the effects of pitavastatin, eicosapentaenoic acid and combined therapy on platelet-derived...
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Platelets, February 2009; 20(1): 16–22
ORIGINAL ARTICLE
The effects of pitavastatin, eicosapentaenoic acid and combined therapyon platelet-derived microparticles and adiponectin in hyperlipidemic,diabetic patients
SHOSAKU NOMURA1, NORIHITO INAMI2, AKIRA SHOUZU3, SEITAROU OMOTO2,
YUTAKA KIMURA2, NOBUYUKI TAKAHASHI2, ATSUSHI TANAKA4,
FUMIAKI URASE5, YASUHIRO MAEDA5, HAJIME OHTANI2, & TOSHIJI IWASAKA2
1Division of Hematology, Kishiwada City Hospital, Kishiwada, Japan, 2Second Department of Internal Medicine, Kansai
Medical University, Moriguchi, Japan, 3Department of Internal Medicine, Saiseikai Izuo Hospital, Osaka, Japan,4Department of Cardiology, Wakayama Medical University, Wakayama, Japan, and 5Department of Hematology,
Kinki University, Sayama, Japan
(Received 26 April 2008; accepted 14 August 2008)
AbstractPlatelet-derived microparticles (PDMP) play an important role in the pathogenesis of diabetic vasculopathy, and statins oreicosapentaenoic acid (EPA) have been shown to have a beneficial effect on atherosclerosis in hyperlipidemic patients.However, the influence of EPA and statins on PDMP and adiponectin in atherosclerosis is poorly understood.We investigated the effect of pitavastatin and EPA on circulating levels of PDMP and adiponectin in hyperlipidemicpatients with type II diabetes. A total of 191 hyperlipidemic patients with type II diabetes were divided into three groups:group A received pitavastatin 2 mg once daily (n¼ 64), group B received EPA 1800 mg daily (n¼ 55) and group C receivedboth drugs (n¼ 72). PDMP and adiponectin were measured by ELISA at baseline and after 3 and 6 months of drugtreatment. Thirty normolipidemic patients were recruited as healthy controls. PDMP levels prior to treatment inhyperlipidemic patients with diabetes were higher than levels in healthy controls (10.4� 1.9 vs. 3.1� 0.4 U/ml, p50.0001),and adiponectin levels were lower than controls (3.20� 0.49 vs. 5.98� 0.42 mg/ml, p50.0001). PDMP decreasedsignificantly in group B (before vs. 6M, 10.6� 2.0 vs. 8.0� 1.7 U/ml, p50.01), but not in group A (before vs.6M, 9.4� 1.9 vs. 9.6� 1.7 U/ml, not significant). In contrast, group A exhibited a significant increase in adiponectinlevels after treatment (before vs. 6M, 3.29� 0.51 vs. 4.16� 0.60 mg/ml, p50.001). Furthermore, group C exhibitedsignificant improvement in both PDMP and adiponectin levels after treatment (PDMP, before vs. 6M, 11.2� 2.0 vs.4.5� 2.7 U/ml, p50.001; adiponectin, before vs. 6M, 3.24� 0.41 vs. 4.02� 0.70 mg/ml, p50.001). Reductions of PDMPin combined therapy were significantly greater than those observed with EPA alone ( p50.05 by ANOVA). In addition,soluble CD40 ligand exhibited almost the same change as PDMP in all therapy groups. These results suggest thatpitavastatin possesses an adiponectin-dependent antiatherosclerotic effect, and this drug is able to enhance the anti-plateleteffect of EPA. The combination therapy of pitavastatin and EPA may be beneficial for the prevention of vascularcomplication in hyperlipidemic patients with type II diabetes.
Keywords: pitavastatin, eicosapentaenoic acid, combined therapy, platelet-derived microparticles, adiponectin, type II
diabetes
Introduction
Diabetes mellitus and hyperlipidemia have
been clearly identified as risk factors for progression
of atherosclerosis and cardiovascular disease
[1]. Diabetic patients also show hypercoagulability
and platelet hyperaggregability [2, 3], with
increased levels of platelet activation-markers [4].
Platelet-derived microparticles (PDMPs) play a role
in the normal haemostatic responses to vascular
injury because they demonstrate prothrombinase
activity [5, 6]. PDMPs are also released from
platelets after physical stimulation under various
conditions [6, 7], but only a few studies on the
potential role of PDMPs in diabetic complications
have been published [6–11].
