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Regulatory, Translational, and Operational Considerations for the Incorporation of Biomarkers in Drug Development.
IF 2 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2025-03-08 DOI: 10.1007/s43441-025-00763-5
Heather Hatcher, Simona Stankeviciute, Chris Learn, Angela X Qu

Background: Biomarkers are an integral component in the drug development paradigm. According to the US Food and Drug Administration (FDA), a biomarker is "a defined characteristic that is measured as an indicator of normal biological processes, pathogenic processes, or biological responses to an exposure or intervention, including therapeutic intervention" (FDA-NIH Biomarker Working Group. BEST (Biomarkers, EndpointS, and other Tools) Resource [Internet]. Silver Spring (MD): Food and Drug Administration (US); 2016-. Glossary. 2016 [Updated 2021 Nov 29, cited 2024 Apr 14]. Available from: https://www.ncbi.nlm.nih.gov/books/NBK338448/ Co-published by National Institutes of Health (US), Bethesda (MD)). The European Medicines Agency (EMA) defines a biomarker as "an objective and quantifiable measure of a physiological process, pathological process or response to a treatment (excluding measurements of how an individual feels or functions" European Medicines Agency (EMA). Biomaker. 2020a. Available from: https://www.ema.europa.eu/en/glossary-terms/biomarker#:~:text=Biomarker-,Biomarker,an%20individual%20feels%20or%20functions . Several clinical biomarkers are well-documented and have been used routinely for decades in health care settings and have long been accepted as valid endpoints for drug approval (for example, blood pressure measurement as a biomarker for cardiovascular health) (European Medicines Agency (EMA). Assessment report, TAGRISSO. 2016. Available from: https://www.ema.europa.eu/en/documents/assessment-report/tagrisso-epar-public-assessment-report_en.pdf . Accessed 15 Apr 2024). Recently, novel biomarkers have been identified and validated to accelerate developing innovative therapies indicated for serious human diseases, for example targeted/immune therapies of cancer (Chen in Med Drug Discov 21:100174, 2024). As indicators of the efficacy of new pharmacological treatments or therapeutic interventions, biomarkers can improve clinical trial efficacy and reduce uncertainty in regulatory decision making (Bakker et al. in Clin Pharmacol Ther 112:69-80, 2022; Califf in Exp Biol Med 243:213-221, 2018; Parker et al. in Cancer Med 10:1955-1963, 2021).

Methodology: This article describes case studies of recent drug approvals that successfully leveraged validated and non-validated biomarkers (i.e., tofersen for the neurodegenerative disease amyotrophic lateral sclerosis (ALS) in adults; and osimertinib for treatment of patients with metastatic epidermal growth factor receptor (EGFR) T790M mutation-positive non-small cell lung cancer (NSCLC)).

Conclusions: Best practices for biomarker selection and strategies for health authority biomarker qualification programs are presented along with an overview of current limitations and challenges to optimizing biomarker applications along the drug development continuum from regulatory, translational, and operational perspectives.

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引用次数: 0
An Evaluation of Time Spent Completing Electronically Collected Patient-Reported Outcomes in Clinical Trials. 对临床试验中完成电子收集的患者报告结果所用时间的评估。
IF 2 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2025-03-08 DOI: 10.1007/s43441-025-00767-1
Lucy Andersen, Michael Williams, Sheryl Pease, Harman Dhatt, Patricia Delong

Objectives: Patient-reported outcomes (PROs) are important measures of efficacy in the context of clinical trials but are sometimes identified as time and resource intensive to study participants and site personnel. The objective of this research was to evaluate the amount of time that participants spend completing PROs via an electronic device in phase 2 and 3 clinical trials across several disease areas.

Methods: The electronic Clinical Outcome Assessment (eCOA) data were obtained from Johnson & Johnson clinical trials across various disease areas from 2016 to 2023. Data were acquired from internal and external sources including clinical trial sites and eCOA partners. In total, 82 trials were analyzed, containing data from 33,633 unique participants, and 1,083,994 measurements of completed electronic PRO instruments. After data cleaning, descriptive and multivariate analyses were performed. Electronic PRO completion time was examined in two ways: by time-per-item and time-per-instrument for each PRO.

