فهرست مطالب
International Journal of Preventive Medicine
Volume:12 Issue: 12, Dec 2021
- تاریخ انتشار: 1400/10/14
- تعداد عناوین: 21
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Page 160Background
Identifying appropriate biomarkers for predicting type 2 diabetes (T2D) patients with increased HbA1c may prove helpful in preventing increased risk of cardiovascular disease (CVD). The present study was conducted to analyze the diagnostic performance of the atherogenic index log (TG/HDL‑C) in T2D patients with increased HbA1c.
MethodsPatients with T2D were classified into two groups according to having an HbA1c <8% or ≥8%. Atherogenic index was calculated from the logarithmic transformation of TG/HDL‑C. Receiver operating characteristic curve was used to evaluate the diagnostic performance of log (TG/HDL‑C). Insulin and fasting glucose concentrations were used to determine homeostasis model assessment for insulin resistance (HOMA‑IR).
ResultsCompared with the patients with HbA1c <8%, log (TG/HDL‑C) was significantly higher in the patients with HbA1c ≥8% (p = 0.025). The atherogenic index was a biomarker for the prediction of T2D patients with HbA1c ≥8% versus patients with HbA1c <8%, as shown in the area under the curve (AUC = 0.61, P = 0.013). The best cut‑off point of log (TG/ HDL‑C) for the discrimination between patients with HbA1c ≥8% versus patients with HbA1c <8% determined to be 0.44. Atherogenic index was significantly and positively correlated with HOMA‑IR in female patients (r = 0.313, P = 0.003) and in patients with an age ≥5o (r = 0.253, P = 0.021).
ConclusionThe log (TG/HDL‑C) in addition to its known association with enhanced CVD risk could be considered as a biomarker to predict T2D patients with poor glycemic control. Therefore, the increased ratio may provide a simple and useful way of identifying poor glycemic T2D patients who are possibly to be at elevated risk of CVD.
Keywords: Biomarker, cardiovascular disease, HbA1c, Log (TG, HDL‑C), type 2 diabetes -
Page 161Background
Migraine is a prevalent health condition associated with significant pain and disability. Neurogenic inflammation has a key role in migraine pathophysiology. Curcumin is a well‑known herb compound with anti‑inflammatory function. This study was aimed to evaluate the effects of curcumin supplementation on clinical features, as well as on serum levels of calcitonine gene‑related peptide (CGRP) and interleukin‑6 (IL‑6).
MethodsThis randomized double‑blind placebo‑controlled clinical trial was carried out on 44 women with migraine, receiving either 500 mg curcumin twice a day or placebo supplements for 8 weeks. Serum CGRP and IL‑6 concentration, and clinical symptoms including headache severity, duration and frequency were measured at the baseline and end of study.
ResultsAfter 8‑week intervention, compared with placebo, curcumin supplementation led to significand reduction in CGRP (P < 0.001), IL‑6 (P = 0.041), severity (P = 0.001), and duration of headache ( P = 0.007). Headache frequency showed marginal improvement in curcumin group, compared to controls ( P = 0.052). Within‑analysis indicated significant decrease in CGRP and severity (P < 0.001), frequency ( P = 0.014) and duration ( P = 0.003) and no significant decrease in IL‑6 (P = 0.454), compared to baseline in curcumin group. There were no significant changes in body mass index (BMI), weight, percent body fat (PBF), and percent body muscle (PBM) between the two groups.
ConclusionsCurcumin supplementation improved the pro‑inflammatory markers and clinical features of migraine headaches and that could be contributed to could be to its anti‑inflammatory properties.
Keywords: Calcitonin gene‑related peptide, curcumin, inflammation, interleukin‑6, migrainedisorders, randomized controlled trial -
Page 162Background
Congenital hearing loss is one of the important illnesses that affect newborns. Early diagnosis and treatment are a challenge for medical authorities in developing countries to improve children’s functional, intellectual, emotional, and social abilities. We aimed to study the prevalence of congenital hearing loss in northern Jordan community and identify factors that could affect hearing screening protocol.
MethodsProspective cross‑sectional study of 1595 infants born in our hospital underwent hearing screening tests. Totally, 104 were tested in NICU and the rest examined in the nursery room using Otoacoustic emission (OAE) test as a primary testing tool. The patients were followed in the three hearing screening phases. Factors affecting screening results were studied and analyzed.
