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Biochemical and dietary patterns of vitamin K and Magnesium pre-and post-sleeve surgery in morbidly obese Saudi males and females
* Corresponding author: E-mail address: aldaghri2011@gmail.com (N Al-Daghri)
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Received: ,
Accepted: ,
Abstract
Micronutrient deficiencies are known to be common among patients who undergo sleeve gastrectomy (SG), but changes in trace elements such as magnesium (Mg) and vitamin K remain under investigated, especially in Saudi Arabia where such surgical procedures are common. The present prospective study aims to fill this gap. A total of 51 (19 males, 32 females) out of 72 patients who underwent SG at King Fahad Medical Center, Riyadh, Saudi Arabia, were followed up for 12 months. Anthropometrics and information on dietary intake were collected. Blood samples were tested at baseline, 3 months, and 12 months post-SG. Circulating Mg was assessed using routine methods, while vitamin K and homologs (MK4 and MK7) were measured using liquid chromatography-mass spectrometry (LCMS). Dietary Mg intake was low for all participants in all time points, while 90% of all participants (91% females and 89.5% males) had low dietary vitamin K intake at baseline, reaching 100% in males and 94% in females after 12 months. In all participants, no significant changes were seen in circulating vitamin K and MK4 after 3 and 12 months of follow-up. No differences were seen between baseline serum Mg and after 3 months, while a significant increase was observed after 12 months, which was significantly higher than values obtained at baseline and 3 months (p<0.05). A significant decrease in serum MK7 was observed only in females after 3 months (p=0.017). Dietary intake of Mg and vitamin K is extremely low in patients who undergo SG. While a modest improvement in circulating Mg with no apparent fluctuations in vitamin K levels was observed in patients 1 year after SG, MK7 levels were seen to decrease over time only in females, which may have implications for bone and cardiovascular health, warranting further investigation and routine micronutrient screening. Whether the decrease in vitamin K homologs is associated with SG-related complications needs to be clarified in future investigations. Screening for dietary micronutrient deficiencies is encouraged for better management in patients who undergo SG.
Keywords
Active vitamin K
Magnesium
Menaquinone-7
Micronutrient deficiency
Sleeve gastrectomy
1. Introduction
Obesity is a critical health problem in different corners of the globe. Recent evidence shows rising obesity rates in both developed and developing states (World Health Organization [WHO], 2020; World Obesity Federation, 2022). In Saudi Arabia, for example, approximately 40% of the population is either overweight or obese, with epidemiologists predicting this number to increase dramatically in the near future (Ministry of Health, 2018; Alsukait et al., 2022). Obesity is a critical health concern because it contributes to the severity of various health conditions, such as cognitive dysfunction, cancer, sleep apnea, infertility, and all-cause mortality (Phirom et al., 2025; Lauby-Secretan et al., 2016; Wang et al., 2020; Turner et al., 2025; Flegal et al., 2013). Therefore, the development of effective strategies to manage obesity is a crucial challenge for the public health system. Healthy diets and regular excercise have long been used to tackle this problem, but their implementation is often problematic due to the unwillingness or inability of patients to comply with strict restrictions and complete exercises on a regular basis. Moreover, the available evidence provides a compelling reason to believe that the long-term effectiveness of these measures is questionable. One recent study showed that patients regain approximately 80% of their lost weight within 5 years after the end of a weight loss program (Hall & Kahan, 2018). These limitations prevent many patients from managing their weight effectively.
Given these problems with traditional treatments, obese individuals across the globe are becoming increasingly interested in bariatric surgery (BS), especially sleeve gastrectomy (SG), which is its most popular type (English et al., 2018). The procedure involves removing a significant portion of a person’s stomach and is recommended to people whose body mass index (BMI) is above 40 kg/m2 or above 35 kg/m2, depending on whether they have obesity-related health problems (Hierons et al., 2022). Several meta-analysis studies showed the effectiveness of SG in causing substantial weight loss with fewer post-surgical complications than other weight loss surgical procedures (Han et al., 2020; Lei et al, 2024), making it one of the most popular obesity procedures globally.
