blood pressure, and medications of all patients were reviewed carefully. Serum biochemical and brachial–ankle pulse wave velocity (baPWV) data were acquired at the initial evaluation of the patients, and again 1 year after adrenalectomy. Cure was defined as patients who had normalized blood pressure (systolic blood pressure (SBP) < 140 mmHg and diastolic blood pressure (DBP) < 90 mmHg) independently of any antihypertensive drugs after adrenalectomy, which is the same as the definition of “completely clinically cured” proposed by the Primary Aldosteronism Surgical Outcomes (PASO) group [27]. Informed consent was obtained from all patients prior to inclusion in the study, and the study was approved by the Ethics Committee of National Taiwan University Hospital (approval number: 200611031R).

2.2. Laboratory Measurements

Plasma aldosterone concentration (PAC) was measured using a commercial radioimmune assay kit (Aldosterone Maia Kit; Adaltis Italia, Bologna, Italy). Plasma renin activity (PRA) was measured according to the generation of angiotensin-I in vitro using a commercial radioimmune assay kit (DiaSorin, Stillwater, MN, USA). The aldosterone-to-renin ratio (ARR) was calculated as the PAC divided by the PRA.

2.3. Diagnostic Criteria for Aldosterone-Producing Adenomas

The diagnosis of APA was confirmed according to the consensus of the Taiwan Society of Aldosteronism [28] and “modified four corner criteria” after adrenalectomy [29,30] as follows: (1) excess aldosterone production in accordance with an ARR > 35, TAIPAI score > 60% [31], and seated post-saline loading PAC > 16 ng/dL or urine aldosterone > 12 μg/24 h [32]; (2) adenoma on a CT scan; (3) lateralization of excessive aldosterone secretion according to adrenal venous sampling or dexamethasone suppression NP-59 single-photon emission computed tomography (SPECT/CT) [33]; (4) adenoma in histopathological analysis after adrenalectomy, and subsequently either a biochemical cure pattern with improvement of hypertension or clinical cure pattern of hypertension without antihypertensive drugs.

2.4. Arterial Stiffness Evaluation

We measured the baPWV of the patients in a supine position with an autonomic waveform analyzer (Colin VP-2000, Omron Inc., Kyoto, Japan) after a rest of at least 15 min. The analyzer recorded bilateral brachial and tibial arterial pressure waveforms, phonocardiogram, and electrocardiogram. The time difference from brachial to ankle arterial pressure wave was determined according to the wave front velocity theory [34]. The distance between arm and ankle was expressed as a linear equation of height. The baPWV was calculated as the distance divided by the time difference. Finally, the average of right and left baPWV values in each patient was used for further analysis.

2.5. Adrenalectomy

All of the APA patients underwent laparoscopic adrenalectomy via a lateral trans-peritoneal approach by experienced laparoscopic surgeons.

2.6. Histopathologic Studies

Adrenal specimens were blindly assessed by an experienced pathologist. Nodules comprised of adrenal cortical cells and clearly demarcated by a pseudo-capsule were defined as adenomas [35]. Adenomas were differentiated from nodular hyperplasia if they were isolated and well-circumscribed [36].

2.7. Genomic DNA Extraction and Sequencing of the KCNJ5 Gene

Adrenal specimens were stored at −80 °C after adrenalectomy. Genomic DNA was extracted using a QIAamp DNA mini kit (Qiagen, Hilden, Germany) from 213 peritumoral adrenal cortices.
We analyzed the coding regions of the genomic DNA via exome sequencing. The entire coding sequence (exons 2–3) and flanking regions of the KCNJ5 gene were amplified and sequenced using four sets of gene-specific primers as reported previously [37] (listed in Table S1). GoTaq® Master Mix (Promega Corporation, Madison, WI, USA) was used for the PCR reactions with an annealing temperature of 58 °C. GenepHlow™ Gel/PCR Kits (Geneaid, Taipei, Taiwan ROC) were used to extract DNA fragments from PCR. Sanger sequencing of PCR products was carried out using a 3730 DNA Analyzer (Applied Biosystems, Foster City, CA, USA).

2.8. Statistical Analysis

SPSS for Windows version 25.0 (SPSS Inc., Chicago, IL, USA) with the R-3.3 plugin extension was used for the propensity score matching (PSM) analysis. A 1:1 matching ratio was adopted. Propensity scores were assessed using a non-parsimonious multiple logistic regression model including the following probable confounding variables in patients with and without KCNJ5 somatic mutations: age, sex, body mass index (BMI), SBP, DBP, number of hypertensive medications, and duration of hypertension. The balance of the selected covariates for matching between the matched groups was subsequently examined.
All continuous variables were presented as mean ± SD. Non-normally distributed variables were presented as median and interquartile range, including PAC, PRA, and ARR. The equality of two proportions was evaluated using the Pearson chi-square test. Comparisons of continuous data between two groups were conducted using the Student’s t test for normally distributed variables or the Wilcoxon rank-sum test for non-normally distributed variables. Comparisons of continuous data before and after adrenalectomy were performed using paired t tests. PAC, PRA, and ARR data were log-transformed due to non-normal distribution as determined by the Kolmogorov–Smirnov test for further regression analysis. Correlations of KCNJ5 mutations with baseline log baPWV and the change in log baPWV after adrenalectomy before and after PSM were analyzed using linear regression analysis with different adjustment models.

3. Results

3.1. Clinical and Biochemical Data of All APA Patients before and after Matching

Of the 213 APA patients who received adrenalectomy, 126 (59.2%) had KCNJ5 somatic mutations. Of these 126 mutation carriers, sequencing of adenoma specimens demonstrated that 75 patients had p.Gly151Arg (c.451G > A or c.451G > C), 45 had p.Leu168Arg (c.503T > G), 3 had p.Thr158Ala (c.472A > G), and 3 had p.Glu145Gln (c.433G > C) mutations in the heterozygous state.
The KCNJ5 mutation carriers were younger (p < 0.001), had a shorter duration of hypertension (p = 0.018), higher DBP (p = 0.003), higher aldosterone level (p < 0.001), higher ARR (p = 0.003), and lower potassium level (p < 0.001) (Table 1).
After 1:1 PSM for age, sex, BMI, SBP, DBP, duration of hypertension, and number of hypertensive medications, there were 66 patients in each group (KCNJ5 mutation carrier group and non-carrier group). The matched APA patients with KCNJ5 mutations had a lower rate of angiotensin-converting enzyme inhibitor (ACEI) or angiotensin II blocker (ARB) use (p = 0.037), higher aldosterone level (p = 0.012), higher ARR (p = 0.017), and lower potassium level (p < 0.001) than the non-carriers (Table 1).

3.2. baPWV of All APA Patients before and after Matching

Before PSM, the patients with KCNJ5 mutations had a lower log baPWV (p = 0.046) compared to the non-carriers (Table 1). After PSM, there was no significant difference in log baPWV between the two groups (Table 1).

