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Resting Heart Rate and the Risk of Microvascular Complications in Patients With Type 2 Diabetes Mellitus

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A higher resting heart rate is associated with an increased probability of cardiovascular complications and premature death in patients with type 2 diabetes mellitus. The impact of heart rate on the risk of developing microvascular complications, such as diabetic retinopathy and nephropathy, is, however, unknown. The present study tests the hypothesis that a higher resting heart rate is associated with an increased incidence and a greater progression of microvascular complications in patients with type 2 diabetes mellitus. The relation between baseline resting heart rate and the development of a major microvascular event was examined in 11 140 patients who participated in the Action in Diabetes and Vascular Disease: Preterax and Diamicron Modified Release Controlled Evaluation (ADVANCE) study. Major microvascular events were defined as a composite of new or worsening nephropathy or new or worsening retinopathy. Patients with a higher baseline heart rate were at increased risk of a new major microvascular complication during follow-up (adjusted hazard ratio: 1.13 per 10 beats per minute; 95% confidence interval: 1.07-1.20; P<0.001). The excess hazard was evident for both nephropathy (adjusted hazard ratio: 1.16 per 10 beats per minute; 95% confidence interval: 1.08-1.25) and retinopathy (adjusted hazard ratio: 1.11 per 10 beats per minute; 95% confidence interval: 1.02-1.21). Patients with type 2 diabetes mellitus who have a higher resting heart rate experience a greater incidence of new-onset or progressive nephropathy and retinopathy. URL: http://www.clinicaltrials.gov. Unique identifier: NCT00145925. http://www.advance-trial.com/static/html/prehome/prehome.asp.
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Resting Heart Rate and the Risk of Microvascular Complications in
Patients With Type 2 Diabetes Mellitus
Graham S. Hillis, MBChB, PhD; Jun Hata, MD, PhD; Mark Woodward, PhD; Vlado Perkovic, MBBS, PhD; Hisatomi Arima, MD, PhD;
Clara K. Chow, MD, PhD; Sophia Zoungas, MBBS, PhD; Anushka Patel, MBBS, PhD; Neil R. Poulter, MD; Giuseppe Mancia, MD, PhD;
Bryan Williams, MD; John Chalmers, MD, PhD
Background-A higher resting heart rate is associated with an increased probability of cardiovascular complications and
premature death in patients with type 2 diabetes mellitus. The impact of heart rate on the risk of developing microvascular
complications, such as diabetic retinopathy and nephropathy, is, however, unknown. The present study tests the hypothesis that a
higher resting heart rate is associated with an increased incidence and a greater progression of microvascular complications in
patients with type 2 diabetes mellitus.
Methods and Results-The relation between baseline resting heart rate and the development of a major microvascul ar event was
examined in 11 140 patients who participated in the Action in Diabetes and Vascular Disease: Preterax and Diamicron Modied
Release Controlled Evaluation (ADVANCE) study. Major microvascular events were dened as a composite of new or worsening
nephropathy or new or worsening retinopathy. Patients with a higher baseline heart rate were at increased risk of a new major
microvascular complication during follow-up (adjusted hazard ratio: 1.13 per 10 beats per minute; 95% conden ce interval: 1.07
1.20; P<0.001). The exce ss hazard was evident for both nephropathy (adjusted hazard ratio: 1.16 per 10 beats per minute; 95%
condence interval: 1.081.25) and retinopathy (adjusted hazard ratio: 1.11 per 10 beats per minute; 95% condence interval:
1.021.21).
Conclusion-Patients with type 2 diabetes mellitus who have a higher resting heart rate experience a greater incidence of new-
onset or progressive nephropathy and retinopathy.
Clinical Trial Registration-URL: http://www.clinicaltrials.gov. Unique identier: NCT00145925. http://www.advance-trial.com/
static/html/prehome/prehome.asp ( J Am Heart Assoc. 2012;1:e002832 doi: 10.1161/JAHA.112.002832)
Key Words: diabetes mellitus, type 2 heart rate microcirculation
M
icroalbuminuria and retinopathy are indicators of
microvascular dysfunction, and both predict a poorer
outcome in patients with diabetes
13
and in individuals with
normal glycemic control.
4,5
In particular, even mild degrees of
microalbuminuria are a strong and independent predictor of
major cardiac events in the general population
6,7
and among
patients with diabetes
4
and hypertension.
8
Likewise, several
studies have reported an association between a higher resting
heart rate and an increased risk of cardiovascular complica-
tions in unselected populations and in patients with cardiac
disease.
9,10
Recently, we reported a similar relation between
resting heart rate and all-cause death, cardiovascular death,
and major cardiovascular events in patients with type 2
diabetes mellitus.
11
This was not attenuated after adjustment
for other factors that inuence heart rate and outcome.
11
Although a growing volume of data supports an association
between higher resting heart rate and a greater risk of
macrovascular events in patients with type 2 diabetes, the
impact of heart rate on the risk of developing microvascular
complications, such as diabetic retinopathy and nephropathy,
is unknown. There are, however, reasons to suspect that an
elevated resting heart rate might predict microvascular
outcomes in this setting. In patients with hypertension, a
higher resting heart rate has been associated with a greater
prevalence of microalbuminuria,
12,13
a relation that was
From The George Institute for Global Health, University of Sydney, Australia
(G.S.H., J.H., M.W., V.P., H.A., C.K.C., S.Z., A.P., J.C.); Imperial College (N.R.P.)
and University College London (B.W.), London, United Kingdom; and University
of Milano-Bicocca, Milano, Italy (G.M.).
Correspondence to: Graham Hillis, MBChB, PhD, The George Institute for
Global Health, King George V Building, Royal Prince Alfred Hospital, Sydney,
NSW 2050, Australia. E-mail ghillis@georgeinstitute.org.au
Received April 25, 2012; accepted July 27, 2012.
ª 2012 The Authors. Published on behalf of the American Heart Association,
Inc., by Wiley-Blackwell. This is an Open Access article under the terms of the
Creative Commons Attribution Noncommercial License, which permits use,
distribution, and reproduction in any medium, provided the original work is
properly cited and is not used for commercial purposes.
DOI: 10.1161/JAHA.112.002832 Journal of the American Heart Association 1
ORIGINAL RESEARCH
maintained after correction for a variety of potential
confounding factors. Similarly, a weak, but signicant and
independent, association between baseline resting heart rate
and urinary albumin:creatinine ratio (ACR) was recently
reported in the Randomised Olmesartan and Diabetes Micro-
albuminuria Prevention study.
14
However, not all existing data
support an association between prevalent heart rate and
albuminuria,
15
and the cross-sectional results that are
currently available cannot address the relation between heart
rate and incident or progressive microa lbuminuria.
A higher resting heart rate has been reported in patients
with diabetic retinopathy
16
and could be due to the relation
between retinopathy and autonomic dysfunction. Once again,
however, the importance of heart rate in the developme nt or
progression of diabetic eye disease remains unclear. Using
data from the Action in Diabetes and Vascular Disease:
Preterax and Diamicron Modied Release Controlled Evalua-
tion (ADVANCE) study (ClinicalTrials.gov No. NCT00145925),
we tested the hypothesis that a higher resting heart rate
would be associated with both an increased incidence and a
greater progression of microvascular complications in
patients with type 2 diabetes mellitus.
Methods
The ADVANCE study recruited 11 140 patients with type 2
diabetes mellitus from 215 centers in 20 countries between
June 2001 and March 2003.
17,18
The study made 2 random-
ized comparisons: (1) a double-blind assessment of the
efcacy of a xed-combination perindoprilindapamide (2
mg/0.625 mg for 3 months, increasing, if tolerated, to 4 mg/
1.25 mg) versus placebo and (2) an open-label evaluation of an
intensive glucose-lowering regimen with modied-release
gliclazide, with a target hemoglobin A1c of 6.5%, versus
standard guideline-based glycemic control. The study was
approved by the local ethics committee for each participating
center, and all participants provided written informed consent.
