• 제목/요약/키워드: Blood Glucose Management

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DNN 기반 혈당 관리 식이요법 알고리즘 구현 (Algorithm Implementation of DNN-based Blood Glucose Management Dietary)

  • 최승환;박기조;김경석
    • 한국인터넷방송통신학회논문지
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    • 제23권4호
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    • pp.73-78
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    • 2023
  • 당뇨병은 전 세계적으로 유병률이 빠르게 증가하고 있는 만성 질환으로, 합병증으로 인한 사망률도 지속적으로 증가하고 있다. 이로 인해 혈당 관리는 현대 사회에서 매우 중요한 과제로 대두되고 있다. 혈당 관리에는 식이요법, 운동요법, 약물요법 등이 있다. 그 중 식이요법은 고혈당을 유발하는 식품을 피하며 혈당 변동을 최소화하는 방법으로, 혈당 관리에 있어서 가장 근본이 되는 기초공사이며, 당뇨병 환자 뿐만 아니라 일반인들도 보다 쉽게 접근할 수 있다. 현재 국내·외 여러 플랫폼에서는 식이요법과 관련하여 식단 구성 서비스를 제공하고 있지만, 이는 주로 사용자나 전문 코치에 의해 수행되고 있다. 이에 따라 본 논문에서는 DNN을 기반으로 한 정확한 Kcal 산출 모델을 구현하고, 이를 기반으로 혈당 관리를 위한 일련의 식이요법 알고리즘을 제시한다.

중환자의 혈당 조절: 최신 업데이트 (Glucose Control in Intensive Care Unit Patients: Recent Updates)

  • 이상열
    • 대한신경집중치료학회지
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    • 제11권2호
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    • pp.81-85
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    • 2018
  • Proper glucose management in hospitalized patients can improve clinical outcomes. In particular, intensive care unit (ICU) patients are known to have significantly higher rates of mortality from changes in blood glucose due to severe comorbidities. Improving glucose control in ICU patients, therefore, can improve mortality and prognosis. Several studies related to the management of blood glucose in the ICU patients have been conducted. Intensive glucose management of surgical ICU patients has been successful. However, studies on medical ICU patients did not demonstrate positive effects of strict glycemic control. There is no independent glucose management goal for neurological ICU patients. However, maintenance of the usual glucose control target of 140-180 mg/dL is recommended for ICU patients. Intravenous insulin infusion is essential for glucose control in ICU patients not consuming a regular diet, and caution should be exercised to prevent hypoglycemia.

당조절이 되지 않는 지역사회 제2형 당뇨환자에서의 혈당수준과 자가관리 실천정도 간의 관계 (A Study on Blood Glucose Level and Self Management among Community Dwelling Type II Diabetes Patients)

  • 박주영;이태용;장경숙;오희영
    • 성인간호학회지
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    • 제22권3호
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    • pp.271-280
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    • 2010
  • Purpose: The purpose of this study was to examine relationships among blood glucose, HbA1c, and self management comparing these with general and illness characteristics of subjects with Type II Diabetes living in the community. Methods: Using a comprehensive survey developed for the study, data were collected from 82 type II diabetes patients who were registered at five community health departments. The variables of self management, blood glucose and HbA1c were assessed by nurses. Data were analyzed with descriptive statistics including t-test, ANOVA and Pearson's correlation coefficient to compare self management and level of HbA1c by subject's general and illness characteristics and to examine the relationships among variables. Results: About 73.2% of the subjects' HbA1c were 7.0% or higher and 54.9% of subjects' blood glucose were 200 mg/dL or higher. The level of self management was moderate. Most frequently perceived reasons for failure of blood glucose control were dietary failure (32.9%). There was significant relationship between self management and HbA1c(r=-.223, p=.040). The mean score of self management were higher among female (t=-2.37, p=.021), who are not on diabetes medication (t=6.70, p=.011). Conclusion: Comprehensive intervention is needed to improve dietary self management, especially for male and those who is on diabetes medication.

심혈관 수술 신생아의 혈당수준에 따른 환아 결과 (Patient Outcomes according to Blood Glucose Level in Neonates with Cardiovascular Surgery)

  • 황정혜;박형숙
    • Child Health Nursing Research
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    • 제18권1호
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    • pp.43-52
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    • 2012
  • Purpose: The purpose of this study was to provide basic data for suitable neonate blood glucose maintenance by investigating and analyzing the blood glucose level of post cardiovascular surgery neonates in the ICU for the effect of blood glucose levels on the following outcomes; ICU stay, hospital stay, mechanical ventilation time, morbidity, and mortality. Methods: The participants were 143 neonates in the ICU after having had cardiovascular surgery. The design for this study was an investigation of the blood glucose levels of the neonates and retrospective analysis of patient outcomes according to blood glucose level. Results: The results for the neonate groups showed that the factors of hospital stay, ICU stay, mechanical ventilation time and mortality, for the group with a blood glucose level over 140 mg/dL were longer and higher than for the group with blood glucose of less than 100 mg/dL or the group between 100-139 mg/dL. Conclusion: The results of this study indicate that when caring for neonates after cardiovascular surgery, it is important to recognize the influence of blood glucose levels on patient outcomes like hospital days, ICU stay, length of time on mechanical ventilation and mortality. Further, care guidelines for neonates' glucose level management need to be developed.

