Wearable-Triggered Digital Safety Net for Real-Time Monitoring & Intervention in Leptomeningeal Metastasis
Wearable-Triggered Digital Safety Net for Real-Time Monitoring and Intervention in Leptomeningeal Metastasis
研究概览
详细说明
LMM is a condition where cancer has spread to the fluid and membranes surrounding the brain and spinal cord. It is a common complication of cancer and affects about 5-15% of all cancer patients. It causes rapid neurological decline and survival is usually around 6-12 months. LMM is treated with chemotherapy radiation, but this does not improve neurological function or quality of life. Many of the current assessments for LMM are not good detecting progression and symptoms are often missed.
There will be two parts to this study. Smartwatches will be used to continuously capture data such as gait stability, heart rate variability (HRV), step count, and sleep, which are affected by LMM. The first part of this study is to learn whether this can help detect early signs of neurological decline. The second part of this study will test whether sending an automatic alert to the participant's doctor when a change is detected can help reduce the amount of times the participants are admitted to the hospital unexpectedly.
研究类型
注册 (估计的)
阶段
- 不适用
联系人和位置
学习联系方式
- 姓名:Andrew Dhawan, MD, DPhil
- 电话号码:216-444-5322
- 邮箱:dhawana@ccf.org
学习地点
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Ohio
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Cleveland、Ohio、美国、44106
- Cleveland Clinic, Case Comprehensive Cancer Center
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接触:
- Andrew Dhawan, MD, DPhil
- 电话号码:216-444-5322
- 邮箱:dhawana@ccf.org
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-
参与标准
资格标准
适合学习的年龄
- 成人
- 年长者
接受健康志愿者
描述
Inclusion Criteria:
- Participants must have leptomeningeal metastasis (LMM) diagnosed per clinical, imaging, and/or CSF/cytology criteria (cytology, flow cytometry, or circulating tumor DNA), arising from any solid or hematologic tumor primary.
- Participants must be undergoing active anti-cancer therapy (systemic, intrathecal, and/or radiation) or active surveillance for LMM.
- Age ≥18 years at the time of study enrollment. Because no safety or dosing data are available for wearable monitoring studies in children with LMM, participants under 18 years of age are excluded.
- Karnofsky Performance Status (KPS) ≥50 at time of study enrollment [See Appendix I], to ensure feasibility of wearing the device for ≥10 hours/day.
Participants must have access to a compatible smartphone:
- iPhone running iOS 16 or higher and willingness to wear Apple Watch ≥10 hours/day; OR
- Android smartphone compatible with the study application and willingness to wear Samsung Galaxy Watch ≥10 hours/day.
- Ability to provide informed consent (or a legally authorized representative [LAR] is available and willing to provide consent on the participant's behalf, if appropriate).
Exclusion Criteria:
- Anticipated life expectancy <4 weeks at time of screening, per the treating physician.
- Severe dermatologic or musculoskeletal conditions precluding smartwatch wear (e.g., significant skin conditions on the wrist or forearm where the device will be placed, including tattoos that may substantially interfere with optical sensor function).
- Inability to adhere to study procedures after training, as assessed by the study team at enrollment.
- No access to a compatible smartphone (participant or caregiver) to interface with the watch application for symptom documentation and data transfer.
- Inability to give informed consent due to severe aphasia, severe cognitive impairment, or other language barrier, unless a legally authorized representative is available and willing to participate.
学习计划
研究是如何设计的?
设计细节
- 主要用途:设备可行性
- 分配:随机化
- 介入模型:并行分配
- 屏蔽:无(打开标签)
武器和干预
参与者组/臂 |
干预/治疗 |
|---|---|
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实验性的:A - Crossover at month 2
Participants cross-over to Stepped Wedge Intervention Phase at month 2.
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Apple Watch Series 6+ or Samsung Galaxy Watch 4+ worn 10+ hours/day for 4+ days/week for 6 months.
Passive wearable data collection from in-house cross-platform app to find out patient-specific digital signal thresholds for neurological decline, symptom logging, daily sync reminders, and monthly EORTC-QLQ-C30 surveys.
Apple Watch Series 6+ or Samsung Galaxy Watch 4+ worn 10+ hours/day for 4+ days/week for 5 months.
Active monitoring with alerts using the data collected from the in-house cross-platform app and sent to study neuro-oncologist.
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实验性的:B - Crossover at month 3
Participants cross-over to Stepped Wedge Intervention Phase at month 3.
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Apple Watch Series 6+ or Samsung Galaxy Watch 4+ worn 10+ hours/day for 4+ days/week for 6 months.
Passive wearable data collection from in-house cross-platform app to find out patient-specific digital signal thresholds for neurological decline, symptom logging, daily sync reminders, and monthly EORTC-QLQ-C30 surveys.
Apple Watch Series 6+ or Samsung Galaxy Watch 4+ worn 10+ hours/day for 4+ days/week for 5 months.
Active monitoring with alerts using the data collected from the in-house cross-platform app and sent to study neuro-oncologist.
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实验性的:C - Crossover at month 4
Participants cross-over to Stepped Wedge Intervention Phase at month 4.
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Apple Watch Series 6+ or Samsung Galaxy Watch 4+ worn 10+ hours/day for 4+ days/week for 6 months.
Passive wearable data collection from in-house cross-platform app to find out patient-specific digital signal thresholds for neurological decline, symptom logging, daily sync reminders, and monthly EORTC-QLQ-C30 surveys.
