Purpose: This study systematically analyzed the impact of aromatherapy on pain in individuals with diabetes. Methods: A search was performed in seven electronic databases based on the PICO-SD (Population, Intervention, Comparison, Outcome, Study Design) framework. The population (P) of interest was individuals with diabetes, and the intervention (I) included aromatherapy targeting pain reduction. The comparison (C) consisted of control groups that received no intervention, another intervention, or usual care. The outcome (O) measured was pain. The quality of the selected literature was assessed using the Joanna Briggs Institute checklist. In MIX 2.0 Pro, the pooled overall effect of pain was calculated using Hedge's g and a random-effects model, and heterogeneity was calculated using the Q statistic and Higgin's I2 values. Meta-regression and exclusion sensitivity analyses were performed. Results: Five articles and seven studies were included, showing a significant pooled overall effect of aromatherapy on diabetes-related pain (Hedge's g = -1.83, 95% CI: -2.76 to -0.91). Meta-regression demonstrated that effectiveness in reducing pain was associated with studies conducted in West Asia, those with IRB approval, and those receiving funding. Additionally, interventions involving subjects under 60, lavender oil (vs. turpentine oil or blended oils), massage therapy (vs. topical application), fewer hours per session, and more repeated measurements (vs. pre/post measurements) were associated with pain reduction. Conclusion: Aromatherapy, especially with lavender oil, effectively manages diabetes-related pain. Short-duration massage application is also effective. A personalized selection of oil type and application method could optimize therapeutic outcomes for individuals with diabetes.
International journal of advanced smart convergence
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v.13
no.2
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pp.61-68
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2024
In the quest for advancing diabetes diagnosis, this study introduces a novel two-step machine learning approach that synergizes the probabilistic predictions of Logistic Regression with the classification prowess of Random Forest. Diabetes, a pervasive chronic disease impacting millions globally, necessitates precise and early detection to mitigate long-term complications. Traditional diagnostic methods, while effective, often entail invasive testing and may not fully leverage the patterns hidden in patient data. Addressing this gap, our research harnesses the predictive capability of Logistic Regression to estimate the likelihood of diabetes presence, followed by employing Random Forest to classify individuals into diabetic, pre-diabetic or nondiabetic categories based on the computed probabilities. This methodology not only capitalizes on the strengths of both algorithms-Logistic Regression's proficiency in estimating nuanced probabilities and Random Forest's robustness in classification-but also introduces a refined mechanism to enhance diagnostic accuracy. Through the application of this model to a comprehensive diabetes dataset, we demonstrate a marked improvement in diagnostic precision, as evidenced by superior performance metrics when compared to other machine learning approaches. Our findings underscore the potential of integrating diverse machine learning models to improve clinical decision-making processes, offering a promising avenue for the early and accurate diagnosis of diabetes and potentially other complex diseases.
Ham, Kyung-Wan;Kim, Eun-Kyung;Song, Mi-Young;Kwon, Kang-Beom;Song, Je-Ho;Seo, Eun-A;Ryu, Do-Gon
Journal of Physiology & Pathology in Korean Medicine
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v.22
no.3
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pp.580-584
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2008
In the present study, Radix clematidis extract (RCE) was evaluated to determine if it could protect pancreatic ${\beta}$ cells against multiple low dose streptozotocin (MLDS)-induced diabetes. Injection of mice with MLDS resulted in hyperglycemia and hypoinsulinemia, which was confirmed by immunohistochemical staining. However, the induction of diabetes by MLDS was completely prevented when mice were pre-administrated with RCE. Generation of oxidative stress is implicated in MLDS, a ${\beta}$ cell specific toxin-induced islet cell death. In this context, to elucidate the mechanisms of protective effects in RCE pre-administrated diabetic mice, we investigated the expression of heme oxygenase-1 (HO-1), which is one of the anti-oxidant enzymes. MLDS-induced HO-1 expressions were significantly reduced in MLDS-treated mice. However, the decrease of HO-1 by MLDS were protected by pretreatment of RCE. The molecular mechanism by which RCE inhibits diabetic conditions by MLDS appears to involve inhibition of HO-1 expression. Taken together, these results reveal the possible therapeutic value of RCE for the prevention of type 1 diabetes progression.