Results: On average, participants spend about 16 s per item and an average of 2 min to complete a PRO instrument electronically. The average time to complete PRO instruments varied significantly by disease area and most eCOA were completed on study site tablets (68%) or personal handheld devices (31%).

Conclusions: Overall, patients spend an average of 16 s per item and 2 min per PRO instrument in clinical trial studies. PROs are a crucial component of clinical trial outcomes data and can be efficiently completed electronically by participants in clinical trials in a short amount of time.

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引用次数: 0
A Proposed Confidence Ellipse Approach for Benefit-Risk Assessment in Clinical Trials.
IF 2 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2025-03-03 DOI: 10.1007/s43441-025-00762-6
Yinuo Zhang, Xiaofang Zhang, Peijin Wang, Yangfeng Wu, Shein-Chung Chow

In clinical development, an independent data safety monitoring committee (IDMC) is often established to ensure the test treatment's integrity, quality, safety, and efficacy under investigation. In clinical trials, IDMC may recommend stopping the trial early due to safety, futility/efficacy, or both after reviewing observed data in the interim based on pre-specified stopping boundaries. In practice, the interim data is often too small to reach clinically meaningful differences with statistical significance (i.e., the observed clinically meaningful difference is reproducible and not purely by chance alone). To provide an overall assessment (or complete clinical picture) of the performance of the test treatment under investigation, the FDA (2023) published guidance on the benefit-risk assessment (BRA) framework to facilitate IDMC decision-making. Several methods have been studied in the literature following the FDA's recommended framework. However, these methods did not consider the uncertainties and heterogeneities. Alternatively, a BRA approach is proposed based on a confidence ellipse of primary safety and efficacy endpoints. The proposed confidence ellipse approach was evaluated both theoretically and via a clinical trial simulation. The results indicate that the proposed confidence ellipse provides consistent and stable metrics, particularly as sample sizes increase. The derived metrics of Benefit-Risk Difference (BRD) and Benefit-Risk Ratio (BRR) showed favorable performance across different scenarios and thresholds. Applied to the TESTING trial data (Lv et al. JAMA. 327(19):1888-98, 2022), our method confirmed and extended the original finding that a reduced methylprednisolone dose offered a more favorable benefit-risk profile. Specifically, the confidence ellipse method highlighted that the reduced dose consistently provided a better balance between efficacy and safety, particularly under stricter criteria for clinical significance. This method validated the original conclusions and provided additional insights into how different dosing regimens perform across various clinical scenarios, potentially offering a more refined tool for optimizing treatment decisions in complex therapeutic contexts.

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引用次数: 0
A Consistent Lack of Consistency: Definitions, Evidentiary Expectations and Potential Use of Meaningful Change Data in Clinical Outcome Assessments Across Stakeholders. Results from a DIA Working Group Literature Review and Survey. 一致性的缺乏:定义、证据期望和在利益相关者临床结果评估中有意义的变化数据的潜在使用。DIA工作组文献回顾和调查结果。
IF 2 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2025-03-01 Epub Date: 2025-01-10 DOI: 10.1007/s43441-024-00739-x
M Reaney, V Shih, A Wilson, B Byrom, N Medic, D Oberdhan, C Mamolo, M Majumder

Background: Clinical outcome assessments (COAs) measure how patients feel or function and can be used to understand which patients experience benefits of treatment and which do not. Interpretation of COA data is influenced by how meaningful change is defined. We aimed to compare how different stakeholders define, assess, and use meaningful change for decisions that impact patients.

Methods: A targeted literature review was undertaken in July 2021 using Medline, Embase, online grey literature search engines, and stakeholder organization websites. Additionally, a stakeholder survey on meaningful change was fielded between March and June 2023. Both quantitative and qualitative methods were used to analyze responses and identify key themes.

Results: The literature review resulted in 86 references. These revealed different approaches to define, measure and validate meaningful change. There were 248 survey responses. Many respondents felt the terminology and methods for defining meaningful change are confusing. Respondents also emphasized the importance of distinguishing within-patient and between-group change, and defining meaningfulness from the patient perspective (most patients and caregivers do not share a similar definition of meaningfulness as their healthcare professionals).