Despite the popularity of SG, accumulating observations raise concerns about a possible decline in several trace elements such as vitamin K and magnesium (Mg) following the procedure (Pizzorno, 2016; Yu et al., 2014; Tian et al., 2020). Vitamin K regulates formation markers that contribute to bone formation and inhibits bone resorption, while Mg is an essential cofactor for healthy bone formation, among its other metabolic functions (Dominguez et al., 2025a; Dominguez et al., 2025b; Mederle et al., 2018). Therefore, possible deficits in vitamin K and Mg after SG can be a concerning issue that can inversely affect bone health. The existing knowledge of the link between SG and changes in vitamin K and Mg, however, is inconsistent, with different investigations reporting varied patterns (Pizzorno, 2016; Yu et al., 2014; Tian et al., 2020). Although risks of postoperative changes in vitamin K and Mg are recognized, the moderating role of the patient’s sex remains unclear. Evidence is limited on whether sex constitutes a non-modifiable risk factor for declines in these nutrients. To address this gap, the present study prospectively analyzed vitamin K and Mg levels as well as intakes in male and female patients undergoing SG.
2. Materials and Methods
2.1 Study design
This prospective study was conducted at King Fahad Medical City (KFMC) in Riyadh, Saudi Arabia, using an experimental research design. The study included 51 individuals, both males (n=19) and females (n=32). They had to meet a set of inclusion criteria based on their age (18-60 years), bone health (no previous history of bone disease), and BMI (>40 or >35 kg/m2, depending on whether the patients had underlying comorbidities) (Fig. 1). The participants signed a consent form and underwent pre-surgery and post-surgery assessments. The study was approved by the Institutional Review Board (IRB) of the Department of Faculty of Medicine in King KFMC Research Center (IRB No. 21- 005).

- Flowchart of participants.
2.2 Sleeve gastrectomy
The patients underwent surgery that was performed in accordance with current medical recommendations (Vermeer, 2012; Brajcich & Hungness, 2020). Around 80% of the patients’ stomachs were removed, leaving a banana-shaped organ. The gastric corpus was divided at the His angle at 3-4 cm from the pylorus (Hoyuela, 2017), and then a 38-F bougie was placed inside the patients’ gastric lumens, leaving a pouch that was approximately 80-100 mL (Brethauer et al., 2009). All the surgeries were successful. The patients did not report significant side effects and did not experience any significant complications related to the procedure.
2.3 Anthropometrics
The patients underwent a series of evaluations before and after the procedure, including anthropometry, laboratory determinations, and bone mineral density measurement. The anthropometric evaluations were performed in standard conditions (not eating before the assessment, taking off shoes, and wearing light clothes) using SECA 763 (SECA, Chino, CA, USA). The BMI was assessed based on the indicators of weight and height and reported in kg/m2 using the official criteria by the WHO (World Health Organization [WHO], 2020). The parameters of waist and hip circumferences were evaluated three times, including pre-surgery, 3-month, and 12-month post-operatively using a common tape measure (Talalaj et al., 2020). The waist-hip ratio was calculated based on these two indicators as well (Talalaj et al., 2020).
2.4 Biochemical assessments
The study involved assessing circulating Mg and vitamin K levels in the participants. Mg levels were determined from the patients at baseline and 3 and 12 months post-operatively. The same approach was taken to examine vitamin K status. The blood samples were extracted from the participants and then allowed to clot in a yellow top tube. The room temperature was maintained for 30-60 min to facilitate this process, and then the clot was removed via centrifuging (1,000-2,000 × g for 10 min). The procedure was used to obtain designated serum, which was then placed in a polypropylene tube and marked with a corresponding sticker to make sure that it could be easily used to identify a participant.
The blood sample of around 10cc was taken to a non-heparinized tube for centrifugation purposes (Thermo Scientific Megafuge centrifuge 8R, Dreieich, Germany). This instrument was used for its ability to maintain sample integrity and avoid contamination, as well as its availability and ease of handling. The serum, at the same time, was pipetted to a pre-labeled tube, stored on ice, and delivered to the Chair for Biomarkers of Chronic Diseases (CBCD) at King Saud University (KSU) in Riyadh, Saudi Arabia. It was stored in a freezer (-20°C) before sample analysis.
Vitamin K indicators were assessed by examining plasma concentrations of menaquinone-4 (MK-4) and menaquinone-7 (MK-7). This procedure was carried out at the CBCD in KSU. The analysis was supported by the utilization of chromatography techniques as suggested in recent studies (Klapkova et al., 2018). Liquid chromatography-mass spectrometry (LC-MS) was used for analyzing the concentrations. LC-MS is a sensitive and accurate technique, often used to analyze vitamin K compounds and distinguish between different vitamers, as well as quantify vitamin K2 subtypes (Trufelli et al., 2011). An ACQuitY UPLC was connected to a Xevo TQD Triple Quadrupole Instrument (both from Waters Corporation, Milford, Massachusetts, USA) for this analysis due to the specific need to measure plasma concentrations of vitamin K compounds (reference range 0.2-3.2 ng/mL) (Nie et al., 2023).