The purpose of this study was to investigate the effect of low intensity combined kinesitherapy on type 2 diabetes mellitus and to compare the effects of exercise and methodology aspects, the difference in the post - test scores between fasting glucose and blood lipids in the control group (exercise group) and the control group (exercise group) that prescribed the dance - exercise and low intensity combined exercise for the elderly diabetic patients for 12 weeks sample t-test. the main results of the study are summarized as follows. first, fasting blood sugar showed difference in pre - post - difference of group compared to control group. second, the total cholesterol was found to have a statistically significant difference in the experimental group from pre - post - difference. third, the neutral region showed no statistically significant differences in both experimental and comparator groupsfrom pre - post - difference. fourth, high-density lipoprotein cholesterol levels showed no statistically significant difference in both experimental and comparator groups from pre - post - difference. fifth, low density lipoprotein cholesterol showed statistically significant difference in the experimental group from pre - post - difference group. in conclusion, this study is significant in that the combined effects of dance - motion activities and low intensity combined exercise for elderly with type 2 diabetes were quantitatively proved by using physiological index who had not been treated previously.
Type 1 diabetes is on the rise worldwide. Although nutrition education for patients with diabetes has become a routine practice, specifics and impacts of such educations need to be more researched. This study examined the status of nutrition knowledge, dietary attitude, and dietary behavior among children and adolescents with type 1 diabetes (9-19 year-old) and explored factors influencing dietary behaviors related to diabetes by applying the Theory of Planned Behavior. Face-to-face interviews, using a pre-tested structured questionnaire, were conducted with 32 participants (11 boys and 21 girls) with type 1 diabetes followed by a diabetes clinic in a university hospital. This study found that the level of nutrition knowledge related to diabetes was generally low at 4 points out of a possible 10, however, the dietary attitude related to diabetes was found to be generally good at 26 points out of a possible 30. Participants were motivated to follow medical staff recommendations the most; however, their family was also important. Perceived behavioral control was low especially for eating-out and portion control. The dietary behavior related to blood glucose control showed low at 13 points out of a possible 20. Regression analysis showed that perceived behavioral control (p < 0.001) was significantly related to the dietary behavior related to blood glucose control. This rare study with children and adolescents with type 1 diabetes showed that nutrition education should include a component to improve perceived behavioral control through high-risk situation management.
The purpose of this study was to examine the effect of social support on type 2 diabetes by classifying it into diabetes and impaired fasting blood sugar, a pre-diabetic state. Subjects of this study were 22,846 adults aged 30 years or above who agreed and registered to participate in the "Korean Health Examine Cohort (KOEX)" study that simultaneously collects questionnaires and biological samples at 8 university hospitals around the nation. Normal fasting blood sugar was defined as below 100 mg/dL, and impaired fasting blood sugar was defined as 100~125 mg/dL. Diagnosis of diabetes was defined as fasting blood sugar of 126 mg/dL or above, diagnosis by a doctor, or medication of insulin or oral hypoglycemic agent. Social support groups were divided into 4 groups, and Group 1 (G1) had high positive support and low negative support. This is the reference group with the highest social support. During multivariate analysis, female group (G3) that had high positive support and high negative support showed prevalence of impaired fasting blood sugar 1.19 times higher (95% CI = 1.02~1.41) than G1. As this study confirmed that social support increases fasting blood sugar of women after correction for socioeconomic status, health behavior, and biological and medical variables, it implies the importance of social relations such as social support in addition to management of personal risk factors for prevention of type 2 diabetes.
Journal of Korean Academy of Fundamentals of Nursing
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v.13
no.3
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pp.376-381
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2006
Purpose: The purpose of this study was to evaluate the effect of web-based diabetic education on glycosylated hemoglobin(HbAlc) and self-care in people with type 2 diabetes. Method: Twenty-five patients were requested to input the blood glucose level weekly at http://www.biodang.com by cellular phone or wired Internet for one year. The researcher sent optimal recommendations weekly to each patient using the short message service for cellular phones and wired Internet. Results: Patients had a significant mean decrease in HbAlc, from 8.0% at pre-test to 6.9%, after three months and rested at 6.8% until 12 months. Patients had a significant mean increase in physical exercise adherence, from 3.3 days at pre-test to 4.1 days per week, after three months. Patients had a significant mean increase in foot care adherence, from 4.8 days at pre-test to 6.9 days per week, after one year. Conclusion: These findings indicate that Internet education could be used to improve HbAlc, physical exercise, and foot care adherence in type 2 diabetic patients.
