Objective: To analyze the role of serum sortilin in coronary artery calcification (CAC) and cardiovascular and cerebrovascular events (CCE) in maintenance hemodialysis (MHD) patients. Methods: One hundred eleven patients with MHD ≥3 months were included in this study. The general data, clinical features, hematological data, and medication history of the patients were recorded. Eighty-five cases were examined by vascular color Doppler ultrasound, cardiac color Doppler ultrasound, lateral lumbar radiography, and coronary artery calcification score. The patients were followed up for a median time of 45 months. The primary endpoint was CCE or death from a vascular event, and the role of sortilin in this process was analyzed. Results: Among 85 MHD patients, 51 cases (60.00%) had different degrees of CAC. There were significant differences in diabetes, dialysis time, serum phosphorus, calcium-phosphorus product, medical history of phosphate binders, sortilin, and carotid artery plaque between 4 different degrees of calcification groups (p < 0.05). Logistic regression analysis showed that diabetes (OR = 5.475; 95% CI: 1.794–16.71, p = 0.003), calcium-phosphorus product (OR = 2.953; 95% CI: 1.198–7.279, p = 0.019), and sortilin (OR = 1.475 per 100 pg/mL; 95% CI: 1.170–1.858, p = 0.001) were independent risk factors for CAC. During the follow-up, 28 cases of 111 patients (25.23%) suffered from CCE. There were significant differences in CCE between mild, moderate, and severe CAC groups and noncalcification groups (p < 0.05). Cox regression analysis showed that diabetes mellitus (HR 3.424; 95% CI: 1.348–8.701, p = 0.010), CAC (HR 5.210; 95% CI: 1.093–24.83, p = 0.038), and serum sortilin (HR = 8.588; 95% CI: 1.919–38.43, p = 0.005) were independent risk factors for CCE. Besides, we proposed a cutoff value of 418 pg/mL for serum sortilin level, which was able to predict the occurrence of CCE with 75.0% sensitivity and 71.9% specificity. The area under the curve was 0.778 (95% CI: 0.673–0.883). Conclusion: Sortilin is newly found to be independently associated with CAC and CCE in MHD patients.

CKD is an increasingly serious health problem in the world, especially in China. It is estimated that 120 million Chinese (10.8%) suffer from CKD, and this will continue to increase [1]. Cardiovascular disease (CVD) is the leading cause of death of CKD and ESRD. In 2016, the US kidney data system (USRDS) showed that 87% of adults aged 45 or older had reported CVD at ESRD, and about 50% of deaths were attributed to CVD [2]. The prevalence of vascular calcification (VC) increases with the progression of CKD, which is recognized as the main cause of CVD in ESRD patients, especially coronary artery calcification (CAC) [3]. The KDIGO guidelines also emphasize the clinical importance and relevance of VC, especially CAC. Once VC occurs in dialysis patients, it develops rapidly [4]. Therefore, early identification and intervention of VC are essential to improve the prognosis of ESRD patients.

VC is a multifactor, active, and controllable process [5]. In addition to traditional cardiovascular (CV) risk factors, dialysis-related risk factors, including dialysis time, volume overload, malnutrition, anemia, calcium and phosphorus metabolism disorders, and inflammation, may play important roles. Sortilin is one of the 5 members of the mammalian vacuolar protein sorting 10 protein (Vps10p) domain family and expressed in many cell types, including CV tissues [6]. It is located mainly in the intracellular compartment including the endoplasmic reticulum-Golgi apparatus and participates in the transport and sorting of intracellular proteins between the trans-Golgi network and endosomal/lysosomal compartments or secretory granules [6]. Current studies have reported that sortilin serves as a receptor for cytokines, lipids, and enzymes and participates in several pathophysiological mechanisms including dysregulated lipoprotein metabolism [7], atherosclerosis [8], inflammation [9], and the regulation of glucose homeostasis and insulin [10]. A recent study also showed that sortilin played a crucial role in the development of VC by promoting the calcification potential of smooth muscle cell-derived extracellular vesicles [11]. These studies suggest that the serum level of sortilin may be associated with VC and CVD in maintenance hemodialysis (MHD) patients. Therefore, our study’s primary purpose was to explore the relationship between sortilin and cardiovascular and cerebrovascular events (CCE) and CAC in MHD patients.

Study Subjects

This prospective study was conducted from January 2015 to September 2018. A total of 111 adult patients (21–75 years old) who had regular MHD for >3 months in the blood purification center of Xiangya Hospital of Central South University from January to March 2015 were enrolled. The expected survival time was >6 months. Patients were not eligible for study inclusion if any of the following were present: acute infection and inflammatory disease within 1 month; malignant tumor; pregnancy; mental disease; previous CCE, including angina pectoris, myocardial infarction, heart failure, arrhythmia, transient ischemia attack, and stroke; and previous renal transplantation or parathyroid gland resection. The dialysis regimen was 3 times/week or 5 times/2 weeks, 4 h/time, calcium concentration of the dialysate was 1.5 mmol/L, blood flow was 200–280 mL/min, and the dialysate flow rate was 500 mL/min. The goal of ultrafiltration was to achieve the clinical estimated dry weight.