Conclusion: Four key recommendations for defining, establishing, and interpreting meaningful change estimates for COAs are: (1) Be clear on the type of "meaningful change" that is discussed or needed for a COA, (2) Ensure the "patient voice" is informing meaningful change estimates/definitions, (3) Acknowledge that a meaningful change estimate for a COA may differ between populations, diseases, and disease states, and (4) Disseminate data in a way that reduces ambiguity.

背景:临床结果评估(COAs)衡量患者的感觉或功能,并可用于了解哪些患者从治疗中获益,哪些患者没有获益。COA数据的解释受到如何定义有意义的变化的影响。我们的目的是比较不同的利益相关者如何定义、评估和使用有意义的改变来影响患者的决定。方法:于2021年7月使用Medline、Embase、在线灰色文献搜索引擎和利益相关者组织网站进行有针对性的文献综述。此外,在2023年3月至6月期间,对有意义的变化进行了利益相关者调查。定量和定性方法都被用来分析回应和确定关键主题。结果:文献复习共收录文献86篇。这些揭示了定义、测量和验证有意义的变化的不同方法。共有248份调查回复。许多受访者认为,定义有意义的变化的术语和方法令人困惑。受访者还强调了区分患者内部和组间变化以及从患者角度定义意义的重要性(大多数患者和护理人员对意义的定义与他们的医疗保健专业人员不同)。结论:定义、建立和解释COA有意义的变化估计的四个关键建议是:(1)明确COA讨论或需要的“有意义的变化”类型,(2)确保“患者声音”为有意义的变化估计/定义提供信息,(3)承认COA有意义的变化估计可能在人群、疾病和疾病状态之间有所不同,以及(4)以减少歧义的方式传播数据。
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引用次数: 0
A Sponsor's Best Practice and Operating Principles to Manage Data Monitoring Committees. 赞助商管理数据监控委员会的最佳实践和操作原则。
IF 2 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2025-03-01 Epub Date: 2025-01-07 DOI: 10.1007/s43441-025-00742-w
Malene Muusfeldt Birck, Josephine Skovgaard Rasmussen, Ida Carøe Helmark, Karsten Lollike

The use of data monitoring committees (DMC) to safeguard patients' safety in clinical trials has evolved over the last decades and has become increasingly common. To ensure well-operating and high-performing DMCs, pharmaceutical companies need to establish clearly defined operational processes while continuously seeking to optimize these and adapt to the needs of drug development. Although there are health authority guidelines on establishing and managing a DMC, the perspectives and experiences of sponsors are often underrepresented. This publication shares insights on a sponsor, Novo Nordisk (NN), regarding principles and practices for DMC establishment and management across varying trial types and therapeutic areas, including challenges and solutions. Highlighting NN's structured and successful approach to DMCs, it details clearly defined roles and responsibilities that ensure productive DMC meetings and high-quality data for the DMC. Additionally, NN's practices for clear, transparent, and trustful communication between the sponsor, the DMC, and the independent external statistical vendor are described. Processes for quality control, internal audits, and learnings from inspections and how these are incorporated for continuous improvement of the DMC process are discussed. While the processes and practices described are primarily designed for medium and large pharmaceutical companies, certain aspects may also be relevant and beneficial for smaller companies.

使用数据监测委员会(DMC)来保护临床试验中患者的安全已经发展了几十年,并且变得越来越普遍。为了确保dmc的良好运行和高绩效,制药公司需要建立明确定义的操作流程,同时不断寻求优化这些流程并适应药物开发的需求。尽管卫生当局有关于建立和管理DMC的指导方针,但赞助者的观点和经验往往代表性不足。本出版物分享了赞助商诺和诺德(NN)关于不同试验类型和治疗领域DMC建立和管理的原则和实践,包括挑战和解决方案的见解。它强调了NN对DMC的结构化和成功的方法,详细说明了明确定义的角色和职责,以确保DMC会议的生产性和DMC的高质量数据。此外,还描述了NN在发起人、DMC和独立的外部统计供应商之间进行清晰、透明和信任的沟通的实践。讨论了质量控制、内部审计和从检查中学习的过程,以及如何将这些过程纳入DMC过程的持续改进。虽然所描述的过程和做法主要是为中型和大型制药公司设计的,但某些方面也可能与小型公司相关并有益。
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引用次数: 0
Inside the Mind of the DMC: A Review of Principles and Issues with Case Studies. DMC的思想内部:用案例研究回顾原则和问题。
IF 2 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2025-03-01 Epub Date: 2024-12-17 DOI: 10.1007/s43441-024-00720-8
Lizhao Ge, Toshimitsu Hamasaki, Scott R Evans