Correspondence: Shosaku Nomura, MD, Division of Hematology, Kishiwada City Hospital, 1001 Gakuhara-cho, Kishiwada, Osaka 596-8501, Japan.
E-mail: [email protected]
ISSN 0953–7104 print/ISSN 1369–1635 online � 2009 Informa Healthcare USA, Inc.
DOI: 10.1080/09537100802409921
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Plasma adiponectin concentrations are decreased
in obese individuals [12, 13] with type II diabetes
[14] and are closely related to whole-body insulin
sensitivity [15]. This protein is abundant in the
circulation [13] and suppresses the attachment of
monocytes to endothelial cells [16]. Adiponectin also
stimulates nitric oxide production in vascular
endothelial cells, which ameliorates endothelial
function [17, 18]. These observations suggest anti-
atherogenic properties for adiponectin, and that
hypoadiponectinemia may be associated with
a higher incidence of vascular disease in diabetic
patients.
Lipid lowering therapy with 3-hydroxy-3-methyl-
glutaryl-coenzyme A (HMG-CoA) reductase inhibi-
tors (statins) involves pleiotropic effects of statins.
Although the distinct mechanisms for these effects
of statins, which is responsible for the prevention of
atherosclerosis as well as their lipid lowering effects.
Pitavastatin is a HMG-CoA reductase inhibitor that
significantly reduces serum total cholesterol (TC)
and low-density lipoprotein cholesterol (LDL-C),
and triglycerides (TG) with modest elevation of high-
density lipoprotein cholesterol (HDL-C) [19, 20],
and has various pleiotropic effects [21–25]. Although
statins reduce the risk of cardiovascular events in
type II diabetic patients [26, 27], it is very important
for prevention of such events to continue with
a comprehensive program of risk modification, such
as lipid-lowering therapy, anti-thrombotic treatment
and improved lifestyle [28]. Therefore, combination
therapy, which targets lipid parameters associated
with cardiovascular risk, is thought to be required for
patients with type II diabetes mellitus. In the present
study, we selected eicosapentaenoic acid (EPA) as
the preference for combination therapy with pitavas-
tatin, since EPA has antithrombogenic and anti-
atherosclerotic properties [29]. Therefore, the main
purpose of this study was to compare the effects of
pitavastatin, EPA and combined therapy in patients
with diabetes and hyperlipidemia on PDMP and
adiponectin.
Methods
Patients
The study group included 30 normolipidemic con-
trols and 191 patients with diabetes and hyperlipi-
demia (Table I). Controls were recruited from
hospital staff and other sources. Between April
2005 and May 2007, patients were selected from
among patients admitted to our hospital for the
treatment of hyperlipidemia and diabetes mellitus.
The study protocol was approved by the Institutional
Review Board (IRB) of our institution and written
informed consent was obtained from each patient
prior to the start of the trial. Entry criteria required
the study participants could not have a history within
the 3 months prior to enrollment of inflammatory,
coronary artery, or cerebrovascular disease or have
had a clinically detectable renal (serum creatinine
2.0 mg/dl), hepatic (elevated serum transaminase),
infectious (fever or elevated white blood cells) or
malignant disease (on the basis of ultrasound or
computed tomography examination). Other anti-
lipidemic agents were prohibited, since these drugs
might have influenced data interpretation. These
medications were stopped at least 2 weeks prior to
initiation of pitavastatin or EPA therapy. There were
26 patients using aspirin and 13 patients using
a Ticlopidine due to a history of old cerebral
infarction or angina pectoris. There were 69 patients
using an angiotensin II receptor blocker (ARB) and
53 patients using a Ca-antagonists for hypertension
(Table I). Of 191 patients, 65 were treated with
sulfonylureas, 71 with �glucosidase inhibitors and
54 with insulin therapy. The dose of previous drugs
such as aspirin, ARB, and anti-diabetic agents
were not adjusted during the present study.
Hyperlipidemia was defined according to
Guidelines for Diagnosis and Treatment of
Hyperlipidemias in Adults published by the Japan
Atherosclerosis Society [30]. Type II diabetes was
defined according to the criteria of the American
Diabetes Association [31]. Table I shows the clinical
characteristics of the hyperlipidemic patients and the
control subjects.