비침습 연속혈당 모니터링 기술동향 (Trends in Non-invasive Continuous Glucose Monitoring Technology)

  • 김종덕;김봉규
    • 전자통신동향분석
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    • 제36권5호
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    • pp.9-20
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    • 2021
  • A technology to replace the traditional blood sampling method for glucose monitoring has been sought for a long time. It is now possible to measure the blood glucose change rate continuously for more than 24 hours using a minimally invasive method that does not involve blood collection. Furthermore, various technology development efforts are being made for innovative diabetes management through intermittent or continuous blood glucose monitoring in a non-invasive manner. In this paper, we present an overview of diabetes and the need for continuous blood glucose measurement techniques., and then introduce various non-invasive blood glucose measurement techniques currently being studied. In addition, through research and analysis of the recent commercialization development status of minimally invasive, non-invasive, and wearable continuous blood glucose measurement technologies, we examine global development trends of future technologies.

무선 연속 당측정기에 의한 정상 개의 당 농도 평가 (Evaluation of Glucose Concentration by Wireless Continuous Glucose Monitoring System in Healthy Dogs)

  • 강지훈;김성수;양만표
    • 한국임상수의학회지
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    • 제27권4호
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    • pp.392-396
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    • 2010
  • Blood glucose curves in the management for diabetic patients have several limitations including intermittent assessment of blood glucose concentration, hospitalization, patient restraint, and repeated phlebotomy. The aim of this study was to apply and evaluate a wireless continuous glucose monitoring system (CGMS) in healthy dogs. Subcutaneous interstitial glucose concentrations in 7 dogs were continuously monitored and recorded by wireless CGMS. During induced hyperglycemia, the interstitial glucose concentrations were compared with whole blood glucose concentrations measured by glucometer and serum glucose concentrations measured by automated chemistry analyzer, respectively. There were no significant differences among interstitial, whole blood and serum glucose concentrations. The interstitial glucose concentrations had a good correlation to serum glucose concentrations. The real-time wireless CGMS is a valuable tool for monitoring system of glucose concentrations in dogs. Use of the CGMS for diabetic patients will provide accurate information over traditional blood glucose curves.

Postprandial hypoglycemic effect of mulberry leaf in Goto-Kakizaki rats and counterpart control Wistar rats

  • Park, Ji-Min;Bong, Ha-Yoon;Jeong, Hye-In;Kim, Yeon-Kyoung;Kim, Ji-Yeon;Kwon, O-Ran
    • Nutrition Research and Practice
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    • 제3권4호
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    • pp.272-278
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    • 2009
  • Postprandial hypoglycemic effect of mulberry leaf (Morus alba L.) was compared in two animal models: Goto-Kakizaki (GK) rats, a spontaneous non-obese animal model for type II diabetes, and their counterpart control Wistar rats. First, the effect of a single oral administration of mulberry leaf aqueous extract (MLE) on postprandial glucose responses was determined using maltose or glucose as substrate. With maltose-loading, MLE reduced peak responses of blood glucose significantly in both GK and Wistar rats (P < 0.05), supporting the inhibition of $\alpha$-glucosidase by MLE in the small intestine. With glucose-loading, MLE also significantly reduced blood glucose concentrations, measured at 30 min, in both animal models (P < 0.01), proposing the inhibition of glucose transport by MLE. Next, dried mulberry leaf powder (MLP) was administered for 8 weeks by inclusion in the diet. By MLP administration, fasting blood glucose was significantly reduced at weeks 4 and 5 (P < 0.05), but then returned to values that were similar to those of the control at the end of experimental period in GK rats. Insulin, HOMA-IR, C-reactive protein, and triglycerides tended to be decreased by MLP treatment in GK rats. All other biochemical parameters were not changed by MLP administration in GK rats. Collectively, these findings support that MLE has significant postprandial hypoglycemic effect in both non-obese diabetic and healthy animals, which may be beneficial as food supplement to manage postprandial blood glucose. Inhibitions of glucose transport as well as $\alpha$-glucosidase in the small intestine were suggested as possible mechanisms related with the postprandial hypoglycemic effect of MLE.

