Glycemic Control: Overtreatment, Hypoglycemia, Mortality and De-Intensification
Project Number1I01HX001601-01A2
Contact PI/Project LeaderTSENG, CHIN-LIN
Awardee OrganizationVA NEW JERSEY HEALTH CARE SYSTEM
Description
Abstract Text
DESCRIPTION (provided by applicant):
Serious hypoglycemic reactions are one of the most common adverse drug events and are now recognized as a major public health issue. About 750,000 veterans and millions of Americans with diabetes are at high risk for serious hypoglycemia. From the mid-2000s to mid-2012, non-VA guidelines emphasized tight control of glycemia for most patients. Our recent publication reported that about half of Veterans Health Administration (VHA) patients at high risk of hypoglycemia were potentially over treated (A1c <7%). Our proposed "overtreatment measure" has been accepted as a concept measure for future development by Center for Medicare and Medicaid (CMS), following endorsement by the Department of Health and Human Services Office of the National Coordinator for Health Information Technology. In January 2015 VA will launch a Hypoglycemic Safety Initiative in the context of the Choosing Wisely Campaign. This study uniquely provides an administrative data base approach to tracking prevention and surveillance of emergency room visits and hospitalizations for hypoglycemia. Project Objectives: Aim 1. Assess the changes in rates and trends of potential overtreatment among various subgroups of high risk patients receiving insulin and/or sulfonylurea treatment during the period 2004-2016 in the context of changing guidelines. Aim 2. Evaluate rates, trends, and correlates of hypoglycemia resulting in emergency room visits or hospitalization in the years of 2004-2016 among high risk patients; Aim 3. Study rates and trends of mortality in the years of 2004-2016 among patients by insulin use; assess insulin, comorbidities, hypoglycemia, and A1c values as risk factors for mortality. Aim 4. Explore de-intensification of glycemic control among potentially over treated patients. Project Methods: This study includes both serial cross-sectional (Aims 1, 2, 3) and longitudinal (Aims 2, 3, 4) analyses of VHA Veteran patients based on their electronic health records from years 2002-2016. The dependent variables include overtreatment measures (<7%, <6.5%, and <6%), hypoglycemia resulting in emergency room visits or hospitalization, mortality, and medication de-intensification in glycemic control. Independent variables include patient characteristics and clinical factors (including but not limited to comorbidities, medications, body mass index, hospitalizations). Data sources include VHA and CMS data files. Data analysis will be conducted separately for veterans >=65 and <65 years old. All analyses will begin with inspection of frequency distributions, bivariate analyses o rates among subgroups defined by independent variables, and use of graphical methods for exploratory data analysis. Advanced statistical modeling will include marginal-Generalized estimating equations models with a logit link, Cox proportional hazards models, and the recursive partition classification tree method.
Public Health Relevance Statement
Serious hypoglycemic events are major public health issues. Increased rates of emergency
room/department/ hospitalizations for hypoglycemia may have resulted from <7% A1c guideline
recommendations and performance measurements from the mid‐2000s. Health and Human Services
recently issued a National Action Plan for Hypoglycemic. The VA, which co‐led the development of this
plan, will implement a Choosing Wisely Hypoglycemic Safety Initiative (CW‐HSI). This study will address
research gaps in hypoglycemic safety by evaluating the impact of measures, guidelines, and the CW‐HSI
upon glycemic management based on longitudinal trends of rates of glycemic overtreatment and
outcomes of serious hypoglycemia and mortality, in the period of 2004‐2016. We expect results from
this study to lead the development of a national VA hypoglycemic safety surveillance system, inform
other Federal agencies and contribute to the literature policy implications of guidelines, measures and
national safety campaigns.
NIH Spending Category
No NIH Spending Category available.
Project Terms
Accident and Emergency departmentAccident and Emergency departmentAddressAddressAdmission activityAdmission activityAdverse drug eventAdverse drug eventAgeAge-YearsAlcoholsAlcoholsAmbulatory CareAmbulatory CareAmericanAmericanAttentionAttentionBody mass indexBody mass indexCardiacCardiacCardiovascular systemCardiovascular systemCessation of lifeCessation of lifeCharacteristicsCharacteristicsClassificationClassificationClinicalClinicalComorbidityComorbidityComplications of Diabetes MellitusComplications of Diabetes MellitusConsciousConsciousCox Proportional Hazards ModelsCox Proportional Hazards ModelsData AnalysesData AnalysesData FilesData FilesData SourcesData SourcesDevelopmentDevelopmentDevelopment PlansDevelopment PlansDiabetes MellitusDiabetes MellitusDrug abuseDrug abuseElderlyElectronic Health RecordElectronic Health RecordElementsElementsEmergency department visitEmergency department visitEquationEquationEventEventFrequenciesFrequenciesFutureFutureGoalsGoalsGuidelinesGuidelinesHealthHealthHealth Maintenance OrganizationsHealth Maintenance OrganizationsHospitalizationHospitalizationHospitalsHospitalsHumanHumanHyperglycemiaHyperglycemiaHypoglycemiaHypoglycemiaHypoglycemic AgentsHypoglycemic AgentsInsulinInsulinLeadLeadLife ExpectancyLife ExpectancyLinkLinkLiteratureLiteratureLongitudinal trendsMajor Depressive DisorderMajor Depressive DisorderMeasurementMeasurementMeasuresMeasuresMedicareMedicareMedicare/MedicaidMedicare/MedicaidMental DepressionMental DepressionMethodsMethodsModelingModelingMoralityMoralityMorbidity - disease rateMorbidity - disease rateOralOralOutcomeOutcomePatient riskPatientsPatientsPerformancePerformancePersonsPersonsPharmaceutical PreparationsPharmaceutical PreparationsPoliciesPoliciesPreventionPreventionProfessional OrganizationsPublic HealthPublic HealthPublicationsPublicationsPublishingPublishingQuality of lifeQuality of lifeReactive hypoglycemiaReactive hypoglycemiaRecommendationRecommendationRelative (related person)ReportingReportingResearchResearchRiskRiskRisk FactorsRisk FactorsSafetySafetyServicesServicesSocietiesStatistical ModelsStatistical ModelsSubgroupSubgroupSulfonylurea CompoundsSulfonylurea CompoundsSystemSystemTimeTimeTreesTreesUnited States Department of Veterans AffairsUnited States Dept. of Health and Human ServicesUnited States Dept. of Health and Human ServicesVascular DiseasesVascular DiseasesVeteransVeteransVisitVisitadministrative databaseadministrative databasebasal insulinbasal insulinbasebasebeneficiarybeneficiaryclinical decision supportexperienceexperienceglycemic controlglycemic controlhealth administrationhealth administrationhealth information technologyhealth information technologyhigh riskhigh riskhospitalization rateshuman old age (65+)human old age (65+)indexingindexingmortalitymortalityovertreatmentpolicy implicationpolicy implicationpredictive modelingpredictive modelingpreferencepreferencetooltooltrendtrend
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