Introduction

Currently, cardiovascular disease (CVD) remains the leading cause of death in patients with diabetes. Since diabetics often combine important risk factors for CVD, such as hypertension and dyslipidemia, they have a two- to four-fold increased risk of develo** CVD [1]. Studies have shown that the prevalence of diabetes is increasing, reaching 10.5% of adults globally in 2021, or 536.6 million people, and this number is expected to increase by 51% by 2045 [2]. In addition, there are racial differences in genetic susceptibility to type 2 diabetes (T2D) among Chinese. Compared with Caucasians, Asian populations have a 60% increased risk of diabetes [3]. Arterial stiffness (AS) is a significant CVD event risk factor that is closely linked to the emergence and progression of diabetes complications.

Cardiovascular risk is associated with the location of abdominal fat accumulation, which is composed of two main components: the visceral fat area (VFA) and the abdominal subcutaneous fat area (SFA) [4]. The majority of earlier research, which was done on healthy populations, primarily examined the relationship between VFA and AS only and did not consider the effect of SFA on the results. The correlation between SFA and AS is currently understudied and still controversial [5,6,7,8]. In addition, the correlation of VFA and SFA with AS has been less well reported in a special population of Chinese patients with T2D, who are more prone to insulin resistance (IR), hyperinsulinemia, and abnormal accumulation of fat than healthy individuals. Although the total obesity rate of Asians is lower than that of Africans and Caucasians, Asians are more prone to VFA accumulation. A complex combination of factors, including the sedentary lifestyle of the Chinese, reduced physical activity, and specific dietary patterns (e.g., refined carbohydrates and higher saturated fats), may lead to increased AS and a higher incidence of CVD [4, 9].

Numerous studies have demonstrated that AS has a stronger correlation with abdominal obesity than with overall obesity, despite the fact that obesity is a major risk factor for CVD [10]. Adults in China with a body mass index (BMI) ≥ 28 kg/m2 are defined as overall obesity. Men with a waist circumference (WC) ≥ 90 cm and women with a WC ≥ 85 cm are defined as abdominal obesity [

Table 4 Association between logVFA and logSFA with elevated baPWV in different models

Subgroup analysis of logVFA and increased risk of AS

To further explore the correlation between logVFA and increased AS in different populations, we performed subgroup analyses (Fig. 3). logVFA was positively associated with the risk of increased AS in all subgroups except the DBP ≥ 90 mmHg group. We dichotomized the SFA groups, and subgroup analyses showed a positive correlation between logVFA and AS in both the low and high SFA groups. After excluding the stratification factor itself and adjusting for effect modifiers, there was no interaction between subgroups (P interaction > 0.05), and the results were stable. Although logVFA was negatively associated with an increased risk of AS at DBP ≥ 90 mmHg and positively associated at DBP < 90 mmHg, there was no interaction in this subgroup (P interaction = 0.0972).

Fig. 3
figure 3

Subgroup analyses for the association between logVFA and elevated baPWV were adjusted for age, sex, SBP, DBP, BMI, smoking, alcohol consumption, work status, HbA1c, TC, TG, HDL-C, LDL-C, FPG, PPG, FCP, glucose-lowering medication, antihypertensive medication, lipid-lowering medications, diabetes duration, and logSFA, except for the stratified variable