Baseline Data Collection

All data were abstracted retrospectively from electronic medical records and included demographic characteristics, comorbidities, laboratory findings, therapies, and outcomes. The body weight and blood pressure were measured on the morning of dialysis. The blood routine, blood lipid, high-sensitivity C-reactive protein (CRP), calcium, phosphorus, and serum iPTH were detected in the morning after dialysis. After centrifugation, 5 mL blood was separated and stored at −80°C. All samples were thawed only once before use. Circulating serum sortilin was measured using a commercial ELISA (Cusabio ELISA kit; Cosmo Bio, Carlsbad, CA, USA). The ELISA kit can detect sortilin levels ranged from 46.88 to 3,000 pg/mL, and the coefficient of variation of internal precision is <8%.

Imaging Examination

Multislice spiral computed tomography was performed on the same day or the next day of dialysis. The CAC score (CACs) was evaluated by a fixed radiologist according to the blind method and using German Siemens CaScoring software. The CACs was the calcified plaque area multiplied by the fixed coefficient (determined by the maximum pixel density). Calcified plaques were defined as lesions with CT value ≥130 HU and area ≥1 mm2 [12]. The CACs was divided into 4 groups according to the Rumberger classification of CAC [13]. CACs ≤10 was defined as non-CAC, 11–100 was defined as mild CAC, 101–400 was defined as moderate CAC, and >400 was defined as severe CAC. The lateral lumbar radiography was taken to evaluate abdominal aortic calcification. Echocardiography showed cardiac valvular calcification (ValvC), defined as bright echoes of >1 mm thickness are seen on one or more cusps of the aortic valve, mitral valve, or mitral annulus [14]. Baseline echocardiography was evaluated using the left ventricular mass index (LVMI). Left ventricular hypertrophy was scored if LVMI was >125 g/m2 in males or >120 g/m2 in females. Carotid plaque was measured by color Doppler ultrasound. The plaque was defined as a localized echo structure protruding from the lumen (echo may be uneven or accompanied by acoustic shadow), thickness ≥1.3 mm. B-ultrasound examination and reading were completed by the same ultrasound doctor in our hospital.

Follow-Up

Blood calcium, phosphorus, and iPTH were detected regularly in all patients every half a year, and drugs were adjusted according to the test results. The occurrence of CCE and survival were recorded until the 45th month or the patients’ death. The primary endpoint was defined as CCE or death from a vascular event. CCE include angina pectoris, myocardial infarction, coronary revascularization, congestive heart failure, transient ischemic attack (TIA), and stroke [15]. Angina pectoris was defined using NICE clinical guideline concerning chest pain of recent onset [16]. Myocardial infarction was defined following ESC/ACCF/AHA/WHF Expert Consensus Document (2007) [17]. Congestive heart failure is characterized using the 2013 ACCF/AHA guideline for the management of heart failure [18]. TIA was considered following a statement from the American Heart Association/American Stroke Association Stroke Council (2009) [19]. Stroke was diagnosed following Chinese guidelines for diagnosis and treatment of acute ischemic stroke (2014).

Statistical Analyses

SPSS 20.0 (IBM Corp., Armonk, NY, USA) was used for data analysis. The Kolmogorov-Smirnov method was used for the continuous variables to test normality, and the normal distribution is limited to p > 0.05. The differences between 2 groups of continuous variables were analyzed by a double-tailed t test or Mann-Whitney U test according to the normality of its distribution; multiple sets of continuous variable comparison were analyzed by the one-way ANOVA test or Kruskal-Wallis H test according to the normality of its distribution. Categorical variables were compared using the χ2 test. We transformed sortilin into sortilin/100 and then evaluated the influence factors of CAC by univariable and multivariable logistic regression analysis. After univariate analysis, Cox multivariate regression analysis was performed by the forward (LR) method to screen the risk factors of CCE. All indexes were tested by the proportional hazard test before Cox analysis. The area under the receiver-operating characteristic curve was calculated to test its predictive discrimination of CCE occurrence. The optimal cutoff value was determined using the maximum sum of sensitivity and specificity based on the Youden index. Statistical significance was defined as a 2-sided p < 0.05. Extremely statistical significance was defined as a 2-sided p < 0.001.

Baseline Clinical Characteristics

A total of 111 MHD patients with an average age of 49 ± 12 years were included in this study, of whom 60 (54.05%) were male. In this study, various etiologies of MHD reported in our center included chronic glomerulonephritis (58.6%), diabetes (17.2%), hypertension (10.8%), obstruction (7.2%), and others (6.3%). Among 111 MHD patients, 85 cases were examined by vascular color Doppler ultrasound, cardiac color Doppler ultrasound, lateral abdominal X-ray, and CACs. The total calcification rate of these 85 patients in this center was 76.6%, the CAC rate was 60.0%, the AAC rate was 36.5%, and the heart ValvC rate was 22.4%, which were slightly lower than the results of the dialysis calcification study (CDCS) published in 24 Chinese mainland centers in 2018 [20] perhaps because of the exclusion of the patients who had suffered CCE or parathyroid gland resection before enrollment. The range of CACs in 85 patients ranged from 0 to 3,071, with a median of 48.3. According to the Rumberger classification of CAC, there were 34 cases (40.00%) in the noncalcification group, 16 cases (18.82%) in the mild calcification group, 20 cases (23.53%) in the moderate calcification group, and 15 cases (17.65%) in the severe calcification group.

