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Smartphone Based Smoking Cessation Intervention

Smartphone Based Smoking Cessation Intervention

Status
Completed
Phases
Phase 2Phase 3
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT03740490
Acronym
Smart-TR01
Enrollment
454
Registered
2018-11-14
Start date
2019-08-26
Completion date
2023-11-17
Last updated
2025-08-17

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Smoking Cessation

Keywords

Smoking Cessation, Smartphone Based Smoking Cessation

Brief summary

Smoking is becoming increasingly concentrated among individuals with the lowest levels of income, education, and occupational status. In fact, smoking rates in the United States among people living below the poverty line is nearly twice as high as those above the poverty threshold. Highly flexible and low burden technology-based treatment approaches may overcome many of the barriers that have limited the use and effectiveness of traditional smoking cessation treatments among low socioeconomic status (SES) adults. Ecological momentary assessment (EMA), in which mobile devices are used to capture moment-to-moment experiences, allows for the measurement of phenomena in real-time within natural settings. Smartphone-based smoking cessation apps could offer easily accessible, highly tailored, and intensive interventions at a fraction of the cost of traditional smoking cessation counseling. The Smart-T app uses a lapse risk estimator to identify moments of heightened risk for lapse, and the algorithm tailors treatment messages in real-time based upon level of imminent smoking lapse risk and currently present lapse triggers. This study will compare smoking cessation rates for those randomized to the Smart-T app or the NCI QuitGuide app.