2.5 Dietary intake
Each patient received a prescription for bariatric multivitamins and minerals components (1 tablet per day) for 2 weeks at least prior to surgery. The patients were asked to fill out a food record during three assessments. The data were analyzed using specialized software (Food Processor 11 ®, ESHA Research, Salem, OR, USA), which helped calculate micro- and macronutrient intake. This software is widely used in clinical research because of its wide features for analyzing and managing nutritional data and dietary information (Tayel et al., 2020). The results were analyzed against the common standards in relation to the recommended dietary allowance (RDA) for Mg (400-420 mg for males and 310-360 mg for females) and dietary vitamin K (50-120 µg) (Bleizgys, 2024).
2.6 Data analysis
The data were analyzed using SPSS version 23.0 (IBM, Chicago, USA). Baseline comparison between males and females was done using an independent Student T-test for normal variables and Mann-Whitney U-test for non-normal variables. Analysis of covariance (ANCOVA) was used to determine temporal changes for all participants and between males and females. Correlation analysis was done to determine associations between variables of interest. Significance was set at p<0.05.
3. Results
A total of 72 patients (32 males and 40 females) were deemed eligible for SG, 51 (19 males and 32 females) of whom had follow-up data. Table 1 shows the baseline characteristics and differences between male and female patients. Males had significantly higher weight, BMI, and WHR compared to females (p-values <0.001, <0.001, and 0.008). Baseline circulating vitamin K, MK-4, and MK-7, as well as Mg were not significantly different between males and females. However, baseline dietary vitamin K as well as dietary Mg were significantly higher in males than females (p-values 0.001 and <0.001). It is important to note that the dietary Mg was below RDA for all participants in all time points, while this was true for 90% of all participants (91% females and 89.5% males) for dietary vitamin K intake at baseline, reaching 100% in males and 94% in females after 12 months (not shown in Tables 1-4). Lastly, vitamin K deficiency [defined as serum vitamin K levels 0.21-3.07 ng/mL, (Nie et al., 2023)] was observed in 8 (16%) participants at baseline, decreasing to 5 (9.8%) after 12 months. (not shown in Tables 1-4).
| Parameters | All (N=72) | Males (N=32) | Females (N=40) | P-Value |
|---|---|---|---|---|
| Anthropometrics | ||||
| Age (year) | 36.3 ± 9.9 | 38.0 ± 12.9 | 34.9 ± 6.9 | 0.17 |
| Weight (kg) | 127.5 ± 25.1 | 140.1 ± 27.9 | 117.4 ± 17.1 | <0.001 |
| BMI (kg/m2) | 46.7 ± 7.2 | 47.6 ± 7.9 | 45.9 ± 6.5 | <0.001 |
| WHR | 0.97 ± 0.12 | 1.01 ± 0.08 | 0.94 ± 0.13 | 0.008 |
| Biochemistry | ||||
| Vitamin K (ng/mL) | 0.86 ± 0.64 | 0.99 ± 0.64 | 0.77 ± 0.63 | 0.16 |
| MK-4 (ng/mL) | 0.22 ± 0.19 | 0.25 ± 0.23 | 0.20 ± 0.15 | 0.31 |
| MK-7 (ng/mL) | 1.26 ± 1.0 | 1.07 ± 1.1 | 1.41 ± 0.17 | 0.22 |
| Mg (mmol/L) | 0.78 ± 0.07 | 0.79 ± 0.08 | 0.77 ± 0.06 | 0.24 |
| Dietary | ||||
| Vitamin K (µg) | 62.2 (40.3-89.6) | 82.3 (60.1-123.5) | 48.2 (31.6-75.4) | 0.001 |
| Mg (mg) | 163.9 (114-191.9) | 191.7 (167-219.8) | 126.4 (98.1-166.6) | <0.001 |
Note: Data presented mean ± SD and median (25th -75th) percentile for dietary values. Significant at p<0.05. BMI, body mass index; Mg, magnesium; MK-4, menaquinone-4; MK-7, menaquinone-7; WHR, waist-hip ratio