The clinical and biochemical characteristics of hemodialysis patients with different degrees of calcification are listed in Table 1. It could be seen that dialysis time, serum phosphorus, and calcium-phosphorus product levels were higher in moderate and severe CAC than their counterparts in non-CAC groups. More subjects had diabetes mellitus or carotid plaque with the aggravation of CAC. Besides, the medical history of phosphate binders was also related to the degree of calcification.

Table 1.

Clinical and biochemical characteristics of MHD patients with different degrees of calcification

Clinical and biochemical characteristics of MHD patients with different degrees of calcification
Clinical and biochemical characteristics of MHD patients with different degrees of calcification

Serum Sortilin Levels and CAC

The serum levels of sortilin in noncalcification, mild calcification, moderate, and severe coronary calcification groups were 339.1 ± 144.6, 400.1 ± 137.4, 520.5 ± 214.2, and 648.9 ± 337.2 pg/mL, respectively (Fig. 1). Next, we transformed sortilin into sortilin/100 and included it in the logistic regression equation with diabetes history, dialysis time, blood phosphorus, calcium-phosphorus product, medicine history of phosphate binders, and carotid plaque. The results showed that diabetes, calcium-phosphorus product, and sortilin are independently related to CAC (Fig. 2). For every 100 pg/mL increase of sortilin, the risk of CAC increased by 1.475 times. The risk of CAC increased by 2.953 times with the increase of 1 (mmol/L)2 calcium-phosphorus product. Besides, CAC risk in patients with diabetes was 5.475 times higher than that in patients without diabetes.

Fig. 1.

Serum sortilin levels in MHD patients with different degrees of CAC. Sortilin levels in serum were compared among 4 groups: MHD with non-CAC (n = 34), MHD with mild CAC (n = 16), MHD with moderate CAC (n = 20), and MHD with severe CAC (n = 15). Statistical significance was determined by the Kruskal-Wallis H test (*p < 0.05; ***p < 0.001). MHD, maintenance hemodialysis; CAC, coronary artery calcification.

Fig. 1.

Serum sortilin levels in MHD patients with different degrees of CAC. Sortilin levels in serum were compared among 4 groups: MHD with non-CAC (n = 34), MHD with mild CAC (n = 16), MHD with moderate CAC (n = 20), and MHD with severe CAC (n = 15). Statistical significance was determined by the Kruskal-Wallis H test (*p < 0.05; ***p < 0.001). MHD, maintenance hemodialysis; CAC, coronary artery calcification.

Close modal
Fig. 2.

Forest map of CAC multivariate logistic regression analysis. Sortilin was transferred into sortilin/100 before regression analysis. After univariate analysis, multivariate logistic regression analysis was performed by the forward (LR) method. CAC, coronary artery calcification.

Fig. 2.

Forest map of CAC multivariate logistic regression analysis. Sortilin was transferred into sortilin/100 before regression analysis. After univariate analysis, multivariate logistic regression analysis was performed by the forward (LR) method. CAC, coronary artery calcification.

Close modal

Serum Sortilin Levels and CCE

During the follow-up period of 45 months, 28 patients suffered from CCE. Fifteen MHD patients died during the period of follow-up: 8 patients died from vascular disorder, 5 died from infection, 1 died from liver cancer, and 1 died from severe malnutrition. The number of patients who suffered from angina pectoris, myocardial infarction, congestive heart failure, TIA, and stroke was 12, 3, 18, 2, and 2, respectively (Fig. 3). Then, we compared the variables in subjects with or without CCE (Table 2). The subjects who had suffered from CCE had longer dialysis time and higher calcium-phosphorus product (p < 0.05). Diabetes mellitus, carotid plaque, and AAC all contributed to the occurrence of CCE in this study (p < 0.05). Besides, the serum sortilin level in patients with CCE was significantly higher than that in patients without CCE (603.3 ± 263.9 vs. 347.7 ± 169.5 pg/mL, p < 0.001) (Fig. 4).

Table 2.

Clinical and biochemical characteristics of subjects with CCE

Clinical and biochemical characteristics of subjects with CCE
Clinical and biochemical characteristics of subjects with CCE
Fig. 3.

Details of CCE. The bar chart (left) and Venn diagram (right) showed the number of patients who suffered from angina pectoris, myocardial infarction, congestive heart failure, transient ischemic attack, and stroke. CCE, cardiovascular and cerebrovascular events.

Fig. 3.

Details of CCE. The bar chart (left) and Venn diagram (right) showed the number of patients who suffered from angina pectoris, myocardial infarction, congestive heart failure, transient ischemic attack, and stroke. CCE, cardiovascular and cerebrovascular events.

Close modal
Fig. 4.

CCE and serum sortilin level in MHD patients. Sortilin levels in serum were compared among 2 groups: MHD with CCE (n = 28) and MHD without CCE (n = 83). Statistical significance was determined by the Mann-Whitney U test (***p < 0.001). CCE, cardiovascular and cerebrovascular events; MHD, maintenance hemodialysis.