ResultsThe total number of newborns who didn’t pass the first OAE test in one or both ears were 90 (5.6%); 69 from the nursery group and 21 from the NICU group. In the 2 nd screening phase 21 (23.3%) didn’t attend the appointment. Sixty‑four passed the second screening OAE test. Five newborns (5.6%) had a second refer result in one or both ears and referred for a diagnostic ABR test. Three infants passed the test and two found to have bilateral hearing loss.
ConclusionsHearing screening test is conducted via a 3‑phases‑protocol. OAE is used in the first two phases and ABR in the third phase. Hearing results is significantly affected for infants admitted to NICU. The following factors increase OAE fail response: mechanical ventilation for more than 5 days, Hyperbilirubinemia, associated congenital anomalies. Mode of delivery doesn’t have statistical significance on hearing screening results.
Keywords: Deafness, hearing, hearing test, otoacoustic emission, screening -
Page 163Background
Candida albicans is the most important opportunistic fungal that can establish infection in susceptible individuals. Iranian Propolis and Royal jelly are bee products that are traditionally used against fungal infections. This study was aimed to evaluate the antifungal effects of Iranian Propolis extract and Royal jelly against C. albicans in vitro.
MethodsAntifungal activities of the extracts were performed according to microbroth dilution method in 96‑well microdilution plates. The amount of minimum inhibitory concentration (MIC) and minimum fungicidal concentration (MFC) based on counting the number of fungal colonies (CFU) were evaluated for each of Royal jelly and Iranian Propolis extracts against C. albicans compared with the control group.
ResultsIn this study, the MIC, MIC50, and MFC of Royal jelly on C. albicans were, respectively, 80, 103 ± 25, and 160 ± 34 mg/mL and for the Iranian Propolis alcoholic extract were, respectively, 0.030 ± 0.015, 0.0618 ± 0.027, and 0.0833 ± 0.0599 mg/mL.
ConclusionsThe results indicate that both Royal jelly and Iranian Propolis alcoholic extract are effective against C. albicans, but the former species has higher antifungal activity. If the clinical trials confirm the results of this study, Iranian propolis, as a new antifungal agent by replacing chemical drugs, can be used to develop antifungal medicinal herbs.
Keywords: Candida albicans, Iranian propolis, Royal jelly -
Page 164
Backgroud: Many exercise approaches have been suggested for the treatment of nonspecific chronic low back pain. However, the best exercise approach is still unknown. The purpose of this study was to compare the effect of three exercise approaches based on the Postural Restoration Institute (PRI) and National Academy of Sports Medicine (NASM) on the pain management and motor control of men with nonspecific chronic low back pain.
MethodsThe study was designed with matched subjects. Thirty‑three participants were randomly assigned to three training groups: NASM (n = 11), PRI (n = 11), and NASM‑PRI integration (n = 11). Interventions: The participants in each group performed the exercise for eight weeks, three sessions per week and about one hour each session. Pain was measured using a visual analog scale (VAS) scale and functional disability using the Roland–Morris questionnaire. Also, the movement control impairment was measured by the movement control impairment test set.
ResultsRepeated measures ANOVA showed no significant interaction effect between pain perception, functional disability, and movement control impairment of the groups (P >.05).
ConclusionsThe findings suggest that different types of exercise rehabilitation were not significantly different on pain reduction, functional disability, and movement control impairment. It is suggested that the participant’s preference for an approach should also be considered for encouraging them to adhere to exercise
Keywords: Exercise, low back pain, movement control -
Page 165Background
One of the problems that nutritionists have always faced in research projects is the analysis of food intake of the subjects. Various approaches have been proposed in which the use of food frequency is one of the most used in this field. Many tools have been proposed in this area that aim of present research is to update and optimize one of the most common forms mentioned above.
MethodIn this study, we attempted to update and optimize the 147‑item common food frequency questionnaire using USDA database. Moreover, the values of dietary antioxidant profiles, lipid ratios, dietary fat quality, atherogenic and thrombogenic indices, amino acids, flavonoids, and other requirements are included in the above tool to meet nutrition research needs.
ResultsThe re-analysis of the obtained data with USDA Bank showed no difference due to the similarity of the source of information and the accuracy of the above instrument was confirmed.
ConclusionDue to the applicability of this tool, it can be recommended to researchers to use the above tool. We hope to see the Iranian database in the coming years to optimize the above tools based on the Iranian bank.