Participants were 55 years of age and had been diagnosed
with type 2 diabetes mellitus after the age of 30 years. In
addition, they were required to have a history of cardiovas-
cular disease or 1 additional cardiovascular risk factor.
19
Detailed study methods
19
and the main results
17,18
of the
ADVANCE study have been reported previously.
Heart rate was measured at the same time as blood
pressure with a digital monitor (Omron HEM-705CP, Omron
Healthcare Inc, Lake Forest, IL). Recordings were made after
the patient had been resting in a seated position for a
minimum of 5 minutes. Three readings were taken, and the
mean of the latter 2 was used. Weight, height, urinary ACR,
serum creatinine, fasting lipid levels, and glyco sylated hemo-
globin also were measured at baseline.
The present study assesses the relation between resting
heart rate and the development of a major microvascular event
(a coprimary endpoint of the ADVANCE study) over the length of
the trial (median follow-up of 4.4 years). Major microvascular
events were dened, a priori, as a composite of new or
worsening nep hropathy or retinopathy. The former was dened
as 1 of the following: the development of macroalbuminuria,
dened as a urinary ACR of >300 lg albumin per milligram of
creatinine (conrmed by 2 positive results); doubling of the
serum creatinine level to 200 lmol/L (unless in the context of
acute illness, with subsequent recovery of renal function, or in
the context of the terminal phase of illness); the need for renal
replacement therapy due to diabetic kidney disease, in the
absence of another acute medic al cause that could require
transient dialysis; or death due to renal disease. Participants
had their crea tinine levels me asured as part of the study
protocol at baseline, 4 months, and 1 year and annually
thereafter until completion of the study. Renal function was
checked out with these time points at the discretion of their
treating clinicians. Urinary ACR was measured locally as part of
the study protocol at baseline, 2 years, 4 years, and completion
of the study. New or worsening retinopathy was dened as 1of
the following: the development of proliferative retinopathy
(identied by the incidence of new blood vessels on the disc or
elsewhere, vitreous hemorrhage, preretinal hemorrhage,
brous proliferations on the disc or elsewhere in a participant
known not to have this condition at entry); macular edema
(characterized by a retinal thickening within 1 disc diameter of
the macular center, in a participant known not to have this
condition at entry); diabetes-related blindness (corrected visual
acuity 3/60 or worse, persisting for 3 months and known to
not be due to nondiabetic causes, in a participant known not to
have this condition at entry); or the use of retinal photocoag-
ulation therapy. Particip ants underwent formal eye examination
and visual acuity testing at baseline, 2 years, 4 years, and
completion of the study.
Secondary endpoints were the individual components of
the primary outcome (new or worsening nephropathy and new
or worsening retinopathy). An Endpoint Adjudication Commit-
tee, unaware of treatment allocation, reviewed source docu-
mentation for all individuals who had a suspected primary
endpoint of the ADVANCE study. This included all the
microvascular endpoints considered in the present analyses.
Statistical Analyses
Baseline resting heart rate was considered both as a continuous
variable and after grouping into approximately equal fths
according to its quintiles. Trends in baseline characteristics
across the fths of heart rate were compared with linear and
logistic regression. Cox regression analyses were used to
calculate hazard ratios with 95% condence intervals. These
DOI: 10.1161/JAHA.112.002832 Journal of the American Heart Association 2
Heart Rate and Microvascular Complications Hillis et al
ORIGINAL RESEARCH
were performed in models adjusted for age, sex, ADVANCE
study blood pressure treatment arm, and ADVANCE study
glycemic control arm and in models adjusted for multiple
baseline covariates (age, sex, ADVANCE study randomized
treatment, body mass index, duration of diabetes, glycosylated
hemoglobin, estimated glomerular ltration rate, urinary ACR,
systolic blood pressure, diastolic blood pressure, history of a
prior macrovascular complication of diabetes [myocardial
infarction, stroke, hospital admission for a transient ischemic
attack, hospital admission for unstable angina, coronary revas-
cularization, peripheral revascularization or amputation second-
ary to peripheral vascular disease], history of hospitalization for
heart failure, participation in moderate or vigorous exercise for
>15 minutes at least once weekly, current cigarette smoking,
total cholesterol, triglycerides, atrial brillation, treatment with
calcium channel blockers, and treatment with b-blockers).
Interactions were tested by adding appropriate terms to Cox
models. Linearity was assessed by comparing the categorical
model with the linear trend model.
20
It is possible that death
during follow-up might affect the association between heart rate
and the outcomes of interest. Therefore, we estimated subdis-
tribution hazard ratios after correcting for the competing risk of
death according to the methods of Fine and Gray.
21
Odds ratios
and 95% condence intervals for albuminuria at baseline and
microvascular diabetic eye disease at baseline among the fths
of heart rate were estimated by logistic regression. Analyses
were performed in SAS v9.2 (SAS Institute, Cary, NC), SPSS v18
(SPSS Inc., Chicago, IL), and Stata 11 (Statacorp LP, College
Station, TX), and all reported P values are 2 sided, with the 5%
threshold used to determine signicance.
Results
Of the 11 140 patients randomized into the ADVANCE study,
2 individuals did not have their baseline resting heart rate
recorded. The remaining 11 138 patients are included in the
present analyses. Participants had a mean age of 66 years,
and 58% were male. The mean heart rate in the study
population, ± standard deviation, was 74±12 beats per
minute, with a range of 33 to 140 beats per minute. The
characteristics of the study population according to baseline
resting heart rate are shown in Table 1.
Heart Rate and Microvascular Disease at Baseline
At baseline, 793 patients (7.1%) had microvascular diabetic eye
disease (proliferative retinopathy, retinal photocoagulation
therapy, macular edema, or blindness in at least one eye
thought to be due to diabetes). These individuals had a mean
resting heart rate of 76±12 beats per minute, compared to
74±12 beats per minute in patients without microvascular eye
disease at baseline (P<0.001). At the time of randomization,
7376 participants (66.2%) had normal urinary albumin levels
(urinary ACR <3.4 mg/mmol [<30 lg/mg]), 2861 (25.7%) had
microalbuminura (urinary ACR 3.433.9 mg/mmol [30300
lg/mg]), and 401 (3.6%) had macroalbuminuria (urinary ACR
>33.9 mg/mmol [>300 lg/m g]). Five hundred patients (4.5%)
had missing ACR data. Figure 1 shows the prevalence of
albuminuria according to baseline resting heart rate (P for trend
<0.001). The age- and sex-adjusted and multivariable-adjusted
odds ratios for (a) albuminuria and (b) microvascular diabetic
eye disease at baseline according to fth of resting heart rate
(with the lowest fth as the reference) are shown in Tables 2
and 3. These data conrm a cross-sectional association
between baseline heart rate and both complications.
Heart Rate and Microvascular Complications
During a median follow-up of 4.4 years, 916 patients (8.2%)
experienced a major microvascular event. Three hundred and
ninety-seven patients (3.6%) developed new or worsening
nephropathy, and 575 (5.2%) developed new or worsening
retinopathy. Fifteen patients were lost to follow-up (vital status
unknown) at the end of follow-up and were censored at the last
follow-up assessment. In addition, 879 patients (7.9%) died
during follow-up. Patients who died before the occurrence of
each outcome were censored at the time of death (786 patients
for major microvascular events, 840 for retinopathy, and 817
for nephropathy were censored at the date of death).
A higher baseline resting heart rate was associated with a
greater risk of developing a major microvascular complication
during follow-up (Table 4). After adjustment for age, sex, and
randomized treatment, a 10-beats-per-minute increase in base-
line resting heart rate was associated with an 18% increase in the
observed hazard. This remained after adjustment for potential
confounders. The excess hazard was apparent for both compo-
nents of the primary outcome (nephropathy and retinopathy) but
was greater for the development of new or worsening diabetic
eye disease (Table 4), where a clear linear relation is apparent. In
contrast, the relation between heart rate and nephropathy is
nonlinear, with the excess hazard, relative to the lowest fth,
only seen clearly in patients with a heart rate in the upper fth
(Table 4). The risk estimates were essentially unchanged even
after correction for the competing risk of death (data not shown).