3.3. The Change in Clinical Data after Adrenalectomy before and after Matching

One year after adrenalectomy, the APA patients with KCNJ5 mutations had a significantly higher cure rate (79% vs. 61%, p = 0.004) before PSM, and borderline higher cure rate (79% vs. 64%, p = 0.055) after PSM.
Before PSM, the APA patients with KCNJ5 mutations had a greater decrease in SBP (p = 0.002), DBP (p = 0.003), number of hypertensive drugs (p = 0.001), log PAC (p < 0.001), log PRA (p = 0.034), and log ARR (p = 0.001), and greater increase in creatinine (p = 0.009) and potassium (p < 0.001) compared to the patients without KCNJ5 mutations (Table 2). After PSM, the decrease in log PAC (p = 0.033) and log ARR (p = 0.015) and increase in potassium (p < 0.001) were still significantly higher in the matched APA patients with KCNJ5 mutations than in those without KCNJ5 mutations (Table 2).
For the change in log baPWV, the APA patients with KCNJ5 mutations had a significantly greater decrease than the patients without KCNJ5 mutations both before (p = 0.014) and after (p = 0.040) PSM (Figure 1A,D).

3.4. Paired Comparisons of Clinical Data in All Patients before PSM before and after Adrenalectomy, and Comparisons of Parameters 1 Year after Surgery between the APA Patients with and without Mutations

Before PSM, both the APA patients with and without KCNJ5 mutations had significant decreases in SBP, DBP, number of hypertensive drugs, and log ARR, and both groups had significant increases in creatinine, potassium, and log PRA after adrenalectomy (Table 3). However, only the APA patients with KCNJ5 mutations had a significant decrease in log PAC (p < 0.001) and log baPWV (p < 0.001) after adrenalectomy, which was not found in the patients without KCNJ5 mutations (Figure 1B,C).
In addition, the patients with KCNJ5 mutations had a significantly lower SBP (p = 0.044), number of hypertensive drugs (p = 0.010), and log baPWV (p < 0.001) 1 year after adrenalectomy compared to those without mutations.

3.5. Paired Comparisons of Clinical Data in Matched Patients before and after Adrenalectomy

After PSM, both the APA patients with and without KCNJ5 mutations had significant decreases in SBP, DBP, number of hypertensive drugs, and log ARR, and both groups had significant increases in potassium and log PRA after adrenalectomy (Table 4). However, only the APA patients with KCNJ5 mutations had a significant increase in creatinine (p = 0.001) and decrease in log PAC (p < 0.001) and log baPWV (p < 0.001) after adrenalectomy, which was not found in the patients without KCNJ5 mutations (Figure 1E,F).
In addition, the matched patients with KCNJ5 mutations had a significantly higher number of hypertensive drugs (p = 0.013), and log baPWV (p = 0.045) 1 year after adrenalectomy compared to those without mutations.

3.6. Correlation of KCNJ5 Mutations with Baseline log baPWV and the Change in log baPWV before and after PSM

Before PSM, the patients with KCNJ5 mutations were correlated with baseline log PWV in Model 1 analysis (p = 0.046, without adjustments) (Table 5). However, after adjusting for age and sex (Model 2 analysis), the correlation between KCNJ5 mutations and baseline log PWV was no longer significant. This was also found in subsequent analysis models. In contrast, the patients with KCNJ5 mutations were correlated with the change in log PWV in all of the analysis models, including unadjusted (Model 1, p = 0.014), adjusted for age and sex (Model 2, p = 0.017), adjusted for age, sex, SBP, and DBP (Model 3, p = 0.043), and adjusted for age, sex, SBP, DBP, hypertensive drugs, and hypertension duration (Model 4, p = 0.039).
After PSM, the patients with KCNJ5 mutations were not correlated with baseline log PWV in any of the analysis models (Table 5). In contrast, the patients with KCNJ5 mutations were correlated with the change in log PWV in all of the analysis models, including unadjusted (Model 1, p = 0.040), adjusted for age and sex (Model 2, p = 0.049), adjusted for age, sex, SBP, and DBP (Model 3, p = 0.036), and adjusted for age, sex, SBP, DBP, hypertensive drugs, and hypertension duration (Model 4, p = 0.043).

4. Discussion

The major findings of this study were as follows. First, the APA patients with KCNJ5 mutations had lower baseline baPWV compared to those without mutations; however, there was no difference after matching for age, sex, and blood pressure. Second, after adrenalectomy, the patients with KCNJ5 mutations had a greater decrease in baPWV compared to those without mutations both before and after matching. Third, only the patients with KCNJ5 mutations had a significant improvement in baPWV after adrenalectomy, and this was not seen in those without mutations either before or after matching. Finally, KCNJ5 mutations were correlated with the change in baPWV even after adjusting for age, sex, and baseline blood pressure status both before and after matching.
Arterial stiffness can be caused by various etiologies, including age, hypertension, and hyperglycemia. PWV is a global cardiovascular indicator of arterial stiffness [38]. A pulse wave is produced from the ejection of blood from the heart. PWV is the speed of a pulse wave propagating to the periphery and is calculated as the distance of a pulse wave travelled divided by the time difference [39]. baPWV was developed around 20 years ago, and it is widely used to measure PWV due to its simplicity, convenience, and reliable reproducibility, especially in Japan and Asian countries [40,41]. Recent studies have shown that baPWV is a good predictor of cardiovascular events [42,43,44,45]. In a meta-analysis including 18 studies [43], Vlachopoulos et al. reported that an increase in baPWV of 1 m/s was correlated with increases of 12%, 13%, and 6% in total cardiovascular events, cardiovascular mortality, and all-cause mortality, respectively.
In a vascular smooth muscle cell study, aldosterone was shown to increase collagen synthesis [46]. In an animal study, aldosterone infusion accompanied with a high sodium diet in rats was shown to cause increased arterial stiffness as evidenced by fibronectin accumulation. Moreover, this effect was independent of wall stress as shown by normotensive controls and reversal of vascular damage by treatment with an aldosterone antagonist [4]. In clinical studies, patients with PA have also been shown to have a higher PWV compared to patients with EH [5], even after adjusting for blood pressure [5,47], and this effect was reversed after adrenalectomy [6,7]. In addition, the severity of PWV has been correlated with serum aldosterone level [48]. Taken together, these studies all imply that excessive aldosterone increases arterial stiffness.
The KCNJ5 gene is the most common site of somatic mutations in APA patients, especially in Asian countries [18,19,20,21]. KCNJ5 mutations have been reported to increase intracellular calcium concentrations and induce activation of calcium signaling, leading to the overexpression of CYP11B2 and increase in aldosterone production [10]. APA patients with KCNJ5 mutations have been reported to be younger, have a higher aldosterone level, lower potassium level, and higher hypertension cure rate compared to those without mutations in previous studies [15,16,17,22]. However, age, blood pressure and aldosterone level may influence the PWV in APA patients, and this may account for the diverse results reported in previous studies about the effect of KCNJ5 mutations on PWV [23,24,26].
Our previous study revealed that APA patients with KCNJ5 mutations had a higher left ventricular mass, and subsequently a greater regression in mass after adrenalectomy than those without mutations [25]. However, the impact of KCNJ5 mutations on the change in PWV after adrenalectomy is still uncertain. In a study from Japan, Kitamoto et al. [23] reported a lower baseline baPWV in patients with KCNJ5 mutations compared to those without mutations, and only patients with mutations had a significant decrease in baPWV. However, their study only enrolled a relatively small number of cases with follow-up baPWV data after adrenalectomy (33 with mutations and 5 without mutations), and subsequent data of comparisons in changes between the two groups were not available. In addition, the baseline age was younger in the patients with mutations, which may have interfered with the interpretation of lower baseline baPWV and greater change in baPWV in the patients with mutations, since younger patients generally have a lower baPWV after excluding other confounding factors. In contrast, an earlier study from our group showed that APA patients with KCNJ5 mutations had a comparable PWV to patients without mutations both before and after matching for age, sex, and body mass index [26]. In addition, the post-operative decrease in PWV was numerically higher in the APA patients with KCNJ5 mutations, although the difference did not reach significance (p = 0.106). This may have been due to the small number of enrolled patients [26].
In the present study, before PSM, the APA patients with KCNJ5 mutations had a lower baPWV compared to those without mutations, however there was no difference after matching for age, sex, and blood pressure status. Before PSM, the patients with mutations were younger and had a shorter duration of hypertension, which may have contributed to the lower baPWV compared to those without mutations. However, after matching for age and blood pressure status, including the duration of hypertension, the difference in baPWV between the two groups diminished. This implies that a younger age and shorter hypertension duration may have accounted for the lower baPWV in the patients with KCNJ5 mutations before PSM.
In the current study, we also found that the patients with KCNJ5 mutations had a larger decrease in baPWV after adrenalectomy both before and after PSM compared to those without mutations. This finding was not shown in a previous study in Japan [23]. Our previous study showed a numerically higher baPWV post-operatively but without significance in APA patients with KCNJ5 mutations comparable to those without mutations [26], and the current study confirms this finding both before and after PSM. Comparing the current study with our previous study, we enrolled more patients in the current study, which may be why the difference in baPWV reached statistical significance. The possible causes of a greater decrease in baPWV after surgery in patients with KCNJ5 mutations include the following. First, the decreases in serum PAC level and ARR were greater in the patients with KCNJ5 mutations than in those without mutations both before and after PSM. One previous study showed a correlation between serum aldosterone level and the severity of PWV [48]. Therefore, a greater decrease in aldosterone level after adrenalectomy may contribute to greater reversal of baPWV. Second, the rate of residual hypertension was lower in the patients with KCNJ5 mutations after adrenalectomy. In addition, SBP (before PSM) and the number of hypertensive drugs (before and after PSM) were lower in the patients without KCNJ5 mutations. Taken together, these findings imply better blood pressure status in the patients with KCNJ5 mutations compared to those without mutations. The association between hypertension and arterial stiffness has been well established [49]. Therefore, this may account for the smaller reversal in baPWV after surgery in the patients without mutations. Third, in another recent study by our group, we found that the presence of KCNJ5 mutations was associated with a lower incidence of subclinical hypercortisolism [50]. APA patients with subclinical hypercortisolism have been reported to have a higher incidence of comorbidities, including heart disease, cardiovascular events history, diabetes, and metabolic syndrome [51]. The higher incidence of subclinical hypercortisolism and subsequent comorbidity in APA patients without KCNJ5 mutations compared to those with KCNJ5 mutations may therefore also contribute to a smaller reversal in baPWV after surgery.