A data monitoring committee (DMC) can have an extremely challenging job. Stop a trial too soon, and results are inconclusive and the trial fails to obtain answers to important questions that could inform future clinical practice. Stop a trial too late, and trial participants are exposed to potentially harmful or ineffective interventions longer than necessary. Securing convincing and conclusive evidence and the ethical responsibility to current and future patients are weighed carefully during DMC deliberations. The ability to interpret complex information, and appreciation of issues affecting scientific integrity, are critical for the DMC to protect trial participants and public trust. Challenges faced by and issues of prudence faced by DMCs are discussed including interim analysis issues, assessing the totality of information with statistical boundaries as guidelines, interpretation of composite and surrogate outcomes, reactions to early trends, benefit:risk assessment, landscape changes, subgroup analyses, composing information for a comprehensive understanding of patient-centric effects, and evaluating the value of additional data. Case studies illustrate how DMCs addressed the challenges.

数据监控委员会(DMC)的工作极具挑战性。过早停止一项试验,试验结果就会不确定,试验也就无法回答一些重要问题,而这些问题可以为未来的临床实践提供参考。试验停止得太晚,试验参与者接受潜在有害或无效干预的时间就会超过必要的时间。在 DMC 审议期间,要仔细权衡确保获得令人信服的确凿证据以及对当前和未来患者的道德责任。解读复杂信息的能力以及对影响科学诚信问题的认识,对于 DMC 保护试验参与者和公众信任至关重要。本文讨论了 DMC 所面临的挑战和需要谨慎处理的问题,包括中期分析问题、以统计学界限为准则评估全部信息、解释综合结果和替代结果、对早期趋势的反应、获益:风险评估、环境变化、亚组分析、综合信息以全面了解以患者为中心的效果,以及评估额外数据的价值。案例研究说明了 DMC 如何应对这些挑战。
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引用次数: 0
Evaluation of the Regulatory Review Process of the Zambia Medicines Regulatory Authority: Challenges and Opportunities. 赞比亚药品监管局监管审查程序的评估:挑战和机遇。
IF 2 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2025-03-01 Epub Date: 2024-12-27 DOI: 10.1007/s43441-024-00730-6
Constance Sakala Chisha, Makomani Siyanga, Stephanie Leigh, Adem Kermad, Stuart Walker

Purpose: This study aimed to assess the current regulatory review process of the Zambia Medicines Regulatory Authority (ZAMRA) by identifying the key milestones and target timelines achieved for products approved from 2020 to 2023, as well as good review and quality decision-making practices implemented in the review process.

Methods: A standardised, validated questionnaire; Optimising Efficiencies in Regulatory Agencies (OpERA) and the OpERA Data Collection Template were completed by the author.

Results: Three review models are used by ZAMRA to review new active substances (NASs) and generic products: verification, for products prequalified by the World Health Organization or approved by a stringent regulatory authority (SRA); abridged, for well-established molecules or SRA-approved products; or full, for products not otherwise prequalified. Good review practices and quality decision-making processes were followed but could be improved.

Conclusion: This study assessed the overall ZAMRA operation and identified the key milestones in the review process for products approved from 2020 to 2023, target timelines achieved and the compliance to standard good review and quality decision-making practices.

目的:本研究旨在通过确定2020年至2023年批准的产品的关键里程碑和目标时间表,以及在审查过程中实施的良好审查和质量决策实践,评估赞比亚药品管理局(ZAMRA)当前的监管审查过程。方法:采用标准化、有效问卷;优化监管机构的效率(OpERA)和OpERA数据收集模板由作者完成。结果:ZAMRA采用三种审评模式对新原料药(NASs)和仿制药进行审评:对经世界卫生组织预审或经严格监管机构(SRA)批准的产品进行审评;删节,用于已建立的分子或sra批准的产品;或全部,对于没有其他资格预审的产品。良好的审查做法和高质量的决策过程得到了遵循,但可以加以改进。结论:本研究评估了ZAMRA的整体运作,并确定了2020年至2023年批准的产品审查过程中的关键里程碑,目标时间表的实现以及对标准良好审查和质量决策实践的遵守情况。
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引用次数: 0
Development of a Drug Safety Signal Detection Reference Set Using Japanese Safety Information. 基于日本安全信息的药品安全信号检测参考集的研制。
IF 2 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2025-03-01 Epub Date: 2024-12-21 DOI: 10.1007/s43441-024-00729-z
Satoru Ito, Mamoru Narukawa