Table I. Baseline characteristics of the study population.
Healthy controls Patients p-Value
Variables 30 191
Gender (male/female) 17/13 101/90
Age, y 56� 3 65� 3 50.01
BMI (kg/m2) 25.4� 2.2 27.3� 3.9 N.S.
TC (mg/dL) 196� 34 243� 15 50.001
TG (mg/dL) 138� 21 242� 46 50.0001
HDL-C (mg/dL) 53� 11 46�12 50.05
LDL-C (mg/dL) 115� 22 152� 33 50.001
HbA1c (%) 4.9� 0.5 7.0�1.1 50.001
PDMP (U/ml) 3.1� 0.4 10.4� 1.9 50.0001
Adiponectin (mg/ml) 5.98� 0.42 3.20�0.49 50.0001
Risk factors, n (%)
Current smoking 4 (13.3) 21 (11.0)
Complications, n (%)
Angina pectoris 1 (3.3) 8 (4.2)
Heart failure 0 (0) 8 (4.2)
Cerebral infarction 1 (3.3) 11 (5.7)
Hypertension 4 (13.3) 84 (44.0)
Medications, n (%)
Aspirin 1 (3.3) 26 (13.6)
Ticlopidine 0 (0) 13 (6.8)
ARBs 3 (10.0) 69 (36.1)
Ca-antagonists 1 (3.3) 53 (27.7)
Data are shown as mean�SD. N.S.: not significant; BMI: bodymass index; TC: total cholesterol; LDL-C: low-density lipoproteincholesterol; PDMP: platelet-derived microparticle.
Effects of pitavastatin/EPA on PDMP 17
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Study design
Pitavastatin 2 mg once daily, EPA 1800 mg, or
pitavastatin 2 mg and EPA 1800 mg was adminis-
tered daily during 6 months. The patients for
treatments were randomly selected. There were no
other changes in any patient’s pharmacologic regi-
men during treatment. Clinical and biochemical data
obtained before and after pitavastatin and EPA
administration were compared.
Measurements of platelet-derived microparticles
An enzyme-linked immunosorbent assay (ELISA) kit
for platelet-derived microparticles (PDMP) [32–34]
was obtained from JIMRO Co., Ltd (Tokyo, Japan).
In brief, blood samples were collected from periph-
eral veins using vacutainers containing EDTA-ACD
(NIPRO Co. Ltd, Japan) with 21-gauge needle to
minimize platelet activation. The samples were
gently mixed by turning the tubes up-side down
once or twice and stored at room temperature for
2–3 h, then centrifuged at 8000g for 5 min at room
temperature. Immediately after centrifugation, we
collected 200 ml of the upper-layer supernatant from
2 ml samples to avoid the contamination of the
platelets and stored the samples at �40�C until
analysis. The ELISA results obtained under our
conditions were reproducible. The PDMP values
were measured twice and the mean values were
recorded. This kit used two monoclonal antibodies
against glycoprotein CD42b and CD42a (glycopro-
tein Ib and IX). One (1) U/ml of PDMP is defined
as 24 000 platelets/ml of solubilized platelets in this
ELISA.
Measurements of adiponectin, soluble CD40 ligand
and soluble E-selectin
Blood samples from patients and controls were
collected into tubes with sodium citrate or tubes
without anticoagulant. Blood samples were allowed
to clot at room temperature for a minimum of 1 h.
Serum or citrated plasma was isolated by centrifuga-
tion for 20 min at 1000g (4�C) and stored at �30�C
until analysis. Adiponectin ELISA kit acquired from
Otsuka Pharmaceuticals Co. Ltd (Tokyo, Japan).
Soluble CD40 ligand (sCD40L) was measured
with an ELISA kit from Chemikon International
Inc. (Temecula, CA, USA), and sE-selectin was
measured with a monoclonal antibody-based ELISA
kit from BioSource International Inc. (Camarillo,
CA, USA). The recombinant products and
standard solutions provided with the commercial
kits were used as positive controls in each assay. All
kits were used according to the manufacturer’s
instructions.