Limitations

There are several limitations to this study. First, even though we used PSM to decrease discrepancies in age, sex, BMI, blood pressure, duration of hypertension, and number of hypertensive medications between the patients with and without KCNJ5 mutations, unknown bias is still possible, and this may have caused an imbalance in baPWV between the two study groups. Second, we did not check somatic mutations other than KCNJ5, such as ATP1A1, ATP2B3 [52], CACNA1D [53], and CTNNB1 [54], hence we had no idea about the effects of these genes on baPWV. Third, the usage rates of ACEIs/ARBs in the APA patients with KCNJ5 mutations were lower compared to those without mutation after matching. However, in previous studies, ACEIs or ARBs have been shown to improve arterial stiffness in patients with hypertension [55,56,57]. Therefore, the lower usage rates of ACEIs/ARBs in the patients with mutations may have caused the smaller decrease in baPWV, but this did not affect the final result of greater reversal of baPWV in patients with mutations. Fourth, since KCNJ5 gene mutations present heterogeneity between Asian and Western populations, the results of this study may not be completely applicable to Western populations. Fifth, the use of aldosterone antagonists may influence the study results. However, the number of patients who use aldosterone antagonists was small, and it was not adequate for subgroup analysis. Sixth, we did not have the long-term follow-up data of baPWV of these patients. Whether the discrepancy of the changes of baPWV between the two groups persists or not is uncertain.

5. Conclusions

Compared to the APA patients without KCNJ5 mutations, those with KCNJ5 mutations had comparable baseline arterial stiffness but a greater regression in arterial stiffness after adrenalectomy independently of age or blood pressure.

Supplementary Materials

The following are available online at https://www.mdpi.com/article/10.3390/cancers13174313/s1, Table S1: Primer sequences of KCNJ5.

Author Contributions

Conceptualization, Y.-Y.C. and Y.-H.L.; methodology, Y.-H.L.; software, Y.-Y.C.; validation, Z.-W.C., C.-H.T. and S.-Y.P.; formal analysis, Y.-Y.C., C.-C.C., B.-C.L., C.-H.C. and K.-Y.P.; investigation, C.-W.L. and C.-T.P.; resources, Y.-W.C., V.-C.W., C.-S.H. and Y.-H.L.; data curation, L.-Y.D.L.; writing—original draft preparation, Y.-Y.C.; writing—review and editing, L.-Y.D.L., C.-S.H. and Y.-H.L.; visualization, Y.-Y.C.; supervision, L.-Y.D.L. and Y.-H.L.; project administration, Y.-H.L.; funding acquisition, Y.-H.L. All authors have read and agreed to the published version of the manuscript.

Funding

This study was supported by Ministry of Science and Technology (MOST 106-2314-B-002-169-MY3, 107-2314-B-002-264-MY3), National Taiwan University Hospital (NTUH 107-A141, 108-A141, 109-A141, 108-N01, 109-S4673, VN109-21, UN109-054), Far Eastern Memorial Hospital and National Taiwan University Hospital Joint Research Program (110-FTN23), Excellent Translational Medicine Research Projects of National Taiwan University College of Medicine, and National Taiwan University Hospital (109C 101-43). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

Institutional Review Board Statement

The study was conducted according to the guidelines of the Declaration of Helsinki and approved by the Ethics Committee of National Taiwan University Hospital.

Informed Consent Statement

Informed consent was obtained from all subjects involved in the study.

Data Availability Statement

The data presented in this study are available on request from the corresponding author.

Acknowledgments

The authors thank the staff of the Second Core Lab of the Department of Medical Research at National Taiwan University Hospital for technical assistance and all of the staff of Taiwan Primary Aldosteronism Study Group (TAIPAI study group). Membership of the Taiwan Primary Aldosteronism Investigation (TAIPAI) Study Group: Che-Hsiung Wu (Chi-Taz Hospital, PI of Committee); Vin-Cent Wu (NTUH, PI of Committee); Yen-Hung Lin (NTUH, PI of Committee); Hung-Wei Chang (Far Eastern Clinics, PI of Committee); Lian-Yu Lin (NTUH, PI of Committee); Fu-Chang Hu (Harvard Statistics, Site Investigator); Kao-Lang Liu (NTUH, PI of Committee); Shuo-Meng Wang (NTUH, PI of Committee); Kuo-How Huang (NTUH, PI of Committee); Yung-Ming Chen (NTUH, PI of Committee); Chin-Chen Chang (NTUH, PI of Committee); Shih-Cheng Liao (NTUH, PI of Committee); Ruoh-Fang Yen (NTUH, PI of Committee); and Kwan-Dun Wu (NTUH, Director of Coordinating Center).

