Mentoring in Advanced mHealth Technologies and Machine Learning for HIV/Drug Abuse Research

指导艾滋病毒/药物滥用研究的先进移动医疗技术和机器学习

• 批准号: 10668451
• 负责人: Edward W Boyer
• 金额: $ 19.13万
• 依托单位: OHIO STATE UNIVERSITY
• 依托单位国家: 美国
• 财政年份: 2021
• 资助国家: 美国
• 起止时间: 2021-11-19 至 2026-07-31
• 项目状态: 未结题
• 来源: https://reporter.nih.gov/project-details/10668451
• 关键词: Accelerometer; Acute Pain; Address; Adherence; Adopted; Adult; Affect; Affective; Anti-Retroviral Agents; Area; Artificial Intelligence; Award; Behavior; Behavior Therapy; Behavioral; Biosensing Techniques; Biosensor; Brain; COVID-19; COVID-19 diagnosis; Cannabis; Capital; Caring; Cellular Phone; Collection; Communicable Diseases; Computers; Contracts; Data; Data Collection; Dedications; Development; Devices; Diagnosis; Discipline; Discrimination; Drug abuse; Drug usage; Educational process of instructing; Electrical Engineering; Electronics; Exhalation; Funding; General Population; Goals; HIV; Health; Health Technology; Health behavior; Healthcare; Human; Imagery; Individual; Ingestion; Inhalation; Institution; Institutional Review Boards; Intellectual Property; Interdisciplinary Study; Intervention; Investigation; Learning; Life; Machine Learning; Malaysia; Maps; Measures; Medical; Mental Depression; Mentors; Methods; Mid-Career Clinical Scientist Award (K24); Midcareer Investigator Award in Patient-Oriented Research; Minority; Mission; Music; National Institute of Drug Abuse; Nociception; Opioid; Pathway interactions; Patient Care; Patients; Pattern; Penetrance; Persons; Pharmaceutical Preparations; Phenotype; Play; Population; Populations at Risk; Principal Investigator; Process; Property Rights; Research; Research Personnel; Research Project Grants; Rewards; Risk Behaviors; Role; SARS-CoV-2 infection; Scholarship; Scientist; Self Management; Source; Substance Use Disorder; Substance abuse problem; Techniques; Technology; Telephone; Temperature; Testing; Text Messaging; Time; United States National Institutes of Health; Virus Diseases; Woman; Wrist; antiretroviral therapy; career; career development; cohort; commercialization; comorbidity; design; detector; digital; digital technology; experience; health care availability; health care disparity; health care economics; health data; improved; innovation; interest; irritation; mHealth; magnetic field; medication compliance; mobile computing; nasal swab; neurotransmission; next generation; novel; opiate tolerance; opioid use; personal protective equipment; pill; programs; response; skills; social stigma; socioeconomics; substance abuse prevention; substance abuse treatment; success; theories; therapy adherence; therapy development; wearable sensor technology

Abstract Renewal of my Midcareer Investigator Award in Patient-Oriented Research (K24) will allow me to continue my strong efforts directed toward successful original investigations and mentoring to generate research capacity in mobile technologies to improve health (mHealth). The impact of the initial K24 on my mentees has been striking. Since award of the initial K24, nearly two dozen of my mentees, 70% of whom are women or minorities, have been PI on NIH funded studies (under K, R, or Loan Repayment Program mechanisms). The impact the K24 on my own research has been substantial. Since 2014, I have been Principal Investigator (PI) on six federally funded awards: 1) one newly funded 4-year R01 from NIDA; 2) one R56 from NIDA; 3) one two-year R01 from NIDA; 4) one 4-year R01 from NIDA; 5) my K24 from NIDA; and 6) one newly funded 4-year DARPA research award. In addition, I received a William J Fulbright Foreign Scholarship to Malaysia. As my K24 evolved, so has my research focus. My overall research objective is to devote sufficient time to investigate use of next generation (“NextGen”) technologies, invisible biosensing, and machine learning in substance abuse and HIV research. My first research project, Virya, uses “digital phenotyping” with invisible biosensing and machine learning, to identify acute pain exacerbations in HIV+ individuals on opioids, a population at risk for problematic opioid use. The second reseach project uses mobile technologies to diagnose Covid-19 infection in HIV+ persons who inhale cannabis, itself a high-impact topic. Finally, the R01-funded MyTPill project compares the NextGen technology of unobtrusive ingestible biosensors that provide vivid, indisputable measures of medication ingestion. NextGen research discoveries become commercial products, but this process of introducing new discoveries into the healthcare economy remains deeply unfamiliar—yet increasingly important— to academic clinician-scientists. The objective of my Career Development Activities, therefore, involves learning how to navigate regulatory processes, FDA approvals, valuations, venture capital, contracts and intellectual property rights. Because of the growing importance of commercialization of research findings to the health and sustainability of academic careers, my overall mentoring objective of this K24 is to develop researchers who not only have the skills to conduct rigorous NextGen mHealth studies, but also to extend the mass of NIH-funded mHealth research into the healthcare economy. My mentoring approach incorporates several components that contributed to the success of my initial K24: dedicated funding for mentee’s early investigations; outstanding institutional support; several sources of referral of high-quality mentees; and renowned co- mentors who will help me establish a pipeline of mentees that have risen to that “cutting edge” where successful academic careers begin. This proposed K24 renewal, with its focus on NextGen technologies, invisible biosensing, and machine learning, is highly relevant to NIH’s mission because the lessons learned from this substance abuse and HIV research are directly applicable to the care of patients with common, intractable, and expensive conditions.