Statistics
Data are expressed as the mean�SD and were
analysed by two-factor ANOVA for repeated mea-
sures as appropriate. Between-group comparisons
were made with the Bonferroni test and within-group
differences were determined with the Student’s t-test
for paired values with a level of significance being
p50.05. Correlations between adiponectin and other
parameters (BMI, TC, TG, HDL-C, LDL-C,
HbA1c, PDMP) were analysed first with a simple
logistic regression analysis (Pearson’s coefficient of
correlation), and then by multivariate analysis using
a stepwise method.
Results
When baseline values before each treated period
were compared among the three treatment arms, no
significant differences were noted in any of the
parameters measured. Pitavastatin alone or com-
bined therapy significantly reduced TC and LDL-C
after 6 months administrations compared with base-
line. These reductions were significantly greater than
that observed with EPA alone ( p50.01 by ANOVA).
EPA alone or combined therapy significantly lowered
TG levels compared with those observed with
pitavastatin alone ( p50.05 by ANOVA).
Pitavastatin alone or combined therapy significantly
elevated HDL-C after 6 months administration
compared with baseline, but not EPA alone. On
the other hand, there were no significant differences
in HbA1c between pitavastatin monotherapy and
combined therapy (Table II).
Pitavastatin therapy exhibited no remarkable
change of PDMP after 3 and 6 months administra-
tion compared with baseline (Figure 1).
Combination therapy and EPA monotherapy sig-
nificantly decreased the plasma PDMP levels relative
to baseline (Figure 1, EPA: before vs. 3M vs.
6M, 10.6� 2.0 vs. 9.0� 1.7 vs. 8.0� 1.7 U/ml,
3M & 6M; p50.01, Combined: before vs. 3M vs.
6M, 11.2� 2.9 vs. 7.0� 2.9 vs. 4.5� 2.7 U/ml, 3M;
p50.01, 6M; p50.001). These reductions were
significantly greater than those observed with pita-
vastatin alone (EPA: p50.05 by ANOVA,
Combined: p50.001 by ANOVA, Figure 1).
In addition, reductions in combined therapy were
significantly greater than those observed with EPA
alone ( p50.05 by ANOVA, Figure 1).
Pitavastatin alone and combined therapy exhibited
a significant increase in adiponectin levels after 3 and
6 months administration compared with baseline
(Figure 2, pitavastatin: before vs. 3M vs. 6M,
3.29� 0.51 vs. 3.79� 0.51 vs. 4.16� 0.60 mg/ml,
3M; p50.01, 6M; p50.001; Combined: before vs.
3M vs. 6M, 3.24� 0.41 vs. 3.67� 0.65 vs.
4.02� 0.70 mg/ml, 3M; p50.05, 6M; p50.01). On
the other hand, EPA monotherapy exhibited an
18 S. Nomura et al.
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elevation in adiponectin levels after only 6 months
administration compared with baseline (Figure 2,
EPA: before vs. 3M vs. 6M, 3.03� 0.57 vs.
3.09� 0.70 vs. 3.30� 0.68 mg/ml, 6M; p50.05).
These increases were significantly greater than
those observed with EPA alone (pitavastatin:
p50.05 by ANOVA, Combined: p50.01 by
ANOVA, Figure 2). However, there were no
significant differences observed between pitavastatin
alone and combined therapy (Figure 2).
Table III shows the correlation of adiponectin with
other parameters. Since the distribution of adipo-
nectin was skewed, logarithmically transformed
values were used for statistical analysis.
Adiponectin levels showed a significant correlation
with PDMP in combined therapy. In order to resolve
the significance of adiponectin and PDMP in
combined therapy, we investigated the changes of
sCD40L and sE-selectin (Table IV). Pitavastatin
exhibited a significant decrease of sE-selectin, not
but sCD40L. In contrast, EPA exhibited a significant
decrease in sCD40L, but not in sE-selectin. On the
other hand, combined therapy exhibited significant
decrease of both sCD40L and sE-selectin.
In particular, the decrease of sCD40L is more
significant than that of EPA.
Table II. Effects of pitavastatin, combined therapy and EPA on lipids and HbA1c in hyperlipidemic, diabetic patients.