Conflicts of Interest

The authors declare no conflict of interest. The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript, or in the decision to publish the results.

References

  1. Funder, J.W.; Carey, R.M.; Mantero, F.; Murad, M.H.; Reincke, M.; Shibata, H.; Stowasser, M.; Young, W.F., Jr. The management of primary aldosteronism: Case detection, diagnosis, and treatment: An endocrine society clinical practice guideline. J. Clin. Endocrinol. Metab. 2016, 101, 1889–1916. [Google Scholar]
  2. Käyser, S.C.; Dekkers, T.; Groenewoud, H.J.; van der Wilt, G.J.; Carel Bakx, J.; van der Wel, M.C.; Hermus, A.R.; Lenders, J.W.; Deinum, J. Study heterogeneity and estimation of prevalence of primary aldosteronism: A systematic review and meta-regression analysis. J. Clin. Endocrinol. Metab. 2016, 101, 2826–2835. [Google Scholar]
  3. Buffolo, F.; Monticone, S.; Burrello, J.; Tetti, M.; Veglio, F.; Williams, T.A.; Mulatero, P. Is primary aldosteronism still largely unrecognized? Horm. Metab. Res. 2017, 49, 908–914. [Google Scholar]
  4. Lacolley, P.; Labat, C.; Pujol, A.; Delcayre, C.; Benetos, A.; Safar, M. Increased carotid wall elastic modulus and fibronectin in aldosterone-salt-treated rats: Effects of eplerenone. Circulation 2002, 106, 2848–2853. [Google Scholar]
  5. Strauch, B.; Petrák, O.; Wichterle, D.; Zelinka, T.; Holaj, R.; Widimský, J., Jr. Increased arterial wall stiffness in primary aldosteronism in comparison with essential hypertension. Am. J. Hypertens. 2006, 19, 909–914. [Google Scholar]
  6. Strauch, B.; Petrák, O.; Zelinka, T.; Wichterle, D.; Holaj, R.; Kasalický, M.; Safarík, L.; Rosa, J.; Widimský, J., Jr. Adrenalectomy improves arterial stiffness in primary aldosteronism. Am. J. Hypertens. 2008, 21, 1086–1092. [Google Scholar]
  7. Lin, Y.H.; Lin, L.Y.; Chen, A.; Wu, X.M.; Lee, J.K.; Su, T.C.; Wu, V.C.; Chueh, S.C.; Lin, W.C.; Lo, M.T.; et al. Adrenalectomy improves increased carotid intima-media thickness and arterial stiffness in patients with aldosterone producing adenoma. Atherosclerosis 2012, 221, 154–159. [Google Scholar]
  8. Amar, L.; Plouin, P.F.; Steichen, O. Aldosterone-producing adenoma and other surgically correctable forms of primary aldosteronism. Orphanet J. Rare Dis. 2010, 5, 9. [Google Scholar]
  9. Rossi, G.P.; Di Bello, V.; Ganzaroli, C.; Sacchetto, A.; Cesari, M.; Bertini, A.; Giorgi, D.; Scognamiglio, R.; Mariani, M.; Pessina, A.C. Excess ldosterone is associated with alterations of myocardial texture in primary aldosteronism. Hypertension 2002, 40, 23–27. [Google Scholar]
  10. Choi, M.; Scholl, U.I.; Yue, P.; Bjorklund, P.; Zhao, B.; Nelson-Williams, C.; Ji, W.; Cho, Y.; Patel, A.; Men, C.J.; et al. K+ channel mutations in adrenal aldosterone-producing adenomas and hereditary hypertension. Science 2011, 331, 768–772. [Google Scholar]
  11. El Zein, R.M.; Boulkroun, S.; Fernandes-Rosa, F.L.; Zennaro, M.C. Molecular genetics of conn adenomas in the era of exome analysis. Presse Med. 2018, 47, e151–e158. [Google Scholar]
  12. De Sousa, K.; Boulkroun, S.; Baron, S.; Nanba, K.; Wack, M.; Rainey, W.E.; Rocha, A.; Giscos-Douriez, I.; Meatchi, T.; Amar, L.; et al. Genetic, cellular, and molecular heterogeneity in adrenals with aldosterone-producing adenoma. Hypertension 2020, 75, 1034–1044. [Google Scholar]
  13. Nanba, K.; Omata, K.; Gomez-Sanchez, C.E.; Stratakis, C.A.; Demidowich, A.P.; Suzuki, M.; Thompson, L.D.R.; Cohen, D.L.; Luther, J.M.; Gellert, L.; et al. Genetic characteristics of aldosterone-producing adenomas in blacks. Hypertension 2019, 73, 885–892. [Google Scholar]
  14. Nanba, K.; Omata, K.; Else, T.; Beck, P.C.C.; Nanba, A.T.; Turcu, A.F.; Miller, B.S.; Giordano, T.J.; Tomlins, S.A.; Rainey, W.E. Targeted molecular characterization of aldosterone-producing adenomas in white americans. J. Clin. Endocrinol. Metab. 2018, 103, 3869–3876. [Google Scholar]
  15. Fernandes-Rosa, F.L.; Williams, T.A.; Riester, A.; Steichen, O.; Beuschlein, F.; Boulkroun, S.; Strom, T.M.; Monticone, S.; Amar, L.; Meatchi, T.; et al. Genetic spectrum and clinical correlates of somatic mutations in aldosterone-producing adenoma. Hypertension 2014, 64, 354–361. [Google Scholar]
  16. Boulkroun, S.; Beuschlein, F.; Rossi, G.P.; Golib-Dzib, J.F.; Fischer, E.; Amar, L.; Mulatero, P.; Samson-Couterie, B.; Hahner, S.; Quinkler, M.; et al. Prevalence, clinical, and molecular correlates of kcnj5 mutations in primary aldosteronism. Hypertension 2012, 59, 592–598. [Google Scholar]
  17. Lenzini, L.; Rossitto, G.; Maiolino, G.; Letizia, C.; Funder, J.W.; Rossi, G.P. A meta-analysis of somatic kcnj5 k(+) channel mutations in 1636 patients with an aldosterone-producing adenoma. J. Clin. Endocrinol. Metab. 2015, 100, E1089–E1095. [Google Scholar]
  18. Wu, V.C.; Wang, S.M.; Chueh, S.J.; Yang, S.Y.; Huang, K.H.; Lin, Y.H.; Wang, J.J.; Connolly, R.; Hu, Y.H.; Gomez-Sanchez, C.E.; et al. The prevalence of ctnnb1 mutations in primary aldosteronism and consequences for clinical outcomes. Sci. Rep. 2017, 7, 39121. [Google Scholar]
  19. Taguchi, R.; Yamada, M.; Nakajima, Y.; Satoh, T.; Hashimoto, K.; Shibusawa, N.; Ozawa, A.; Okada, S.; Rokutanda, N.; Takata, D.; et al. Expression and mutations of kcnj5 mrna in japanese patients with aldosterone-producing adenomas. J. Clin. Endocrinol. Metab. 2012, 97, 1311–1319. [Google Scholar]
  20. Zheng, F.-F.; Zhu, L.-M.; Nie, A.-F.; Li, X.-Y.; Lin, J.-R.; Zhang, K.; Chen, J.; Zhou, W.-L.; Shen, Z.-J.; Zhu, Y.-C.; et al. Clinical characteristics of somatic mutations in chinese patients with aldosterone-producing adenoma. Hypertension 2015, 65, 622–628. [Google Scholar]
  21. Hong, A.R.; Kim, J.H.; Song, Y.S.; Lee, K.E.; Seo, S.H.; Seong, M.-W.; Shin, C.S.; Kim, S.W.; Kim, S.Y. Genetics of aldosterone-producing adenoma in korean patients. PLoS ONE 2016, 11, e0147590. [Google Scholar]
  22. Rossi, G.P.; Cesari, M.; Letizia, C.; Seccia, T.M.; Cicala, M.V.; Zinnamosca, L.; Kuppusamy, M.; Mareso, S.; Sciomer, S.; Iacobone, M.; et al. Kcnj5 gene somatic mutations affect cardiac remodelling but do not preclude cure of high blood pressure and regression of left ventricular hypertrophy in primary aldosteronism. J. Hypertens. 2014, 32, 1514–1521, discussion 1522. [Google Scholar]
  23. Kitamoto, T.; Suematsu, S.; Matsuzawa, Y.; Saito, J.; Omura, M.; Nishikawa, T. Comparison of cardiovascular complications in patients with and without kcnj5 gene mutations harboring aldosterone-producing adenomas. J. Atheroscler. Thromb. 2015, 22, 191–200. [Google Scholar]
