Comparative Risks and Benefits of Pharmacological Therapies for Older Patients with Inflammatory Bowel Diseases
Comparative Risks and Benefits of Pharmacological Therapies for Older Patients with Inflammatory Bowel Diseases
批准号:
9919547
负责人:
Siddharth Singh
金额:
$20.4万
依托单位国家:
美国
项目类别:
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-07-01 至 2023-04-30
关键词:
Adrenal Cortex HormonesAdultAffectAlgorithmsBenefits and RisksBiologicalBiological Response Modifier TherapyCardiovascular systemCessation of lifeClinical DataClinical InformaticsCombined Modality TherapyComparative Effectiveness ResearchComputerized Medical RecordDataData SourcesDatabasesDiseaseEffectivenessElderlyEnvironmentFractureFundingFutureGoalsHealthcareHospitalizationHospitalsImmunomodulatorsIncidenceInfectionInflammatory Bowel DiseasesInformaticsInfrastructureIntestinesK-Series Research Career ProgramsLinkMalignant NeoplasmsMedicareMedicare claimMentorsMentorshipMethodsModelingObservational StudyOperative Surgical ProceduresOutcomePatient riskPatientsPatternPharmacologyPhenotypePredictive AnalyticsPrevalenceReportingResearchResearch MethodologyRiskRisk EstimateSafetySample SizeSeverity of illnessSiteSteroidsTechniquesTestingTherapeuticTherapeutic immunosuppressionThromboembolismTreatment Effectivenessbaseburden of illnesscareerclinical practicecohortcomorbiditycomparativecomparative effectivenesscompare effectivenesscostdisorder riskeffectiveness researchevidence baseexperiencefollow-uphealth managementhigh riskindividualized medicineinnovationmachine learning algorithmmortalitymortality riskmultiple chronic conditionsnovelolder patientoptimal treatmentspatient orientedpersonalized medicinepopulation healthprivacy preservationrisk minimizationskillstreatment risktreatment strategyyoung adult
中文摘要
项目摘要/摘要
炎症性肠病在老年人中的患病率(≥65Y)正在上升,而且有限
治疗这些老年人的循证指导。在高龄多发病患者中,治疗
决策不仅应考虑疾病并发症的风险,还应考虑治疗并发症和非IBD,
肠外并发症。因此,为了提供最佳治疗方法,全面评估
比较不同疗法对所有这些结果的影响是有必要的。现有单中心
观察性研究受到样本量小,以及由于医疗保健支离破碎而缺少数据的限制,
尽管基于行政索赔的研究因缺乏详细的临床数据而受到限制,但这些限制可能
通过链接这两个数据源来克服。在这个以病人为导向的导师职业发展奖中
在提案中,Siddharth Singh博士提议:(目标1.1)描述疾病负担和治疗模式,
(目标#1.2)评估和预测死亡、疾病、治疗和肠道外并发症的风险
机器学习算法和(目标#2.1)比较不同算法的总体有效性和(目标#2.2)安全性
老年IBD患者的治疗策略。这将使用高度创新的信息学基础来研究
在多地点、基于电子病历(EMR)的老年IBD患者队列中的方法,与
他们相应的医疗保险索赔。基于EMR的队列将有助于表型和疾病严重程度
评估和与医疗保险索赔的联系将增加风险敞口和结果确定,克服
医疗保健支离破碎和短期随访的挑战。中心假设是,老年人
与年轻人有系统地不同的风险特征,使用生物单一疗法是更安全和
与单独使用长期非生物皮质类固醇相比,更有效的治疗IBD的方法
免疫调节剂单一治疗,以及生物制剂和免疫调节剂的联合治疗。访问
PSCANNER(以患者为中心的可扩展高效国家网络)的先进基础设施
研究),13个PCORI资助的临床数据研究网络之一,以及整个医疗保险数据库,在一个
加州大学圣地亚哥分校高度支持和有利的环境,由协作性的跨学科指导
由来自不同背景的经验丰富的导师和顾问组成的团队(临床信息学、比较
有效性研究,IBD疗法)是这一应用的关键优势。除了直接告知临床
关于老年IBD患者治疗方法的实践,这项建议将促进
应聘者通过提供应用临床信息学、隐私保护记录链接方面的独特技能
技术、预测分析和比较有效性研究,并创建一个多机构的EMR-
以特征良好的IBD患者为基础的队列,与医疗保险索赔有关。这最终将有助于
候选人的长期目标是建立一个独立的IBD研究生涯,专注于比较
使用新的基于信息学的方法进行有效性研究和人口健康管理。
英文摘要
PROJECT SUMMARY/ABSTRACT
The prevalence of inflammatory bowel diseases (IBD) in older adults (≥65y) is rising, and there is limited
evidence-based guidance on treating these older adults. In older patients with multi-morbidity, treatment
decisions should factor in not only risk of disease complications, but also treatment complications and non-IBD,
extra-intestinal complications. Hence, to inform optimal treatment approach, a comprehensive assessment of
comparative effects of different therapies on all of these outcomes is warranted. Existing single-center
observational studies are limited by small sample size, and missing data due to fragmented health care,
whereas administrative claims-based studies are limited by lack of detailed clinical data; these limitations can
be overcome by linking the two data sources. In this patient-oriented mentored career development award
proposal, Dr. Siddharth Singh proposes to: (Aim #1.1) characterize disease burden and treatment patterns,