Keywords: Diet, micronutrient, nutrition values, ORAC, software tool -
Page 166Background
In India, 42 million people suffer from thyroid diseases. One in 10 adults suffer from hypothyroidism. Although coverage of iodized salt utilization has increased after universal salt iodization, we are yet to achieve the goals of NIDDCP for which the present study was planned to identify the hidden factors. The aim is to identify the factors affecting thyroid hormone levels, their association with salt iodine content and suggest strategies for improvement based on patient perceptions.
MethodsA hospital based prospective follow up study was conducted among 140 patients, with an in depth interview and testing of salt iodine content. Data were analyzed using the SPSS software.
Results96 (69%) patients were of age 18–35 years. 129 (92%) were females, 120 (86%) were from rural areas, 95 (68%) were literate, 116 (83%) were unemployed, and 115 (82%) were of low socioeconomic status. Most of them had poor cooking practices and dietary habits. The T3, T4, and TSH levels were within the normal range in 84 (60%) patients. Only in 28 (20%) salt samples, the iodine content was adequate. The association between factors like intake of inadequately iodized salt (P < 0.01), rural distribution (P < 0.05), illiteracy, presence of the comorbid conditions (P < 0.0001), and thyroid hormone abnormality was found to be statistically significant.
ConclusionThe factors that adversely affect thyroid levels were higher age, female gender, rural distribution, comorbid conditions and patients with low salt iodine were prone to abnormal levels. Monitoring salt iodine content, training of health care workers to create awareness were the key strategies proposed for improvement.
Keywords: Added salt, goitrogen, Iodine deficiency disorders (IDD), iodized salt, knowledge, practice -
Page 167Background
Behavior is important in dental disease etiology, so behavioral interventions are needed for prevention and treatment. Motivational interviewing (MI) has been proposed as a potentially useful behavioral intervention for prevention of early childhood caries.
MethodsStudies have evaluated the effectiveness of MI on reduction of the risk‑related behaviors for early childhood caries (ECC) compared to dental health education (DHE) The aim of this systematic review was to assess the scientific evidence on MI applied to change parental risk‑related behaviors. The potentially eligible studies involved the assessment of caries‑related behaviors in caregivers receiving MI. Electronic search of English published literature was performed in February 2020 in the Scopus, Cochrane, PubMed, and Embase databases. Assessment of risk of bias was done by the Cochrane risk of bias tool.
ResultsOf 329 articles retrieved initially, seven were eligible for inclusion in this review. Four studies evaluated the behavior of tooth brushing and four studies assessed the cariogenic feeding practice, while only one study investigated the behavior of checking teeth for pre‑cavities. Moreover, two studies examined dental attendance for varnish fluoride use and oral health‑related knowledge. It was not possible to perform a meta‑analysis.
ConclusionsGenerally, results support the application of MI to improve the “dental attendance behavior for fluoride use” and participants’ knowledge. However, the results were inconclusive for other behaviors. We need further and better designed interventions to completely evaluate the impact of MI on specific ECC‑related behaviors.
Keywords: Behavior, dental caries, motivational Interviewing, risk -
Page 168Background
Nitrate is a compound with adverse effects on human health that can exist also in vegetables. This study aimed to determine the intake of total nitrate/nitrite from lettuce and carrot as high and low nitrate content, respectively. Moreover, the effect of chlorhexidine mouthwash on the elimination of the nitrite level in saliva and urine was surveyed.
MethodsThis study was designed as a crossover based on the randomized selection method. Thirty‑nine participants were divided into two groups; the lettuce and carrot juice consumers (control group). The case group was consumed these two vegetables, while they used antibacterial mouthwash. The background of nitrate/nitrite of the participants was determined before exposure. The intake of total nitrate and nitrite via lettuce and carrot juice consumption was investigated. The Griess colorimetric reaction was used for nitrate and nitrite determination in samples.
ResultsTotal nitrate concentrations in case and control groups were detected 0.79 and 0.78 mM in saliva and 1.78 and 1.38 mM in urine after lettuce consumption, respectively. However, it was determined 1.55 and 2.43 mM in saliva and 2.92 and 3.04 mM in urine after carrot ingestion. Salivary nitrite concentration 0.53 mM was decreased to 0.45 mM after antibacterial mouthwash application (P‑value <0.05).
ConclusionsThis study indicated that the intake of total nitrate/nitrite via leafy vegetables was higher than rooty ones. The chlorhexidine mouthwash is an appropriate recommendation to reduce the nitrite concentration in the human body for preventing the probable side effects of nitrate metabolites such as N‑nitrosamines forming.
