This Personalized Trial will test the feasibility and effectiveness of employing technology to facilitate remote N-of-1 interventions to research participants with self-identified fatigue. Participant's initial levels of fatigue and other outcomes will be assessed in a baseline period 2 weeks in length. Participants will spend 12 weeks alternating between bright light therapy, dim light therapy, and usual care methods to treat their fatigue, while answering daily questions and wearing an activity tracker. After 14 weeks, participants will have the ability to share their opinions about the Personalized Trials platform. The investigators believe a Personalized Trials platform will be satisfactory to participants and feasible to scale to large randomized controlled trials, and eventually to clinical practice.
This Personalized Trial will test the feasibility of employing technology to facilitate remote N-of-1 interventions to research participants with self-identified fatigue. Symptoms of fatigue will be defined using the PROMIS Fatigue measures. Following a 2 week baseline assessment period, participants will be randomized in a multiple crossover design to receive bright blue light therapy, dim blue light therapy, and usual care in 6 treatment periods 2 weeks in length (12 weeks total). Participants will be randomly assigned to 2 groups receiving treatments in different order. Group 1 will receive treatments in the following order: bright light, dim light, usual care, usual care, dim light, bright light. Group 2 will receive treatments in the following order: usual care, dim light, bright light, bright light, dim light, usual care. Light therapy will be delivered using commercial available devices manufactured by AYO. The total duration of the study will be 14 weeks. During the baseline assessments and all treatment periods, participants will be assessed using daily survey measures, weekly survey measures, ecological momentary assessment (EMA) measures delivered via text message 3 times daily, and information collected via a Fitbit device. Survey measures will assess participant self-reported fatigue. EMA measures will ask participants to rate their fatigue, pain, concentration, confidence, mood, and stress in the moment. Participant daily steps and nightly sleep duration will be assessed using the Fitbit Charge 3™ device. After at the end of the study, participants will receive a personalized report summarizing their data from the baseline assessment and from each treatment period. Participants will be asked to evaluate their experience with the Personalized N-of-1 Trial overall and each element of the trial using the System Usability Scale (SUS) as well as a satisfaction survey measure. Participant adherence to study intervention devices (e.g. AYO bright blue light and AYO dim blue light machines), survey measures, EMA measures, and Fitbit device usage will also be assessed.
Study Type
INTERVENTIONAL
Allocation
RANDOMIZED
Purpose
HEALTH_SERVICES_RESEARCH
Masking
NONE
Enrollment
60
AYO light therapy glasses are a commercially available device which have 4 Light-emitting diodes (LEDs) with a dominant wavelength of approximately 470nm ± 2nm and typical irradiance (100% intensity) of approximately 250 µW/cm². AYO bright light glasses are classified as "exempt" for photo-biological risk based on the international standard and conformity assessment for photo-biological safety of lamps (IEC 62471).
AYO light therapy glasses were made available to the research team by the vendor. The device has 4 Light-emitting diodes (LEDs) with a dominant wavelength of approximately 470nm ± 2nm and reduced irradiance (1% intensity) of approximately 250 µW/cm². AYO dim light glasses are classified as "exempt" for photo-biological risk based on the international standard and conformity assessment for photo-biological safety of lamps (IEC 62471).
Center for Personalized Health
New York, New York, United States
Mean System Usability Score (SUS).
The SUS is a validated 10-item questionnaire that asks users to score each item on a Likert scale from Strongly Disagree (rating of 1) to Strongly Agree (rating of 5). The SUS will be presented to the participant as addressing the ease of use, complexity, consistency of the Personalized Trials system as a whole, from recruitment to receipt of the report. Individual results are calculated to arrive at a composite measure out of 100. Participant SUS scores will be averaged together and an overall mean will be reported with standard deviation. Higher scored values correlate to a more usable system, and therefore a better outcome.
Time frame: Assessed once after the results report has been sent to the participant, within 4 months of intervention completion.
Within-Subject Difference in Self-reported Daily Fatigue Assessed Using the PROMIS Item Bank v1.0 Fatigue 7b Daily
All Daily Fatigue items are rated on a scale of 1 to 5, with higher scores indicating higher levels of fatigue. PROMIS Daily Fatigue scale scores will be converted to T-scores using methods from the PROMIS scoring manual based on item response theory. Levels of daily fatigue will be aggregated within the baseline assessment period and in each of the treatment periods (bright light, dim light, and usual care) to generate an overall mean and standard deviation for each period. Mean levels of fatigue will be compared to baseline using three paired-samples t-tests (bright light vs baseline, dim light vs baseline, usual care vs baseline). Changes in daily fatigue over the course of the study will also be evaluated using Generalized Linear Mixed Model analyses.
Time frame: Daily fatigue will be assessed daily via survey during the baseline assessment period (2 weeks) and during each of the 6 treatment periods (2 weeks each).