Fig. 4.

CCE and serum sortilin level in MHD patients. Sortilin levels in serum were compared among 2 groups: MHD with CCE (n = 28) and MHD without CCE (n = 83). Statistical significance was determined by the Mann-Whitney U test (***p < 0.001). CCE, cardiovascular and cerebrovascular events; MHD, maintenance hemodialysis.

Close modal

As shown in Table 3, the multivariable Cox regression analysis showed that the risk of CCE in patients with sortilin ≥396 pg/mL was 8.588 times higher than that in patients with sortilin <396 pg/mL (95% CI: 1.919–38.43, p = 0.005). Compared with non-CAC patients, the risk of CCE in patients with CAC was 5.210 times higher (95% CI: 1.093–24.83, p = 0.038). Besides, diabetes mellitus was independently associated with the risk of CCE (HR 3.424; 95% CI: 1.348–8.701, p = 0.010). Before Cox analysis, all indicators were judged to meet the equal proportional hazards.

Table 3.

Cox regression analysis for influencing factors of CCE in MHD patients

Cox regression analysis for influencing factors of CCE in MHD patients
Cox regression analysis for influencing factors of CCE in MHD patients

In addition, we proposed a cutoff value of 418 pg/mL for serum sortilin level, which was able to predict the occurrence of CCE with 75.0% sensitivity and 71.9% specificity. The area under the curve was 0.778 (95% CI: 0.673–0.883), as shown in Figure 5a. The percentage of CCE free of the serum sortilin subgroup in MHD patients is shown in Figure 5b (p < 0.001). The Kaplan-Meier analysis showed a significant difference in the CCE occurrence in MHD patients with sortilin ≥390 pg/mL compared to sortilin ≤390 pg/mL MHD patients.

Fig. 5.

Serum sortilin levels and CCE. a ROC curve analysis of the ability of sortilin to predict cardiovascular events. AUC = 0.778, p < 0.001. b Kaplan-Meier analysis of the percentage of CCE free in the serum sortilin subgroup of MHD patients. The percentage of CCE free is shown in the blue line for sortilin ≥390 pg/mL and the green line for sortilin <390 pg/mL in MHD patients. The time is expressed as months. Statistical significance was determined by the log-rank (Mantel-Cox) test. CCE, cardiovascular and cerebrovascular events; MHD, maintenance hemodialysis.

Fig. 5.

Serum sortilin levels and CCE. a ROC curve analysis of the ability of sortilin to predict cardiovascular events. AUC = 0.778, p < 0.001. b Kaplan-Meier analysis of the percentage of CCE free in the serum sortilin subgroup of MHD patients. The percentage of CCE free is shown in the blue line for sortilin ≥390 pg/mL and the green line for sortilin <390 pg/mL in MHD patients. The time is expressed as months. Statistical significance was determined by the log-rank (Mantel-Cox) test. CCE, cardiovascular and cerebrovascular events; MHD, maintenance hemodialysis.

Close modal

Calcification of vessels, especially the coronary artery, is highly prevalent in MHD patients and has been associated with an increased CV risk as well as with all-cause mortality [21-23]. Although existing evidence hints toward the contribution of VC in CV mortality and CVD morbidity in dialysis recipients, there is still a need and interest to continuously determine and monitor VC’s burden and its risk factors. Several studies in cardiology suggest that sortilin may be related to VC and CV events, but none has done any relevant research in the field of kidney disease. Therefore, this study aimed to assess the potential role of serum sortilin in CAC and CCE, along with identifying other risk factors. We surprisingly found that serum sortilin level is positively correlated with CAC in MHD patients. Besides, we showed an incidence of new CCE of 25.2% in MHD patients during the 45-month follow-up, and serum sortilin was independently associated with the CCE.

In this study, we compared the data of the CAC-negative group and different degrees of the CAC-positive group first. We found that CAC was related to dialysis time, DM, blood phosphorus, calcium-phosphorus product, and carotid plaque. Nondialysis diabetes patients also have high CACs, which further confirmed that diabetes is a risk factor for CAC [24]. Hyperglycemia, hyperinsulinemia, oxidative stress, and abnormal adipokines may be the causes of diabetic vascular disease. Metabolic disorders of calcium and phosphorus are universal and crucial in VC of MHD patients. This study showed 22.1% of patients with serum phosphorus concentration >7.0 mg/dL (2.26 mmol/L) and 66.9% of patients with serum phosphorus concentration >5.5 mg/dL (1.78 mmol/L), which is consistent with the Chinese dialysis achievement and practice model study (DOPPS) published in 2019 [25]. DOPPS I and II studies have confirmed that phosphorus and calcium-phosphorus product were independent risk factors for CV events [26, 27]. All these results suggest that serum phosphorus is essential in VC and CV events, while serum phosphorus management in MHD patients in China is not ideal [25, 28]. Optimization of MBD management, especially phosphorus-related indicators, may have a good impact on the prognosis of MHD patients. However, AAC and ValvC did not show a linear trend with the aggravation of CAC, which was inconsistent with previous studies [20, 29, 30]. The reason for this is unclear. Further studies with a large number of patients will be done to explore this point.