Introduction: One of the main objectives of pharmacovigilance activities is to confirm unknown adverse drug reactions (ADRs), and data-mining methods have been developed to detect signals that are candidates for ADRs. Reference sets have been developed to evaluate the performance of the data-mining methods. However, reference sets generated in previous studies are not based on Japanese safety information; therefore, they are not suitable for use in evaluation studies in Japan because some drugs have not been approved or marketed for a long time in Japan. This study aimed to develop a reference set using drug safety information marketed in Japan and to evaluate its performance.

Methods: A reference set was developed for 43 drugs and 15 events. For each combination of the selected drug and event, those that were listed as important identified risks in the Japan Risk Management Plan (J-RMP) were set as "positive controls" and those that were not listed as adverse reactions in the package insert were set as "negative controls." In addition, we performed data-mining using Japanese Adverse Drug Event Report database (JADER) and evaluated the results against the reference set to empirically confirm its effectiveness.

Results: The reference set included 127 positive and 386 negative controls. A comparison of the signals obtained from data-mining using JADER with the reference set revealed higher correlations than those in previous studies.

Conclusion: A reference set was developed using the safety information of drugs approved in Japan to promote research on data-mining methods.

药物警戒活动的主要目标之一是确认未知的药物不良反应(adr),并且已经开发了数据挖掘方法来检测可能引起adr的信号。已经开发了参考集来评估数据挖掘方法的性能。然而,以前的研究中产生的参考集不是基于日本的安全信息;因此,它们不适合用于日本的评价研究,因为一些药物在日本没有被批准或销售很长时间。本研究旨在利用日本上市的药品安全信息建立一套参考资料集,并对其性能进行评价。方法:建立43种药物和15个事件的参考集。对于所选药物和事件的每种组合,那些在日本风险管理计划(J-RMP)中被列为重要识别风险的被设置为“阳性对照”,而那些在包装说明书中未被列为不良反应的被设置为“阴性对照”。此外,我们使用日本不良药物事件报告数据库(JADER)进行数据挖掘,并根据参考集对结果进行评估,以经验验证其有效性。结果:参照组包括127例阳性对照和386例阴性对照。使用JADER进行数据挖掘获得的信号与参考集的比较显示出比以前研究中更高的相关性。结论:利用日本获批药品的安全性信息,建立了一个参考集,以促进数据挖掘方法的研究。
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引用次数: 0
Mixture Disease Progression Model to Predict and Cluster the Long-Term Trajectory of Cognitive Decline in Alzheimer's Disease. 混合疾病进展模型预测和聚类阿尔茨海默病认知能力下降的长期轨迹。
IF 2 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2025-03-01 Epub Date: 2024-12-13 DOI: 10.1007/s43441-024-00708-4
Ryoichi Hanazawa, Hiroyuki Sato, Akihiro Hirakawa

Background: Alzheimer's disease (AD) is a neurodegenerative disease for which many clinical trials failed to detect treatment effects, possibly due to the heterogeneity of disease progression among the patients. Predicting and clustering a long-term trajectory of cognitive decline from the short-term cognition data of individual patients would help develop therapeutic interventions for AD.

Methods: This study developed mixture disease progression model to predict and cluster the long-term trajectory of cognitive decline in the population. We predicted the 30-year long-term trajectories of the three cognitive scales and categorized the individuals into rapid and slow cognitive decliners by applying the method, which was based on the two-component normal mixture nonlinear mixed-effects model, to the short-term follow-up data of the Mini-Mental State Examination, the 13-item Alzheimer's Disease Assessment Scale-Cognitive, and the Clinical Dementia Rating Scale-sum of boxes collected in patients with mild cognitive impairment and AD in the Alzheimer's Disease Neuroimaging Initiative.