Within-Subject Difference in Self-reported Weekly Fatigue Assessed Using the PROMIS Item Bank v1.0 Fatigue 8a.
All Weekly Fatigue items are rated on a scale of 1 to 5, with higher scores indicating higher levels of fatigue. PROMIS Weekly Fatigue scale scores will be converted to T-scores using methods from the PROMIS scoring manual based on item response theory. Levels of weekly fatigue will be aggregated within the baseline assessment period and in each of the treatment periods (bright light, dim light, and usual care) to generate an overall mean and standard deviation for each period. Mean levels of weekly fatigue will be compared to baseline using three paired-samples t-tests (bright light vs baseline, dim light vs baseline, usual care vs baseline). Changes in weekly fatigue over the course of the study will also be evaluated using Generalized Linear Mixed Model analyses.
Time frame: Weekly fatigue will be assessed weekly via survey during the baseline assessment period (2 weeks) and during each of the 6 treatment periods (2 weeks each).
Within-Subject Difference in Ecological Momentary Assessment (EMA) of Fatigue.
Fatigue will be assessed via 3 daily text message prompts sent at random times throughout the day asking individuals to rate their fatigue on a scale of 0(low) to 10(high). Levels of EMA fatigue will be aggregated within the baseline assessment period and in each of the treatment periods (bright light, dim light, and usual care) to generate an overall mean and standard deviation for each period. Mean levels of EMA fatigue will be compared to baseline using three paired-samples t-tests (bright light vs baseline, dim light vs baseline, usual care vs baseline). Changes in EMA fatigue over the course of the study will also be evaluated using Generalized Linear Mixed Model analyses.
Time frame: EMA fatigue will be assessed 3 times daily via text message during the baseline assessment period (2 weeks) and during each of the 6 treatment periods (2 weeks each, 12 weeks total).
Participant Satisfaction With Personalized Trial Components.
Participants will rate their satisfaction with the Personalized N-of-1 Trial overall and with individual elements of the trial in a satisfaction survey administered following the baseline and treatment periods (14 weeks). Satisfaction items are not part of an already existing scale but were developed to assess participant satisfaction with specific elements of the current study and the personalized trial overall. Participants will rate their satisfaction on a scale of 1 to 5, with higher numbers indicating greater levels of satisfaction. Means and standard deviations will be reported for each element of satisfaction.
Time frame: Assessed once after the results report has been sent to the participant, within 12 weeks of the study period.
Within-Subject Difference in Ecological Momentary Assessment (EMA) of Pain.
Pain will be assessed via 3 daily text message prompts sent at random times throughout the day asking individuals to rate their pain on a scale of 0(low) to 10(high). Levels of EMA pain will be aggregated within the baseline assessment period and in each of the treatment periods (bright light, dim light, and usual care) to generate an overall mean and standard deviation for each period. Mean levels of EMA pain will be compared to baseline using three paired-samples t-tests (bright light vs baseline, dim light vs baseline, usual care vs baseline). Changes in EMA pain over the course of the study will also be evaluated using Generalized Linear Mixed Model analyses.
Time frame: EMA pain will be assessed 3 times daily via text message during the baseline assessment period (2 weeks) and during each of the 6 treatment periods (2 weeks each, 12 weeks total).
Within-Subject Difference in Ecological Momentary Assessment (EMA) of Concentration.
Concentration will be assessed via 3 daily text message prompts sent at random times throughout the day asking individuals to rate their concentration on a scale of 0(low) to 10(high). Levels of EMA concentration will be aggregated within the baseline assessment period and in each of the treatment periods (bright light, dim light, and usual care) to generate an overall mean and standard deviation for each period. Mean levels of EMA concentration will be compared to baseline using three paired-samples t-tests (bright light vs baseline, dim light vs baseline, usual care vs baseline). Changes in EMA concentration over the course of the study will also be evaluated using Generalized Linear Mixed Model analyses.
Time frame: EMA concentration will be assessed 3 times daily via text message during the baseline assessment period (2 weeks) and during each of the 6 treatment periods (2 weeks each, 12 weeks total).
Within-Subject Difference in Ecological Momentary Assessment (EMA) of Confidence.
Confidence will be assessed via 3 daily text message prompts sent at random times throughout the day asking individuals to rate their confidence on a scale of 0(low) to 10(high). Levels of EMA confidence will be aggregated within the baseline assessment period and in each of the treatment periods (bright light, dim light, and usual care) to generate an overall mean and standard deviation for each period. Mean levels of EMA confidence will be compared to baseline using three paired-samples t-tests (bright light vs baseline, dim light vs baseline, usual care vs baseline). Changes in EMA confidence over the course of the study will also be evaluated using Generalized Linear Mixed Model analyses.