| Parameters | Pre-surgery | 3 months | 12 months | P-Value |
|---|---|---|---|---|
| Anthropometrics | ||||
| Weight (kg) | 126.9 ± 23.9 | 101.7 ± 21.8* | 86.0 ± 20.2*! | <0.001 |
| BMI (kg/m2) | 46.87 ± 7.3 | 37.55 ± 6.8* | 31.61 ± 6.78*! | <0.001 |
| WHR | 0.95 ± 0.11 | 0.93 ± 0.10 | 0.89 ± 0.10*! | <0.001 |
| Biochemistry | ||||
| Vitamin K (ng/mL) | 0.76 ± 0.57 | 0.94 ± 0.68 | 0.91 ± 0.65 | 0.24 |
| MK-4 (ng/mL) | 0.22 ± 0.18 | 0.24 ± 0.19 | 0.22 ± 0.16 | 0.64 |
| MK-7 (ng/mL) | 1.24 ± 1.03 | 0.63 ± 0.62* | 0.74 ± 0.90* | 0.009 |
| Mg (mmol/L) | 0.80 ± 0.06 | 0.80 ±0.06 | 0.83 ±0.06*! | <0.001 |
| Dietary | ||||
| Vitamin K (µg) | 60.1 (33.6-80.3) | 6.34 (4.3-29.6) * | 20.6 (11.2-43.8) * | <0.001 |
| Mg (mg) | 153.9 (108-185.5) | 46.74 (29-69.2) * | 85.14 (59-108) *! | <0.001 |
Note: Data presented mean ± SD and median (25th -75th) percentile for dietary values. ‘*’ denotes significance compared to pre-surgery values and ‘!’ denotes significance compared to 3 months; Significant at <0.05. BMI, body mass index; Mg, magnesium; MK-4, menaquinone-4; MK-7, menaquinone-7; WHR, waist-hip ratio
| Parameters | Pre-surgery | 3 months | 12 months | P-Value |
|---|---|---|---|---|
| Anthropometrics | ||||
| Weight (kg) | 140.7±27.7 | 111.1±24.8* | 91.5±23.3*! | <0.001 |
| BMI (kg/m2) | 47.69 ± 8.2 | 37.46 ± 7.3* | 31.14 ± 7.5*! | <0.001 |
| WHR | 0.99 ± 0.08 | 0.96 ±0.09 | 0.93 ± 0.07* | 0.026 |
| Biochemistry | ||||
| Vitamin K (ng/mL) | 0.74 ± 0.50 | 0.88 ± 0.62 | 0.92 ± 0.64 | 0.34 |
| MK-4 (ng/mL) | 0.23 ± 0.21 | 0.26 ± 0.21 | 0.21 ± 0.16 | 0.53 |
| MK-7 (ng/mL) | 1.07 ± 1.0 | 0.65 ± 0.70 | 0.77 ± 0.80 | 0.39 |
| Mg (mmol/L) | 0.81 ± 0.06 | 0.82 ± 0.07 | 0.84 ± 0.07 | 0.075 |
| Dietary | ||||
| Vitamin K (µg) | 74.2(44.5-87.8) | 4.7(4.3-65.1)* | 35.8(21.9-63.9)* | <0.001 |
| Mg (mg) | 184.8(157-209.8) | 56.4(37.2-83.7)* | 102.7(83-153.2)*! | <0.001 |
Note: Data presented mean ± SD and median (25th -75th) percentile for dietary values. ‘*’ denotes significance compared to pre-surgery values and ‘!’ denotes significance compared to 3 months; Significant at <0.05. BMI, body mass index; Mg, magnesium; MK-4, menaquinone-4; MK-7, menaquinone-7; WHR, waist-hip ratio
| Parameters | Pre-surgery | 3 months | 12 months | P-Value |
|---|---|---|---|---|
| Anthropometrics | ||||
| Weight (kg) | 118.8±17.1 | 96.3±17.9* | 82.8±17.6*! | <0.001 |
| BMI (kg/m2) | 46.38 ± 6.8 | 37.62 ± 6.6* | 31.89 ± 6.4*! | <0.001 |
| WHR | 0.93 ± 0.11 | 0.90 ± 0.10 | 0.87 ± 0.08* | 0.040 |
| Biochemistry | ||||
| Vitamin K (ng/mL) | 0.77 ± 0.63 | 0.97 ± 0.72 | 0.91 ± 0.67 | 0.45 |
| MK-4 (ng/mL) | 0.21 ± 0.16 | 0.23 ± 0.17 | 0.23 ± 0.16 | 0.85 |
| MK-7 (ng/mL) | 1.34 ± 1.0 | 0.63 ± 0.6* | 0.72 ± 0.8 | 0.017 |
| Mg (mmol/L) | 0.78 ± 0.05 | 0.79 ± 0.06 | 0.82 ± 0.07* | 0.003 |
| Dietary | ||||
| Vitamin K (µg) | 46.7(30.6-69.4) | 6.7(3.7-26.9)* | 16.3(8.3-24.6)* | <0.001 |
| Mg (mg) | 120(94.2-162.6) | 34.3(24.4-52.7)* | 77.9(50.5-93.9)*! | <0.001 |
Note: Data presented mean ± SD and median (25th -75th) percentile for dietary values. ‘*’ denotes significance compared to pre-surgery values and ‘!’ denotes significance compared to 3 months; Significant at <0.05. BMI, body mass index; Mg, magnesium; MK-4, menaquinone-4; MK-7, menaquinone-7; WHR, waist-hip ratio.