Results: For each cognitive scale, the models identified two distinct subpopulations, including a population of comprising approximately 10-20% of individuals experiencing rapid cognitive decline, wherein the posterior means of the differences in cognitive decline speed between the two groups ranged from 2 to 3 years. We also identified baseline background factors associated with rapid decliners for three cognitive scales.

Conclusion: Identifying the risk factors associated with rapid decline of cognition by the proposed method aids in planning eligibility criteria and allocation strategy for accounting for the varying disease progression speeds among the patients enrolled in clinical trials for AD.

背景:阿尔茨海默病(AD)是一种神经退行性疾病,许多临床试验未能检测到治疗效果,可能是由于患者疾病进展的异质性。从个体患者的短期认知数据中预测和聚类认知能力下降的长期轨迹将有助于开发针对AD的治疗干预措施。方法:建立混合疾病进展模型,对人群认知能力下降的长期轨迹进行预测和聚类。采用基于双分量正态混合非线性混合效应模型的方法,预测了三种认知量表30年的长期轨迹,并将个体分为快速和缓慢的认知衰退者,并对13项阿尔茨海默病评估量表-认知能力的短期随访数据进行了分析。以及临床痴呆评定量表——在阿尔茨海默病神经影像学倡议中收集的轻度认知障碍和AD患者的盒子总数。结果:对于每个认知量表,模型确定了两个不同的亚群,其中包括大约10-20%经历快速认知衰退的个体,其中两组之间认知衰退速度差异的后验均值为2至3年。我们还确定了与三个认知量表快速下降相关的基线背景因素。结论:通过所提出的方法确定与认知能力快速下降相关的危险因素,有助于规划资格标准和分配策略,以考虑参加AD临床试验的患者中不同的疾病进展速度。
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引用次数: 0
Beyond Juul: The New Face of Underage Nicotine Addiction - A Survey of College Students. 超越Juul:未成年人尼古丁成瘾的新面孔——一项对大学生的调查。
IF 2 4区 医学 Q4 MEDICAL INFORMATICS Pub Date : 2025-03-01 Epub Date: 2024-12-28 DOI: 10.1007/s43441-024-00735-1
Griffin Riggs, Terry David Church

Background: Youth nicotine addiction is a major public health concern in the United States. Disposable Electronic Nicotine Delivery Systems (ENDS), or disposable vapes, are commonly sought out by youth despite not having received premarket authorization from the FDA. The objective of this study was to identify factors contributing to underage consumption of disposable ENDS.

Methods: An anonymous survey was deployed to college students to understand young adults' perceptions and patterns of use of disposable ENDS.

Results: Disposable ENDS are very popular among youth. The results of this study revealed the popular brands, flavors, modes of access, and attractive aspects of disposable ENDS. Survey results combined with information from the literature reveal that disposable ENDS gained popularity in the years following the decline in the popularity of pod-based ENDS, such as JUUL, following strict regulatory action from the FDA.

Conclusion: To ultimately address underage nicotine addiction, the FDA must hold disposable ENDS to the same regulatory standards as other tobacco products and produce regulations specifically targeted at disposable ENDS. The results of this study emphasize the importance of making effective regulatory reform and functional educational resources to prevent young people from initiating the use of disposable ENDS.

背景:青少年尼古丁成瘾是美国一个主要的公共卫生问题。尽管没有获得FDA的上市前授权,但一次性电子尼古丁输送系统(ENDS)或一次性电子烟通常受到年轻人的追捧。本研究的目的是确定导致未成年人消费一次性终端的因素。方法:对大学生进行匿名调查,了解年轻人对一次性终端的认知和使用方式。结果:一次性终端在年轻人中很受欢迎。这项研究的结果揭示了受欢迎的品牌,口味,访问模式,以及一次性终端的吸引力方面。调查结果结合文献信息显示,在FDA采取严格的监管行动后,在JUUL等基于豆荚的ENDS普及率下降后的几年里,一次性ENDS越来越受欢迎。结论:为了最终解决未成年人尼古丁成瘾问题,FDA必须将一次性ENDS与其他烟草产品保持相同的监管标准,并制定专门针对一次性ENDS的法规。本研究的结果强调了制定有效的监管改革和功能教育资源的重要性,以防止年轻人开始使用一次性终端。
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引用次数: 0
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