The results showed an association between 25(OH)D and NAFLD independent variables, including anthropometric indicators, energy intake, physical activity and biochemical indices. Furthermore, the developed models for predicting NAFLD based on the various variables suggested a significant correlation between NAFLD and age, fasting insulin and the level of 25(OH)D. In addition, our study indicated that 20 - 25 nmol/L of 25(OH)D is an acceptable level to prevent NAFLD in men and women.
A recently published systematic review including 45 cross-sectional studies, revealed that 29 studies (64.4%) reported an inverse relationship between vitamin D levels and NAFLD, whereas 16 studies (35.6%) were unable to demonstrate a correlation between these two (
22). The optimal threshold for vitamin D in chronic liver disease has reported 10 to 32 ng/mL in (
22), which is equal to 24 - 80 nmol/L.
NAFLD is a multifaceted condition, affecting various aspects of the patient’s life, in which several factors, including genetics (
23), lifestyle (
24), diet (
25) and anthropometric factors (
26) are involved. Vitamin D has recently been attracted attention as NAFLD risk factor as numerous studies have investigated the association between the levels of serum vitamin D and the risk of NAFLD. Consistent with our results, almost all studies have found that vitamin D deficiency is correlated with the increased risk of NAFLD (
2,
6). Bril et al. study on the relationship between NAFLD and serum vitamin D level showed no correlation between these variables, which is not consistent with our results (
27). However, since the majority of the relevant studies have not been able to study all affecting variables and modify them, no reliable conclusions have yet been provided. On the other hand, several studies evaluated only a limited number of factors, including ALT to diagnose NAFLD, which reduces the accuracy of their studies.
Various mechanisms have been proposed for the relationship between vitamin D and the incidence of NAFLD. Vitamin D plays its significant intracellular role through bonding with vitamin D receptor (VDR). It has been shown that VDR influences the expression of over 200 genes involved in metabolism, of which inflammation (
28) or cellular differentiation (
29) should be considered as inflammation plays a significant role in developing NAFLD (
30). VDR is also expressed by macrophages. In animal studies, it has been shown that the active form of vitamin D is able to enhance stability of mRNA of the IκB-α (inhibitor of NF-κB) and reduce its phosphorylation, indicating the anti-inflammatory effect of vitamin D in macrophages (
31).
The results of genome-wide association studies (GWAS) on patients with NAFLD have shown that the mutation in the vitamin D-binding protein gene (as the main vector of vitamin D) is one of the four major polymorphisms associated with the risk of NAFLD (
32). It has been shown that VDR gene expression has an inverse relationship with the intensity of NAFLD (
33). On the other hand, it has been shown that vitamin D levels have a positive and significant correlation with the level of adiponectin, independent of BMI (
34). Adiponectin as an anti-inflammatory factor has an inverse relationship with NAFLD severity (
35).
Our proposed model for the variables affecting the development of NAFLD suggests that age, fasting insulin level and vitamin D status are the strongest factors to predict incidence of NAFLD. In this regard, using the minimum number of variables, we could predict the risk of NAFLD. The area under the ROC curve for this model obtained 0.96 (95% CI: 0.95 - 0.97). Accordingly, we could predict the risk of NAFLD using fewer variables used in relevant studies. Lin (
36) announced that BMI, hemoglobin, fasting glucose and triglyceride are the major variables to predict the risk of NAFLD. However, in another study, BMI, WHR, triglyceride, glucose, systolic blood pressure and ALT were reported as the major influential factors in the used model (
37). It should be noted that compared to other relevant studies, in our study, no anthropometric variables were entered into the main model. This suggests that metabolic variables, including fasting insulin level possibly play a significant role in enhancing the susceptibility to NAFLD. Anthropometric variables, such as the waist size or BMI may exert their effect through altering the level of metabolic factors, including fasting insulin level (
38,
39). Analysis of mediator variables are needed to confirm this finding (
26).
According to our results, the cutoff point of vitamin D level to increase the risk of NAFLD was 18.25 and 21.5 nmol/L for women and men, respectively. Using the Youden’s index, which is calculated as the maximum sum of sensitivity and characteristics, the area under the curve for the cutoff point obtained 0.865 and 0.858 for women and men, respectively.
In many studies, the level of vitamin D has been compared in patient and healthy individuals. In a meta-analysis, Eliades et al. (
14) investigated the level of vitamin D in patients with NAFLD and concluded that those with NAFLD had 0.36 ng/mL (95% CI: 0.32 - 0.40) lower serum vitamin D level compared to the healthy subjects and also they were 1.26 times more likely to suffer from vitamin D deficiency (OR: 1.26, 95% CI: 1.17 - 1.35). By converting to nmol/L, the difference in vitamin D level between two groups obtained 1 nmol/L. However, the mean difference between the two groups in our study was about 12 nmol/L.
This study faced some limitations. This research was a cross-sectional study, which limited us to draw a causative conclusion. Nevertheless, the studied population was larger than most of other studies. One of the strengths of our study is using volunteer healthy people who had not a history of NAFLD, so as a population-based study, its results can be generalized to the community. Our results showed that an appropriate level of vitamin D can prevent the development of NAFLD. Moreover, the samples were selected by random sampling from those who referred to the medical center following a recall through a year. Although it minimized the possibility of selection bias, however sampling in different seasons was another limitation of this study. Using FibroScan device as a verified method to study NAFLD (
18,
40), confirming the results by a gastroenterologist using FibroScan device as well as the large number of factors affecting NAFLD can enhance the reliability of our research. However, conducting a longitudinal study at multicenter level is suggested to obtain more accurate results.
5.1. Conclusions
The results of various studies and also our findings indicate a significant relationship between vitamin D levels and the risk of NAFLD. Particularly, our study suggests that the values less than 18 nmol/L for women and 21 nmol/L for men can increase the risk of NAFLD. Accordingly, the level of 25 nmol/L can be introduced as the threshold for preventing NAFLD in the community. In conclusion, it is important to maintain the appropriate serum level of vitamin D in preventing NAFLD that can be provided by consuming a vitamin D-rich food basket or by more exposure to sunlight.