Mentoring and Patient Oriented Research in Cardiovascular Health and Digital Data Science
Mentoring and Patient Oriented Research in Cardiovascular Health and Digital Data Science
批准号:
10678632
负责人:
Raina Merchant
金额:
$12.3万
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:
2021-07-01 至 2026-06-30
关键词:
AddressAdultAffectAgeAmericanAreaAttitudeBehaviorBig Data MethodsBlood PressureCaliberCardiovascular DiseasesCardiovascular systemCellular PhoneCholesterolClinicalClinical TrialsCommunicationCommunitiesCompetenceComplementComplexComputer ModelsComputersCoupledDataData ScienceData SetData SourcesDevelopmentDevicesDietDiseaseEngineeringEnvironmentEthicsEventFacultyFoundationsFundingFutureGenderGeographyGlucoseGrantGrowthHealthHealth behaviorHumanIncomeIndividualInstitutionInternetInterventionInvestigationKnowledgeLeadershipLife ExpectancyLinkMachine LearningMeasuresMedicineMentorsMentorshipMethodologyMid-Career Clinical Scientist Award (K24)MiningMorbidity - disease rateNational Heart, Lung, and Blood InstituteNatural Language ProcessingObservational StudyOutcomePatient EducationPatient PreferencesPatientsPennsylvaniaPhenotypePhysical activityPopulationPrivacyProcessRaceResearchResearch InfrastructureResearch PersonnelResearch SupportResourcesSafetyScientistSecuritySmokingSourceStructureSystemTimeTrainingTraining ProgramsUnderrepresented MinorityUnited StatesUnited States National Institutes of HealthUniversitiesWeightWorkburden of illnesscardiovascular disorder riskcardiovascular healthcardiovascular risk factorcareercareer developmentclinical applicationclinical practicecomputer sciencedata streamsdemographicsdigitaldigital communicationdigital healthdigital interventiondigital mediadigital platformdisorder riskexperiencefrontierhuman capitalimplementation barriersimprovedimproved outcomeinsightmortalitynext generationnovelpatient orientedpatient oriented researchphenotypic dataprecision medicineprogramsrecruitresearch and developmentresponserisk predictionsensorsocial mediatooltraining opportunityundergraduate studentuptake
中文摘要
项目
摘要/摘要
心血管病
相联
预付款
这个
传感器
曝光。
很容易
分析
导电
集成
问题
焦点
和
谁
和
毕业生,
目标
劳动力市场。“
能力
K24
数据
表型
健康状况
(CV)疾病影响了近一半的美国成年人。虽然达到了理想的简历健康,但我还是S
由于死亡率和发病率较低,许多人正在努力改变心血管疾病的健康行为。
在精准医学领域,更好地针对这些行为来改善心血管健康提供了希望。完毕
过去十年,数字数据呈指数级增长(例如社交媒体、在线搜索、远程
措施)由个人产生,反映其健康行为、态度和环境
但是,这些数据源通常未与经过验证的度量相链接、未处理且未
可解释用于研究或临床实践。我的研究组合一直专注于收集和
CV专注于数字数据,用于洞察、预测和临床应用。我的职业重点是
高影响力的面向客户的研究(POR),以更好地了解如何最好地访问、分析和
这些数据是以患者为中心的,应用程度很高。这包括侧重于以下方面的工作
与隐私、安全和患者偏好相关。这项K24奖励将支持我的受保护时间
目前:1)实施研究计划,以促进个人简历健康和数字数据科学的POR
2)培训一批在开展这项工作的方法方面受过良好培训的调查人员
将是未来POR在这一研究领域的领导者。这项建议侧重于开发
执行全面和结构化的导师计划,以支持学员(本科生、
研究员,教师),用于研究和职业发展。这一重点与NHLBIS总体一致
在“数据科学”和“进一步发展、多样化和维持以NHLBI为重点的科学
该提案建立在我当前的NHLBI R01、R21和基金会拨款基础上,并将支持我的
在临床试验、社交媒体道德和学术领导力方面进行以职业为导向的培训。这
还将支持两个新的研究领域:1)使用大型数字媒体构建计算模型
用于实时监测可修改的心血管健康行为的人群级别设置,2)发展中的患者
反映使用和参与,可为数字干预提供信息,以解决可修改的简历
行为。
一个
P,
这个K24的环境是宾夕法尼亚大学-一所世界知名的机构
拥有广泛的资源来支持医学、计算机科学、
通信和工程--对推进这项研究和支持跨学科至关重要的领域
实习生。K24的重点领域代表了精确医学和数字表型的新前沿
对于简历健康,可以由训练有素的跨学科POR研究人员来推动和领导。
英文摘要
Project
Summary/Abstract
Cardiovascular
associated
Advances
the
sensor
exposures.