Genome-wide association studies recently have shown a strong association between 1p13 locus and CVD [31-33]. The 1p13.3 locus contains 4 genes, CELSR2, PSRC1, MYBPHL, and SORT1. Sortilin encoded by the SORT1 gene is a multiligand sorting receptor, which has the functional characteristics of the vacuolar protein sorting 10 protein domain family. It is mainly located on the anti-Golgi network (TGN) and acts as a lysosome sorting receptor, which helps separate new synthetic protein cargo from the anti-Golgi network to the early endosome [34]. Sortilin can also transport soluble lysosomal proteins to lysosomes [35]. A small fraction of sortilin (about 10%) is located on the cell membrane and binds and internalizes various ligands through receptor-mediated endocytosis [36]. Emerging evidence suggests a significant role of sortilin in the pathogenesis of CVD and metabolic diseases, including type II diabetes mellitus by regulating insulin resistance [37, 38], atherosclerosis caused by arterial wall inflammation [9], dyslipidemia of lipoprotein metabolism, and VC [39-41].

Previous studies related to sortilin mainly focused on its lipid metabolic activity outside the brain. However, recent studies have shown that the effect of sortilin on vascular inflammation and calcification might have nothing to do with lipids [9, 11, 42]. A clinical research of Goettsch et al. [39] demonstrated that sortilin serum levels were positively correlated with CRP, TC, and LDL-C levels, whereas when CRP, TC, or LDL-C levels were added to the multivariate model, along with other known AAC risk factors, the sortilin-AAC association remained significant. Furthermore, treatment with statins or fibrates did not alter the association between serum sortilin and AAC, suggesting that the observed association between high serum sortilin and severe AAC may not be associated with lipid abnormalities. This is in line with our results, which indicate that sortilin is an independent risk factor for CAC. Goettsch et al. [11] also reported reduced atherosclerotic VC in mice lacking sortilin, and they had demonstrated that sortilin is a crucial component of extracellular vesicles required for their calcification propensity. Besides, Sun et al. [40] showed that sortilin could mediate the aggregation of matrix vesicles in the early calcification stage. Hence, serum sortilin levels are likely to reflect the susceptibility to calcification.

There is increasing evidence suggesting that sortilin is independent of the CV effects of cholesterol. Ogawa et al. [43] showed that plasma sortilin levels had significant positive associations with CV risk factors: LDL-C, TG, and serum uric acid in patients with hypertension, dyslipidemia, and/or diabetes without coronary artery disease. One published study of the Framingham Heart Study [44] demonstrated that the neurotensin and proneurotensin receptor (sortilin receptor 1) is associated with an increased incidence of CV events. The study also reported that diabetes, dialysis time, and serum sortilin levels were independently associated with the occurrence of CCE. Besides, a study of 745 elderly community male residents showed that after adjusting for potential confounding factors (including CRP, TC, and LDL-C), high serum sortilin levels were associated with a 3-fold increase in the risk of adverse CCE, independent of traditional Framingham risk factors [39]. In conclusion, the intervention of sortilin may have a substantial impact on CVD since it acts at multiple levels simultaneously.

Our results are noteworthy because we included subjects who used strict criteria to minimize possible bias. We excluded subjects who were treated with statins. Preclinical in vivo evidence suggests that pitavastatin or pravastatin treatment for 8 months can reduce circulatory sortilin levels by 8 and 16%, respectively [45]. Therefore, statins have an impact on circulatory sortilin levels, and we eliminated this bias by including only those who did not receive statins [46].

Limitations

Our research has some limitations. First of all, we do not have data on the presence of sortilin SNPs. It has been reported that some SNPs in the 1p13.3 region, especially rs646776, rs599839, rs12740374, have a great impact on the expression of the SORT1 gene and the function of sortilin protein [32, 47]. Therefore, sortilin polymorphism may be associated with the occurrence of CV events. Second, this study is a single-center prospective study with small sample size. We did not make further analysis of CAC, AAC, and ValvC. Finally, the recommended threshold of sortilin for predicting CCE has relatively low sensitivity and specificity, so we cannot predict the occurrence of CCE only based on serum sortilin level. Large-scale prospective cohort studies are necessary to confirm the usefulness of circulating sortilin in predicting CCE and the possibility of combining other indicators to predict CCE.

Sortilin may be a newly found protein that is independently associated with CAC and CCE in MHD patients.

The authors thank all the staff of the Department of Nephrology and the nursing staff for their dedicated assistance to patient sample collection. They also thank all the members who participated in this study.

This study adhered to the principles of the Declaration of Helsinki II and was approved by the Medical Ethics Committee of Xiangya Hospital, Central South University (Ethical Code: 201512568). Written informed consent was obtained from all the study participants.

The authors declare that they have no conflicts of interest.

This study was funded by the National Natural Science Foundation of China (81470933 and 81173401).

Jie Xu participated in research design, data collection, statistical analysis, and manuscript drafting. Zhou Xiao and Qiong-Jing Yuan participated in data collection, Yang-Shuo Tang provided technical support such as B-ultrasound, and Qiao-Ling Zhou participated in the research design and article review and offered financial support. Chanjuan Shen, Joshua D. Ooi, and Yong Zhong were involved in data analysis and article review. All authors have read and approved the final version of the manuscript.