  24. Wu, V.C.; Huang, K.H.; Peng, K.Y.; Tsai, Y.C.; Wu, C.H.; Wang, S.M.; Yang, S.Y.; Lin, L.Y.; Chang, C.C.; Lin, Y.H.; et al. Prevalence and clinical correlates of somatic mutation in aldosterone producing adenoma-taiwanese population. Sci. Rep. 2015, 5, 11396. [Google Scholar]
  25. Chang, Y.Y.; Tsai, C.H.; Peng, S.Y.; Chen, Z.W.; Chang, C.C.; Lee, B.C.; Liao, C.W.; Pan, C.T.; Chen, Y.L.; Lin, L.C.; et al. Kcnj5 somatic mutations in aldosterone-producing adenoma are associated with a worse baseline status and better recovery of left ventricular remodeling and diastolic function. Hypertension 2021, 77, 114–125. [Google Scholar]
  26. Chang, C.H.; Hu, Y.H.; Tsai, Y.C.; Wu, C.H.; Wang, S.M.; Lin, L.Y.; Lin, Y.H.; Satoh, F.; Wu, K.D.; Wu, V.C. Arterial stiffness and blood pressure improvement in aldosterone-producing adenoma harboring kcnj5 mutations after adrenalectomy. Oncotarget 2017, 8, 29984–29995. [Google Scholar]
  27. Williams, T.A.; Lenders, J.W.M.; Mulatero, P.; Burrello, J.; Rottenkolber, M.; Adolf, C.; Satoh, F.; Amar, L.; Quinkler, M.; Deinum, J.; et al. Outcomes after adrenalectomy for unilateral primary aldosteronism: An international consensus on outcome measures and analysis of remission rates in an international cohort. Lancet Diabetes Endocrinol. 2017, 5, 689–699. [Google Scholar]
  28. Wu, V.C.; Hu, Y.H.; Er, L.K.; Yen, R.F.; Chang, C.H.; Chang, Y.L.; Lu, C.C.; Chang, C.C.; Lin, J.H.; Lin, Y.H.; et al. Case detection and diagnosis of primary aldosteronism—the consensus of taiwan society of aldosteronism. J. Formos. Med. Assoc. 2017, 116, 993–1005. [Google Scholar]
  29. Rossi, G.P.; Belfiore, A.; Bernini, G.; Desideri, G.; Fabris, B.; Ferri, C.; Giacchetti, G.; Letizia, C.; Maccario, M.; Mallamaci, F.; et al. Comparison of the captopril and the saline infusion test for excluding aldosterone-producing adenoma. Hypertension 2007, 50, 424–431. [Google Scholar]
  30. Wu, V.C.; Chang, H.W.; Liu, K.L.; Lin, Y.H.; Chueh, S.C.; Lin, W.C.; Ho, Y.L.; Huang, J.W.; Chiang, C.K.; Yang, S.Y.; et al. Primary aldosteronism: Diagnostic accuracy of the losartan and captopril tests. Am. J. Hypertens. 2009, 22, 821–827. [Google Scholar]
  31. Wu, V.C.; Yang, S.Y.; Lin, J.W.; Cheng, B.W.; Kuo, C.C.; Tsai, C.T.; Chu, T.S.; Huang, K.H.; Wang, S.M.; Lin, Y.H.; et al. Kidney impairment in primary aldosteronism. Clin. Chim. Acta 2011, 412, 1319–1325. [Google Scholar]
  32. Schwartz, G.L.; Turner, S.T. Screening for primary aldosteronism in essential hypertension: Diagnostic accuracy of the ratio of plasma aldosterone concentration to plasma renin activity. Clin. Chem. 2005, 51, 386–394. [Google Scholar]
  33. Chao, C.T.; Wu, V.C.; Kuo, C.C.; Lin, Y.H.; Chang, C.C.; Chueh, S.J.; Wu, K.D.; Pimenta, E.; Stowasser, M. Diagnosis and management of primary aldosteronism: An updated review. Ann. Med. 2013, 45, 375–383. [Google Scholar]
  34. McDonald, D.A. Regional pulse-wave velocity in the arterial tree. J. Appl. Physiol. 1968, 24, 73–78. [Google Scholar]
  35. Nomura, K.; Toraya, S.; Horiba, N.; Ujihara, M.; Aiba, M.; Demura, H. Plasma aldosterone response to upright posture and angiotensin ii infusion in aldosterone-producing adenoma. J. Clin. Endocrinol. Metab. 1992, 75, 323–327. [Google Scholar]
  36. Novitsky, Y.W.; Kercher, K.W.; Rosen, M.J.; Cobb, W.S.; Jyothinagaram, S.; Heniford, B.T. Clinical outcomes of laparoscopic adrenalectomy for lateralizing nodular hyperplasia. Surgery 2005, 138, 1009–1017. [Google Scholar]
  37. Azizan, E.A.B.; Murthy, M.; Stowasser, M.; Gordon, R.; Kowalski, B.; Xu, S.; Brown, M.J.; O’Shaughnessy, K.M. Somatic mutations affecting the selectivity filter of kcnj5 are frequent in 2 large unselected collections of adrenal aldosteronomas. Hypertension 2012, 59, 587–591. [Google Scholar]
  38. Laurent, S.; Boutouyrie, P.; Asmar, R.; Gautier, I.; Laloux, B.; Guize, L.; Ducimetiere, P.; Benetos, A. Aortic stiffness is an independent predictor of all-cause and cardiovascular mortality in hypertensive patients. Hypertension 2001, 37, 1236–1241. [Google Scholar]
  39. Munakata, M. Brachial-ankle pulse wave velocity in the measurement of arterial stiffness: Recent evidence and clinical applications. Curr. Hypertens. Rev. 2014, 10, 49–57. [Google Scholar]
  40. Cortez-Cooper, M.Y.; Supak, J.A.; Tanaka, H. A new device for automatic measurements of arterial stiffness and ankle-brachial index. Am. J. Cardiol. 2003, 91, 1519–1522. [Google Scholar]
  41. Wang, J.W.; Zhou, Z.Q.; Hu, D.Y. Prevalence of arterial stiffness in north china, and associations with risk factors of cardiovascular disease: A community-based study. BMC Cardiovasc. Disord. 2012, 12, 119. [Google Scholar]
  42. Ninomiya, T.; Kojima, I.; Doi, Y.; Fukuhara, M.; Hirakawa, Y.; Hata, J.; Kitazono, T.; Kiyohara, Y. Brachial-ankle pulse wave velocity predicts the development of cardiovascular disease in a general japanese population: The hisayama study. J. Hypertens. 2013, 31, 477–483, discussion 483. [Google Scholar]
  43. Vlachopoulos, C.; Aznaouridis, K.; Terentes-Printzios, D.; Ioakeimidis, N.; Stefanadis, C. Prediction of cardiovascular events and all-cause mortality with brachial-ankle elasticity index: A systematic review and meta-analysis. Hypertension 2012, 60, 556–562. [Google Scholar]
  44. Sheng, C.S.; Li, Y.; Li, L.H.; Huang, Q.F.; Zeng, W.F.; Kang, Y.Y.; Zhang, L.; Liu, M.; Wei, F.F.; Li, G.L.; et al. Brachial-ankle pulse wave velocity as a predictor of mortality in elderly chinese. Hypertension 2014, 64, 1124–1130. [Google Scholar]
  45. Snijder, M.B.; Stronks, K.; Agyemang, C.; Busschers, W.B.; Peters, R.J.; van den Born, B.J. Ethnic differences in arterial stiffness the helius study. Int. J. Cardiol. 2015, 191, 28–33. [Google Scholar]
  46. Callera, G.E.; Touyz, R.M.; Tostes, R.C.; Yogi, A.; He, Y.; Malkinson, S.; Schiffrin, E.L. Aldosterone activates vascular p38map kinase and nadph oxidase via c-src. Hypertension 2005, 45, 773–779. [Google Scholar]
  47. Ambrosino, P.; Lupoli, R.; Tortora, A.; Cacciapuoti, M.; Lupoli, G.A.; Tarantino, P.; Nasto, A.; Di Minno, M.N. Cardiovascular risk markers in patients with primary aldosteronism: A systematic review and meta-analysis of literature studies. Int. J. Cardiol. 2016, 208, 46–55. [Google Scholar]
  48. Park, S.; Kim, J.B.; Shim, C.Y.; Ko, Y.G.; Choi, D.; Jang, Y.; Chung, N. The influence of serum aldosterone and the aldosterone-renin ratio on pulse wave velocity in hypertensive patients. J. Hypertens. 2007, 25, 1279–1283. [Google Scholar]
  49. Cecelja, M.; Chowienczyk, P. Dissociation of aortic pulse wave velocity with risk factors for cardiovascular disease other than hypertension: A systematic review. Hypertension 2009, 54, 1328–1336. [Google Scholar]