Management of Diabetes from HbA1c Test

  • Park, Cheolin;Kim, Cheol-Hoe;Lee, Jae-Sik
    • 대한임상검사과학회지
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    • 제42권3호
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    • pp.125-128
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    • 2010
  • HbA1c test measures the amount of glycated hemoglobin in blood. HbA1c shows the average of blood glucose levels for the past three months, this is a better indicator of how overall diabetes is doing. HbA1c gives a much better idea of how the body is breaking down the glucose. Therefore, this HbA1c is very important tool for maintaining normal glucose levels for pre-and diabetic patients. Total 408 participants were tested HbA1c voluntarily from Chosunilbo Health Expo (8th~11th, July 2010). Through this small-scaled direct HbA1c, about 54.7% (207 out of 408) was shown glucose tolerance and diabetes. However, 61 from 157 participants who were shown under 6.9% HbA1c (normal and pre-diabetic stage) are taking only antidiabetic drugs to maintain a normal blood glucose. Regular HbA1c test can bring an important management and awareness about controlling blood sugar level and prevention of diabetic complications.

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Changes in the glucose and insulin responses according to high-protein snacks for diabetic patients

  • Yang, Junyoung;Park, Hae Jin;Hwang, Wonsun;Kim, Tae Ho;Kim, Hyeonmok;Oh, Jieun;Cho, Mi Sook
    • Nutrition Research and Practice
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    • 제15권1호
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    • pp.54-65
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    • 2021
  • BACKGROUND/OBJECTIVES: This study aimed to develop healthy, appetizing high-protein snacks with enhanced isolated soy protein for diabetic patients and determine the blood glucose and insulin response after being consumed by these patients. MATERIALS/METHODS: Thirty adult patients aged between 30 and 75 years, with a ≤ 10-year history of type 2 diabetes and hemoglobin A1c of < 7.5%, were enrolled in this study. They made 3 clinical visits at one-week intervals. The control group consumed 50 g carbohydrates (white bread), whereas the test groups consumed high-protein grain (HP_G) or high-protein chocolate (HP_C) after an 8-hrs fast. Blood (2 ㎤) was drawn at 15, 30, 45, 60, 90, and 120 min before and after consumption to analyze the blood glucose and insulin concentrations. RESULTS: Compared to the commercial snacks, the developed high-protein snacks had below-average calorie, carbohydrate, and fat content and a 2.5-fold higher protein content. In diabetic patients who consumed these snacks, the postprandial blood glucose increased between 15 min and 2 h after consumption, which was significantly slower than the time taken for the blood glucose to increase in the patients who consumed the control food product (P < 0.001). Insulin secretion was significantly lower at 45 min after consumption (P < 0.05), showing that the high-protein snacks did not increase the blood glucose levels rapidly. The incremental area under the curve (iAUC), which indicated the degree of blood sugar and insulin elevation after food intake, was higher in the control group than the groups given the 2 developed snacks (P < 0.001), and there was no significant difference in insulin secretion. CONCLUSIONS: The results of the postprandial blood glucose and insulin response suggest that high-protein snacks are potential convenient sources of high-quality protein and serve as a healthier alternative for patients with type 2 diabetes, who may have limited snack product choices. Such snacks may also provide balanced nutrition to pre-diabetic and obese individuals.

PPG와 기계학습을 활용한 혈당수치 예측 연구 (The study of blood glucose level prediction using photoplethysmography and machine learning)

  • 박철구;최상기
    • 디지털정책학회지
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    • 제1권2호
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    • pp.61-69
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    • 2022
  • 논문은 광용적맥파(photoplethysmography, PPG) 센서에서 획득한 생체 신호, ICT 기술 및 데이터 기반의 혈당수치 예측 모델을 개발하고 검증하는 연구이다. 혈당 예측은 기계학습의 MLP 아키텍처를 이용하였다. 기계학습 모델의 입력층은 심박수, 심박변이도, 나이, 성별, VLF, LF, HF, SDNN, RMSSD, PNN50의 10개의 입력노드와 은닉층은 5개로 구성된다. 예측모델의 결과는 MSE=0.0724, MAE=1.1022 및 RMSE=1.0285이며, 결정계수(R2)는 0.9985이다. 비채혈방식으로 디지털기기에서 수집한 생체신호 데이터와 기계학습을 활용한 혈당 예측 모델을 수립하고 검증하였다. 일상에 적용하기 위해 다양한 디지털 기기의 기계학습 데이터셋 표준화와 정확성을 높이는 연구가 이어진다면 개인의 혈당 관리에 대안적 방법이 될 수 있을 것이다.