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Characterization of Chronic Pain and its Biopsychosocial Mechanisms in Lupus using Electronic Health Records

Characterization of Chronic Pain and its Biopsychosocial Mechanisms in Lupus using Electronic Health Records
使用电子健康记录描述狼疮慢性疼痛及其生物心理社会机制
批准号:
10406326
负责人:
Titilola Falasinnu
金额:
$12.63万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
未结题
起止时间:
2021-05-19 至 2026-04-30
关键词:
AffectAlgorithmsAmericanAnalgesicsAwardBehavioralChronicChronic DiseaseClinicClinicalClinical Decision Support SystemsClinical ManagementClinical ResearchCodeCommunicationComputational algorithmComputing MethodologiesDataDeteriorationDevelopmentDiagnosticDiseaseEducational workshopElectronic Health RecordEpidemicEpidemiologistFemaleFutureGeneral PopulationGeographyGoalsGrantHealthHealthcare SystemsHospitalizationIndividualInflammatoryInvestmentsK-Series Research Career ProgramsKnowledgeKnowledge ManagementLupusMachine LearningMeasuresMedicineMentorsMentorshipMethodsMissionModelingMoodsNatural HistoryNatural Language ProcessingOutcomePainPain ClinicsPain ResearchPain managementPatient Self-ReportPatientsPersistent painPersonsPharmaceutical PreparationsPhenotypePopulation-Based RegistryPrevalencePrincipal InvestigatorPublic HealthPublishingRegistriesResearchResearch PersonnelResearch TrainingRheumatismRheumatologyRiskRisk FactorsScienceSensitivity and SpecificitySleepStructureSubgroupSymptomsSystemic Lupus ErythematosusTechniquesTestingTimeTrainingTranslatingUnited StatesUnited States National Institutes of HealthWomanWritingaddictionbiomedical informaticsbiopsychosocialbody mapcareerchronic painchronic pain managementclinical decision supportclinically significantcomorbiditycostdata registrydiagnostic accuracyeffective therapyexperienceimprovedmortalitymultidisciplinaryopioid misuseopioid overdoseopioid usepain catastrophizingpain reductionpain scorepatient stratificationphenotyping algorithmpost-doctoral trainingprescription opioidprofiles in patientspsychologicpsychosocialracial minorityskillssocialsociodemographic variablessocioeconomicsstructured datasupport toolssymposiumtargeted treatmenttenure tracktext searchingunstructured data

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英文摘要
Up to 100 million Americans live with ongoing pain, costing $635 billion annually. In the United States, there are more than 200,000 people living with SLE, a chronic inflammatory rheumatic disease with multi-organ involvement that disproportionately affects females and racial minorities. Living with a chronic disease such as SLE confers multiple challenges. Pain is a frequent self-reported symptom in SLE and is often one of the first symptoms of the disease. Despite treatment advances, pain remains the most prominent, unaddressed patient complaint. The management of pain in SLE has recently become more challenging because of the alarming epidemic of addiction and mortality attributed to opioid misuse. An estimated 31-46% of patients with SLE use prescription opioids. In one study, 70% of individuals using opioids used them for ≥1 year, and 22% were taking ≥2 opioid medications at the same time. Patients with SLE are nearly twice as likely as the general population to have opioid-related overdose hospitalizations. However, efforts to mitigate opioid misuse cannot be achieved without a detailed understanding and sustained investment in clinical research on the underlying mechanisms that produce and maintain chronic pain. Characterizing the burden of chronic pain in SLE is challenging on at least two counts. First, we lack data on the prevalence and burden of chronic pain in SLE, partly due to the absence of reliable approaches to identify patients with clinically significant pain in electronic health records (EHR). Second, there is a critical need to understand the biopsychosocial mechanisms and correlates that drive the pain experience in SLE. In this mentored career development award (K01), Dr. Titilola Falasinnu will use computational methods to increase the understanding of the clinical management chronic pain in SLE using EHR. In Aim 1, Dr. Falasinnu will develop a computational chronic pain phenotyping algorithm using diagnostic codes, pain scores, narrative clinic notes and medications extracted from the EHRs of two large healthcare systems (n~2,400). She will then use the algorithm to estimate chronic pain prevalence in a population-based registry (n~76,000). In Aim 2, Dr. Falasinnu will comprehensively phenotype biopsychosocial correlates of chronic pain using an existing registry of ~500 patients with SLE attending a multi-disciplinary pain center. Throughout the award, Dr. Falasinnu will build on her doctoral training as an epidemiologist and biostatistician to develop new skills in biomedical informatics to conduct impactful pain medicine research. These skills will include working with EHR and registry data, machine learning and natural language processing, pain science, grant-writing, and scientific communication. Through coursework, clinical observation in pain medicine clinics, mentorship, and external conferences and workshops, Dr. Falasinnu will gain the skills needed to apply for her first R01 and pursue a career as a tenure-track principal investigator.
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Characterization of Chronic Pain and its Biopsychosocial Mechanisms in Lupus using Electronic Health Records
  • 批准号:
    10617816
  • 项目类别:
  • 资助金额:
    $12.63万
  • 财政年份:
    2021
  • 负责人:
    Titilola Falasinnu
  • 依托单位:
Characterization of Chronic Pain and its Biopsychosocial Mechanisms in Lupus using Electronic Health Records
  • 批准号:
    10192176
  • 项目类别:
  • 资助金额:
    $12.63万
  • 财政年份:
    2021
  • 负责人:
    Titilola Falasinnu
  • 依托单位:
海外基金