  50. Peng, K.Y.; Liao, H.W.; Chan, C.K.; Lin, W.C.; Yang, S.Y.; Tsai, Y.C.; Huang, K.H.; Lin, Y.H.; Chueh, J.S.; Wu, V.C. Presence of subclinical hypercortisolism in clinical aldosterone-producing adenomas predicts lower clinical success. Hypertension 2020, 76, 1537–1544. [Google Scholar]
  51. Tang, L.; Li, X.; Wang, B.; Ma, X.; Li, H.; Gao, Y.; Gu, L.; Nie, W.; Zhang, X. Clinical characteristics of aldosterone- and cortisol-coproducing adrenal adenoma in primary aldosteronism. Int. J. Endocrinol. 2018, 2018, 4920841. [Google Scholar]
  52. Beuschlein, F.; Boulkroun, S.; Osswald, A.; Wieland, T.; Nielsen, H.N.; Lichtenauer, U.D.; Penton, D.; Schack, V.R.; Amar, L.; Fischer, E.; et al. Somatic mutations in atp1a1 and atp2b3 lead to aldosterone-producing adenomas and secondary hypertension. Nat. Genet. 2013, 45, 440–444. [Google Scholar]
  53. Scholl, U.I.; Goh, G.; Stolting, G.; de Oliveira, R.C.; Choi, M.; Overton, J.D.; Fonseca, A.L.; Korah, R.; Starker, L.F.; Kunstman, J.W.; et al. Somatic and germline cacna1d calcium channel mutations in aldosterone-producing adenomas and primary aldosteronism. Nat. Genet. 2013, 45, 1050–1054. [Google Scholar]
  54. Scholl, U.I.; Healy, J.M.; Thiel, A.; Fonseca, A.L.; Brown, T.C.; Kunstman, J.W.; Horne, M.J.; Dietrich, D.; Riemer, J.; Kücükköylü, S.; et al. Novel somatic mutations in primary hyperaldosteronism are related to the clinical, radiological and pathological phenotype. Clin. Endocrinol. 2015, 83, 779–789. [Google Scholar]
  55. Shahin, Y.; Khan, J.A.; Chetter, I. Angiotensin converting enzyme inhibitors effect on arterial stiffness and wave reflections: A meta-analysis and meta-regression of randomised controlled trials. Atherosclerosis 2012, 221, 18–33. [Google Scholar]
  56. Frimodt-Møller, M.; Kamper, A.L.; Strandgaard, S.; Kreiner, S.; Nielsen, A.H. Beneficial effects on arterial stiffness and pulse-wave reflection of combined enalapril and candesartan in chronic kidney disease—A randomized trial. PLoS ONE 2012, 7, e41757. [Google Scholar]
  57. Anan, F.; Takahashi, N.; Ooie, T.; Yufu, K.; Hara, M.; Nakagawa, M.; Yonemochi, H.; Saikawa, T.; Yoshimatsu, H. Effects of valsartan and perindopril combination therapy on left ventricular hypertrophy and aortic arterial stiffness in patients with essential hypertension. Eur. J. Clin. Pharmacol. 2005, 61, 353–359. [Google Scholar]
Figure 1. The changes in log baPWV after adrenalectomy between the APA patients with and without KCNJ5 mutations before and after PSM. (A) Before PSM, the decrease in log baPWV after adrenalectomy was significantly greater in the patients with KCNJ5 mutations than in those without mutations. (D) Even after PSM, the decrease in log baPWV after adrenalectomy was still significantly greater in the patients with KCNJ5 mutations than in those without mutations. (B,C) Before PSM, only the patients with KCNJ5 mutations had a significant decrease in log baPWV, and this was not seen in the patients without KCNJ5 mutations. (E,F) After PSM, still only the patients with KCNJ5 mutations had a significant decrease in log baPWV, and again this was not seen in the patients without KCNJ5 mutations. APA, aldosterone-producing adenoma; baPWV, brachial–ankle pulse wave velocity.
Figure 1. The changes in log baPWV after adrenalectomy between the APA patients with and without KCNJ5 mutations before and after PSM. (A) Before PSM, the decrease in log baPWV after adrenalectomy was significantly greater in the patients with KCNJ5 mutations than in those without mutations. (D) Even after PSM, the decrease in log baPWV after adrenalectomy was still significantly greater in the patients with KCNJ5 mutations than in those without mutations. (B,C) Before PSM, only the patients with KCNJ5 mutations had a significant decrease in log baPWV, and this was not seen in the patients without KCNJ5 mutations. (E,F) After PSM, still only the patients with KCNJ5 mutations had a significant decrease in log baPWV, and again this was not seen in the patients without KCNJ5 mutations. APA, aldosterone-producing adenoma; baPWV, brachial–ankle pulse wave velocity.
Cancers 13 04313 g001
Table 1. Baseline clinical data of APA patients with and without KCNJ5 mutations before and after PSM.
Table 1. Baseline clinical data of APA patients with and without KCNJ5 mutations before and after PSM.
VariablesBefore Propensity Score MatchingAfter Propensity Score Matching *
Patient CharacteristicsKCNJ5 (+)
(n = 126)
KCNJ5 (−)
(n = 87)
pKCNJ5 (+)
(n = 66)
KCNJ5 (−)
(n = 66)
p
Age, years47.3 ± 10.355.3 ± 10.5<0.00150.3 ± 9.652.5 ± 10.10.190
Sex, male53(42%)36(36%)0.92127(41%)27(41%)1.000
Height, cm164 ± 8163 ± 90.213163 ± 8163 ± 90.763
Weight, kg66 ± 1367 ± 140.77467 ± 1266 ± 140.930
Body mass index, kg/m224.5 ± 3.525.1 ± 3.80.24824.9 ± 3.724.8 ± 3.70.914
Duration of hypertension, years6.5 ± 6.09.0 ± 8.60.0187.0 ± 6.18.4 ± 8.50.281
SBP, mm Hg156 ± 22151 ± 210.114153 ± 22152 ± 210.930
DBP, mm Hg94 ± 1589 ± 130.00390 ± 1490 ± 130.923
Diabetes mellitus10(8%)12(14%)0.1898(12%)7(11%)0.786
Dyslipidemia21(17%)20(23%)0.32115(23%)15(23%)1.000
Number of anti-hypertensive drugs2.1 ± 1.11.9 ± 1.10.2511.9 ± 1.02.0 ± 1.00.670
Hypertension medication type
ACEI/ARB50(40%)44(50%)0.17226(39%)38(58%)0.037
α -Blocker34(27%)15(17%)0.09715(23%)13(20%)0.673
β -Blocker44(35%)30(34%)0.85820(30%)22(33%)0.711
CCB93(74%)57(65%)0.18345(68%)44(67%)0.854
Diuretics except aldosterone antagonist8(6%)9(10%)0.2103(5%)8(12%)0.118
Aldosterone antagonist37(29%)18(21%)0.20319(29%)12(18%)0.153
Vasodilator9(7%)6(7%)0.9633(5%)4(6%)0.700
Laboratory parameters
Creatinine, mg/dL0.87 ± 0.340.89 ± 0.290.6940.89 ± 0.420.92 ± 0.310.718
Potassium, mmol/L3.3 ± 0.63.8 ± 0.4<0.0013.3 ± 0.63.8 ± 0.5<0.001
PAC , ng/dL51(45)34(23)<0.00146(42)34(22)0.012
PRA , ng/mL/h0.17(0.52)0.28(0.70)0.1710.17(0.45)0.36(0.78)0.090
ARR , ng/dL per ng/mL/h271(737)134(429)0.003254(619)118(361)0.017
Log PAC1.69 ± 0.281.53 ± 0.27<0.0011.66 ± 0.291.55 ± 0.270.026
Log PRA−0.74 ± 0.73−0.60 ± 0.820.167−0.75 ± 0.710.54 ± 0.890.133
Log ARR2.44 ± 0.782.12 ± 0.800.0052.41 ± 0.732.08 ± 0.860.022
baPWV , cm/s1554(428)1661(445)0.0881559(414)1571(422)0.831
log baPWV3.20 ± 0.073.22 ± 0.080.0463.21 ± 0.073.21 ± 0.080.530
Values are expressed as mean SD, median (interquartile range), or number (percentage). SBP, systolic blood pressure; DBP, diastolic blood pressure; ACEI, angiotensin-converting enzyme inhibitor; ARB, angiotensin II blocker; ARR, aldosterone–renin ratio; CCB, calcium channel blocker; PAC, plasma aldosterone concentration; PRA, plasma renin activity; ARR, aldosterone–renin activity ratio. * 1:1 matched for age, sex, BMI, SBP, DBP, duration of hypertension, and number of anti-hypertension drugs between the KCNJ5(+) and KCNJ5(−) groups. Expressed as median and interquartile range.