Time frame: EMA confidence will be assessed 3 times daily via text message during the baseline assessment period (2 weeks) and during each of the 6 treatment periods (2 weeks each, 12 weeks total).
Within-Subject Difference in Ecological Momentary Assessment (EMA) of Mood.
Mood will be assessed via 3 daily text message prompts sent at random times throughout the day asking individuals to rate their mood on a scale of 0(poor) to 10(excellent). Levels of EMA mood will be aggregated within the baseline assessment period and in each of the treatment periods (bright light, dim light, and usual care) to generate an overall mean and standard deviation for each period. Mean levels of EMA mood will be compared to baseline using three paired-samples t-tests (bright light vs baseline, dim light vs baseline, usual care vs baseline). Changes in EMA mood over the course of the study will also be evaluated using Generalized Linear Mixed Model analyses.
Time frame: EMA mood will be assessed 3 times daily via text message during the baseline assessment period (2 weeks) and during each of the 6 treatment periods (2 weeks each, 12 weeks total).
Within-Subject Difference in Ecological Momentary Assessment (EMA) of Stress.
Stress will be assessed via 3 daily text message prompts sent at random times throughout the day asking individuals to rate their stress on a scale of 0(low) to 10(high). Levels of EMA stress will be aggregated within the baseline assessment period and in each of the treatment periods (bright light, dim light, and usual care) to generate an overall mean and standard deviation for each period. Mean levels of EMA stress will be compared to baseline using three paired-samples t-tests (bright light vs baseline, dim light vs baseline, usual care vs baseline). Changes in EMA stress over the course of the study will also be evaluated using Generalized Linear Mixed Model analyses.
Time frame: EMA stress will be assessed 3 times daily via text message during the baseline assessment period (2 weeks) and during each of the 6 treatment periods (2 weeks each, 12 weeks total).
Within-Subject Difference in Fitbit Device-Recorded Daily Steps.
Daily step counts will be assessed by a Fitbit Charge 3™ device. Daily step counts will be aggregated within the baseline assessment period and in each of the treatment periods (bright light, dim light, and usual care) to generate an overall mean and standard deviation for each period. Mean daily steps will be compared to baseline using three paired-samples t-tests (bright light vs baseline, dim light vs baseline, usual care vs baseline). Daily steps values over the course of the study will also be evaluated using Generalized Linear Mixed Model analyses.
Time frame: Daily steps will be assessed consistently via Fitbit Charge 3™ device during the baseline assessment period (2 weeks) and during each of the 6 treatment periods (2 weeks each, 12 weeks total).
Within-Subject Difference in Fitbit Device-Recorded Sleep Duration.
Nightly sleep duration will be assessed by a Fitbit Charge 3™ device. Sleep duration will be aggregated within the baseline assessment period and in each of the treatment periods (bright light, dim light, and usual care) to generate an overall mean and standard deviation for each period. Mean sleep duration will be compared to baseline using three paired-samples t-tests (bright light vs baseline, dim light vs baseline, usual care vs baseline). Sleep duration values over the course of the study will also be evaluated using Generalized Linear Mixed Model analyses.
Time frame: Nightly sleep duration will be assessed consistently via Fitbit Charge 3™ device during the baseline assessment period (2 weeks) and during each of the 6 treatment periods (2 weeks each, 12 weeks total).
Mean Participant Survey Adherence Rate.
For each participant of the proportion of surveys measures completed (both daily and weekly surveys) will be calculated. Completion rates across all participants will be reported with means and standard deviations.
Time frame: Assessed once after the results report has been sent to the participant, within 12 weeks of the study period.
Mean Participant Ecological Momentary Assessment (EMA) Adherence Rate.
For each participant of the proportion of EMA measures completed will be calculated. Completion rates across all participants will be reported with means and standard deviations.
Time frame: Assessed once after the results report has been sent to the participant, within 12 weeks of the study period.
Mean Fitbit Device Adherence Rate.
For each participant, the proportion of days where the Fitbit device was worn will be calculated. Completion rates across all participants will be reported with means and standard deviations.
Time frame: Assessed once after the results report has been sent to the participant, within 12 weeks of the study period.
Mean Participant Adherence to AYO Bright Blue Light Device.
For each participant, the proportion of days where 30-minute sessions using the bright blue light device were completed will be calculated. Completion rates across all participants will be reported with means and standard deviations.
Time frame: Assessed once after the results report has been sent to the participant, within 12 weeks of the study period.
Mean Participant Adherence to AYO Dim Blue Light Device.
For each participant, the proportion of days where 30-minute sessions using the dim blue light device were completed will be calculated. Completion rates across all participants will be reported with means and standard deviations.
Time frame: Assessed once after the results report has been sent to the participant, within 12 weeks of the study period.
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