Impact of Glucose Variability on Dynamic Cognitive Function in Youth with Type 1 Diabetes
Impact of Glucose Variability on Dynamic Cognitive Function in Youth with Type 1 Diabetes
批准号:
10350953
负责人:
Mary Katherine Osborn Ray
金额:
$12.1万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2022
资助国家:
美国
项目状态:
未结题
起止时间:
2022-09-01 至 2027-08-31
关键词:
AcuteAddressAffectBiologicalBlood GlucoseBrainChildhoodChronicCognitionCognitiveComplications of Diabetes MellitusDataData CollectionDevelopmentDevelopment PlansDiabetes MellitusDiabetic KetoacidosisDiseaseEventFoodFutureGestational DiabetesGlucoseGoalsHealthHealth TechnologyHealth behaviorHyperglycemiaHypoglycemiaIncidenceIndividualInsulin-Dependent Diabetes MellitusLaboratoriesLearningLifeLongevityMeasuresMethodsNon-Insulin-Dependent Diabetes MellitusOxidative StressParticipantPatientsPatternPopulationPrevalenceQuality of lifeRecommendationResearch PersonnelRisk FactorsShort-Term MemorySleep DeprivationTestingTimeTime Series AnalysisTranslatingWorkYouthbrain healthcareer developmentcognitive functioncognitive performancecognitive skillcognitive testingdiabeticeuglycemiaglucose monitorglycemic controlhigh standardimprovedinnovationmHealthmachine learning modelnovelpeerprocessing speedrate of changeskillssmartphone Applicationtype I and type II diabetes
中文摘要
点击翻译按钮获取中文摘要
英文摘要
PROJECT SUMMARY/ABSTRACT
Type 1 diabetes (T1D) is one of the most common chronic childhood diseases and has a rapidly rising
incidence and prevalence. Management of blood glucose is challenging and often leads to frequent and rapid
swings between normal, high, and low glucose. This glucose variability has recently been identified as an
independent risk factor for diabetic complications. One of the least studied and understood complications of
T1D is altered cognition and its relationship to glucose variability. As the brain uses a substantial amount of the
body’s glucose to support its functions, especially during dynamic periods of brain development, there are
strong biological reasons for the potential vulnerability of youth with T1D. Several studies have shown lower
cognitive scores in youth with T1D compared to their peers without T1D, and shown that poorer overall
glycemic control as indicated by severe glycemic events (e.g., diabetic ketoacidosis) and chronic
hyperglycemia, are associated with lower cognitive scores both acutely and long-term. However, these studies
we conducted in a controlled, optimized laboratory settings at a single time point. Little is still known about how
typical glucose fluctuations that occur daily in real-life settings affect cognitive function in the moment,
particularly dynamic cognitive skills that are sensitive to environmental or physical conditions of the individual
(e.g. sleep deprivation) and thus fluctuate throughout the day (e.g., working memory, processing speed).
Determining the relationship between glycemic fluctuations and dynamic cognitive function is critically
important in youth given that dynamic cognitive skills are fundamental for learning, integrating, and
using novel information in their daily lives. Understanding how these skills are affected in daily life, how
they relate to glycemic fluctuations, and any contributing factors, could motivate improvements in academic
accommodations and T1D treatment recommendations. Importantly, this work could also be expanded to
better understand the impact of glycemic variability on brain health throughout the lifespan in T1D and could be
translated to other forms of diabetes (e.g., type 2 diabetes, gestational diabetes). The primary goal of this study
is to determine if real-time, real-life glycemic variability predicts fluctuations in dynamic cognitive function in
youth with T1D. A secondary goal is to determine whether dynamic cognitive function in youth with T1D differs
from youth without T1D, independent of significant glycemic extremes. To address these questions, I will apply
a unique and innovative combination of continuous health and cognitive data collection methods, multivariate
time-series analyses, and machine learning models. This work, combined with a tailored career development
plan, will form the basis of my future work as an independent investigator, which will expand to address how
diabetes-related health behaviors (e.g., food choice) impact glucose fluctuations, and subsequent brain health
(i.e., cognitive function), using novel mobile health (mHealth) technologies across different types of diabetes.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
Impact of Glucose Variability on Dynamic Cognitive Function in Youth with Type 1 Diabetes
-
批准号:10654542
-
项目类别:
-
资助金额:$11.96万
-
财政年份:2022
-
负责人:Mary Katherine Osborn Ray
-
依托单位:
海外基金