Table 2. Changes of clinical data of APA patients with and without KCNJ5 mutation after adrenalectomy before and after PSM.
Table 2. Changes of clinical data of APA patients with and without KCNJ5 mutation after adrenalectomy before and after PSM.
VariablesBefore Propensity Score MatchingAfter Propensity Score Matching *
Patient CharacteristicsKCNJ5 (+)
(n = 106)
KCNJ5 (−)
(n = 74)
pKCNJ5 (+)
(n = 58)
KCNJ5 (−)
(n = 58)
p
∆SBP, mmHg−26 ± 22−16 ± 220.002−24 ± 23−16 ± 230.085
∆DBP, mmHg−13 ± 16−7 ± 130.003−10 ± 14−7 ± 140.142
∆Number of hypertensive drugs−1.7 ± 1.1−1.2 ± 1.10.001−1.6 ± 1.1−1.3 ± 1.10.052
∆Creatinine, mg/dL0.19 ± 0.360.07 ± 0.220.0090.18 ± 0.380.06 ± 0.230.427
∆Potassium, mmol/L1.1 ± 0.70.4 ± 0.6<0.0011.1 ± 0.80.5 ± 0.6<0.001
∆log PAC−0.24 ± 0.35−0.05 ± 0.35<0.001−0.19 ± 0.36−0.04 ± 0.350.033
∆log PRA0.99 ± 0.950.68 ± 0.990.0340.99 ± 0.930.67 ± 1.030.082
∆log ARR−1.23 ± 1.04−0.72 ± 1.000.001−1.18 ± 1.02−0.71 ± 1.000.015
Values are expressed as mean SD, median (interquartile range). SBP, systolic blood pressure; DBP, diastolic blood pressure; PAC, plasma aldosterone concentration; PRA, plasma renin activity; ARR, aldosterone–renin activity ratio. * 1:1 matched for age, sex, BMI, SBP, DBP, duration of hypertension, and number of anti-hypertension drugs between the KCNJ5(+) and KCNJ5(−) groups.
Table 3. Paired comparisons of clinical data and pulse wave velocity data of all patients before and after adrenalectomy according to the status of KCNJ5 mutations and the comparisons of parameters after operations between APA patients with and without mutations.
Table 3. Paired comparisons of clinical data and pulse wave velocity data of all patients before and after adrenalectomy according to the status of KCNJ5 mutations and the comparisons of parameters after operations between APA patients with and without mutations.
VariablesKCNJ5 (+)KCNJ5 (−)
Patient CharacteristicsBaseline
(n = 106)
Post-OP 1Y
(n = 106)
pBaseline
(n = 74)
Post-OP 1Y
(n = 74)
pp §
SBP, mm Hg157 ± 22130 ± 16<0.001152 ± 21136 ± 19<0.0010.044
DBP, mm Hg95 ± 1582 ± 11<0.00189 ± 1282 ± 11<0.0010.862
Number of hypertensive drugs2.1 ± 1.10.4 ± 0.8<0.0011.9 ± 1.10.7 ± 1.0<0.0010.010
Creatinine, mg/dL0.88 ± 0.361.07 ± 0.610.0010.90 ± 0.310.96 ± 0.330.0140.171
Potassium, mmol/L3.3 ± 0.74.4 ± 0.4<0.0013.8 ± 0.54.2 ± 0.4<0.0010.081
Log PAC1.71 ± 0.261.47 ± 0.23<0.0011.53 ± 0.271.49 ± 0.260.2620.589
Log PRA−0.74 ± 0.780.99 ± 0.95<0.001−0.55 ± 0.840.68 ± 0.99<0.0010.248
Log ARR2.45 ± 0.821.21 ± 0.65<0.0012.08 ± 0.811.36 ± 0.73<0.0010.182
Log baPWV *3.20 ± 0.073.16 ± 0.08<0.0013.22 ± 0.083.21 ± 0.090.127<0.001
Values are expressed as mean SD, median (interquartile range). SBP, systolic blood pressure; DBP, diastolic blood pressure; PAC, plasma aldosterone concentration; PRA, plasma renin activity; ARR, aldosterone–renin activity ratio; baPWV, brachial–ankle pulse wave velocity. * There were 103 patients and 65 patients with and without KCNJ5 mutations, respectively, that took a PWV exam one year after operation. § p value comparing the parameters after operations between APA patients with and without KCNJ5 mutations.
Table 4. Paired comparison of clinical data and pulse wave velocity data of matched * patients before and after adrenalectomy according to the status of KCNJ5 mutations.
Table 4. Paired comparison of clinical data and pulse wave velocity data of matched * patients before and after adrenalectomy according to the status of KCNJ5 mutations.
VariablesKCNJ5 (+)KCNJ5 (−)
Patient CharacteristicsBaseline
(n = 58)
Post-OP 1Y
(n = 58)
pBaseline
(n = 58)
Post-OP 1Y
(n = 58)
pp §
SBP, mm Hg154 ± 23131 ± 15<0.001152 ± 20136 ± 19<0.0010.092
DBP, mm Hg92 ± 1481 ± 10<0.00190 ± 1284 ± 110.0010.194
Number of hypertensive drugs2.0 ± 1.00.4 ± 0.8<0.0012.0 ± 1.00.7 ± 1.0<0.0010.013
Creatinine, mg/dL0.91 ± 0.451.09 ± 0.750.0010.94 ± 0.321.01 ± 0.350.0830.469
Potassium, mmol/L3.3 ± 0.74.3 ± 0.4<0.0013.8 ± 0.54.3 ± 0.4<0.0010.472
Log PAC1.68 ± 0.301.49 ± 0.22<0.0011.55 ± 0.271.50 ± 0.260.3390.836
Log PRA−0.75 ± 0.770.24 ± 0.62<0.001−0.52 ± 0.910.15 ± 0.75<0.0010.462
Log ARR2.42 ± 0.791.24 ± 0.64<0.0012.07 ± 0.861.35 ± 0.72<0.0010.390
log baPWV 3.21 ± 0.063.17 ± 0.07<0.0013.22 ± 0.083.20 ± 0.090.1540.045
Values are expressed as mean SD, median (interquartile range). SBP, systolic blood pressure; DBP, diastolic blood pressure; PAC, plasma aldosterone concentration; PRA, plasma renin activity; ARR, aldosterone–renin activity ratio; baPWV, brachial–ankle pulse wave velocity. * 1:1 matched for age, sex, BMI, SBP, DBP, duration of hypertension, and number of anti-hypertension drugs between the KCNJ5 (+) and KCNJ5 (−) groups. After PSM, there were 55 patients and 52 patients with and without KCNJ5 mutations, respectively, that took a PWV exam one year after operation. § p value comparing the parameters after operations between APA patients with and without KCNJ5 mutations.
Table 5. Correlation of KCNJ5 mutations with baseline log baPWV and the change of log baPWV after adrenalectomy of APA patients before and after PSM.
Table 5. Correlation of KCNJ5 mutations with baseline log baPWV and the change of log baPWV after adrenalectomy of APA patients before and after PSM.
Pre-PSMPost-PSM
ModelPre-OP log baPWV∆ log baPWVPre-OP log baPWV∆ log baPWV
Model 1β = −0.137, p = 0.046
(−0.043, 0.000)
β = −0.190, p = 0.014
(−0.046, −0.005)
β = −0.055, p = 0.530
(−0.036, 0.019)
β = −0.199, p = 0.040
(−0.051, −0.001)
Model 2β= 0.065, p = 0.293
(−0.009, 0.029)
β= −0.194, p = 0.017
(−0.047, −0.005)
β= 0.004, p = 0.959
(−0.023, 0.024)
β= −0.191, p = 0.049
(−0.050, 0.000)
Model 3β= 0.025, p = 0.644
(−0.013, 0.021)
β= −0.161, p = 0.043
(−0.043, −0.001)
β= −0.002, p = 0.980
(−0.021, 0.020)
β= −0.194, p = 0.036
(−0.049, −0.002)
Model 4β = 0.020, p = 0.721
(−0.014, 0.020)
β = −0.166, p = 0.039
(−0.043, −0.001)
β= −0.001, p = 0.982
(−0.021, 0.021)
β = −0.187, p = 0.043
(−0.048, −0.001)
Model 1 unadjusted. Model 2 adjusted for age, sex. Model 3 adjusted for age, sex, SBP, DBP. Model 4 adjusted for age, sex, SBP, DBP, number of hypertensive drugs, hypertension duration.
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Chang, Y.-Y.; Pan, C.-T.; Chen, Z.-W.; Tsai, C.-H.; Peng, S.-Y.; Chang, C.-C.; Lee, B.-C.; Liao, C.-W.; Peng, K.-Y.; Chiu, Y.-W.; et al. KCNJ5 Somatic Mutations in Aldosterone-Producing Adenoma Are Associated with a Greater Recovery of Arterial Stiffness. Cancers 2021, 13, 4313. https://doi.org/10.3390/cancers13174313