1.
Zhang
L
,
Wang
F
,
Wang
L
,
Wang
W
,
Liu
B
,
Liu
J
,
Prevalence of chronic kidney disease in China: a cross-sectional survey
.
Lancet
.
2012
;
379
(
9818
):
815
22
. .
2.
Saran
R
,
Li
Y
,
Robinson
B
,
Abbott
KC
,
Agodoa
LY
,
Ayanian
J
,
US renal data system 2015 annual data report: epidemiology of kidney disease in the United States
.
Am J Kidney Dis
.
2016
;
67
(
3 Suppl 1
):
Svii
. S1–305. .
3.
Vervloet
M
,
Cozzolino
M
.
Vascular calcification in chronic kidney disease: different bricks in the wall?
Kidney Int
.
2017
;
91
(
4
):
808
17
. .
4.
Sigrist
MK
,
Taal
MW
,
Bungay
P
,
McIntyre
CW
.
Progressive vascular calcification over 2 years is associated with arterial stiffening and increased mortality in patients with stages 4 and 5 chronic kidney disease
.
Clin J Am Soc Nephrol
.
2007
;
2
(
6
):
1241
8
. .
5.
Disthabanchong
S
.
Vascular calcification in chronic kidney disease: pathogenesis and clinical implication
.
World J Nephrol
.
2012
;
1
(
2
):
43
53
. .
6.
Hermey
G
.
The Vps10p-domain receptor family
.
Cell Mol Life Sci
.
2009
;
66
(
16
):
2677
89
. .
7.
Gustafsen
C
,
Kjolby
M
,
Nyegaard
M
,
Mattheisen
M
,
Lundhede
J
,
Buttenschøn
H
,
The hypercholesterolemia-risk gene SORT1 facilitates PCSK9 secretion
.
Cell Metab
.
2014
;
19
(
2
):
310
8
. .
8.
Patel
KM
,
Strong
A
,
Tohyama
J
,
Jin
X
,
Morales
CR
,
Billheimer
J
,
Macrophage sortilin promotes LDL uptake, foam cell formation, and atherosclerosis
.
Circ Res
.
2015
;
116
(
5
):
789
96
. .
9.
Mortensen
MB
,
Kjolby
M
,
Gunnersen
S
,
Larsen
JV
,
Palmfeldt
J
,
Falk
E
,
Targeting sortilin in immune cells reduces proinflammatory cytokines and atherosclerosis
.
J Clin Invest
.
2014
;
124
(
12
):
5317
22
. .
10.
Blondeau
N
,
Béraud-Dufour
S
,
Lebrun
P
,
Hivelin
C
,
Coppola
T
.
Sortilin in glucose homeostasis: from accessory protein to key player?
Front Pharmacol
.
2018
;
9
:
1561
. .
11.
Goettsch
C
,
Hutcheson
JD
,
Aikawa
M
,
Iwata
H
,
Pham
T
,
Nykjaer
A
,
Sortilin mediates vascular calcification via its recruitment into extracellular vesicles
.
J Clin Invest
.
2016
;
126
(
4
):
1323
36
. .
12.
Agatston
AS
,
Janowitz
WR
,
Hildner
FJ
,
Zusmer
NR
,
Viamonte
M
,
Detrano
R
.
Quantification of coronary artery calcium using ultrafast computed tomography
.
J Am Coll Cardiol
.
1990
;
15
(
4
):
827
32
. .
13.
Broderick
LS
,
Shemesh
J
,
Wilensky
RL
,
Eckert
GJ
,
Zhou
X
,
Torres
WE
,
Measurement of coronary artery calcium with dual-slice helical CT compared with coronary angiography: evaluation of CT scoring methods, interobserver variations, and reproducibility
.
AJR Am J Roentgenol
.
1996
;
167
(
2
):
439
44
. .
14.
Liu
ZH
;
China Dialysis Calcification Study Group
.
Vascular calcification burden of Chinese patients with chronic kidney disease: methodology of a cohort study
.
BMC Nephrol
.
2015
;
16
:
129
. .
15.
Goicoechea
M
,
Garcia de Vinuesa
S
,
Verdalles
U
,
Verde
E
,
Macias
N
,
Santos
A
,
Allopurinol and progression of CKD and cardiovascular events: long-term follow-up of a randomized clinical trial
.
Am J Kidney Dis
.
2015
;
65
(
4
):
543
9
. .
16.
Skinner
JS
,
Smeeth
L
,
Kendall
JM
,
Adams
PC
,
Timmis
A
;
Chest Pain Guideline Development Group
.
NICE guidance. Chest pain of recent onset: assessment and diagnosis of recent onset chest pain or discomfort of suspected cardiac origin
.
Heart
.
2010
;
96
(
12
):
974
8
.
17.
Thygesen
K
,
Alpert
JS
,
White
HD
;
Joint ESC/ACCF/AHA/WHF Task Force for the Redefinition of Myocardial Infarction
.
Universal definition of myocardial infarction
.
Eur Heart J
.
2007
;
28
(
22
):
2525
38
. .
18.
Yancy
CW
,
Jessup
M
,
Bozkurt
B
,
Butler
J
,
Casey
DE
 Jr
,
Drazner
MH
,
