The increasing prevalence of obesity and related chronic diseases such as diabetes, cardiovascular disease, cancer and mortality make it continues to be at the forefront of health problems and plan for the prevention and treatment of obesity will be a major health priority. The first step in planning for health is screening and identification of obesity with an easy and accurate manner. Therefore, the correlation between anthropometric indices and cardiovascular disease risk factors has been examined to determine the best factor.
In brief, the results of this study showed that the mean age ± SD of the CAD-positive group was 53.43 ± 4.96 and the mean age for the CAD-negative group was 49.9 ± 6.83 years (P > 0.05). All of the anthropometric indices and cardiovascular risk factors in the CAD-positive group were higher compared to the CAD-negative one, while there was a significance correlation between HDL-c and these risk factors (P < 0.05). The area under the curve of AVI was the highest value (0.722) compared to other anthropometric indices. The results of multiple regression analysis showed that NC was a better predictor of CAD compared to other anthropometric indices (P = 0.46, OR = 1.207 and CI = 1.004 - 1.451).
A number of studies have suggested that WC is a good indicator for predicting the risk of cardiovascular disease (
28,
29), while other studies have shown that waist-hip ratio is a better indicator for predicting the risk of cardiovascular disease compared to WC and BMI (
30). Yusuf and colleagues reported in their study that, waist-to-height ratio as an indicator of central obesity is a better predictor of cardiovascular events compared to WC and BMI in both sexes (
31). In our study it was shown that WC was positively associated with the risk of cardiovascular disease, but waist-to-height index as a simple indicator to measure, has a stronger predictive power (due to a higher area under the curve). The findings of this study were strengthened with the studies that have reported an association between BMI and anthropometric indices. Consistent with the present study Moy and colleagues compared two indices of WC and waist-to-hip ratio with BMI in 20 to 58 years Malaysian men and women, and concluded that WC is superior in obesity screening than waist-hip ratio and can be used to replace BMI in weight management (
32). In our study, the cut-off value of WC for predicting risk of coronary artery disease was 75.95 cm. The only prospective cohort study that has been conducted is cited WC index cut-off value for predicting cardiovascular risk equal to 50.94 cm (
33). The interheart study showed that waist-hip index is the strongest predictor of myocardial infarction in both sexes. In this study, the preference of waist-to-hip ratio index to WC alone is associated to hip circumference, because higher hip circumference was significantly increased the risk of cardiovascular disease (
15). Contradictory conclusions about the risk of hip and cardiovascular disease are about that analysis of cross-sectional data cannot be associated with an estimated incidence of cardiovascular disease (
34). To have a good choice to determine the best cut-off point for anthropometric measures, some factors such as gender, age, ethnicity, and the prevalence of risk factors should be considered. In women, younger adults and in people with more common risk factors such as lipid disorder, the most appropriate cut-off points is at lower levels; while in older people and having a less common risk factors such as number of risk factors (as a surrogate for risk of cardiovascular disease) the higher cut-off point is more appropriate (
35,
36). Cut-off points for anthropometric indices have been obtained from a limited number of cross-sectional analyses, while this power set is much stronger in cohort studies. On other hand, the reason for the difference in cut-off points is the difference between general and central obesity in diverse population (
37). In this study, we used ROC analysis to determine the cut-off point, which is how dependent is anthropometric distribution of the samples. This means that with the increase in population distribution rate, the cut-off points derived from ROC analysis were also raised (
38). In our study, the cut-off value of WC to predict the risk of CAD was determined 95.75 cm. The only prospective cohort study that has been conducted in Iran is cited the cut-off values of WC for predicting cardiovascular risk equal to 94.5 cm (
33). We suggest the cut-off value for waist-to-height index for the Iranian population equal to 0.57. This research listed the amount of the waist-to-height ratio equal to 0.62 (
33). In this study, the higher WC index in both genders can be associated with a higher prevalence of general and abdominal obesity in Iranian population. The most recent national assessment of Iranian adult population showed that the mean values for WC for men and women were 86.6 cm and 89.6 cm, respectively, which can be influenced by genetic factors, low literacy rates, the above fertility rates and sedentary lifestyle (
39). A number of mechanisms available to support the findings of our study are as follows: unlike BMI, WC index shows abdominal fat distribution in the area that is associated with the risk of cardiovascular disease more than the body weight (
40). Body mass index is unable to detect individuals with excess fat and high muscle mass, with this assumption; based on their BMI risk of cardiovascular disease is similar if both are the same person's weight and height (
41). However, the WC index, is a simple indicator to measure abdominal obesity; however, it seems that people with similar WC has also similar risk of cardiovascular disease (regardless of the difference in height) (
42). On the other hand, risk of diabetes and high blood pressure in individuals with short stature is more than tall people (
43). Thus, studies and analysis conducted has shown that the predictive power of WC for risk of cardiovascular disease is enhanced when it corrected by height and hip circumference (
20). Finally, there is the fact that with the change in body size index, waist-hip ratio remains constant, because both waist and hip parameters are changed proportion to each other. However, any small change in the WC will cause to change waist-to-height ratio, because adult height is fixed.