AMA Style

Chang Y-Y, Pan C-T, Chen Z-W, Tsai C-H, Peng S-Y, Chang C-C, Lee B-C, Liao C-W, Peng K-Y, Chiu Y-W, et al. KCNJ5 Somatic Mutations in Aldosterone-Producing Adenoma Are Associated with a Greater Recovery of Arterial Stiffness. Cancers. 2021; 13(17):4313. https://doi.org/10.3390/cancers13174313

Chicago/Turabian Style

Chang, Yi-Yao, Chien-Ting Pan, Zheng-Wei Chen, Cheng-Hsuan Tsai, Shih-Yuan Peng, Chin-Chen Chang, Bo-Ching Lee, Che-Wei Liao, Kang-Yung Peng, Yu-Wei Chiu, and et al. 2021. "KCNJ5 Somatic Mutations in Aldosterone-Producing Adenoma Are Associated with a Greater Recovery of Arterial Stiffness" Cancers 13, no. 17: 4313. https://doi.org/10.3390/cancers13174313

APA Style

Chang, Y. -Y., Pan, C. -T., Chen, Z. -W., Tsai, C. -H., Peng, S. -Y., Chang, C. -C., Lee, B. -C., Liao, C. -W., Peng, K. -Y., Chiu, Y. -W., Chou, C. -H., Wu, V. -C., Liu, L. -Y. D., Hung, C. -S., & Lin, Y. -H. (2021). KCNJ5 Somatic Mutations in Aldosterone-Producing Adenoma Are Associated with a Greater Recovery of Arterial Stiffness. Cancers, 13(17), 4313. https://doi.org/10.3390/cancers13174313

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