2013 ACCF/AHA guideline for the management of heart failure: a report of the American College of Cardiology Foundation/American Heart Association task force on practice guidelines
.
J Am Coll Cardiol
.
2013
;
62
(
16
):
e147
239
. .
19.
Easton
JD
,
Saver
JL
,
Albers
GW
,
Alberts
MJ
,
Chaturvedi
S
,
Feldmann
E
,
Definition and evaluation of transient ischemic attack: a scientific statement for healthcare professionals from the American Heart Association/American Stroke Association stroke council; council on cardiovascular surgery and anesthesia; council on cardiovascular radiology and intervention; council on cardiovascular nursing; and the interdisciplinary council on peripheral vascular disease. The American Academy of Neurology affirms the value of this statement as an educational tool for neurologists
.
Stroke
.
2009
;
40
(
6
):
2276
93
. .
20.
Liu
ZH
,
Yu
XQ
,
Yang
JW
,
Jiang
AL
,
Liu
BC
,
Xing
CY
,
Prevalence and risk factors for vascular calcification in Chinese patients receiving dialysis: baseline results from a prospective cohort study
.
Curr Med Res Opin
.
2018
;
34
(
8
):
1491
500
. .
21.
Schlieper
G
,
Schurgers
L
,
Brandenburg
V
,
Reutelingsperger
C
,
Floege
J
.
Vascular calcification in chronic kidney disease: an update
.
Nephrol Dial Transplant
.
2016
;
31
(
1
):
31
9
. .
22.
Hakeem
A
,
Bhatti
S
,
Chang
SM
.
Screening and risk stratification of coronary artery disease in end-stage renal disease
.
JACC Cardiovasc Imaging
.
2014
;
7
(
7
):
715
28
. .
23.
Chen
J
,
Budoff
MJ
,
Reilly
MP
,
Yang
W
,
Rosas
SE
,
Rahman
M
,
Coronary artery calcification and risk of cardiovascular disease and death among patients with chronic kidney disease
.
JAMA Cardiol
.
2017
;
2
(
6
):
635
43
. .
24.
Ichii
T
,
Morimoto
R
,
Okumura
T
,
Ishii
H
,
Tatami
Y
,
Yamamoto
D
,
Impact of renal functional/morphological dynamics on the calcification of coronary and abdominal arteries in patients with chronic kidney disease
.
J Atheroscler Thromb
.
2017
;
24
(
11
):
1092
104
. .
25.
Wang
J
,
Bieber
BA
,
Hou
FF
,
Port
FK
,
Anand
S
.
Mineral and bone disorder and management in the China dialysis outcomes and practice patterns study
.
Chin Med J
.
2019
;
132
(
23
):
2775
82
. .
26.
Young
EW
,
Akiba
T
,
Albert
JM
,
McCarthy
JT
,
Kerr
PG
,
Mendelssohn
DC
,
Magnitude and impact of abnormal mineral metabolism in hemodialysis patients in the dialysis outcomes and practice patterns study (DOPPS)
.
Am J Kidney Dis
.
2004
;
44
(
5 Suppl 2
):
34
8
. .
27.
Tentori
F
,
Blayney
MJ
,
Albert
JM
,
Gillespie
BW
,
Kerr
PG
,
Bommer
J
,
Mortality risk for dialysis patients with different levels of serum calcium, phosphorus, and PTH: the dialysis outcomes and practice patterns study (DOPPS)
.
Am J Kidney Dis
.
2008
;
52
(
3
):
519
30
. .
28.
Li
D
,
Zhang
L
,
Zuo
L
,
Jin
CG
,
Li
WG
,
Chen
JB
.
Association of CKD-MBD markers with all-cause mortality in prevalent hemodialysis patients: a cohort study in Beijing
.
PLoS One
.
2017
;
12
(
1
):
e0168537
. .
29.
Anaya
P
,
Blomquist
GA
,
Davenport
DL
,
Monier-Faugere
MC
,
Sorrell
VL
,
Malluche
HH
.
Coronary artery calcification in CKD-5D patients is tied to adverse cardiac function and increased mortality
.
Clin Nephrol
.
2016
;
86
(
2016
)(
12
):
291
302
. .
30.
Kitamura
K
,
Fujii
H
,
Nakai
K
,
Kono
K
,
Goto
S
,
Nishii
T
,
Relationship between cardiac calcification and left ventricular hypertrophy in patients with chronic kidney disease at hemodialysis initiation
.
Heart Vessels
.
2017
;
32
(
9
):
1109
16
. .
31.
O’Donnell
CJ
,
Kavousi
M
,
Smith
AV
,
Kardia
SL
,
Feitosa
MF
,
Hwang
SJ
,
Genome-wide association study for coronary artery calcification with follow-up in myocardial infarction
.
Circulation
.
2011
;
124
(
25
):
2855
64
. .
32.
Musunuru
K
,
Strong
A
,
Frank-Kamenetsky
M
,
Lee
NE