The increased risk of microvascular complications associ-
ated with a higher heart rate was observed in both sexes, in
patients who had suffered a prior major macrovascular compli-
cation (myocardial infarction, stroke, hospital admission for a
transient ischemic attack, hospital admission for angina,
coronary revascularization, peripheral revascularization, or
amputation secondary to peripheral vascular disease) and in
those who had not (Figure 2). Similarly, an excess hazard was
seen in patients both with and without preexisting microvascular
disease (Figure 2). It also was observed in patients who were not
DOI: 10.1161/JAHA.112.002832 Journal of the American Heart Association 3
Heart Rate and Microvascular Complications Hillis et al
ORIGINAL RESEARCH
Table 1. Baseline Characteristics by Baseline Fifths of Heart Rate
Total
(n=11 138)
Lowest Fifth
(n=2066)
2nd Fifth
(n=2393)
3rd Fifth
(n=2178)
4th Fifth
(n=2195)
Highest Fifth
(n=2306) P for Trend
Heart rate, bpm,
mean (range)
74 (33140) 57 (3363) 67 (6470) 74 (7176) 80 (7783) 91 (84140)
Age, y, mean±SD 65.8±6.4 67.1±6.3 65.9±6.4 65.5±6.5 65.5±6.4 65.1±6.2 <0.001
Female, n (%) 4733 (42) 664 (32) 989 (41) 973 (45) 1050 (48) 1057 (46) <0.001
Active treatment arm for
blood pressure, n (%)
5568 (50) 1024 (50) 1195 (50) 1072 (49) 1127 (51) 1150 (50) 0.56
Active treatment arm for
glycemic control, n (%)
5570 (50) 1007 (49) 1216 (51) 1050 (48) 1098 (50) 1199 (52) 0.09
Systolic blood pressure, mm
Hg, mean±SD
145±22 147±22 144±21 143±21 145±21 146±21 0.18
Diastolic blood pressure, mm
Hg, mean±SD
81±11 79±11 80±11 81±11 81±11 82±11 <0.001
Body mass index,
kg/m
2
, mean±SD
28.3±5.2 28.8±5.0 28.5±5.0 28.2±5.3 28.2±5.2 28.2±5.3 <0.001
Current cigarette
smoker, n (%)
1550 (14) 234 (11) 314 (13) 333 (15) 324 (15) 345 (15) <0.001
Regular exercise, n (%) 5112 (46) 1029 (50) 1149 (48) 994 (46) 970 (44) 970 (42) <0.001
History of myocardial
infarction, n (%)
1334 (12) 392 (19) 316 (13) 251 (12) 205 (9) 170 (7) <0.001
History of stroke, n (%) 1022 (9) 168 (8) 197 (8) 198 (9) 217 (10) 242 (10) <0.001
History of hospitalization for
heart failure, n (%)
356 (3) 66 (3) 71 (3) 66 (3) 71 (3) 82 (4) 0.38
Previous or current
atrial brillation, n (%)
846 (8) 199 (10) 154 (6) 128 (6) 173 (8) 192 (8) 0.68
Prior macrovascular
disease, n (%)
3589 (32) 843 (41) 806 (34) 677 (31) 630 (29) 633 (27) <0.001
Prior microvascular
disease, n (%)
1152 (10) 179 (9) 249 (10) 206 (9) 242 (11) 276 (12) <0.001
Serum total cholesterol,
mmol/L, mean±SD
5.20±1.19 4.94±1.08 5.14±1.17 5.21±1.20 5.30±1.18 5.37±1.27 <0.001
Serum triglycerides,
mmol/L, mean±SD
1.96±1.29 1.84±1.14 1.88±1.15 1.91±1.21 2.04±1.35 2.11±1.52 <0.001
Duration of diabetes,
y, mean±SD
7.9±6.4 7.7±6.6 7.6±6.3 8.0
±6.5 8.2±6.2 8.2±6.2 <0.001
Continued
DOI: 10.1161/JAHA.112.002832 Journal of the American Heart Association 4
Heart Rate and Microvascular Complications Hillis et al
ORIGINAL RESEARCH
on a b-blocker but not in those who were on a b-blocker
(Figure 2), although there was no statistical evidence of an
interaction. A higher heart rate was associated with a greater
risk of a microvascular complication both in patients who were in
sinus rhythm and those with atrial brillation (on an electrocar-
diogram performed either at baseline or previously
22
).
Discussion
The present study demonstrates that a higher resting heart rate
predicts a greater risk of future microvascular complications in
patients with type 2 diabetes mellitus. As far as we are aware, this
has not been shown previously. The excess hazard associated
with a higher heart rate is independent of many other factors that
can inuence heart rate and affect outcome in this setting. The
association is particularly apparent for the occurrence or
worsening of diabetic eye disease but is also evident for the
occurrence or worsening of diabetic nephropathy.
Heart Rate and Microvascular Events
The relation between higher heart rates and major adverse
cardiac events, such as myocardial infarction, cardiac death,
and hospitalization with heart failure, is now well recognized.
23
Indeed, we recently reported in ADVANCE that a higher heart
rate was a strong and independent predictor of all-cause death
and major cardiovascular complications, including cardiovas-
cular death, myocardial infarction, and stroke.
11
In contrast,
there are limited prior data, almost entirely cross sectional,
assessing the relation between heart rate and microvascular
disease. In patients with hypertension, Bohm and colleagues
12
reported that a higher heart rate is associated with increased
Table 1. Continued
Total
(n=11 138)
Lowest Fifth
(n=2066)
2nd Fifth
(n=2393)
3rd Fifth
(n=2178)
4th Fifth
(n=2195)
Highest Fifth
(n=2306) P for Trend
Hemoglobin A1c, %,
mean±SD
7.5±1.6 7.2±1.3 7.3±1.4 7.5±1.6 7.7±1.6 7.8±1.8 <0.001
Serum creatinine,
lmol/L, mean±SD
87±25 91±23 87±24 85±24 84±27 86±28 <0.001
Estimated GFR, mL/min
per 1.73m
2
, mean±SD
78±25 75±20 78±22 79±27 80±28 79±26 <0.001
Urinary ACR, mg/mmol,
mean (IQR)
1.7 (0.84.5) 1.4 (0.73.6) 1.6 (0.74.1) 1.6 (0.83.9) 1.9 (0.95.2) 2.0 (0.95.5) <0.001
b-Blocker, n (%) 2729 (25) 938 (45) 682 (28) 439 (20) 365 (17) 305 (13) <0.001
Calcium channel
antagonist, n (%)
3426 (31) 666 (32) 706 (30) 638 (29) 647 (29) 769 (33) 0.38
Categorical data are presented as numbers and percentages and compared with logistic regression models. Normally distributed continuous data are presented as mean ± standard deviation (SD) and are compared with a general linear
model. Skewed data are presented as median and interquartile range (IQR) and are compared with a linear model after log-transformation. ACR indicates albumin:creatinine ratio; GFR, glomerular ltration rate (estimated by the Modication
of Diet in Renal Disease formula). Regular exercise was dened as moderate or vigorous exercise for >15 minutes at least once per week.
Figure 1. Prevalence of albuminuria according to fths of heart
rate at baseline.
DOI: 10.1161/JAHA.112.002832 Journal of the American Heart Association 5
Heart Rate and Microvascular Complications Hillis et al
ORIGINAL RESEARCH
prevalence and severity of microalbuminuria. This relation was
observed regardless of treatment with b-blockers
12
and
irrespective of whether the patient had a history of atrial
brillation.