easily
analyzing
conducting
integrate
issues
focus
and
who
and
graduate,
objectives
workforce.”
ability
K24
data
phenotypes
health
(CV) disease affects nearly half of all adult Americans. Although achieving “ideal CV health” i s
with lower mortality nd morbidity, many individuals struggle with modifying CV health behaviors.
in precision medicine offer promise in better targeting these behaviors to improve CV health. Over
past decade, there has been exponential growth in digital data (e.g. social media, online search, remote
measures) generated by individuals which reflects their health behaviors, attitudes, and environmental
These data sources however are often not linked with validated measures, unprocessed, and not
interpretable for use in research or clinical practice. My research portfolio has focused on collecting and
CV focused digital data for insights, prediction, and clinical applications. My career focus is on
high-impact atient-oriented research (POR) t o better understand how to best access, analyze and
these data in a way that is patient-centered and highly applied. This includes work which focuses on
related to privacy, security, and patient preferences. This K24 award will support protected time for me
i ntently on: 1) implementing a research program to advance POR in CV health and digital data science
2) training a pipeline of investigators who are well trained in methodologies for conducting this work and
will be future POR leaders i n this area of study. This proposal focuses on necessary steps for developing
executing a comprehensive and structured mentorship program that will support mentees (undergraduate,
fellow, faculty) for research and career development. This focus aligns with NHLBIs overarching
in “data science” and “further developing, diversifying and sustaining a NHLBI focused scientific
This proposal builds on my current NHLBI R01, R21, and Foundation grants and will support my
to pursue career-oriented training in clinical trials, social media ethics, and academic leadership. This
will also support two new areas of research: 1) building computational models using large digital media
sets for population-level surveillance of modifiable CV health behaviors in real time, 2) developing patient
reflecting use and engagement which can inform digital interventions to address modifiable CV
behaviors.
a
p ,
The environment for this K24 is the University of Pennsylvania-a world renowned institution
with extensive resources to support research at the intersection of medicine, computer science,
communication, and engineering—fields critical for advancing this research and supporting interdisciplinary
trainees. The areas of focus for this K24 represent new frontiers in precision medicine and digital phenotyping
for CV health that can be advanced and led by well-trained interdisciplinary POR researchers.
期刊论文(13)
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DOI:
10.1161/jaha.120.020596
发表时间:
2021-10-05
期刊:
Journal of the American Heart Association
影响因子:
5.4
作者:
[Mancheno C, Asch DA, Klinger EV, Goldshear JL, Mitra N, Buttenheim AM, Barg FK, Ungar LH, Yang L, Merchant RM]
通讯作者:
Merchant RM
DOI:
10.2196/38676
发表时间:
2023
期刊:
JMIR INFODEMIOLOGY
影响因子:
--
作者:
[Abrams, Matthew P., Pelullo, Arthur P., Meisel, Zachary F., Merchant, Raina M., Purtle, Jonathan, Agarwal, Anish K.]
通讯作者:
Agarwal, Anish K.
DOI:
10.1002/emp2.12870
发表时间:
2022-12
期刊:
JOURNAL OF THE AMERICAN COLLEGE OF EMERGENCY PHYSICIANS OPEN
影响因子:
2.3
作者:
[Agarwal, Anish K. K., Sagan, Charlotte, Gonzales, Rachel, Nijim, Sally, Merchant, Raina M. M., Asch, David A. A., South, Eugenia C. C.]
通讯作者:
South, Eugenia C. C.