Detailed description

Smoking is becoming increasingly concentrated among individuals with the lowest levels of income, education, and occupational status. In fact, smoking rates in the United States among people living below the poverty line is nearly twice as high as those above the poverty threshold. Highly flexible and low burden technology-based treatment approaches may overcome many of the barriers that have limited the use and effectiveness of traditional smoking cessation treatments among low SES adults. Ecological momentary assessment (EMA), in which mobile devices are used to capture moment-to-moment experiences, allows for the measurement of phenomena in real-time within natural settings. Smartphone-based smoking cessation apps could offer easily accessible, highly tailored, and intensive interventions at a fraction of the cost of traditional smoking cessation counseling. The Smart-T app uses a lapse risk estimator to identify moments of heightened risk for lapse, and the algorithm tailors treatment messages in real-time based upon level of imminent smoking lapse risk and currently present lapse triggers. The study aims are to: Determine the impact of treatment condition (i.e., Smart-T vs. QuitGuide app; n=225 per group) on biochemically verified smoking abstinence. Hypothesis 1: Participants randomly assigned to Smart-T will have significantly higher rates of biochemically-verified abstinence than those assigned to QuitGuide at 26 weeks post-quit. Determine the effect of Smart-T treatment messages on key lapse risk factors. Hypothesis 2: Smoking urge, stress, and cigarette availability will decline more and cessation motivation will increase more following tailored messages that target these lapse triggers in real-time (Smart-T condition) compared with similar situations wherein no messages are provided (QuitGuide condition). EXPERIMENTAL DESIGN: Participants (N=550) will be recruited through the TSET Health Promotion Research Center (HPRC) Tobacco Treatment Research Program (TTRP) which is directed by Dr. Darla Kendzor (Co-I). Participants will also be recruited through advertisements. Individuals seeking smoking cessation services at the TTRP will be given a verbal description of the study during their first visit, and those interested will be screened for study eligibility. Those who respond to study advertisements will complete a brief RedCap screener online (i.e., OKSmokerstudy.com), and those who qualify for the study will contacted by study staff and scheduled for a screening/baseline visit. Consistent with our previous research with low SES populations, we have limited exclusion criteria so that the sample is as broad and representative of the population as possible. Interested individuals will be included in the study if they: 1) earn a score ≥ 4 on the Rapid Estimate of Adult Literacy in Medicine-Short Form (REALM-SF)56 indicating \> 6th grade English literacy level (required to complete EMAs; at least 88% of all individuals screened for our EMA studies have met this inclusion criterion), 2) are willing to quit smoking 7 days after the baseline assessment, 3) are ≥ 18 years of age, 4) have an expired CO level ≥ 7 ppm suggestive of current smoking for those who attend in person baseline visits or substantiate smoking status (e.g., produce a pack of cigarettes) during baseline assessments by sending picture of cigarettes to staff 5) are currently smoking ≥ 5 cigarettes per day, 6) have no contraindications to using NRT, 7) agree to complete EMAs and CO tests on a study provided or personal smartphone, 8) have household income \< 200% of the federal poverty guideline,57 and 9) agree to complete the 26 week post-quit follow-up assessment over the phone and via EMA. Eligible and interested individuals will be randomized to 1 of 2 groups: 1) Smart-T smoking cessation intervention plus NRT, or 2) NCI QuitGuide smoking cessation intervention plus NRT. Stratified randomization will be used to assign participants to groups based upon race, sex, and cigarettes smoked per day. Participants will be followed for 27 weeks and will attend either 1 in-person visit or complete phone-based baseline visits. Participants will be prompted to complete daily EMAs and tests of smoking status using a portable, low-cost, carbon monoxide monitor (Bedfont iCO Smokerlyzer) on 3 days each week. This data will be used to address primary (i.e., biochemically verified 7-day point prevalence abstinence at 26 weeks post-quit) and secondary outcomes (e.g., 30-day point prevalence abstinence, number of days to first lapse, longest period of smoking abstinence). Geographic location data will be captured multiple times per day to link characteristics of the present environment (e.g., proximity to tobacco outlets) with cessation-related outcomes. We have already created software that integrates the iCO sensor into our InsightTM mobile application platform. Sub-Study Update: A sample(n=30) of American Indian/Alaska Native participants who have completed the 6 month follow-up assessment will be asked to participate in another qualitative interview designed to assess the perceived utility and cultural fit of the Smart-T App.Information gathered from these qualitative interviews will be used to culturally modify and then experimentally test a new, culturally tailored, version of the Smart-T app for AI/AN smokers who want to quit smoking. In addition, this will serve as an incredibly valuable training opportunity for an emerging Native American scientist to learn tobacco cessation, mHealth, and qualitative methods research from an interdisciplinary team of leading experts in the field. PROPOSED PROCEDURE: Individuals who provide informed consent and meet the study inclusion criteria will complete the baseline assessment in TTRP clinic space (the TTRP is located in Research Parkway in a building that is adjacent to the PI's office). Participants may alternatively complete the baseline assessment via phone calls with study staff. Following the baseline assessment, participants will be given instruction on how to complete phone-based EMAs and carbon monoxide assessments. All participants, regardless of condition, will be compensated for completing the baseline assessments, phone-based follow-up, and EMAs. In addition, participants will complete expired breath carbon monoxide tests using the portable iCO device 3 days per week (weeks 1-27). Baseline and follow-up measures will assess demographic and smoking characteristics, multiple constructs that are known to be related to lapse (e.g., depression, stress, affect, social support), and document intervention effects (See Table 3 and Appendix). We will also access participant perceptions of each app feature. The Baseline process will take approximately 60-90 minutes to complete and data will be collected either on laptop/tablet computers using Questionnaire Development System (QDS) software or remotely via RedCap surveys. QDS uses a computer-administered self-interview format (i.e., ACASI), which reduces data entry errors and the need to retain paper copies of raw data. Each item appears on the computer screen while the program simultaneously reads the item (participants touch the screen to select answers only after QDS reads each item). Participants wear headphones so that others do not hear the survey items. Participants from our previous studies in similar populations, including those with no computer experience, have reported few problems using the QDS program. Staff will be available to help participants who may have difficulty. The RedCap surveys have been designed to replicate the QDS version as closely as possible. The 26 week post-quit follow-up assessment, which includes a longer EMA (i.e., 20-30 minutes) and a phone call based interview (i.e., The Treatment Improvement Survey, 10-15 minutes) that will be recorded for qualitative analysis. Participants who own an Android smartphone (OS version 6.0 or higher) will be encouraged to download and use the study app on their own phone. Those who do not own this type of smartphone and those who do not have a data plan will be loaned a Samsung smartphone (or equivalent) for 27 weeks so that they may complete EMAs. Participants will navigate through the EMA program and enter data simply by touching the screen. The study app (i.e., Smart-T app or EMA only app) includes a Call Staff function/button that automatically calls study staff (e.g., if they have problems completing EMAs). The EMA app also includes a Payment button which, when pressed, indicates the number of EMAs that have been prompted and completed and the current level of compensation based upon the up-to-the-moment percentage of EMAs completed. Smartphones will automatically collect data when on-demand features are accessed for both the QuitGuide and Smart-T groups (e.g., number of times features are used). Use of personal vs. study provided phones will be examined as a covariate in all analyses. IMPORTANCE OF KNOWLEDGE REASONABLY EXPECTED TO RESULT FROM THE RESEARCH: Although many smartphone based smoking cessation apps exist, none have been developed and empirically validated via a randomized controlled trial in socioeconomically disadvantaged populations of smokers who are seeking to quit smoking. This study is the next step in a line of research that aims to develop and disseminate effective and automated treatments for smoking cessation for this underserved and understudied population. Thus, the knowledge that will be gained from this study is important. Furthermore, the Smart-T app will allow us to reach a population that frequently lacks access to traditional intervention programs, due to limited availability, income, and/or transportation, among other barriers. In addition, the proposed smartphone app is highly versatile and may be easily modified for use in other populations or communities. The risks to subjects are minimal, especially considering the protections against risks that will be implemented for this study.