13
However, in a recently reported analysis of The
PROspective pioglitAzone Clinical Trial In macroVascular
Events, a multicenter double-blind assessment of the effects
of pioglitazone versus placebo on major cardiovascular events
in patients with type 2 diabetes and a history of macrovascular
disease, no association was observed between resting heart
rate and microalbuminuria.
15
Despite this, heart rate and
microalbuminuria were each independently predictive of the
composite endpoint of all-cause death, myocardial infarction,
and stroke in this study.
15
Neither of the aforementioned studies
13,15
assessed the
relation between heart rate and incident albuminuria. Two
recent prospective studies have, however, identied a higher
heart rate as a pred ictor of renal dysfunction in the general
population.
24,25
In the Atherosclerosis Risk in Communities
(ARIC) Study, the haz ard of developing end-stage renal disease
was almost doubled among patients with a resting heart rate in
the upper quarter, when compared to the remaining subjects,
during a median of 16 years follow-up.
24
Similarly, in a cohort of
subjects participating in a Japanese health screening program,
a higher heart rate was associated with a greater risk of
declining estimated glomerular ltration rate and of developing
dipstick proteinuria (1) during 5 years of follow-up.
25
An association between a higher resting heart rate and
prevalent retinopathy in patients with diabetes has been
reported previously,
16
although not consistently.
26,27
In the
Wisconsin Epidemiological Study of Diabetic Retinopathy,
although patients with a higher resting heart rate had a
greater risk of incident macular edema and progressive
diabetic retinopathy over a 4-year period, this was attenuated
and was nonsignicant after correction for other factors,
including age, duration of diabetes, glycosylated hemoglobin,
and blood pressure.
28
In contrast, in our much larger cohort,
followed up for 4.4 years, we have observed strong and
independent associations between resting heart rate and
incident and progressive diabetic eye disease, even after
correction for a wide range of potential confounding factors
(including all of those mentioned above). Apart from differ-
ences in power, the discrepant results could reect variances
in the study populations and protocols. The Wisconsin
Epidemiological Study of Diabetic Retinopathy recruited a
community-based cohort with a high prevalence of younger,
insulin-requiring patients, and the incidence and progression
of retinopathy was determined with fundus photography.
Potential Mechanisms
Although a higher re sting heart rate predicts a greater
prevalence of albuminuria and diabetic eye disease at
Table 2. Albuminuria at Baseline According to Fifth of Resting Heart Rate
Adjusted for Age and Sex Fully Adjusted*
Odds Ratio 95% Condence Interval P Odds Ratio 95% Condence Interval P
Lowest fth 1 Reference 1 Reference
2nd fth 1.10 0.961.26 0.17 1.13 0.981.30 0.10
3rd fth 1.09 0.951.25 0.24 1.08 0.931.25 0.33
4th fth 1.34 1.171.54 <0.001 1.27 1.101.47 0.001
Highest fth 1.50 1.311.71 <0.001 1.35 1.171.56 <0.001
*Adjusted for age, sex, body mass index, duration of diabetes, glycosylated hemoglobin, estimated glomerular ltration rate, systolic blood pressure, diastolic blood pressure, history of
hospitalization for heart failure, prior macrovascular disease (see text), current cigarette smoking, participation in moderate or vigorous exercise for >15 minutes at least once weekly, total
cholesterol, triglyceride level, atrial brillation, use of calcium channel blockers, and use of b-blockers.
Table 3. Microvascular Diabetic Eye Disease at Baseline According to Fift h of Resting Heart Rate
Adjusted for Age and Sex Fully Adjusted*
Odds Ratio 95% Condence Interval P Odds Ratio 95% Condence Interval P
Lowest fth 1 Reference 1 Reference
2nd fth 1.27 0.991.62 0.06 1.29 0.991.67 0.06
3rd fth 1.22 0.951.57 0.13 1.19 0.911.57 0.21
4th fth 1.38 1.081.77 0.01 1.38 1.061.81 0.02
Highest fth 1.62 1.282.06 <0.001 1.59 1.222.07 <0.001
*Adjusted for variables listed in footnote to Table 2, plus urinary albumin:creatinine ratio.
DOI: 10.1161/JAHA.112.002832 Journal of the American Heart Association 6
Heart Rate and Microvascular Complications Hillis et al
ORIGINAL RESEARCH
baseline and higher risk of subsequent microvascular events,
the results could reect an association between heart rate
and other factors that might mediate microvascular disease.
There are, however, several plausible mechanisms by which
an elevated heart rate might predispose to such complica-
tions.
It has been suggested that a higher heart rate might
promote microalbuminuria because of increased exp osure of
the glomerulus to arterial pressure waves.
12
A similar mech-
anism also might explain the relation between more rapid
heart rates and ocular disease. An increased heart rate also
has a variety of direct detrimental cardiovasc ular conse-
quences. These include unfavorable effects on endothelial
function and proatherosclerotic activity,
29
which are important
factors in the progression of nephropathy and retinopathy.
3032
A higher heart rate also is associated with factors such as
Table 4. Effects of Heart Rate on Major Microvascular Outcomes
No. Events/No. at Risk
Adjusted for Age, Sex, and Randomized
Treatment Fully Adjusted*
HR (95% CI) P HR (95% CI) P
Major microvascular events
Heart rate per 10 bpm 916/11 138 1.18 (1.121.24) <0.001 1.13 (1.071.20) <0.001
Heart rate fths
Lowest fth (3363 bpm) 132/2066 1.00 (reference) 1.00 (reference)
2nd fth (64 70 bpm) 184/2393 1.23 (0.991.54) 0.07 1.27 (1.001.61) 0.047
3rd fth (7176 bpm) 161/2178 1.19 (0.941.49) 0.15 1.15 (0.901.47) 0.27
4th fth (77 83 bpm) 194/2195 1.45 (1.161.81) 0.001 1.39 (1.091.76) 0.008
Highest fth (84140 bpm) 245/2306 1.78 (1.442.20) <0.001 1.63 (1.292.06) <0.001
P
for trend <0.001 <0.001
P
for nonlinearity 0.37 0.27
New or worsening retinopathy
Heart rate per 10 bpm 575/11 138 1.22 (1.141.30) <0.001 1.16 (1.081.25) <0.001
Heart rate fths
Lowest fth (3363 bpm) 71/2066 1.00 (reference) 1.00 (reference)
2nd fth (64 70 bpm) 96/2393 1.15 (0.841.56) 0.38 1.13 (0.821.57) 0.46
3rd fth (7176 bpm) 115/2178 1.51 (1.122.03) 0.007 1.44 (1.051.98) 0.02
4th fth (77 83 bpm) 139/2195 1.82 (1.362.43) <0.001 1.67 (1.232.28) 0.001
Highest fth (84140 bpm) 154/2306 1.94 (1.462.57) <0.001 1.72 (1.262.34) <0.001
P
for trend <0.001 <0.001
P
for nonlinearity 0.70 0.69
New or worsening nephropathy
Heart rate per 10 bpm 397/11 138 1.13 (1.041.22) 0.003 1.11 (1.021.21) 0.01
Heart rate fths
Lowest fth (3363 bpm) 69/2066 1.00 (reference) 1.00 (reference)
2nd fth (64 70 bpm) 93/2393 1.24 (0.911.70) 0.18 1.45 (1.042.02) 0.03
3rd fth (7176 bpm) 58/2178 0.86 (0.601.21) 0.38 0.90 (0.611.31) 0.57
4th fth (77 83 bpm) 69/2195 1.05 (0.751.47) 0.78 1.10 (0.761.58) 0.61
Highest fth (84140 bpm) 108/2306 1.60 (1.182.17) 0.003 1.61 (1.152.26) 0.006
P
for trend 0.02 0.05
P
for nonlinearity 0.005 0.003
HR indicates hazard ratio; CI, condence interval.