Keywords: Antibacterial agents, mouthwashes, nitrates, nitrites, vegetables -
Page 169Background
Neuropathy control and management is an objective in therapeutic exercises prescribed for patients with Type 2 diabetic peripheral neuropathy. We examined the effects of 12‑week integrated exercise (IE) on glycemic control and peripheral sensation criteria in patients with diabetic neuropathy.
MethodsThis study was carried out in 2019–2020 in Janan diabetic society of Najaf Abad in Iran. Based on MNSI scores, we assigned 40 patients into two equal paired random groups (control vs. IE). Pre and posttests were administered before and after three months of intervention.
ResultsRepeated measures ANOVA showed no significant interaction effect between the FBS of the groups (P = 0.26) but significant interaction effects were observed between the levels of 2 hrs pp G, 4 pm G, HbA1c, Diapason, Monofilament, and Thermofeel in favor of the IE group (P < 0.05).
ConclusionsAt the beginning of IE, we used massage and foam roller to release pain and improve blood circulation as well as sensation in the neuropathic areas. This may have helped the patients perform the aerobic and resistance exercises more easily. Therefore, better glycemic control and peripheral sensation were achieved. Verification of the long‑term effects of this training strategy requires further study. Verification of the long‑term effects of this training strategy requires further study.
Keywords: Blood glucose, diabetes mellitus type 2, diabetic neuropathies, exercise therapy, Michigan neuropathy screening instrument -
Page 170Background
Evidence showed that partial or complete loss of smell and taste might be a possible primary symptom of the 2019 novel coronavirus (COVID‑19). This study aimed to systematically review and pool all available evidence on the olfactory and gustatory dysfunction in COVID‑19 patients.
MethodsIn this systematic review, a comprehensive search was carried out systematically through e‑databases including PubMed, EMBASE, Scopus, and Web of Science (WoS); that was limited to English‑language studies published from 2019 up to 6th May 2020. Afterward, all studies reported the taste and smell dysfunction in the COVID‑19 patients were included. The quality of the studies was assessed by the Mixed Methods Appraisal Tool (MMAT). The pooled prevalence of olfactory and gustatory dysfunction was estimated using the random effects meta‑analysis method.
ResultsAmong 28 eligible included studies in this systematic review, finally, 22 studies met the eligibility criteria and were included in the meta‑analysis. According to the random effect meta‑analysis, the global pooled prevalence (95% confidence interval) of any olfactory dysfunction, anosmia, and hyposmia was 55% (40%‑70%), 40% (22%‑57%), and 40% (20%‑61%) respectively. The pooled estimated prevalence of any gustatory dysfunction, ageusia, and dysgeusia was 41% (23%‑59%), 31% (3%‑59%), and 34% (19%‑48%) respectively.
ConclusionsOlfactory and gustatory dysfunction is prevalent among COVID‑19 patients. Therefore, olfactory and gustatory dysfunction seems to be part of important symptoms and notify for the diagnosis of COVID‑19, especially in the early phase of the in
Keywords: Ageusia, anosmia, COVID‑19, sensation disorder, taste, and smell impairmen -
Page 171Background
Considering the importance of adolescent obesity on adulthood health, this cross‑sectional study aimed 408 students aged 13‑18 years from different socioeconomic districts through convenience sampling to investigate nutritional status and physical activity (PA) level focusing on sex and socioeconomic differences.
MethodsWeight and height were measured to investigate prevalence of obesity and underweight based on percentile of body mass index (BMI) for age. Information on dietary intake were collected via 3‑day food recalls. PA level was investigated using a valid and reliable questionnaire.
ResultsThe prevalence of underweight, overweight, and obesity were 4.9%, 15.9% and 23%, respectively. Weight and height were higher in boys than girls significantly (P‑value < 0.001). Calorie intake in prosperous districts was higher than semi‑prosperous districts ( P = 0.01). Intake of zinc and calcium in prosperous districts was higher than semi‑prosperous and disadvantaged districts (P‑value < 0.001 and 0.02, respectively). Intake of calcium and zinc in both sexes and iron in girls, was lower than recommended dietary allowances (RDA) in all districts (P‑value < 0.001).
ConclusionsHigh prevalence of obesity and low micronutrients intake, especially in disadvantaged districts, suggest an urgent need to plan many efficient programs to prevent serious problems in future
Keywords: Adolescents, Iran, nutrition, obesity, underweight -
Page 173Background
There are uncertainties and contradictions in the literature about the effectiveness of maternity schools. The purpose of this study is to determine the effectiveness of prenatal trainings performed in an institutional and disciplined manner.
