Study Population
This was a retrospective cross-sectional observational study. We examined the clinical records of patients who had a routine health checkup at Hokuriku Health Service Association (Toyama, Japan) the first week of October 2014. The study protocol was approved by the Ethics Committee of the University of Toyama (IRB# R2019028) and the Hokuriku Health Service Association. Written informed consent was obtained from all participants. The Hokuriku Health Service Association performs approximately 150 000 annual health examinations on workers and their families and has recently reported a large-scale study on new-onset atrial fibrillation [12]. One investigator in the Hokuriku Health Service Association was blinded to the clinical information, except for the existence of DM and MetS in the population. This blinded investigator randomly selected 702 patients from the cohort to have similar numbers of DM+MetS+, DM+MetS-, and DM-MetS+ patients to increase the efficiency of group comparisons.
Annual health examination
The annual health examination includes a 12-lead ECG, chest X-ray, blood pressure (BP) measurement, heart rate (HR), body mass index (BMI), blood glucose, hemoglobin A1c (HbA1c), total cholesterol (TC), low density lipoprotein (LDL), high density lipoprotein (HDL), triglyceride (TG), uric acid, liver enzyme (aspartate aminotransferase, alanine aminotransferase (ALT), gamma-glutamyl transpeptidase), renal function (blood urea nitrogen, creatinine), urinalysis and testing for blood cell count and blood chemistry. The examination also contains a self-reported health questionnaire which includes information on previous history of stroke, DM, hypertension, dyslipidemia, myocardial infarction, angina pectoris and arrhythmia. Prior cardiovascular disease reported in the questionnaire are listed in Table 1.
Assessment of Cardiovascular Risk Factors
Hypertension was diagnosed if peripheral blood pressure was ≥140/90 mm Hg, or if the health questionnaire indicated current antihypertensive medications [13]. DM was diagnosed using HbA1c ≥6.5% (National Glycohemoglobin Standardization Program), a fasting blood glucose concentration of ≥126 (7.0 mol/L) mg/dL, or a random blood glucose concentration of ≥200 mg/dL (11.1 mol/L) [14] , or if the health questionnaire indicated current medications for DM. MetS was defined using the criteria of the Japanese Society of Internal Medicine (JIM) [15], which includes a waist circumference (WC) more than 85 cm in men or 90 cm in women, and two or more of the following: (1) TG 150 mg/ dL (1.7 mmol/L) and/or HDL cholesterol <40 mg/dL (<1.03 mmol/L) for both of men and women, or the health questionnaire indicated current lipid-lowering medications, (2) a systolic BP of 130 mmHg, diastolic BP 85 mmHg, or the health questionnaire indicated current antihypertensive medications; or (3) a fasting blood glucose of 110 mg/dL (6.1 mol/L), or the health questionnaire indicated current medications for DM. Obesity was defined as BMI ≥25 kg/m2 following the Japan Society for the Study of Obesity criteria [16].
ECG Acquisition and Analysis
A 12-lead surface ECG was obtained from all patients in the supine position with electrocardiogram FCP-7431 (Fukuda Denshi Co., Ltd., Tokyo, JAPAN; filter range 0.16 Hz–100 Hz, AC filter 60 Hz, 25 mm/s, 10 mm/mV). fQRS was defined following the criteria by Das et al. [1]. QRS complex morphologies included various RSR' patterns, including an additional R wave (R'), notching of the R wave or the S wave, or the presence of >1 R' (fragmentation) in two continuous leads corresponding to a major lead set for major coronary artery territory. An fQRS was present if found in ≥ 2 contiguous anterior leads, lateral leads, or inferior leads. In cases with bundle branch block (BBB), we followed the fragmented BBB evaluation [17]. Right BBB (RBBB) and left BBB (LBBB) were defined by the standard ECG criteria (QRS duration ≥120 ms), and f-BBB was defined as various RSR' patterns with or without a Q wave, with >2 R waves (R') or >2 notches in the R wave, or >2 notches in the downstroke or upstroke of the S wave, in 2 contiguous leads corresponding to a major coronary artery territory. Other ECG findings were evaluated with Minnesota-code statements by the ECG records and manual checks. All ECGs were assessed with a single cardiologist blinded to the patients' clinical and laboratory characteristics. The concordance rate in detecting the fQRS was 97% to the other cardiologists who already published papers on fQRS. [18, 19].
Statistical Analysis
Continuous variables were expressed as means ± standard deviation (SD) and categorical variables were expressed as percentages. A comparison of the categorical variables between the groups was performed using a χ2 test. Continuous variables were compared using an unpaired t test and a Mann Whitney U test. Multivariable regression analysis was used to assess independent contributors. For stepwise analysis, parameters having an association to fQRS with p < 0.10 were entered into the analysis. Odds ratios (ORs) for the existence of fQRS were calculated using logistic regression. The results of multivariate regression analyses were presented as OR with a 95% confidence interval (CI). The predictive ability of DM and other risk factors for the presence of fQRS was evaluated using receiver-operating curve (ROC) analysis calculating the area under the curve (AUC) and standard error (SE). p<0.05 was considered statistically significant. Statistical analysis was done using JMP Pro 15.3 on Mac (SAS Institute Inc., Cary, NC, USA).