*Adjusted for age, sex, randomized treatment for blood pressure, randomized treatment for glucose, body mass index, duration of diabetes, glycosylated hemoglobin, prior macrovascular
complication of diabetes (see text), estimated glomerular ltration rate, urinary albumin:creatinine ratio, systolic blood pressure, diastolic blood pressure, history of hospitalization for heart
failure, regular exercise (see text), current cigarette smoking, total cholesterol, triglycerides, atrial brillation, use of calcium channel antagonists, and use of b-blockers.
DOI: 10.1161/JAHA.112.002832 Journal of the American Heart Association 7
Heart Rate and Microvascular Complications Hillis et al
ORIGINAL RESEARCH
Hazard
(a)
(b)
raƟo
for
10bpm increase
in
heart
rate
Sex
HR (95%
CI) P
P
for
interacƟon
Men 1 1
6(108
to
124)
<0 001
083
Prior
macrovascular
disease
Men 1.1
6(1.
08
to
1
.
24)
<0
.
001 0.
83
1
1.1nem
o
W (1.01 to 1.22) 0.03
31.1
oN
(1.06
to 1.21) <0.001 0.85
Yes
114
(1 03
to
125)
001
Treatment
with beta
blocker
Prior
microvascular
disease
Yes
1.14
(1.03 to
1
.25) 0
.
01
40.1(
11
.1oN
to 1.18) 0.002 0.36
80.1
(1
2
.1
se
Y
to 1.36) 0.001
Treatment with beta blocker
Atrial
brillaƟon
80
.
1
(
5
1.1
o
N
to 1.23) <0.001 0.23
4
9
.0(60.
1
s
e
Y to 1.20) 0.35
No 1.13 (1.06 to 1.19) <0.001 0.68
Randomised
treatment for blood pressure
No 1.13 (1.06 to 1.19) <0.001 0.68
42
.1
se
Y
(1.00
to 1.53) 0.048
40.1(21
.1
o
b
e
c
a
l
P to 1.22) 0.004 0.85
Perindopril/Indap
4
1.1edima (1.05 to 1.24) 0.001
Randomised treatment
for
glucose
p/ p ( )
60.1(51.1dradnatS to 1.24) <0.001 0.94
7
0
0.0
)2
2
.
1
ot30.
1
(2
1
.
1e
v
i
s
n
e
t
nI
Hazard raƟo
0.5 1.0 2.0
70.1(31.1llarevO to 1.20) <0.001
Hazard raƟo for highest vs.
lowest
Ōh
of heart rate
Sex
HR (95% CI) P
P for
interacƟon
Men 1
80 (1
35
to
240)
<0 001
073
Prior
macrovascular
disease
Men 1
.
80 (1.
35 to
2
.
40)
<0
.
001
0.73
5
9.0
(
4
4
.1n
e
m
o
W
to 2.16) 0.08
7
1
.1(65.1oN
to 2.09) 0.003 0.28
Yes
169(
113to
254
)
001
Treatment with beta blocker
Prior
microvascular
disease
Yes
1
.
69 (
1
.13
to
2.54
)
0.01
91.1(
6
5
.
1oN
to 2.03) 0.001 0.86
92.1(0
1
.2s
e
Y to 3.43) 0.003
Treatment
with
beta blocker
Atrial
brillaƟon
53.1
(
97
.
1oN to 2.38) <0.001 0.11
56
.
0(11.1seY
to 1.90) 0.71
No 1.
60
(1.25 to 2.03) <0.001 0.60
Randomised treatment
for
blood
pressure
No 1.
60
(1.25 to 2.03) 0.001 0.60
98.0(81
.
2se
Y
to 5.34) 0.09
65.
1
ob
e
c
a
l
P
(1.14 to
2.15) 0.006 0.99
Perindo
pril/Indap 4
7.
1ed
im
a
(
1.23 to 2.45) 0.002
Randomised treatment for glucose
p/ p (
)
02.1
(
6
6
.
1
d
r
a
dna
t
S
to 2.30) 0.002 0.53
51
.1(1
6
.1ev
i
sn
e
tnI to 2.25) 0.006
Hazard raƟo
92.
1
(36.1l
l
arevO
to 2.06) <0.001
2.0
0
.4
0
.
15.0
Figure 2. Effects of baseline heart rate on major microvascular events in subgroups. Adjusted for age, sex, randomized treatment for blood
pressure, randomized treatment for glucose, body mass index, duration of diabetes, glycosylated hemoglobin, prior macrovascular complication of
diabetes (see text), estimated glomerular ltration rate, urinary albumin:creatinine ratio, systolic blood pressure, diastolic blood pressure, history
of hospitalization for heart failure, regular exercise (see text), current cigarette smoking, total cholesterol, triglycerides, atrial brillation, use of
calcium channel antagonists, and use of b-blockers. Where relevant, the variable used for subgrouping was excluded from the model. Centers of
boxes are placed at the estimates of adjusted hazard ratio (HR) for each subgroup. Areas of the boxes are proportional to the reciprocal of the
variance of the estimates. Horizontal lines represent 95% condence intervals (CI). Vertical broken lines indicate the estimate of overall adjusted
hazard ratio. The widths of diamonds represent 95% CI. bpm indicates beats per minute.
DOI: 10.1161/JAHA.112.002832 Journal of the American Heart Association 8
Heart Rate and Microvascular Complications Hillis et al
ORIGINAL RESEARCH
obesity, higher blood pressure, a proatherosclerotic lipid
prole, and reduced physical activity,
10,33
all of which are
associated with an increased risk of microvascul ar complica-
tions and are targets for intervention to improve outcome in
patients with diabetes mellitus.
34
Finally, a faster resting heart
rate is a characteristic feature of autonomic neuropathy, which
is in turn associated with an increased prevalence of othe r
complications, such as nephropathy and retinopathy.
35
It is
possible, therefore, that the observed relation between heart
rate and microvascular events is mediated at least in part by
sympathetic overactivity, although correlations between heart
rate and measures of sympathetic tone are relatively weak.
36
When baroreex control of heart rate is assessed by sensitive
methods, abnormalities are apparent at an early stage in
patients with diabetes. These changes predate obvious diabetic
complications and evidence of autonomic dysfunction that can
be detected by conventional methods.
37,38
Intriguingly, a higher
heart rate per se also has been shown to predict an increased
risk of developing incident diabetes.
39
This could reect
physical deconditioning and other factors that predispose to
developing diabetes but reinforces the complex interrelations
among heart rate, neural mechanisms, and metabolic control.
It could be that the observed hazard associated with a
higher heart rate is due to a combination of mechanisms and
that the importance of each varies among individuals.
Likewise, the mechanisms could have synergistic effects.
For example, a higher heart rate might result in direct
microvascular damage, but this could be accentuated by the
presence of hypertension. In particular, elevated nocturnal
blood pressure in diabetes is associated with incident
microalbuminuria
40
and progressive nephropathy.
41
The risk
attributable to this nondipping pattern might not be
conveyed in the measured daytime blood pressure and might
be magnied by a higher resting heart rate, which increases
exposure of the microvasculature to the elevated pressures.
In summary, the mechanisms by which a higher resting
heart rate predicts an increased risk of microvascular
complications in type 2 diabetes mellitus are unclear, and it
could be that several interrelated processes are involved. One
potential method of assessing whether there might be a direct
relation would be to assess th e effects of a pure rate-limi ting
drug, such as ivabradine, on microvascular outcomes.