Apple Watch Series 6+ or Samsung Galaxy Watch 4+ worn 10+ hours/day for 4+ days/week for 5 months.
Active monitoring with alerts using the data collected from the in-house cross-platform app and sent to study neuro-oncologist.
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研究衡量的是什么?
主要结果指标
结果测量 |
措施说明 |
大体时间 |
|---|---|---|
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Predicting Karnofsky Performance Scale (KPS) decline
大体时间:6 months
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Karnofsky Performance scale of 100-0.
Sensitivity, specificity, Positive Predictive Value (PPV), and lead time of participant-specific thresholds.
Assessed from calibration phase data if there is a greater than10-point KPS decline.
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6 months
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Predicting neurological progression
大体时间:6 months
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Sensitivity, specificity, PPV, and lead time of participant-specific thresholds.
Assessed from calibration phase data.
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6 months
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Days in hospital per participant-month during silent monitoring periods
大体时间:5 months
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Taken from EMR by staff blinded to alert status.
Defined as incidence rate ratios (IRRs) with 95% CIs using mixed-effects negative binomial regression.
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5 months
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Days in hospital per participant-month during active alerting periods
大体时间:5 months
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Taken from EMR by staff blinded to alert status.
Defined as incidence rate ratios (IRRs) with 95% CIs using mixed-effects negative binomial regression.
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5 months
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Participant completion
大体时间:5 months
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80% or more of participants completing 3 months or more of active monitoring with median wear of 10 or more hours on 4 or more days/week
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5 months
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Recruitment rate
大体时间:12 months
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number of participants enrolled within 9-12 months
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12 months
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Dropout rate
大体时间:12 months
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Number of participants who do not complete study, assessed at study completion
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12 months
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Alert pathway feasibility
大体时间:5 months
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Alert frequency per participant-month and proportion judged clinically relevant.
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5 months
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次要结果测量
结果测量 |
措施说明 |
大体时间 |
|---|---|---|
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Number of unplanned hospitalizations and ED visits per participant-month
大体时间:5 months
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Evaluate the efficacy of alert pathway in reducing unplanned hospitalization and ED visits.
EMR review throughout Phase 2 during active vs. silent periods.
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5 months
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European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire Core 30 ( EORTC-QLQ-C30) total and subscale scores
大体时间:6 months
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EORTC-QLQ-C30 is a 30 item validated questionnaire to determine the participant's quality of life.
The questions are in a 4- point scale from 1 ("Not at all)" to 4 ("Very much").
A higher functional or global health score represents a higher quality of life, while a higher symptom score means a higher level of reported symptoms.
Change in EORTC-QLQ-C30 will be measured from baseline at each time point.
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6 months
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Progression-free survival (PFS)
大体时间:12 months
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Time from enrollment to first radiographic or clinical progression; assessed throughout treatment period
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12 months
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Overall survival (OS)
大体时间:12 months
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Time from enrollment to death; assessed throughout treatment period and via medical record review
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12 months
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Wearable data quantity across iOS and Android platforms
大体时间:12 months
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Assessed at each treatment visit per participant per month (mean, variance)
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12 months
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Time from alert trigger to clinician-documented neurological progression
大体时间:5 months
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Evaluate the efficacy of alert pathway in reducing unplanned hospitalization and ED visits.
EMR review throughout Phase 2 during active vs. silent periods.
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5 months
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Wearable data quality across iOS and Android platforms
大体时间:12 months
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Assessed at each treatment visit per participant per month (mean, variance)
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12 months
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Participant symptoms
大体时间:12 months
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Logged per type per participant per month.
Assessed at each treatment visit
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12 months
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Variance in accelerometry
大体时间:12 months
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This device is used to track changes in physical activity and sleep patterns.
Assessed at study completion
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12 months
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Variance in heart rate variability (HRV)
大体时间:12 months
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This device assess HRV, which is where the amount of time between heartbeats fluctuate slightly.
The participant's heart data will be collected and used to see if there any changes from the participant's month 1 mean.
Assessed at study completion
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12 months
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Variance in gait metrics
大体时间:12 months
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This device assesses the speed, step length and asymmetry to see if changes these can predict any clinical events by days to weeks.
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12 months
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Reasons for dropout
大体时间:12 months
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Collected via exit questionnaire at withdrawal or study completion
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12 months
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Participant device wear
大体时间:12 months
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Collected via exit survey and structured questionnaires at each visit for participant reported quality of life (QOL)
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12 months
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Participant symptom logging
大体时间:12 months
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Collected via exit survey and structured questionnaires at each visit for participant reported quality of life (QOL).
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12 months
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Participant app usage
大体时间:12 months
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Collected via exit survey and structured questionnaires at each visit for participant reported quality of life (QOL).
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12 months
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合作者和调查者
调查人员
- 首席研究员:Andrew Dhawan, MD, DPhil、Cleveland Clinic, Case Comprehensive Cancer Center
研究记录日期
研究主要日期
学习开始 (估计的)
初级完成 (估计的)
研究完成 (估计的)
研究注册日期
首次提交
首先提交符合 QC 标准的
首次发布 (实际的)
研究记录更新
最后更新发布 (实际的)
上次提交的符合 QC 标准的更新
最后验证
更多信息
与本研究相关的术语
关键字
其他研究编号
- CASE5326
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