Table 2 shows the post-surgery changes in anthropometrics, circulating and dietary vitamin K and Mg in all patients. As expected, significant reductions were seen in weight, BMI, and WHR over time in all follow-up visits. With regard to serum parameters of interest, no significant changes were seen in circulating vitamin K and MK-4 after 3 and 12 months of follow-up. However, a significant decrease was seen in circulating MK-7 after 3 months compared to baseline, with a modest but insignificant increase after 12 months of follow-up, which was still significantly lower than baseline. On the other hand, no differences were seen between baseline serum Mg and after 3 months, while a significant increase was observed after 12 months, which was significantly higher than values obtained at baseline and 3 months. Dietary changes in vitamin K and Mg were noted over time, with values after 3 months post-surgery observed to be drastically lower than baseline and having a slight recovery after 12 months, which was still significantly lower than baseline.
Over time, changes were also made after stratification according to sex. In males (Table 3), only serum Mg increased over time, while in females (Table 4), serum Mg also significantly increased with a concomitant decrease in serum MK-7 after 3 months (p=0.017). In both sexes, dietary changes followed the same patterns as the overall analysis, and there were significant reductions in dietary vitamin K and Mg after 3 months, with a modest recovery after 12 months (Tables 3 and 4).
In all participants, Fig. 2 showed a significant positive correlation between dietary Mg and dietary vitamin K (r=0.47; p<0.001) as well as over time changes between circulating MK4 and vitamin K (r=0.46; p<0.001) (Fig. 3).

- Correlation between baseline dietary vitamin K and Mg for all subjects.

- Correlation between overtime changes in serum MK4 and vitamin K in all subjects.
4. Discussion
It is known that several vulnerable populations, such as pregnant women and individuals with obesity, have marked vitamin and trace mineral deficiencies prior to undergoing BS (Bradley et al., 2023; Bretón et al., 2024). Among these micronutrients previously investigated, however, Mg and vitamin K remain understudied. In the present study, we aimed to determine prospective changes in circulating Mg and vitamin K among males and females who underwent laparoscopic SG and found that post-operation, and in all participants, no notable changes were seen in serum levels of vitamin K over time, while serum Mg showed recovery 12 months after surgery. When stratified according to sex, the same patterns were observed in both trace elements. These changes were parallel to the expected weight loss over time. Consequently, while dietary intakes of vitamin K and Mg improved in both males and females 12 months as compared to 3 months post-surgery, this favorable increase was still lower compared to baseline dietary values, the majority, if not all, of whom were already below RDA prior to surgery.
A recent systematic review involving 19 studies, 12 of which had data after BS (n=1442), indicated that while individuals who undergo such procedures were at higher risk for developing vitamin K deficiency, the strength of evidence was weak and therefore supplementation was not recommended (Sherf-Dagan et al., 2019). Similarly, vitamin K deficiency in the presented study decreased over time, albeit not significant, suggesting that the procedure did not alter the incidence of vitamin K deficiency. As for changes in circulating Mg, evidence is inconsistent. In a recent comparative study that assessed nutritional deficiencies among individuals who underwent Roux-en-Y gastric bypass (n=340) versus SG (n=165), Mg deficiency (which ranged from 24%-31%) remained prevalent in both groups with no apparent significant changes seen even after 12 months of follow-up (Vieira de Sousa et al., 2024). Other, less recent studies, however, support the present study’s findings, which demonstrated improved Mg levels over time following surgery (Haenni et al., 2018), and even moderate weight loss among individuals with obesity (Mikalsen et al., 2019). These differences in findings can be attributed to the type of surgery performed and whether the patients were provided with supplementation before the procedure.