(Aim #1.2) assess and predict risks of death, disease, treatment and extra-intestinal complications using
machine-learning algorithms and (Aim #2.1) compare overall effectiveness and (Aim #2.2) safety of different
treatment strategies in older patients with IBD. This will be studied using a highly innovative informatics-based
approach in a multi-site, electronic medical record (EMR)-based cohort of older patients with IBD, linked to
their corresponding Medicare claims. The EMR-based cohort will facilitate phenotyping and disease severity
assessment, and linkage to Medicare claims will augment exposure and outcome ascertainment, overcoming
challenges of fragmentation of healthcare and short follow-up. The central hypothesis is that, that older adults
have systematically different risk profiles than younger adults, and using biologic monotherapy is a safer and
more effective approach to treating IBD, as compared to using long-term corticosteroids alone, non-biologic
immunomodulator monotherapy, and combination therapy of biologics and immunomodulators. The access to
the advanced infrastructure of pSCANNER (Patient-centered Scalable National Network for Effectiveness
Research), one of 13 PCORI-funded Clinical Data Research Networks, and entire Medicare database, in a
highly supportive and conducive environment at UCSD, with cross-disciplinary mentorship by a collaborative
and experienced team of mentors and advisors from diverse backgrounds (clinical informatics, comparative
effectiveness research, IBD therapeutics) is a key strength of this application. Besides directly informing clinical
practice on treatment approaches in older patients with IBD, this proposal will enhance the career of the
candidate by providing unique skills in applied clinical informatics, privacy-preserving record linkage
techniques, predictive analytics, and comparative effectiveness research, and create a multi-institutional, EMR-
based cohort of well-characterized IBD patients, linked with Medicare claims. This will ultimately contribute to
the candidate's long-term goal of establishing an independent IBD research career focusing on comparative
effectiveness research and population health management using novel informatics-based approaches.
期刊论文(0)
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会议论文
Predicting Short- and Long-term Risk of Serious Infections in Older Patients with Inflammatory Bowel Diseases
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批准号:10288725
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项目类别:
-
资助金额:$10.85万
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财政年份:2021
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负责人:Siddharth Singh
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依托单位:
Predicting Short- and Long-term Risk of Serious Infections in Older Patients with Inflammatory Bowel Diseases
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批准号:10445054
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项目类别:
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资助金额:$9.4万
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财政年份:2021
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负责人:Siddharth Singh
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依托单位:
Comparative Risks and Benefits of Pharmacological Therapies for Older Patients with Inflammatory Bowel Diseases
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批准号:10395453
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项目类别:
-
资助金额:$16.92万
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财政年份:2018
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负责人:Siddharth Singh
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依托单位:
海外基金