,
Ahfeldt
T
,
Sachs
KV
,
From noncoding variant to phenotype via SORT1 at the 1p13 cholesterol locus
.
Nature
.
2010
;
466
(
7307
):
714
9
. .
33.
Smith
JG
,
Luk
K
,
Schulz
CA
,
Engert
JC
,
Do
R
,
Hindy
G
,
Association of low-density lipoprotein cholesterol-related genetic variants with aortic valve calcium and incident aortic stenosis
.
JAMA
.
2014
;
312
(
17
):
1764
71
. .
34.
Petersen
CM
,
Nielsen
MS
,
Nykjaer
A
,
Jacobsen
L
,
Tommerup
N
,
Rasmussen
HH
,
Molecular identification of a novel candidate sorting receptor purified from human brain by receptor-associated protein affinity chromatography
.
J Biol Chem
.
1997
;
272
(
6
):
3599
605
. .
35.
Carlo
AS
,
Nykjaer
A
,
Willnow
TE
.
Sorting receptor sortilin-a culprit in cardiovascular and neurological diseases
.
J Mol Med
.
2014
;
92
(
9
):
905
11
. .
36.
Nilsson
SK
,
Christensen
S
,
Raarup
MK
,
Ryan
RO
,
Nielsen
MS
,
Olivecrona
G
.
Endocytosis of apolipoprotein A-V by members of the low density lipoprotein receptor and the VPS10p domain receptor families
.
J Biol Chem
.
2008
;
283
(
38
):
25920
7
. .
37.
Rabinowich
L
,
Fishman
S
,
Hubel
E
,
Thurm
T
,
Park
WJ
,
Pewzner-Jung
Y
,
Sortilin deficiency improves the metabolic phenotype and reduces hepatic steatosis of mice subjected to diet-induced obesity
.
J Hepatol
.
2015
;
62
(
1
):
175
81
. .
38.
Biscetti
F
,
Bonadia
N
,
Santini
F
,
Angelini
F
,
Nardella
E
,
Pitocco
D
,
Sortilin levels are associated with peripheral arterial disease in type 2 diabetic subjects
.
Cardiovasc Diabetol
.
2019
;
18
:
5
. .
39.
Goettsch
C
,
Iwata
H
,
Hutcheson
JD
,
O’Donnell
CJ
,
Chapurlat
R
,
Cook
NR
,
Serum sortilin associates with aortic calcification and cardiovascular risk in men
.
Arterioscler Thromb Vasc Biol
.
2017
;
37
(
5
):
1005
11
. .
40.
Sun
Z
,
Wang
Z
,
Li
L
,
Yan
J
,
Shao
C
,
Bao
Z
,
RAGE/galectin-3 yields intraplaque calcification transformation via sortilin
.
Acta Diabetol
.
2019
;
56
(
4
):
457
72
. .
41.
Goettsch
C
,
Kjolby
M
,
Aikawa
E
.
Sortilin and its multiple roles in cardiovascular and metabolic diseases
.
Arterioscler Thromb Vasc Biol
.
2018
;
38
(
1
):
19
25
. .
42.
Jones
GT
,
Bown
MJ
,
Gretarsdottir
S
,
Romaine
SP
,
Helgadottir
A
,
Yu
G
,
A sequence variant associated with sortilin-1 (SORT1) on 1p13.3 is independently associated with abdominal aortic aneurysm
.
Hum Mol Genet
.
2013
;
22
(
14
):
2941
7
. .
43.
Ogawa
K
,
Ueno
T
,
Iwasaki
T
,
Kujiraoka
T
,
Ishihara
M
,
Kunimoto
S
,
Soluble sortilin is released by activated platelets and its circulating levels are associated with cardiovascular risk factors
.
Atherosclerosis
.
2016
;
249
:
110
5
. .
44.
Januzzi
JL
,
Lyass
A
,
Liu
Y
,
Gaggin
H
,
Trebnick
A
,
Maisel
AS
,
Circulating proneurotensin concentrations and cardiovascular disease events in the community: the framingham heart study
.
Arterioscler Thromb Vasc Biol
.
2016
;
36
(
8
):
1692
7
. .
45.
Nozue
T
,
Hattori
H
,
Ogawa
K
,
Kujiraoka
T
,
Iwasaki
T
,
Michishita
I
.
Effects of statin therapy on plasma proprotein convertase subtilisin/kexin type 9 and sortilin levels in statin-naive patients with coronary artery disease
.
J Atheroscler Thromb
.
2016
;
23
(
7
):
848
56
. .
46.
Hu
D
,
Yang
Y
,
Peng
DQ
.
Increased sortilin and its independent effect on circulating proprotein convertase subtilisin/kexin type 9 (PCSK9) in statin-naive patients with coronary artery disease
.
Int J Cardiol
.
2017
;
227
:
61
5
. .
47.
Kathiresan
S
,
Melander
O
,
Guiducci
C
,
Surti
A
,
Burtt
NP
,
Rieder
MJ
,
Six new loci associated with blood low-density lipoprotein cholesterol, high-density lipoprotein cholesterol or triglycerides in humans
.
Nat Genet
.
2008
;
40
(
2
):
189
97
. .
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