Differences in the Observed Relation Between
Heart Rate and Eye Disease and Nephrop athy
In this analysis, the relation between resting heart rate and
the risk of developing diabetic eye disease seems stronger
than the association with incident nephropathy. In addition, in
contrast to retinopathy, the data suggest that the relation
between heart rate and renal disease is nonlinear, with the
excess hazard clearly seen only in patients with a resting
heart rate in the upper fth. Similarly, in the baseline, cross-
sectional data, the increased prevalence of microalbuminuria
is most obvious in patients with heart rates in the upper two
fths. This raises the possibility that the relation between
heart rate and microvascular disease could vary in differing
vascular beds. This is not unexpected, given that the effects of
blood pressurelowering treatment and more intensive
glycemic control in the ADVANCE study were more apparent
in the kidney than in the eye. Similar differential effects of
treatment on differing microvascular complications have been
observed in other large studies.
42,43
Whether this reects
differing pathophysiological mechanisms, is a chance nding,
or is du e to the denitions used and the relatively short
duration of follow-up is not clear.
Strengths and Limitations
The present study explores the relation between heart rate
and future microvascular complications in patients with type 2
diabetes mellitus in a large population recruited from 20
countries and with diverse ethnic backgrounds, which was
well characterized and followed up closely. The primary
endpoint of this epidemiological evaluation was a coprimary
endpoint of the main ADVANCE study, and all components of
it were independently adjudicated according to predened
criteria. Nevertheless, it has the limitations inherent in any
such post hoc analysis. Although the large study population
ensures considerable statistical power and allows reliable
correction for many potential confounding factors, it is not
possible to fully correct for all possible conf ounders. In
particular, autonomic function was not assessed at baseline.
Conclusion
Patients with type 2 diabetes mellitus who have a higher
resting heart rate have a greater prevalence of microalbu-
minuria and diabetic eye disease. They also experience a
greater inc idence of new-onset or progressive nephropathy
and retinopathy, which suggests that an increased heart rate
might be a potential mediator of these outcomes. Further
work is required to assess this and to determine whether
lifestyle measures or pharmacological therapies that can slow
heart rate might reduce the risk of microvascul ar complica-
tions. In particular, the benets of heart rate reduction in the
prevention of progressive diabetic retinopathy deserve further
attention.
Sources of Funding
The ADVANCE study was funded by Servier and the National
Health and Medical Research Council of Australia (grant Nos.
DOI: 10.1161/JAHA.112.002832 Journal of the American Heart Association 9
Heart Rate and Microvascular Complications Hillis et al
ORIGINAL RESEARCH
211086 and 358395). Neither funding body had any input into
the analy sis or interpretation of the present data.
Disclosures
Drs Woodward, Zoungas, Patel, Poulter, Mancia, Williams, and
Chalmers have received lecture fees and/or travel expenses
from Servier. Drs Woodward, Zoungas, Patel, Poulter, and
Chalmers have also received grant support from Servier.
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Heart Rate and Microvascular Complications Hillis et al
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... Indo de encontro desses resultados (SU et al., 2017;NING et al., 2017;WAGNEW et al., 2018;RYAN et al., 2018), o estudo de Graham et al., (2012), relaciona esses fatores ao desenvolvimento de frequências cardíacas alteradas, que se relacionam negativamente com os distúrbios microvasculares, causando alteração renal, filtração glomerular deficiente e uma maior taxa de albuminúria. É possível que essa alteração cardíaca seja mediada, ao menos em parte, por hiperatividade simpática, e que todos esses fatores causem sinergia ao dano, ao mesmo tempo em que se correlaciona essa mesma suposição para a retinopatia. ...
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O objetivo deste trabalho é descrever quais os fatores de risco para o desenvolvimento dos principais desfechos clínicos (neuropatia, retinopatia, amputação de membro, nefropatia e cardiopatia) em pacientes com diabetes mellitus tipo 2. Metodologia: Trata-se de uma revisão narrativa realizada através das bases de dados da Medline e Lilacs com estudos realizados no período de 2010 a 2020, nas línguas portuguesa, inglesa e espanhola. Resultados: Foram incluídos 17 artigos, sendo 41% (07) sobre fatores de risco para nefropatia, 30% (05) para neuropatia, 6% (01) para amputação, 6% (1) infarto do coração e outros 17% (03) foram artigos que analisavam mais de um desfecho estudado. Percebe-se um compartilhamento dos principais fatores de risco como tabagismo, hipertensão e obesidade entre os desfechos nefropatia, neuropatia e retinopatia. Conclusão: A grande maioria dos fatores de risco encontrados por essa revisão para o desenvolvimento dos principais desfechos do DM2 são os referentes ao estilo de vida. Assim, sugere-se uma abordagem multiprofissional das equipes de atenção primária à saúde centradas no empoderamento dos sujeitos através da educação e promoção em saúde para a mitigação e controle desses desfechos na saúde das populações.
... Corresponding to the elevated resting HR, the resting PVA HR and are also slightly higher (Figure 3c2 and 5c2). The elevated resting HR predicted by the model is consistent with a clinical study of patients with coronary heart disease who have a higher HR compared to healthy subjects under the same exercise condition [66], and a clinical study showing that a higher resting HR is associated with diabetes [67,68], where the increase in fatty-acid oxidization reduces myocardial efficiency [69]. In the case of coronary stenosis, the findings that at rest is higher than that at baseline is consistent with previous studies reporting that the slope of the endsystolic pressure-volume relationship is increased at rest with stenosis [70]. ...
Article
Background and Objective The myocardial demand-supply feedback system plays an important role in augmenting blood supply in response to exercise-induced increased myocardial demand. During this feedback process, the myocardium and coronary blood flow interact bidirectionally at many different levels. Methods To investigate these interactions, a novel computational framework that considers the closed myocardial demand-supply feedback system was developed. In the framework coupling the systemic circulation of the left ventricle and coronary perfusion with regulation, myocardial work affects coronary perfusion via flow regulation mechanisms (e.g., metabolic regulation) and myocardial-vessel interactions, whereas coronary perfusion affects myocardial contractility in a closed feedback system. The framework was calibrated based on the measurements from healthy subjects under graded exercise conditions, and then applied to simulate the effects of graded exercise on myocardial demand-supply under different physiological and pathological conditions. Results We found the framework can recapitulate key features found during exercise in clinical and animal studies. We showed that myocardial blood flow is increased but maximum hyperemia is reduced during exercise, which led to a reduction in coronary flow reserve. For coronary stenosis and myocardial inefficiency, the model predicts that an increase in heart rate is necessary to maintain the baseline cardiac output. Correspondingly, the resting coronary flow reserve is exhausted and the range of heart rate before exhaustion of coronary flow reserve is reduced. In the presence of metabolic regulation dysfunction, the model predicts that the metabolic vasodilator signal is higher at rest, saturates faster during exercise, and as a result, causes quicker exhaustion of coronary flow reserve. Conclusions Model predictions showed that the coronary flow reserve deteriorates faster during graded exercise, which in turn, suggests a decrease in exercise tolerance for patients with stenosis, myocardial inefficiency and metabolic flow regulation dysfunction. The findings in this study may have clinical implications in diagnosing cardiovascular diseases.
... Our findings support previous reports in respect to appreciably increased HR and RPP at rest in DM acute coronary syndromes (Foo et al. 2004), but differ from the findings of a previous study which found that no difference in resting HR and RPP between middle-aged T2DM patients without autonomic neuropathy and the control group (Radice et al. 1996). Higher resting heart rate was considered a compensatory mechanism for maintaining cardiac output due to lower stroke volume (Pinto et al. 2014;Gusso et al. 2008), and was associated with increased risk of cardiovascular complications and premature death in patients with T2DM (Hillis et al. 2012). RPP is an indicator reflecting myocardial work (Kiviniemi et al. 2019) and is considered as the best indirect method for measuring myocardial oxygen consumption (Foo et al. 2004;Ansari et al. 2012). ...
