Determining and targeting reasons for low statin use to improve guideline-concordant statin therapy in high-risk patients
Determining and targeting reasons for low statin use to improve guideline-concordant statin therapy in high-risk patients
批准号:
9284011
负责人:
Salim S Virani
金额:
$0.0万
依托单位国家:
美国
项目类别:
财政年份:
2017
资助国家:
美国
项目状态:
已结题
起止时间:
2017-07-01 至 2021-06-30
关键词:
AddressAddressAdherenceAdherenceAdverse effectsAffectAffectAmbulatory CareAmbulatory CareAmbulatory Care FacilitiesAmbulatory Care FacilitiesBlood VesselsBlood VesselsCardiovascular DiseasesCardiovascular DiseasesCardiovascular systemCardiovascular systemCaringCaringCessation of lifeCessation of lifeCholesterolCholesterolClinicalClinicalClinical TrialsClinical TrialsCommunitiesCommunitiesDataDataData SetData SetDoseDoseEventEventFDA approvedFDA approvedFutureFutureGuidelinesGuidelinesHealth PersonnelHealth PersonnelHealthcareHealthcareHealthcare SystemsHealthcare SystemsHuman ResourcesHuman ResourcesHypersensitivityHypersensitivityInformaticsInformaticsInformation TechnologyInformation TechnologyInterventionInterventionInterviewInterviewLifeLifeLipidsLipidsManualsManualsMeasuresMeasuresMedical centerMedical centerMethodsMethodsMusculoskeletalMusculoskeletalNatural Language ProcessingNatural Language ProcessingPatient riskPatientsPatientsPatternPatternPeer ReviewPeer ReviewPerceptionPerceptionPerformancePerformancePharmaceutical PreparationsPharmaceutical PreparationsPhasePhasePilot ProjectsPilot ProjectsPlacebosPlacebosPlayPlayProcessProcessProgram ReviewsProgram ReviewsProviderProviderRecommendationRecommendationRegistriesRegistriesReportingReportingRoleRoleSavingsSavingsSensitivity and SpecificitySensitivity and SpecificitySimvastatinSimvastatinSiteSiteStructureStructureSystemSystemTechniquesTechniquesTestingTestingTextTextTitrationsTitrationsTrainingTrainingVeteransVeteransappropriate dosebasebasecardiovascular risk factorcardiovascular risk factorclinical practiceclinical practicecohortcohortcommunication aidcommunication aidevidence baseevidence basefluvastatinfluvastatinhigh riskhigh riskimprovedimprovedmortalitymortalitynovelnovelnovel therapeuticsnovel therapeuticsovertreatmentpatient orientedpatient orientedpilot trialpilot trialpoint of carepoint of carepost interventionpost interventionpreventpreventprimary outcomeprimary outcomeside effecttherapy designtherapy designtreatment as usualtreatment as usual
中文摘要
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英文摘要
Background: Optimal statin therapy is associated with a lower risk of cardiovascular events in patients with
established cardiovascular disease (CVD). The VA External Peer Review Program (EPRP) also recommends
moderate-high intensity statins in patients with CVD. We have shown that a large proportion of Veterans with
CVD (41%) are on suboptimal statin therapy. Guideline concordant statin treatment over 5 years could
potentially prevent 20,611 vascular events including 3,435 deaths in Veterans with CVD. Suboptimal statin use
may be due to statin associated side effects or due to provider clinical inertia. We have shown that side effects
and statin intolerance are not well captured in the structured datasets, and are usually documented in the free
text notes by clinicians. It is therefore important to identify the reasons for suboptimal statin utilization and to
design an intervention to increase receipt of guideline recommended care in appropriate CVD patients.
Objective: Our objective is to examine patterns of medication use from currently available structured datasets
and the use of natural language processing (NLP) to identify the CVD patients not on a guideline concordant
statin therapy due to statin intolerance or provider clinical inertia. We will also perform a pilot study providing
succinct information to patient aligned care teams (PACTs) in the form of a point-of-care communication aid
which targets these gaps. Aim 1: To identify reasons (allergy, intolerance, or clinical inertia) Veterans with
CVD are not receiving guideline-recommended statin therapy based on structured data and automated
information extraction with NLP. Aim 2: To understand provider and patient understanding of statin intolerance
and to describe providers' lipid management strategies addressing intolerance through qualitative interviews.
Based on these interviews, we will refine a succinct communication aid targeted towards PACT providers
which will allow them to effectively initiate and/or titrate statins to evidence-based doses in CVD patients
(including patients who are intolerant to statins). Aim 3: To pilot test a communication aid in Houston and
Nashville VA PACTs to determine whether its use is associated with an increase in guideline-concordant statin
therapy use in patients with CVD compared to usual care.
Methods: For Aim 1, we will randomly identify CVD patients from throughout the VA system (500 on optimal
statins, 500 on statin but on less than moderate-intensity dose, and 500 not on a statin) and randomly partition
them into training and a test set. We will then train our NLP system to achieve a sensitivity and specificity of
>90%, compared with manual chart review. In Aim 2, we will conduct qualitative interviews with providers and
patients in VISN 16 to elicit their perspectives on clinical inertia and intolerance related to statins. These
interviews will help facilitate the refinement of the content of the communication aid for use during the pilot
phase of the proposed study. In Aim 3, we will conduct a pilot trial with Houston and Nashville VAMC PACTs
serving as the intervention sites. All PACTs at the intervention sites will receive the communication aid to assist
them with statin initiation and/or titration in patients with CVD on suboptimal statins. At usual care sites
(community based outpatient clinics affiliated with the Houston and Nashville VAMC), PACT providers will only
receive a quarterly report of the proportion of their CVD patients on suboptimal statins. Our primary outcome is
the change in the proportion of CVD patients receiving optimal (at least a moderate intensity) statin therapy.
Anticipated Impact on Veteran's Healthcare: Our results will be important as they will identify the vast
majority of high-risk Veterans not on optimal statin therapy due to intolerance versus clinical inertia. Our
communication aid will identify strategies to initiate or titrate statins in high-risk Veterans who stand to derive
the most benefit from this life saving therapy by addressing both patient intolerance and clinical inertia. Finally,
these results will be important for the VA Health Care System to identify high-risk patients with “true statin
intolerance” who will be future candidates for highly expensive new drugs recently approved by the FDA.
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Determining and targeting reasons for low statin use to improve guideline-concordant statin therapy in high-risk patients
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批准号:9927911
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项目类别:
-
资助金额:$0.0万
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财政年份:2017
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负责人:Salim S Virani
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依托单位:
Determining and targeting reasons for low statin use to improve guideline-concordant statin therapy in high-risk patients
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批准号:10186514
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项目类别:
-
资助金额:$0.0万
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财政年份:2017
-
负责人:Salim S Virani
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依托单位:
Determining and targeting reasons for low statin use to improve guideline-concordant statin therapy in high-risk patients
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批准号:10888127
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项目类别:
-
资助金额:$0.0万
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财政年份:2017
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负责人:Salim S Virani
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依托单位:
Determining and targeting reasons for low statin use to improve guideline-concordant statin therapy in high-risk patients
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批准号:9979653
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项目类别:
-
资助金额:$0.0万
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财政年份:2017
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负责人:Salim S Virani
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依托单位:
海外基金