Interventions

COMBINATION_PRODUCTSmart-T + NRT

Smart-Treatment App and Nicotine Replacement Therapy

COMBINATION_PRODUCTQuitGuide + NRT

NCI QuitGuide Treatment App and Nicotine Replacement Therapy

Sponsors

National Cancer Institute (NCI)
CollaboratorNIH
University of Oklahoma
Lead SponsorOTHER

Study design

Allocation
RANDOMIZED
Intervention model
PARALLEL
Primary purpose
TREATMENT
Masking
NONE

Eligibility

Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
Yes

Inclusion criteria

1. earn a score ≥ 4 on the Rapid Estimate of Adult Literacy in Medicine-Short Form (REALM-SF) indicating \> 6th grade English literacy level 2. are willing to quit smoking 7 days after the baseline visit 3. are ≥ 18 years of age 4. have an expired CO level ≥ 8 ppm suggestive of current smoking 5. are currently smoking ≥ 5 cigarettes per day 6. have no contraindications to using nicotine replacement therapy (NRT) 7. agree to complete EMAs and CO tests on a study provided or personal smartphone 8. have household income \< 200% of the federal poverty guideline 9. agree to complete the 26 week post-quit follow-up assessment over the phone and via EMA

Exclusion criteria

1. cannot read, speak, and understand English 2. are \< 18 years of age

Design outcomes

Primary

MeasureTime frameDescription
Biochemically-Verified Smoking Cessation27 WeeksBiochemically confirmed 7-day point prevalence abstinence using the CO criteria cutoff of ≤ 6 ppm

Secondary

MeasureTime frameDescription
Change in Urge to Quit Smoking27 weeksUrge was assessed using a single ecological momentary assessment (EMA) question: I feel the urge to smoke. Participants rated this item on a 5-point Likert scale ranging from 1 (Strongly disagree) to 5 (Strongly agree). Change scores were calculated by subtracting the pre-message rating from the post-message rating for each prompt. The possible range for the change score is -4 to +4. Higher scores indicate an increase in urge to smoke (worse outcome).
Change in Stress27 weeksStress was assessed using a single ecological momentary assessment (EMA) question: I feel stressed. Participants rated this item on a 5-point Likert scale ranging from 1 (Strongly disagree) to 5 (Strongly agree). Change scores were calculated by subtracting the pre-message rating from the post-message rating for each prompt. The possible range for the change score is -4 to +4. Higher scores indicate an increase in stress (worse outcome).
Change in Perceived Cigarette Availability27 weeksPerceived cigarette availability was assessed using a single ecological momentary assessment (EMA) question: Cigarettes are available to me right now. Participants rated this item on a 5-point Likert scale ranging from 1 (Strongly disagree) to 5 (Strongly agree). Change scores were calculated by subtracting the pre-message rating from the post-message rating for each prompt. The possible range for the change score is -4 to +4. Higher scores indicate an increase in perceived cigarette availability (worse outcome).
Change in Motivation to Quit Smoking27 weeksMotivation to quit smoking was assessed using a single ecological momentary assessment (EMA) question: I want to quit smoking. Participants rated this item on a 5-point Likert scale ranging from 1 (Strongly disagree) to 5 (Strongly agree). Change scores were calculated by subtracting the pre-message rating from the post-message rating for each prompt. The possible range for the change score is -4 to +4. Higher scores indicate an increase in motivation to quit smoking (better outcome).

