1.Classification and prediction of the effects of nutritional intake on diabetes mellitus using artificial neural network sensitivity analysis:7th Korea National Health and Nutrition Examination Survey
Kyungjin CHANG ; Songmin YOO ; Simyeol LEE
Nutrition Research and Practice 2023;17(6):1255-1266
BACKGROUND/OBJECTIVES:
This study aimed to predict the association between nutritional intake and diabetes mellitus (DM) by developing an artificial neural network (ANN) model for older adults.
SUBJECTS/METHODS:
Participants aged over 65 years from the 7th (2016–2018) Korea National Health and Nutrition Examination Survey were included. The diagnostic criteria of DM were set as output variables, while various nutritional intakes were set as input variables.An ANN model comprising one input layer with 16 nodes, one hidden layer with 12 nodes, and one output layer with one node was implemented in the MATLAB ® programming language. A sensitivity analysis was conducted to determine the relative importance of the input variables in predicting the output.
RESULTS:
Our DM-predicting neural network model exhibited relatively high accuracy (81.3%) with 11 nutrient inputs, namely, thiamin, carbohydrates, potassium, energy, cholesterol, sugar, vitamin A, riboflavin, protein, vitamin C, and fat.
CONCLUSIONS
In this study, the neural network sensitivity analysis method based on nutrient intake demonstrated a relatively accurate classification and prediction of DM in the older population.
2.Association between Female Urinary Incontinence and Geriatric Health Problems: Results from Korean Longitudinal Study of Ageing (2006)
Kyungjin SOHN ; Chang Ki LEE ; Jinyoung SHIN ; Jungkwon LEE
Korean Journal of Family Medicine 2018;39(1):10-14
BACKGROUND: Urinary incontinence (UI) is highly prevalent in the aging population. UI is one of the most common geriatric syndromes and affects overall health, quality of life, and economical burden in patients. The aims of this study were to investigate the characteristics of patients with UI and to assess its association with other geriatric health problems. METHODS: We used data from the Korean Longitudinal Study of Ageing obtained in 2006. Among the 10,254 individuals aged 45 years and older, we analyzed data from 2,418 women aged 65 years and older. Data were obtained using questionnaires for UI, comorbidities, and lifestyle factors. RESULTS: Among the 2,418 women aged 65 years and older, 506 (20.9%) had UI. Cerebrovascular disease (odds ratio [OR], 2.02; 95% confidence interval [CI], 1.26 to 3.23), arthritis (OR, 1.44; 95% CI, 1.18 to 1.77), and fear of falling (OR, 1.62; 95% CI, 1.18 to 2.22) were significantly associated with UI, while chronic lung disease, psychiatric disease, difficulty in daily living due to visual and hearing problems, and experiencing a fall in the last 2 years were not associated with UI. CONCLUSION: Cerebrovascular disease, arthritis, and especially fear of falls were significantly associated with UI in elderly Korean women.
Accidental Falls
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Aged
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Aging
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Arthritis
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Cerebrovascular Disorders
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Comorbidity
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Female
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Geriatrics
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Hearing
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Humans
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Life Style
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Longitudinal Studies
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Lung Diseases
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Quality of Life
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Urinary Incontinence
3.Cyclosporine 0.05% Ophthalmic Emulsion for Dry Eye in Korea: A Prospective, Multicenter, Open-Label, Surveillance Study.
Yong Soo BYUN ; Chang Rae RHO ; Kyungjin CHO ; Jin A CHOI ; Kyung Sun NA ; Choun Ki JOO
Korean Journal of Ophthalmology 2011;25(6):369-374
PURPOSE: To assess the effectiveness and tolerability of cyclosporine ophthalmic emulsion (CsA) 0.05% in patients with moderate to severe dry eye disease in Korea. METHODS: This was a prospective, multicenter, open-label, surveillance study of 392 Korean patients with moderate to severe dry eye disease who were treated with CsA 0.05% for three months. An assessment of effectiveness was performed at baseline, and after 1, 2, and 3 months. The primary effectiveness outcomes were changes in ocular symptoms and Schirmer score. The secondary effectiveness outcomes were a change in conjunctival staining, use of artificial tears, global evaluation of treatment, and patient satisfaction. The primary safety outcome was the incidence and nature of adverse events. RESULTS: A total of 362 patients completed the study. After three months, all ocular symptom scores were significantly reduced compared to the baseline values, while the Schirmer scores were significantly increased relative to baseline (p < 0.0001). After three months, there were significant reductions from baseline in conjunctival staining (p < 0.01) and use of artificial tears (p < 0.0001). According to clinicians' global evaluations, most patients (>50%) experienced at least a 25% to 50% improvement in symptoms from baseline at each follow-up visit. The majority of patients (72.0%) were satisfied with the treatment results, and 57.2% reported having no or mild symptoms after treatment. The most common adverse events were ocular pain (11.0%). CONCLUSIONS: Our findings indicate that CsA 0.05% is an effective and tolerable treatment for dry eye disease in Korean clinical practice.
Cyclosporine/*administration & dosage/adverse effects
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Dry Eye Syndromes/*drug therapy/epidemiology
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Emulsions
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Female
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Follow-Up Studies
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Humans
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Immunosuppressive Agents/*administration & dosage/adverse effects
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Male
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Middle Aged
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Population Surveillance
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Prospective Studies
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Republic of Korea/epidemiology
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Treatment Outcome
4.Mobile transposon-like element, clone MTi7: Finding its role(s) by RNA interference.