MethodsThis study was prospectively conducted between 2018 and 2019, and 245 primiparous pregnant women who gave birth in our hospital were examined. On a volunteer basis, a study group ( n = 108) was created including patients who attended the maternity school trainings and a control group was created including patients who did not attend these trainings ( n = 137). Both groups were compared in terms of caesarean section rates, active phase periods of birth, visual analogue scale (VAS) during active labor, Edinburgh Postnatal Depression Scale (EPDS) score, time from birth to first skin contact, newborn Apgar scores, and admission rates to the neonatal intensive care unit.
ResultsCesarean section rates were significantly lower in the maternity school group (21.1% versus 29.19%). In the maternity school group, the active phase period of delivery was shorter ( p < 0.001), VAS was lower during active labor (p < 0.001), and EDPS score was lower ( p < 0.001). Education level was higher in the maternity school group than in the control group ( p < 0.001).
ConclusionsInstitutional and disciplined antenatal pregnancy trainings provide significant benefits during pregnancy, delivery, and postpartum period depression by especially reducing the rates of cesarean section and postpartum depression.
Keywords: Apgar score, cesarean section, Edinburgh postnatal depression scale, pregnancy, prenatal education -
Page 174
Coronavirus disease‑19 (COVID‑19), a major global public health emergency has significantly impacted human health and livelihoods. The pandemic continues to spread and treatments and vaccines are at different stages of development. Mass vaccination has been rolled out worldwide. This review article provides a narrative summary of the evidence on various non‑pharmacological interventions (NPIs) for COVID‑19 containment. The authors reviewed the evidence published by the Norwegian Institute of Public Health map of COVID‑19 evidence. Additional literature was identified from PubMed and Google Scholar, preprint sites, and news media. The search terms included “Social distancing measures” and “COVID 19”, “Non‑pharmacological interventions’’ and “COVID 19”, “COVID‑19”, “non‑pharmacological interventions”, “face mask”, etc. The strength of the evidence for most studies on NPIs was ‘weak to moderate’ for restrictive NPIs. Ascertaining the impact of each NPI as a standalone intervention is difficult since NPIs are implemented simultaneously with other measures. Varying testing and reporting strategies across the countries and classification of deaths directly caused by COVID‑19 create challenges in assessing the impact of restrictive NPIs on the case numbers and deaths. Evidence on hygiene measures such as face mask is more robust in design providing credible evidence on prevention of COVID‑19 infection. Evidence from modeling studies, natural before‑after studies, and anecdotal evidence from the strategies adopted by ‘role model’ countries suggests that continued use of NPIs is the only containment strategy until ‘herd immunity’ is achieved to reduce the severe disease and mortality
Keywords: COVID‑19, masks, pandemics, prevention, control -
Page 175Background
Poor health condition may increase the risk of occupational problems and reduces an organization’s productivity. Also, there is a direct, bilateral relationship between occupation and health.
ObjectiveTo evaluate the health status of health care workers (HCWs) in the largest tertiary general and teaching hospital in southern Iran.
MethodsThis cross‑sectional study (Sep2014‑Dec2016) was conducted on HCWs, who were referred to Prevention and Health Promotion Clinic of Shiraz Namazee hospital. The participants’ health status was assessed and after the risk assessments and necessary physical examinations, the laboratory and para clinic tests were requested. Using descriptive and analytical tests, all data were analyzed.
ResultsTotally, 963 HCWs were enrolled, that 64.4% were women, with mean ± SD age of 35.51 ± 8.9 years. Eighty‑eight percent and 77.4% of the participants had history of ergonomic and psychological exposures. Impaired glucose tolerance and abnormal serum cholesterol were seen in 13.6% and 29.9%, respectively. Body mass index was a predictive factor for abnormal blood pressure (OR: 1.12; 95%CI: 1.02‑1.22), impaired glucose tolerance (OR: 1.08; 95%CI: 1.01‑1.16), and abnormal serum cholesterol (OR: 1.17; 95%CI: 1.10‑1.25), respectively. Male gender (OR: 1.83; 95%CI: 1.08‑3.03) was a predictive factor for abnormal serum cholesterol.