Purpose: This study was performed to identify the process of change, decisional balance and self-efficacy corresponding to the stage of exercise behavior using Transtheoretical Model in patients with type 2 diabetes mellitus. Method: The study method was a survey in 100 type 2 DM patients at out-patients clinic of Y medical center from March 19, 2000 to October 30, 2000. Result: The results were as follows: The subjects were divided into five stages of exercise behavior ; 15.0% in pre-contemplation stage, 33.0% in contemplation stage, 17.0% in preparation stage, 16.0% in action stage and 19.0% in maintenance stage. The subjects in pre-contemplation stage used all processes of change in the least. "Dramatic relief(DR)", "Environmental reevaluation(ER)" and "Self reevaluation(SR)" were identified as main processes of change in contemplation stage. "Consciousness raising(CR)", "DR" were used higher than average in preparation stage. Helping relationships(HR)", "CR", "ER", "SR", "Social liberation(SL)", "Counter conditioning (CC)", "Reinforcement management(RM)", "Self iberation(SEL)" and "Stimulus control(SC)" were used higher than average in action stage. The subjects in maintenance stage used all process of change the highest except "DR"and "HR". "Cons" score of decisional balance was the highest in pre-contemplation stage, "Pros" score was the highest in action stage and "Self-efficacy" score was the highest in maintenance stage. Conclusion: This study can provide the basis of staged matching exercise program using TTM for more effective and useful intervention.
Background: There are several validated risk factors for breast cancer. However the legitimacy of elevated fasting blood glucose (FBG) is not well established. This study was designed to assess this parameter as a risk factor for breast cancer among pre- and post-menopausal women. Materials and Methods: This case-control study was conducted at Department of Biochemistry, University of Karachi from June 2010 to August 2014. Simple random sampling technique was used to collect data of study subjects comprising 175 diagnosed breast cancer patients with positive histopathology from Breast Clinic, surgical unit-1, Civil Hospital, Karachi and 175 healthy controls from various screening programs. Blood samples were analyzed for FBG and serum insulin. Results: FBG, HOMA-IR, systolic and diastolic blood pressure were significantly raised in breast cancer cases when compared to control subjects. Cases and controls were further categorized in to two groups using cutoff value of 110mg/dl to distinguish subjects into normal fasting glucose (<110mg/dl) and having impaired fasting glucose (${\geq}110-{\leq}125mg/dl$) or diabetes (${\geq}126mg/dl$). Odds ratios were found to be 1.57, 2.15 and 1.17 in overall, pre-menopausal and post-menopausal groups, respectively. (all p < 0.05). Conclusions: A statistically significant risk of breast cancer exists in women having elevated fasting blood glucose levels, corresponding to prediabetes and diabetes, among pre and postmenopausal ages, with comparatively greater effects in the premenopausal group.
Diabetes mellitus is the prevalent disease among older adults. The purpose of this study was to implement and evaluate the nutrition education program for diabetes mellitus patients aged 60 and over. The one group pretest and posttest design was employed to evaluate the program effectiveness. Nutrition education program for diabetes mellitus patients was carried out at the public healthy center in Guri city. The 38 out of 63 patients completed education program. They received four sessions of group education during four weeks. Nutrition education materials (booklet, leaflet) for older adults were provided to participants. Data about blood glucose, blood pressure, nutrition and diabetes mellitus knowledge, dietary behavior, dietary intake by 24-hour recalls were collected before and after nutrition education to evaluate the program effectiveness. All data were statistically analyzed using SAS package (ver.8.2) and significant difference was evaluated by $X^2$-test, paired t-test and Wilcoxon signed rank test. Study results showed that blood pressure and blood glucose were slightly decreased after nutrition education but they did not reach statistical significance. There were positive changes in nutrition knowledge and dietary behavior. The total score of nutrition and diabetes knowledge increased significantly (p < 0.001), and the total score of dietary behavior was improved (p < 0.05) after nutrition education. Dietary intakes of most of nutrients examined were not significantly different between pre- and post-test. Based on study results, it appears that nutrition education program for the aged diabetes mellitus patients might effectively increase nutrition knowledge, dietary behavior and diet quality. This nutrition education program can be used at the public health centers or senior centers for the management of diabetes mellitus for older adults.
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