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Purpose Impaired cardiorespiratory fitness (CRF) is a predictor of mortality in patients with type 2 diabetes mellitus (T2DM). It is still not known how the exercise hemodynamic response correlates with CRF. The purpose was to assess the correlation between hemodynamic changes and CRF in middle-aged patients with T2DM. Methods After 1:1 matching by age and sex, 139 T2DM patients and 139 non-T2DM controls who completed the exercise treadmill test were included. Maximal aerobic capacity (VO2max), exercise-induced changes in heart rate (ΔHR), systolic blood pressure (ΔSBP), diastolic blood pressure (ΔDBP), and rate-pressure product (ΔRPP) were measured. HRR1 was calculated as the maximum heart rate minus the heart rate after 1 min of rest. Results Compared to the control population, T2DM patients had decreased ΔHR (87 (77, 97) v 93 (84, 104) bpm, p < 0.05), ΔRPP (3833.64 ± 1670.34 v 4381.16 ± 1587.78 bpm∙mmHg, p < 0.05), HRR1 (21 (14, 27) v 21 (17, 27) bpm, p < 0.05), and VO2max (32.76 ± 5.63 v 34.68 ± 5.70 ml/kg/min, p < 0.05). Multiple linear regression analysis showed that ΔHR and HRR1, yielded a positive correlation with VO2max in T2DM patients (β = 0.325, P < 0.001; β = 0.173, P = 0.01). Conclusion The presence of impaired hemodynamic response and VO2max in middle-aged T2DM patients and the association of impaired ΔHR, HRR1, and VO2max may indicate a physiological pathway of impaired CRF, and our results support the need for cardiorespiratory screening and individualized treatment of middle-aged T2DM patients.
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Type 2 diabetes mellitus is an important global health matter which impacts around 382 million individuals globally. Sport workout has been viewed as the "gold standard" for treating type 2 diabetes. However, people with diabetes still has a low level of exercise. The current study's goal is to determine how type 2 diabetes patients' blood sugar levels and cardiorespiratory systems are affected by low intensity interval training. A fifty patients who volunteered to take part in this study were referred by medical professionals and were appearing at an additional session held by the authorities of Al-Hillah City/Babylon at a local medical hospital. They had been diagnosed with diabetes 2 and were between the ages of 40 and 50. Blood seems to be more affected by LIIT.
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A quasi experimental study was conducted to assess the effectiveness of Buerger Allen exercise on lower extremity perfusion and pain among patients with type 2 Diabetes Mellitus admitted in selected hospitals, Chennai. It was conducted among 60 samples with type 2 diabetes mellitus by using non probability purposive sampling technique. Pre test was conducted to assess the level of pain and lower extremity perfusion and Buerger Allen exercise was administered for the experimental group for a period of five days and post test was conducted on the sixth day. Comparison of pre and post test findings showed that in the experimental group, the mean score of level of lower extremity pain was reduced from 4.33 to 1.30. The reduction of pain was statistically significant difference at 1% level of significance (p=0.001). The mean score of level of lower extremity perfusion was increased from 44.50 to 52 and it showed a statistically significant difference at 1% level of significance (p=0.001).
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Context: Longitudinal patterns of resting heart rate (RHR) in patients with diabetes mellitus and their association with health outcomes are not well-characterized. Objective: We sought to explore the RHR trajectories in patients with diabetes mellitus and their association with cardiovascular disease (CVD) and all-cause mortality. Design: The Kailuan Study is a prospective cohort study. Participants underwent health examinations biennially since 2006 and were followed until December 31, 2020. Setting: General community. Participants: A total of 8,218 diabetic participants who attended at least three of the examinations conducted in 2006, 2008, 2010, and 2012 were included. Main outcome measures: CVD and all-cause mortality. Results: We identified four RHR trajectories in participants with diabetes mellitus between 2006 and 2012: low-stable (range, 66.83 to 64.91 bpm; n = 1,705), moderate-stable (range, 76.30 to 76.95 bpm; n = 5,437), high-decreasing (mean decreased from 92.14 to 85.60 bpm; n = 862), and high-increasing (mean increased from 84.03 to 111.62 bpm; n = 214). During an average follow-up of 7.25 years, 977 cases of CVD and 1,162 deaths were identified. Compared with the low-stable trajectory, adjusted hazard ratios (HRs) for CVD were 1.48 (95% confidence interval [CI], 1.02-2.14; P = 0.04) for the high-increasing trajectory, adjusted HRs for all-cause mortality were 1.34 (95% CI, 1.14-1.58; P < 0.01) for the moderate-stable trajectory, 1.68 (95% CI, 1.35-2.10; P < 0.01) for the high-decreasing trajectory, and 2.47 (95% CI, 1.85-3.31; P < 0.01) for the high-increasing trajectory. Conclusions: RHR trajectories were associated with the subsequent risks of CVD and all-cause mortality in patients with diabetes mellitus.
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Objective: Diabetes is an important risk factor for sarcopenia and contributes to poor prognosis; it is important for clinicians to identify sarcopenia early in the population with type 2 diabetes mellitus. Our aim was to establish a clinical screening model of sarcopenia in Chinese patients with type 2 diabetes mellitus. Methods: A cross-sectional study was conducted involving 1131 hospitalized patients (62.67 ± 11.25 years) with type 2 diabetes mellitus, including 560 men and 571 women. All muscle/fat parameters were measured by dual energy X-ray absorptiometry and the clinical correlation with sarcopenia was evaluated. The least absolute shrinkage and selection operator was used to select optimal variables and build a nomogram chart of the sarcopenic screening model for patients with type 2 diabetes mellitus, respectively. The area under the receiver operating characteristic curve (AUC), the calibration curve, the analysis of the decision curve, the clinical impact curve, and external validations were used to evaluate discriminative ability and clinical applicability. Results: The prevalence of sarcopenia in patients with type 2 diabetes mellitus was 30.06 % (340/1131). Compared to the non-sarcopenic group, the sarcopenic group was older, more likely to be men, and had a higher heart rate and lower body mass index (BMI), waist-hip ratio (WHR), upper limb muscle mass, lower limb muscle mass and fat paraments (all P
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With explanatory covariates, the standard analysis for competing risks data involves modeling the cause-specific hazard functions via a proportional hazards assumption. Unfortunately, the cause-specific hazard function does not have a direct interpretation in terms of survival probabilities for the particular failure type. In recent years many clinicians have begun using the cumulative incidence function, the marginal failure probabilities for a particular cause, which is intuitively appealing and more easily explained to the nonstatistician. The cumulative incidence is especially relevant in cost-effectiveness analyses in which the survival probabilities are needed to determine treatment utility. Previously, authors have considered methods for combining estimates of the cause-specific hazard functions under the proportional hazards formulation. However, these methods do not allow the analyst to directly assess the effect of a covariate on the marginal probability function. In this article we propose a novel semiparametric proportional hazards model for the subdistribution. Using the partial likelihood principle and weighting techniques, we derive estimation and inference procedures for the finite-dimensional regression parameter under a variety of censoring scenarios. We give a uniformly consistent estimator for the predicted cumulative incidence for an individual with certain covariates; confidence intervals and bands can be obtained analytically or with an easy-to-implement simulation technique. To contrast the two approaches, we analyze a dataset from a breast cancer clinical trial under both models.
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Objective To investigate the association of ocular disease with all-cause and cause-specific mortality in a diabetic population.Design Geographically defined population-based cohort study.Setting An 11-county area in Wisconsin.Study Population Participants were all younger-onset diabetic persons (diagnosed as having diabetes at <30 years of age and taking insulin) and a random sample of older-onset diabetic persons (diagnosed as having diabetes at ≥30 years of age). Diabetic retinopathy, macular edema, visual acuity, and cataract were measured using standardized protocols at baseline examinations from 1980 to 1982, in which 996 younger-onset and 1370 older-onset persons participated. Participants were followed up for 16 years.Main Outcome Measure All-cause and cause-specific mortality as determined from death certificates.Results In the younger-onset group, after controlling for age and sex, retinopathy severity, macular edema, cataract, history of cataract surgery, and history of glaucoma at baseline were associated with all-cause and ischemic heart disease mortality. In the older-onset group, after controlling for age and sex, retinopathy and visual impairment were related to all-cause, ischemic heart disease, and stroke mortality. No ocular variable under study was related to cancer mortality in the older-onset group. After controlling for systemic risk factors, visual impairment was associated with all-cause and ischemic heart disease mortality in the younger-onset group. In the older-onset group, retinopathy severity was related to all-cause and stroke mortality, and visual impairment was related to all-cause, ischemic heart disease, and stroke mortality.Conclusions Presence of more severe retinopathy or visual impairment in diabetic patients is a risk indicator for increased risk of ischemic heart disease death. Presence of these ocular conditions may identify individuals who should be under care for cardiovascular disease.