One of the novel findings of the present study is the sexual dimorphism observed in vitamin K homologs, specifically MK7, the active form of vitamin K, which was seen to substantially decrease in females, but not in males, despite having relatively similar vitamin K levels over time. MK7 (or vitamin K2) is known to have the highest bioavailability and exerts the greatest effect on osteocalcin carboxylation in humans, suggesting that its main role is associated with bone health and quality (Sato et al., 2020). The decreased MK7 observed only in females may partially explain the increased risk for low bone mineral density and osteoporosis following BS (Ou et al., 2022). This is most apparent in a recent clinical trial, where declining estrogen during menopause accelerated bone loss, while MK-7 supplementation supported bone and cardiovascular health by activating vitamin-K-dependent proteins (de Vries et al., 2025). Furthermore, vitamin K is primarily known as a cofactor for blood coagulation, mechanisms of which are partially driven by sex hormones, which explains the female-specific hypercoagulability (Coleman et al., 2024). Given that MK7 decreased over time only in females, the protective hypercoagulability effect that confers better outcomes than males following injury suggests that this advantage may be lost after SG. More studies are needed to confirm this theory.
Lastly, it is important to mention that all participants failed to meet the RDA for dietary Mg, and most of them for dietary vitamin K, reinforcing the prevalent dietary micronutrient deficiencies among BS candidates (Bradley et al., 2023). This is important as many physicians fail to actively screen patients for micronutrient deficiencies. In a recent survey conducted among 160 patients who underwent BS in Saudi Arabia, although micronutrient deficiencies were assessed through blood exams as well as provision of dietary guidance, dietary intake was unfortunately not taken, concluding that pre- and post-surgery nutrients need closer monitoring (Qadhi et al., 2023).
The authors acknowledge several limitations. The lack of a comparator group that underwent the same surgery but was not given multivitamins limited the findings as to the true changes in serum Mg and vitamin K after surgery. This, however, is difficult as pre-operative management requires that all patients be given multivitamin supplementation aside from dietary advice. The small sample size after stratification for sex may have elicited several type 2 errors in analysis, giving non-significant differences that may otherwise not be. Lastly, major micronutrients such as iron, vitamin D, and other well-studied trace elements were not assessed, given that they have been well investigated, albeit not in a similar population. Despite the caveats, findings of the study are robust and complement existing literature on the effects of SG on key micronutrients, vitamin K, and Mg in particular. The inclusion of vitamin K homologs also adds value to the study as well as the use of heterogenous Arab patients. Further studies with longer follow-up and larger sample sizes are needed to determine whether such deficiencies persist.
5. Conclusions
In conclusion, parallel to a significant weight loss, a substantial but modest recovery in circulating and Mg, while no apparent changes in vitamin K were observed among Arab patients one year after SG. MK7 levels were seen to decrease over time only in females. Dietary Mg and vitamin K intakes were below RDA in almost all patients. Longer studies are needed to determine whether these micronutrient deficiencies remain and whether the changes observed in vitamin K homologs are associated with SG-related complications.
Acknowledgment
We thank Research Center and Nuclear Medicine in King Fahad Medical City (KFMC). Also, we thank Chair for Biomarker of Chronic Disease (CBCD) in King Saud University, Riyadh, Saudi Arabia for their help throughout the research.
CRediT authorship contribution statement
Safaa A. Alsaaydan: Conceptualization, data acquisition, methodology, writing – original draft; Hanan A. Alfawaz: Conceptualization, supervision, review; Mohammed S. Almohaya: Data acquisition, review; Nasreen Alfaris: Data acquisition, review; Ahmad A. Al-Ghamdi: data acquisition, review; Ali A. Alshehri: Data acquisition, review; Youssef A. AlSuhaibani: Data acquisition, review; Saud D. Alzahrani: Data acquisition, review; Malak Nawaz K. Khattak: Statistical analysis, review; Shaun Sabico: Writing – original draft, review-editing; Nasser M. Al-Daghri: Conceptualization, supervision, review, resources
Declaration of competing interest
The authors declare that they have no competing financial interests or personal relationships that could have influenced the work presented in this paper.
Data availability
Data is contained within the article.
Declaration of Generative AI and AI-assisted technologies in the writing process
The authors confirm that there was no use of Artificial Intelligence (AI)-Assisted Technology for assisting in the writing or editing of the manuscript and no images were manipulated using AI.
Funding
The authors are thankful to the Ongoing Research Funding Program (ORF-2025-21), King Saud University, Riyadh, Saudi Arabia, for funding this research.
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