Countries

United States

Participant flow

Participants by arm

ArmCount
Smart-T + NRT
Smart-T provides content during the pre-quit and post-quit periods to prepare and support participants during their quit attempt. The Smart-T app contains multiple components including an EMA delivery and data transfer system, automated messages based upon EMA responses, and on-demand content. All participants will receive free nicotine replacement therapy (NRT). Smart-T + NRT: Smart-Treatment App and Nicotine Replacement Therapy
225
NCI QuitGuide + NRT
The National Cancer Institute's QuitGuide app is a free smartphone app and is one of few apps that includes many of the recommendations detailed in the Clinical Practice Guideline. The QuitGuide app aims to help smokers understand their smoking patterns and develop the skills needed to quit smoking. QuitGuide provides content during the pre-quit and post-quit periods to prepare and support participants during their quit attempt. All participants will receive free nicotine replacement therapy (NRT). QuitGuide + NRT: NCI QuitGuide Treatment App and Nicotine Replacement Therapy
229
Total454

Baseline characteristics

CharacteristicNCI QuitGuide + NRTTotalSmart-T + NRT
Age, Continuous52.0 years
STANDARD_DEVIATION 11
52.0 years
STANDARD_DEVIATION 11.2
52.0 years
STANDARD_DEVIATION 11.4
Ethnicity (NIH/OMB)
Hispanic or Latino
3 Participants13 Participants10 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
226 Participants441 Participants215 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
0 Participants0 Participants0 Participants
Race (NIH/OMB)
American Indian or Alaska Native
8 Participants22 Participants14 Participants
Race (NIH/OMB)
Asian
0 Participants1 Participants1 Participants
Race (NIH/OMB)
Black or African American
59 Participants111 Participants52 Participants
Race (NIH/OMB)
More than one race
16 Participants31 Participants15 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants0 Participants0 Participants
Race (NIH/OMB)
Unknown or Not Reported
0 Participants0 Participants0 Participants
Race (NIH/OMB)
White
146 Participants289 Participants143 Participants
Sex: Female, Male
Female
167 Participants333 Participants166 Participants
Sex: Female, Male
Male
62 Participants121 Participants59 Participants

Adverse events

Event typeEG000
affected / at risk
EG001
affected / at risk
deaths
Total, all-cause mortality
2 / 2250 / 229
other
Total, other adverse events
0 / 2250 / 229
serious
Total, serious adverse events
0 / 2250 / 229

Outcome results

Primary

Biochemically-Verified Smoking Cessation

Biochemically confirmed 7-day point prevalence abstinence using the CO criteria cutoff of ≤ 6 ppm

Time frame: 27 Weeks

ArmMeasureValue (COUNT_OF_PARTICIPANTS)
Smart-T + NRTBiochemically-Verified Smoking Cessation37 Participants
NCI QuitGuide + NRTBiochemically-Verified Smoking Cessation23 Participants
Secondary

Change in Motivation to Quit Smoking

Motivation to quit smoking was assessed using a single ecological momentary assessment (EMA) question: I want to quit smoking. Participants rated this item on a 5-point Likert scale ranging from 1 (Strongly disagree) to 5 (Strongly agree). Change scores were calculated by subtracting the pre-message rating from the post-message rating for each prompt. The possible range for the change score is -4 to +4. Higher scores indicate an increase in motivation to quit smoking (better outcome).