Pitavastatin (P) (n¼ 64) PitavastatinþEPA (C) (n¼ 72)
Variables Baseline (0) Treatment (6M) Baseline (0) Treatment (6M)
Lipids (mg/dl)
TC 254� 24 193�29*** 251�45 183� 39***
TG 198� 57 171� 38* 248�61 177� 42***
HDL-C 48� 14 54�12** 46�17 53� 15***
LDL-C 169� 21 108�23*** 156�31 95� 22***
HbA1c (%) 7.5� 1.2 7.5� 1.0NS 6.5�1.1 6.3�0.9NS
EPA (E) (n¼ 55) ANOVA
Baseline (0) Treatment (6M) P/C P/E C/E
Lipids (mg/dl)
TC 229� 37 202� 35** NS 50.01 50.01
TG 258� 72 209�61*** 50.05 5 0.05 NS
HDL-C 43� 15 45� 10NS NS NS NS
LDL-C 128� 32 114� 33** NS 50.05 50.05
HbA1c (%) 7.0� 1.3 7.0� 0.9NS NS NS NS
Data are expressed as means�SD. There were no significant differences among each baseline values. *p50.05, ** p50.01, *** p50.001for comparison with each base line value. P/C¼pitavastatin vs. combined therapy; P/E¼pitavastatin vs. EPA; C/E¼ combined therapy vs.EPA. NS: not significant.
Figure 1. Changes in PDMP levels before and after administra-
tion of pitavastatin, EPA and combined therapy to hyperlipidemic
patients with type II diabetes. PDMP: platelet-derived
microparticle; Bars are shown as mean�SD. 0: before; M:
month (after); p-Values for comparison with each baseline value
(before vs. after). ANOVA: analysis of variance (pitavastatin or
EPA vs. EPA or combined therapy).
Figure 2. Changes in adiponectin levels before and after admin-
istration of pitavastatin, EPA and combined therapy to hyperlipi-
demic patients with type II diabetes. Bars are shown as
mean�SD. 0: before; M: month (after); p-Values for comparison
with each baseline value (before vs. after). ANOVA: analysis of
variance (pitavastatin or EPA vs. EPA or combined therapy).
Effects of pitavastatin/EPA on PDMP 19
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Discussion
Plasma adiponectin concentration is decreased in
obese individuals [12] and is closely related to whole-
body insulin sensitivity [14]. A significant decrease in
plasma adiponectin concentrations is also found in
patients with type II diabetes [14]. Adiponectin has
been noted to suppress the attachment of monocytes
to endothelial cells [16] and plays a role in protection
against vascular damage. We recently reported that
the administration of pitavastatin significantly
increased concentrations of adiponectin in hyperlipi-
demic patients [25, 35]. Although pitavastatin did
not appear to change of PDMP and sP-selectin levels
in these patients, this drug significantly improved
sE-selectin and sL-selectin in hyperlipidemic patients
with type II diabetes [25]. These results suggest the
possibility of pitavastatin possessing an anti-athero-
sclerotic effect via modification of adiponectin levels.
In the previous reports [25, 35], we speculated that
the mechanism by which pitavastatin treatment leads
to an increase in circulating adiponectin levels was
the improvement of reactive oxygen species (ROS),
or the activation for sterol regulatory element binding
protein (SREBP)-1c by pitavastatin. However, the
third possible mechanism has appeared. That is the
participation of the peroxisome proliferator-activated
receptor gamma (PPARg). PPARg, a member of the
nuclear hormone receptor family of ligand-depen-
dent transcription factors, has been well character-
ized as a regulator of adipogenesis and is abundant
in fat cells [36]. In particular, synthetic ligands of
PPARg have been shown to induce expression of the
adiponectin gene and increase adiponectin levels
both in vivo and in vitro [37–39]. Furthermore, it has
recently been reported that statins including pitavas-
tatin can activate PPARg via extracellular signal-
regulated kinase 1/2 and p38 mitogen-activated
protein kinase activation [40].