DOI:
10.1001/jamanetworkopen.2023.1305
发表时间:
2023-03-01
期刊:
JAMA NETWORK OPEN
影响因子:
13.8
作者:
[Gupta, Ravi, Iyengar, Raghuram, Sharma, Meghana, Cannuscio, Carolyn C., Merchant, Raina M., Asch, David A., Mitra, Nandita, Grande, David]
通讯作者:
Grande, David
Reddit language indicates changes associated with diet, physical activity, substance use, and smoking during COVID-19.
reddit语言表示与饮食,体育锻炼,药物使用和吸烟相关的变化在19009年期间。
DOI:
10.1371/journal.pone.0280337
发表时间:
2023
期刊:
PLOS ONE
影响因子:
3.7
作者:
[Wanchoo, Karan, Abrams, Matthew, Merchant, Raina M., Ungar, Lyle, Guntuku, Sharath Chandra]
通讯作者:
Guntuku, Sharath Chandra
共 10 条
Mentoring and Patient Oriented Research in Cardiovascular Health and Digital Data Science
-
批准号:10188779
-
项目类别:
-
资助金额:$12.3万
-
财政年份:2021
-
负责人:Raina Merchant
-
依托单位:
Assessing the effectiveness of a digital platform to support the mental health of healthcare workers in the response and recovery phases of COVID-19
-
批准号:10659146
-
项目类别:
-
资助金额:$106.08万
-
财政年份:2021
-
负责人:Raina Merchant
-
依托单位:
Assessing the effectiveness of a digital platform to support the mental health of healthcare workers in the response and recovery phases of COVID-19
-
批准号:10451636
-
项目类别:
-
资助金额:$114.14万
-
财政年份:2021
-
负责人:Raina Merchant
-
依托单位:
Assessing the effectiveness of a digital platform to support the mental health of healthcare workers in the response and recovery phases of COVID-19
-
批准号:10309487
-
项目类别:
-
资助金额:$121.81万
-
财政年份:2021
-
负责人:Raina Merchant
-
依托单位:
Mentoring and Patient Oriented Research in Cardiovascular Health and Digital Data Science
-
批准号:10433940
-
项目类别:
-
资助金额:$12.3万
-
财政年份:2021
-
负责人:Raina Merchant
-
依托单位:
Analyzing Online Reviews to Evaluate Quality of Care at Substance Use Disorder Treatment Facilities
-
批准号:10116356
-
项目类别:
-
资助金额:$20.29万
-
财政年份:2020
-
负责人:Raina Merchant
-
依托单位:
Digital Phenotyping and Cardiovascular Health
-
批准号:10224795
-
项目类别:
-
资助金额:$78.48万
-
财政年份:2019
-
负责人:Raina Merchant
-
依托单位:
Digital Phenotyping and Cardiovascular Health
-
批准号:10427268
-
项目类别:
-
资助金额:$77.29万
-
财政年份:2019
-
负责人:Raina Merchant
-
依托单位:
Twitter and Cardiovascular Health
-
批准号:9193095
-
项目类别:
-
资助金额:$72.41万
-
财政年份:2014
-
负责人:Raina Merchant
-
依托单位:
Twitter and Cardiovascular Health
-
批准号:8969697
-
项目类别:
-
资助金额:$73.96万
-
财政年份:2014
-
负责人:Raina Merchant
-
依托单位:
Understanding the drivers of hospital performance for in-hospital cardiac arrest
-
批准号:8165150
-
项目类别:
-
资助金额:$13.84万
-
财政年份:2011
-
负责人:Raina Merchant
-
依托单位:
Understanding the drivers of hospital performance for in-hospital cardiac arrest
-
批准号:8309137
-
项目类别:
-
资助金额:$13.84万
-
财政年份:2011
-
负责人:Raina Merchant
-
依托单位:
Understanding the drivers of hospital performance for in-hospital cardiac arrest
-
批准号:8714030
-
项目类别:
-
资助金额:$13.84万
-
财政年份:2011
-
负责人:Raina Merchant
-
依托单位:
Understanding the drivers of hospital performance for in-hospital cardiac arrest
-
批准号:8505028
-
项目类别:
-
资助金额:$13.84万
-
财政年份:2011
-
负责人:Raina Merchant
-
依托单位:
海外基金