Time frame: 27 weeks

Population: Mean difference in cessation motivation change score between treatment groups (Smart-T vs. QuitGuide), based on a mixed-effects regression model. Confidence interval reflects the model-estimated difference between groups, not within-group means.

ArmMeasureValue (MEAN)Dispersion
Smart-T + NRTChange in Motivation to Quit Smoking-0.005 Score on a scaleStandard Deviation 0.139
NCI QuitGuide + NRTChange in Motivation to Quit Smoking-0.002 Score on a scaleStandard Deviation 0.118
p-value: 0.21595% CI: [-0.56, 0.13]Mixed Models Analysis
Secondary

Change in Perceived Cigarette Availability

Perceived cigarette availability was assessed using a single ecological momentary assessment (EMA) question: Cigarettes are available to me right now. Participants rated this item on a 5-point Likert scale ranging from 1 (Strongly disagree) to 5 (Strongly agree). Change scores were calculated by subtracting the pre-message rating from the post-message rating for each prompt. The possible range for the change score is -4 to +4. Higher scores indicate an increase in perceived cigarette availability (worse outcome).

Time frame: 27 weeks

Population: Mean difference in cigarette availability change score between treatment groups (Smart-T vs. QuitGuide), based on a mixed-effects regression model. Confidence interval reflects the model-estimated difference between groups, not within-group means.

ArmMeasureValue (MEAN)Dispersion
Smart-T + NRTChange in Perceived Cigarette Availability0.011 Score on a scaleStandard Deviation 0.181
NCI QuitGuide + NRTChange in Perceived Cigarette Availability-0.010 Score on a scaleStandard Deviation 0.116
p-value: 0.45695% CI: [-0.05, 0.1]Mixed Models Analysis
Secondary

Change in Stress

Stress was assessed using a single ecological momentary assessment (EMA) question: I feel stressed. Participants rated this item on a 5-point Likert scale ranging from 1 (Strongly disagree) to 5 (Strongly agree). Change scores were calculated by subtracting the pre-message rating from the post-message rating for each prompt. The possible range for the change score is -4 to +4. Higher scores indicate an increase in stress (worse outcome).

Time frame: 27 weeks

Population: Mean difference in stress change score between treatment groups (Smart-T vs. QuitGuide), based on a mixed-effects regression model. Confidence interval reflects the model-estimated difference between groups, not within-group means.

ArmMeasureValue (MEAN)Dispersion
Smart-T + NRTChange in Stress-0.005 Score on a scaleStandard Deviation 0.164
NCI QuitGuide + NRTChange in Stress-0.031 Score on a scaleStandard Deviation 0.193
p-value: 0.47795% CI: [-0.11, 0.24]Mixed Models Analysis
Secondary

Change in Urge to Quit Smoking

Urge was assessed using a single ecological momentary assessment (EMA) question: I feel the urge to smoke. Participants rated this item on a 5-point Likert scale ranging from 1 (Strongly disagree) to 5 (Strongly agree). Change scores were calculated by subtracting the pre-message rating from the post-message rating for each prompt. The possible range for the change score is -4 to +4. Higher scores indicate an increase in urge to smoke (worse outcome).

Time frame: 27 weeks

Population: Mean difference in smoking urge change score between treatment groups (Smart-T vs. QuitGuide), based on a mixed-effects regression model. Confidence interval reflects the model-estimated difference between groups, not within-group means.

ArmMeasureValue (MEAN)Dispersion
Smart-T + NRTChange in Urge to Quit Smoking0.053 Score on a scaleStandard Deviation 0.243
NCI QuitGuide + NRTChange in Urge to Quit Smoking0.017 Score on a scaleStandard Deviation 0.232
Comparison: Each outcome was modeled using a mixed-effects regression with the change score as the dependent variable and treatment group (Smart-T vs. QuitGuide) as the predictor, restricted to participants who received or would have received that type of message.p-value: 0.28495% CI: [-0.28, 0.08]Mixed Models Analysis

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026