Chang Eun PARK ; Mi Ra SHIN ; Eun Hyun JEON ; Sung Won CHO ; Sook Hwan LEE ; Kyungjin KIM ; Nam Hyung KIM ; Kyung Ah LEE
Korean Journal of Fertility and Sterility 2003;30(4):299-307
OBJECTIVES: The present study was conducted to evaluate the mobile transposon-like element, clone MTi7 (MTi7) expression in the mouse ovary and to determine its role(s) in the mouse oocytes by RNA interference (RNAi). METHODS: MTi7 mRNA expression was localized by in situ hybridization in day5 and adult ovaries. Double stranded RNA (dsRNA) was prepared for c-mos, a gene with known function as control, and the MTi7. Each dsRNA was microinjected into the germinal vesicle (GV) stage oocytes then oocyte maturation and intracellular changes were evaluated. RESULTS: In situ hybridization analysis revealed that MTi7 mRNA localized to the oocyte cytoplasm from primordial to preovulatory follicles. After dsRNA injection, we found 43-54% GV arrest of microinjected GV oocytes with 68%-90% decrease in targeted c-mos or MTi7 mRNA. CONCLUSIONS: This is the first report of the oocyte-specific expression of the MTi7 mRNA. From results of RNAi for MTi7, we concluded that the MTi7 is involved in the germinal vesicle breakdown in GV oocytes, and MTi7 may be implicated with c-mos for its function. We report here that RNAi provides an outstanding approach to study the function of a gene with unknown functions.
Adult
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Animals
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Clone Cells*
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Cytoplasm
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Female
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Genes, vif
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Humans
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In Situ Hybridization
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Mice
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Oocytes
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Ovary
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RNA Interference*
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RNA*
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RNA, Double-Stranded
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RNA, Messenger
5.Treadmill Exercise Alleviates Circadian Rhythm Disruption-Induced Memory Deficits by Activation of Glucocorticoid Receptor and Brain-Derived Neurotrophic Factor-Dependent Pathway
Sung Eun KIM ; Il Gyu KO ; Eun Sang JI ; Jun Jang JIN ; Lakkyong HWANG ; Sang Hoon KIM ; Sehyung CHO ; Chang Ju KIM ; Kyungjin KIM ; Khae Hawn KIM
International Neurourology Journal 2019;23(Suppl 1):S40-S49
PURPOSE:
Circadian rhythm affects learning process, memory consolidation, and long-term memory. In this study, the alleviating effect of exercise on circadian rhythm disruption-induced memory deficits was investigated.
METHODS:
BMAL1 knockdown transgenic mice (BMAL1 TG) were used as the BMAL1-TG group and the BMAL1-TG with treadmill exercise group. Female C57BL/6J mice of the same age were used as the wildtype group and the wildtype with treadmill exercise group. The mice in the treadmill exercise groups performed running on a motorized treadmill under the dark-dark conditions for 8 weeks. Short-term memory, nonspatial object memory, and spatial learning memory were determined using stepdown avoidance test, novel object-recognition test, and radial 8-arm maze test. Immunohistochemistry for doublecortin and 5-bromo-2’-deoxyuridine was conducted for the determination of hippocampal neurogenesis. Using the western blot analysis, we determined the expressions of glucocorticoid receptor (GR) and factors related to the neurogenesis and memory consolidation, such as brain-derived neurotrophic factor, tyrosine kinase B, p44/42 mitogen-activated protein kinase, cyclic AMP-responsive element binding protein, phosphatidylinositol 3-kinase, protein kinas B, protein kinase C alpha, early-growth-response gene 1.
RESULTS:
Circadian rhythm disruption impaired memory function through inhibiting the expressions of GR and the factors related to neurogenesis and memory consolidation. Treadmill exercise improved memory function via enhancing the expressions of GR and above-mentioned factors.
CONCLUSIONS
Treadmill exercise acts as the zeitgeber that improves memory function under the circadian rhythm disrupted conditions.
6.Presence of multiple peripheral circadian oscillators in the tissues controlling voiding function in mice.
Jong Yun NOH ; Dong Hee HAN ; Mi Hee KIM ; Il Gyu KO ; Sung Eun KIM ; Noheon PARK ; Han Kyoung CHOE ; Khae Hawn KIM ; Kyungjin KIM ; Chang Ju KIM ; Sehyung CHO
Experimental & Molecular Medicine 2014;46(3):e81-
Circadian clocks are the endogenous oscillators that harmonize a variety of physiological processes within the body. Although many urinary functions exhibit clear daily or circadian variation in diurnal humans and nocturnal rodents, the precise mechanisms of these variations are as yet unclear. In the present study, we demonstrate that Per2 promoter activity clearly oscillates in neonate and adult bladders cultured ex vivo from Per2::Luc knock-in mice. In subsequent experiments, we show that multiple local oscillators are operating in all the bladder tissues (detrusor, sphincter and urothelim) and the lumbar spinal cord (L4-5) but not in the pontine micturition center or the ventrolateral periaqueductal gray of the brain. Accordingly, the water intake and urine volume exhibited daily and circadian variations in young adult wild-type mice but not in Per1-/- Per2-/- mice, suggesting a functional clock-dependent nature of the micturition rhythm. Particularly in PDK mice, the water intake and urinary excretion displayed an arrhythmic pattern under constant darkness, and the amount of water consumed and excreted significantly increased compared with those of WT mice. These results suggest that local circadian clocks reside in three types of bladder tissue and the lumbar spinal cord and may have important roles in the circadian control of micturition function.
Animals
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*Circadian Clocks
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Drinking
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Mice
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Organ Specificity
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Periaqueductal Gray/metabolism/physiology
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Period Circadian Proteins/genetics/*metabolism
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Pons/metabolism/physiology
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Spinal Cord/*metabolism/physiology
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Urinary Bladder/innervation/metabolism/*physiology
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Urination