Activated platelets may cause capillary microem-
bolization secondary to the formation of microag-
gregates [41]. PDMP, which are derived from
activated platelets, also play an important role in
the process of coagulation. Therefore, an increase of
PDMP may causes hypercoagulability [42]. We
previously reported that PDMP were significantly
increased in diabetic patients with high LDL levels
compared with similar patients who had low LDL
levels [8]. Because PDMP enhanced the expression
of adhesion molecules on monocytes and endothelial
cells [43], it seems possible that PDMP may
participate in the development or progression of
atherosclerosis in diabetics. Intensive anti-platelet
drugs such as cilostazol or ticlopidine can inhibit the
elevation of PDMP [9–11]. However, the use of
these drugs for primary prevention of atherothrom-
bosis is problematic. For this reason, we turned our
attentions to EPA. EPA is a polyunsaturated fatty
acid found at high levels in fish oil. Its antithrombo-
genic and antiatherosclerotic actions were suggested
by an epidemiological study of Greenland Eskimos
[44]. The mechanisms of these actions have been
postulated to include the inhibition of platelet
aggregation and the improvement of blood rheologic
properties [45]. In the present study, combined
therapy with pitavastatin and EPA significantly
decreased the plasma PDMP levels after treatment
compared to monotherapy with EPA. Although we
Table III. Correlation of adiponectin with age, gender, BMI, TC,
TG, HDL-C, CRTN, HbA1c and PDMP after 3 and 6 months
of combined therapy.
Combined therapy
Regression coefficient p-Value
After 3 months
Age �0.02 0.8027 (NS)
Gender 0.07 0.0479 (5 0.05)
BMI 0.14 0.5377 (NS)
TC 0.21 0.2258 (NS)
TG 0.09 0.5009 (NS)
HDL-C 0.11 0.4263 (NS)
LDL-C 0.13 0.3988 (NS)
HbA1c 0.07 0.8269 (NS)
PDMP 0.33 0.0259 (50.05)
After 6 months
Age �0.05 0.8197 (NS)
Gender 0.16 0.6109 (NS)
BMI 0.19 0.6547 (NS)
TC 0.13 0.6704 (NS)
TG 0.22 0.2628 (NS)
HDL-C 0.18 0.1195 (NS)
LDL-C �0.14 0.2645 (NS)
HbA1c 0.11 0.6396 (NS)
PDMP 0.45 0.0001 (50.001)
These were analysed by the stepwise method. Correlationcoefficients were derived a simple logistic regression analysis(Pearson’s coefficient of correlation). BMI¼ body mass index;TC¼ total cholesterol; TG¼ triglycerides; HDL-C¼ high densitylipoprotein-cholesterol; HbA1c¼ hemoglobin A1c; PDMP¼ pla-telet-derived microparticle; NS: not significant.
Table IV. Changes of soluble factors before and after treatments
in hyperlipidemic patients with diabetes.
Treatment
Baseline (0) 3M 6M
Pitavastatin
sCD40L (ng/ml) 16.5� 4.2 16.1� 4.1 15.8� 3.9
sE-selectin (ng/ml) 73� 22 72� 19 48� 12**
EPA
sCD40L (ng/ml) 16.2� 4.6 14.1� 4.8 12.2� 4.5*
sE-selectin (ng/ml) 70� 25 66� 23 62� 24
Pitavastatin þ EPA
sCD40L (ng/ml) 17.4� 5.1 13.5� 4.4 10.2� 3.9***
sE-selectin (ng/ml) 75� 21 62� 23 44� 17**
Data are expressed as means�SD. *p50.05, **p50.01,***p50.001 for comparison with each baseline valuesCD40L¼ soluble CD40 kigand; sE-selectin¼ soluble E-selectin.
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could not show any direct hallmarks of platelet
function, combined therapy improved another plate-
let activation marker, sCD40L, in hyperlipidemic
patients with diabetes. EPA has reported effects on
coronary events in hyperlipidemic patients [46] and
biological functions of this drug include reduction of
platelet activation [29, 47]. Our results suggest that
pitavastatin could enhance the effect of EPA and this
action is dependent on adiponectin.
In conclusion, pitavastatin, EPA or combined
therapy directly or indirectly increased circulating
adiponectin in hyperlipidemic patients with type II
diabetes. In addition, pitavastatin could enhance the
antiplatelet effect of EPA. Hyperlipidemic patients
with type II diabetes possess the risk of atherothrom-
bosis in which platelets participate. Combined
therapy with pitavastatin and EPA may be beneficial
as a primary prevention therapy for atherothrombosis
in hyperlipidemic patients with type II diabetes.
Acknowledgements
This study was partly supported by a grant from
the Japan Foundation of Neuropsychiatry and
Hematology Research, a Research Grant for
Advanced Medical Care from the Ministry of
Health and Welfare of Japan, and a Grant
(13670760 to S.N.) from the Ministry of
Education, Science and Culture of Japan.
Conflict of interest: There is no conflict of interest
in this study.
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