ConclusionsThe health status of HCWs is not good enough in Iran. They did not have an appropriate lifestyle. They were exposed to different occupational hazards. The prevalence of chronic diseases was notable. Overweight, obesity, and inactivity were the most important causes of metabolic diseases
Keywords: Health personnel, health promotion, health status -
Page 178Background
Since the relation between dietary total antioxidant capacity (DTAC) and the occurrence of gallstone disease (GSD) remains unclear, we conducted, for the first time, a case‑control study to clarify this association in the Iranian population.
MethodsIn the present case‑control study, convenience Sampling was performed. A total of 600 participants (300 case and 300 control) were included. Anthropometric, demographic, physical activity, and nutrient intakes data were obtained from each subject. DTAC was calculated using the US Department of Agriculture’s database. The odds ratio (OR) and 95% confidence intervals were assessed using unconditional logistic regression.
ResultsThe participants in the highest quartile of DTAC had a significantly lower OR for gallstone than the lowest quartile, which remained significant after further adjustment for age, sex, and education (model 2: OR, 0.34; 95% CI, 0.16–0.71). In addition, after adjustment for age, sex, education, BMI, physical activity, and energy, the results revealed that participants with the highest quartile of DTAC had 71% lower odds of gallstone than those with the lowest quartile (model 3: OR, 0.29; 95% CI, 0.11–0.78).
ConclusionsThe results of the present study demonstrated that the DTAC had an inverse association with GSD incident. However, interventional approaches are needed to confirm the relation between DTAC and GSD prevention.
Keywords: Free radicals, gallstone, oxidative stress, total antioxidant capacity -
Page 179
Backgroundsː Dietary sodium (Na) and potassium (K) relationship with chronic disease has drawn more attention recently. Epidemiological studies reported controversial findings about high salt and Na diets with the risk of nonalcoholic fatty liver disease (NAFLD) and studies about the association between K and NAFLD are scare. Present study aimed to examine the associations between dietary intake of Na, K, and Na:K ratio with the risk of NAFLD.
MethodsWe analyzed data from a case– control study of 225 patients with NAFLD cases and 450 controls. Dietary intake of Na and K measured using a validated 168 item food frequency questionnaire. Adjusted logistic regression models were used to report odds ratio (OR) 95% confidence interval (CI) of NAFLD across tertiles of Na, K, and Na:K ratio.
ResultsThe mean ± standard deviation of age and body mass index of participants (47% female) were 38.1 ± 8.8 years and 26.8 ± 4.3 Kg/m2. In the age‑ and sex‑adjusted model, there was any significant association between Na, K, and Na: K ratio with the risk of NAFLD. In the final adjusted model, the OR (95%CI) of the highest vs the lowest tertiles of K, Na, and Na:K was 0.39 (0.19–0.80), 0.71 (0.40–1.25), and 1.10 (0.61–1.97), respectively.
ConclusionThe present study indicates that higher dietary K was related to lower odds of NAFLD; however, there was no association between dietary Na and Na: K ratio with odds of NAFLD.
Keywords: Non‑alcoholic fatty liver disease, potassium, sodium, sodium: potassium ratio -
Page 180Background
The timing of the age at which menopause occurs varies among female populations. This variation is attributed to genetic and environmental factors. This study aims to investigate the determinants of early and late‑onset menopause.
MethodsWe used data from the National Health and Nutrition Examination Survey 2013‑2014 for 762 naturally menopause women. Data on sociodemographic, lifestyle, examination, and laboratory characteristics were examined. We used random forest (RF), support vector machine (SVM), and logistic regression (LR) to identify important determinants of early and late‑onset menopause. We compared the performance of models using sensitivity, specificity, Brier score, and area under the receiver operating characteristic (AUROC). The top determinants were assessed by using the best performing models, using the mean decease in Gini.
ResultsRandom forest outperformed LR and SVM with overall AUROC 99% for identifying related factors of early and late‑onset menopause (Brier score: 0.051 for early and 0.005 for late‑onset menopause). Vitamin B12 and age at menarche were strongly related to early menopause. Also, methylmalonic acid (MMA), vitamin D, body mass index (BMI) were among the top highly ranked factors contributing to early menopause. Features such as age at menarche, MMA, sex hormone‑binding globulin (SHBG), BMI, vitamin B12 were the most important covariate for late‑onset menopause.
ConclusionsMenarche age and BMI are among the important contributors of early and late‑onset menopause. More research on the association between vitamin D, vitamin B12, SHBG, and menopause timing is required which will produce invaluable information for better prediction of menopause timing.
Keywords: Data mining, menopause, nutrition surveys