Studies show that, BMI along with increased WC can predict the incidence of cardiovascular disease than any single indicator alone (
27). Our study has shown that in the CAD-positive group AVI was negatively correlated with the HDL-c parameter. While this correlation between systolic and diastolic blood pressure and the ratio of TC/ HDL-c and LDL-c/HDL-c was significantly positive. Also, the results of our study showed that there was a significant positive association between WC, hip circumference, waist-to-hip ratio, waist to height ratio, body fat percentage and BMI and the CAD. According to the results of our study, AVI has the highest area under the curve among other anthropometric indices (0.772), the highest specificity (69%) and the lowest sensitivity (32%).
In a study done in 2003 that was conducted on 746 men and nonpregnant women with CAD, the best cut-off point for AVI index to determine overweight and obesity is equal to 5.24 liters and this index has a significant positive relationship with glucose intolerance and type 2 diabetes (
20). Studies on this indicator are very limited.
The results of our study showed that the NC has a positive and significant relationship with LDL-c and a negative relationship with TG/HDL ratio. Also, our study showed that in the CAD-positive group, NC has a strong positive and significant association with other anthropometric indices including WC, hip circumference, waist-to-hip ratio, waist-to-height ratio and the percentage of body fat. These findings are consistent with the findings of other studies.
The femoral and NC is considered as an indicator of subcutaneous fat distribution in upper and lower of body. Central obesity, especially high levels of visceral fat in the upper body is accompanied by bad metabolic complications such as insulin resistance, diabetes, high blood pressure and an increase in blood TG levels, while these effects are low in lower body obesity. Hence, NC as a representative of the accumulation of fat in the upper body is independently associated with the risk of cardiovascular disease (
20).
Preis and colleagues reported in 2010 that the NC, as an indicator of upper body fat distribution below the skin, is directly associated with cardiovascular risk factors. Ben-Noun and Laor reported in their study that NC is associated with high blood pressure and other metabolic syndrome risk factors, including cholesterol-LDL, cholesterol-HDL, TG, and TC. This is a cohort study of 364 participants. The results of their study showed that NC change over time was significantly in line with changes in BMI, WC, waist-to-hip ratio, TC, cholesterol-LDL, TG, glucose and uric acid but was not correlated with changes in cholesterol-HDL (
44).
Wang and colleagues showed in their study that, NC as a place to store fat in the upper body, was positively associated with visceral fat in the abdomen in Chinese adult population (
45). Waist circumference as an index of anthropometric indices easily can be affected by factors such as satiety or full stomach, respiratory activity and wearing thick clothing; confounding the effect of these factors can be prevented by replacing NC instead of WC. Thus, it can be concluded that the NC can be considered as a valid and more accurate indicator of central obesity (
44).
According to the results of ROC curve in our study, NC has a greater area under the curve than waist-to-height, waist-to-hip ratio and BMI. This is also consistent with our study, Zhu and colleagues showed that, NC has a greater area under the curve than waist-to-height, waist-to-hip ratio and BMI (
43).
Among the existing mechanisms of the association between NC and risk of cardiovascular disease can be cited to impaired respiratory diseases in people with greater NC, because interrupted breathing during sleep or sleep apnea is associated with an increase in blood pressure, cholesterol levels, reducing cholesterol-LDL, diabetes and insulin resistance (
47,
48). On the other hand the increase in the accumulation of fat in the upper body is accompanied by the increased levels of free fatty acids in plasma; the increase in free fatty acids was associated with increased oxidative stress and damage to the vessel wall, both of which increase the risk of high blood pressure. Since obese people have fat stored between 2 to 3 times higher than normal; thus, the levels of circulating free fatty acids in them are the most. These fats are delivered to the liver and increase the concentration of VLDL (Very Low Density Lipoprotein) and LDL cholesterol produced by the liver (
49,
50).
Therefore, and due to the mechanisms mentioned above, it can be expressed that NC is linked to cardiovascular disease risk factors.
The principal limitation of this study was the relatively short duration of follow-up. Lack of data on insulin values might be another important limitation of this study, as differences in the effects of BMI and waist might be mediated by insulin resistance.
According to the results of the study, abdominal obesity is as a risk factor for atherosclerosis. Therefore, the use of a simple, low cost and high precision method for determining visceral obesity and preventing the CAD is warranted.