抽象的 续签以患者为导向的研究 (K24) 中的职业中期研究员奖将使我能够继续努力 旨在成功进行原创调查和指导，以产生移动技术的研究能力 自从授予初始 K24 以来，初始 K24 对我的学员的影响是惊人的。 我的近两打学员（其中 70% 是女性或少数族裔）是 NIH 资助的研究（在 K、R、 自 2014 年以来，K24 对我自己的研究产生了巨大的影响。 曾担任六项联邦资助奖项的首席研究员 (PI)：1) 一项新资助的 NIDA 4 年期 R01 项目；2) 一项 R56 项目； NIDA 的一份两年期 R01； NIDA 的一份 4 年期 R01； 5) NIDA 的一份新资助的 K24； 此外，我还获得了马来西亚的 William J Fulbright 外国奖学金，作为我的 K24。 我的总体研究目标是投入足够的时间来研究 next 的使用。 新一代（“NextGen”）技术、隐形生物传感以及药物滥用和艾滋病毒研究中的机器学习。 第一个研究项目 Virya 使用“数字表型”和隐形生物传感和机器学习来识别急性疼痛 HIV+ 个体服用阿片类药物后病情恶化，这是一个有问题的阿片类药物使用风险的人群。 使用移动技术诊断吸入大麻的 HIV+ 患者的 Covid-19 感染，这本身就是一个高影响力的话题。 最后，R01 资助的 MyTPill 项目比较了不显眼的可摄入生物传感器的 NextGen 技术，该技术提供 生动、无可争议的药物摄入测量方法已成为商业产品。 将新发现引入医疗保健经济的过程仍然非常陌生，但却越来越重要 因此，我的职业发展活动的目标包括学习如何 了解监管流程、FDA 批准、估值、风险投资、合同和知识产权。 研究成果的商业化对于学术生涯的健康和可持续性越来越重要，我的 K24 的总体指导目标是培养不仅具备进行严格的 NextGen 技能的研究人员 移动健康研究，同时还将 NIH 资助的大量移动健康研究扩展到医疗保健经济。 该方法包含了促成我最初的 K24 成功的几个组成部分： 早期调查；优秀的机构支持；高质量受训者和知名合作伙伴的推荐来源； 导师将帮助我建立一个受指导者的管道，这些受训者已经上升到成功学术的“前沿” 这项 K24 更新计划的重点是下一代技术、隐形生物传感和机器。 学习，与 NIH 的使命高度相关，因为从药物滥用和艾滋病毒研究中吸取的教训 直接适用于常见、疑难、昂贵病症患者的护理。

项目成果

Ingestible Biosensors for Real-Time Medical Adherence Monitoring: MyTMed.

用于实时医疗依从性监测的可摄入生物传感器：MyTMed。

• 发表时间: 2016-01
• 作者: Chai, Peter R;Rosen, Rochelle K;Boyer, Edward W
• 通讯作者: Boyer, Edward W

"Time for dabs": Analyzing Twitter data on marijuana concentrates across the U.S.

“DAB 时间到了”：分析 Twitter 上有关美国各地大麻的数据

• DOI: 10.1016/j.drugalcdep.2015.07.1199
• 发表时间: 2015-10-01
• 期刊: Drug and alcohol dependence
• 影响因子: 4.2
• 作者: Daniulaityte R;Nahhas RW;Wijeratne S;Carlson RG;Lamy FR;Martins SS;Boyer EW;Smith GA;Sheth A
• 通讯作者: Sheth A

Factors influencing the development of antibiotic associated diarrhea in ED patients discharged home: risk of administering IV antibiotics.

影响 ED 患者出院回家后发生抗生素相关性腹泻的因素：静脉注射抗生素的风险。

• 发表时间: 2014-10
• 作者: Haran, John Patrick;Hayward, Gregory;Skinner, Stephen;Merritt, Chris;Hoaglin, David C;Hibberd, Patricia L;Lu, Shan;Boyer, Edward W
• 通讯作者: Boyer, Edward W

A Hybrid Approach to Finding Relevant Social Media Content for Complex Domain Specific Information Needs.

寻找相关社交媒体内容以满足复杂领域特定信息需求的混合方法。

• 发表时间: 2014-12
• 作者: Cameron, Delroy;Sheth, Amit P;Jaykumar, Nishita;Thirunarayan, Krishnaprasad;Anand, Gaurish;Smith, Gary A
• 通讯作者: Smith, Gary A

Low-energy Bluetooth for detecting real-world penetrance of bystander naloxone kits: a pilot study.

用于检测旁观者纳洛酮套件真实世界渗透率的低功耗蓝牙：一项试点研究。

• 发表时间: 2018-01-03
• 作者: Lai, Jeffrey T;Chapman, Brittany P;Boyle, Katherine L;Boyer, Edward W;Chai, Peter R
• 通讯作者: Chai, Peter R