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The Diabetes Control and Complications Trial has demonstrated that intensive diabetes treatment delays the onset and slows the progression of diabetic complications in subjects with insulin-dependent diabetes mellitus from 13 to 39 years of age. We examined whether the effects of such treatment also occurred in the subset of young diabetic subjects (13 to 17 years of age at entry) in the Diabetes Control and Complications Trial. One hundred twenty-five adolescent subjects with insulin-dependent diabetes mellitus but with no retinopathy at baseline (primary prevention cohort) and 70 adolescent subjects with mild retinopathy (secondary intervention cohort) were randomly assigned to receive either (1) intensive therapy with an external insulin pump or at least three daily insulin injections, together with frequent daily blood-glucose monitoring, or (2) conventional therapy with one or two daily insulin injections and once-daily monitoring. Subjects were followed for a mean of 7.4 years (4 to 9 years). In the primary prevention cohort, intensive therapy decreased the risk of having retinopathy by 53% (95% confidence interval: 1% to 78%; p = 0.048) in comparison with conventional therapy. In the secondary intervention cohort, intensive therapy decreased the risk of retinopathy progression by 70% (95% confidence interval: 25% to 88%; p = 0.010) and the occurrence of microalbuminuria by 55% (95% confidence interval: 3% to 79%; p = 0.042). Motor and sensory nerve conduction velocities were faster in intensively treated subjects. The major adverse event with intensive therapy was a nearly threefold increase of severe hypoglycemia. We conclude that intensive therapy effectively delays the onset and slows the progression of diabetic retinopathy and nephropathy when initiated in adolescent subjects; the benefits outweigh the increased risk of hypoglycemia that accompanies such treatment. (J PEDIATR 1994;125:177-88)
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• In a population-based study in southern Wisconsin, 996 insulin-taking, younger-onset diabetic persons were examined using standard protocols to determine the prevalence and severity of diabetic retinopathy and associated risk variables. The prevalence of diabetic retinopathy varied from 17% to 97.5% in persons with diabetes for less than five years and 15 or more years, respectively. Proliferative retinopathy varied from 1.2% to 67% in persons with diabetes for less than ten years and 35 or more years, respectively. For persons with diabetes of 10 years' duration or less, the Cox regression model relates the severity of retinopathy to longer duration, older age at examination, and higher levels of glycosylated hemoglobin. After ten years of diabetes, severity of retinopathy was related to longer duration, high levels of glycosylated hemoglobin, presence of proteinuria. higher diastolic BP, and male sex.
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Resting heart is an independent predictor of all-cause mortality and cardiovascular mortality. In patients with coronary artery disease and left ventricular dysfunction, the morBidity-mortality EvAlUaTion of the If inhibitor ivabradine in patients with coronary disease and left ventricULar dysfunction (BEAUTIFUL) trial showed that a heart rate of 70 b.p.m. or greater is an independent predictor of cardiovascular events. In patients with moderate-to-severe heart failure, the SHIFT (Systolic Heart failure treatment with the If inhibitor Trial) showed also that heart rate was a predictor of cardiovascular death and heart failure hospitalisation. Heart rate plays an important role in the pathophysiology of atherosclerosis. The BEAUTIFUL trial and SHIFT provide evidence for the benefits of heart rate reduction using the new heart rate-lowering agent ivabradine, even in patients on beta-blockers. The BEAUTIFUL trial showed that in patients with a heart rate of 70 b.p.m. or more, ivabradine significantly reduced hospitalisation for fatal and non-fatal myocardial infarction or hospitalisation for heart failure and coronary revascularisation. In the SHIFT, heart rate reduction with ivabradine improved clinical outcomes. Therefore, high heart rate represents an important risk factor the effects of which can be reversed by ivabradine in patients with coronary artery disease or heart failure with or without background beta-blocker therapy.
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The role of heart rate is well established in the development and pathophysiology of myocardial ischaemia. In patients with coronary artery disease, most ischaemic episodes are triggered by an increase in heart rate, which induces an imbalance between myocardial oxygen delivery and consumption. Therefore, heart rate reduction has been considered as an important therapeutic approach in preventing ischaemia by reducing myocardial oxygen consumption and improving myocardial perfusion, by prolonging the diastolic interval. In addition to the beneficial effects of heart rate reduction for the prevention of ischaemia, a lower heart rate is associated with a more favourable prognosis. Recently, prospective investigation of the prognostic role of resting heart rate in patients with coronary artery disease and left ventricular systolic dysfunction, using the placebo arm of the BEAUTIFUL study, showed that elevated heart rate was associated with an increased risk of adverse fatal and non-fatal cardiac events. Ivabradine is a new medication which lowers heart rate by selectively inhibiting the If current, without other direct cardiovascular effects. Therefore, ivabradine opens up new opportunities in the management of patients with coronary artery disease.
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• In a population-based study in southern Wisconsin, 1,370 patients given diagnoses of diabetes at age 30 years or older were examined using standard protocols to determine the prevalence and severity of diabetic retinopathy and associated risk variables. The prevalence of diabetic retinopathy varied from 28.8% in persons who had diabetes for less than five years to 77.8% in persons who had diabetes for 15 or more years. The rate of proliferative diabetic retinopathy varied from 2.0% in persons who had diabetes for less than five years to 15.5% in persons who had diabetes for 15 or more years. By using the Cox regression model, the severity of retinopathy was found to be related to longer duration of diabetes, younger age at diagnosis, higher glycosylated hemoglobin levels, higher systolic BP, use of insulin, presence of proteinuria, and small body mass.
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Methods We randomly assigned 1791 military veterans (mean age, 60.4 years) who had a suboptimal response to therapy for type 2 diabetes to receive either intensive or standard glucose control. Other cardiovascular risk factors were treated uniformly. The mean number of years since the diagnosis of diabetes was 11.5, and 40% of the patients had already had a cardiovascular event. The goal in the intensive-therapy group was an absolute reduction of 1.5 percentage points in the glycated hemoglobin level, as compared with the standard-therapy group. The primary outcome was the time from randomization to the first occurrence of a major cardiovascular event, a composite of myocardial infarction, stroke, death from cardiovascular causes, congestive heart failure, surgery for vascular disease, inoperable coronary disease, and amputation for ischemic gangrene. Results The median follow-up was 5.6 years. Median glycated hemoglobin levels were 8.4% in the standard-therapy group and 6.9% in the intensive-therapy group. The primary outcome occurred in 264 patients in the standard-therapy group and 235 patients in the intensive-therapy group (hazard ratio in the intensive-therapy group, 0.88; 95% confidence interval [CI], 0.74 to 1.05; P = 0.14). There was no significant difference between the two groups in any component of the primary outcome or in the rate of death from any cause (hazard ratio, 1.07; 95% CI, 0.81 to 1.42; P = 0.62). No differences between the two groups were observed for microvascular complications. The rates of adverse events, predominantly hypoglycemia, were 17.6% in the standard-therapy group and 24.1% in the intensive-therapy group. Conclusions Intensive glucose control in patients with poorly controlled type 2 diabetes had no significant effect on the rates of major cardiovascular events, death, or microvascular complications, with the exception of progression of albuminuria (P = 0.01). (ClinicalTrials.gov number, NCT00032487.)