ClinicalTrials.gg
RecruitingNCT07089901DEDUCEUpdated Jul 23, 2026

Project DEDUCE: Digital Envirotyping to Develop Understanding of Cigarette Smoking and the Environment

A Phase 4 interventional study of transdermal nicotine replacement therapy in Smoking, sponsored by Duke University. Recruiting at 1 site in United States. Open to participants aged 21 Years and older. Per ClinicalTrials.gov, last updated 2026-07-23.

Sponsored by Duke University · Phase 4, Interventional, and Other

From the registry’s dates

  • Started May 2026; still recruiting 6 months later.

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Phase
Phase 4
Study type
Interventional
Enrollment
600
Allocation
Not applicable
Ages
21 Years and older
Sex
All
01

Where this study stands

Counted across the records on this site · 2026-11-15

Among 30 studies in Smoking by Duke University — 1 open to participants now, 1 under way, none of them phase 3. Smoking · Duke University.

Planned enrollment
Largest of 27
600 · median 41
Started
2026
the only one that year
Phase 4
4 of 30
1 open now
Registered
30th of 30
by date

Among the 30 studies in Smoking by Duke University, this one has the largest planned enrollment of the 27 interventional ones that give a count, is the only one that started in 2026, is one of 4 in phase 4, and was the 30th registered.

Smoking

1,511 studies on the registry are indexed under Smoking; 194 are open to participants now.

Browse Smoking studies →

Open to participants now

1 of the 30 studies in Smoking by Duke University is open now, in 1 country.

By country, each count listing its studies:

Where they have run

Who these studies take

Of the 140 Smoking studies recruiting now, 74 (53%) set no upper age limit and 48 (34%) stop at 75 or younger; 3 take children under 18; 65 take healthy volunteers.

This study: 21 Years and older · all sexes · no healthy volunteers.

The full table on the hub →

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02

Study summary

Tobacco use is a chronic relapsing condition. That is, even with state-of-the-art treatment, >70% of smoking cessation attempts end in a return to regular smoking. Research demonstrates that everyday environments associated with smoking trigger craving for cigarettes, provoke smoking, and lead to relapse. However, despite this knowledge, understanding of environmental correlates of smoking has been limited by a reliance on self-report, leading to imprecise information about the physical environments in which people live. To overcome this challenge, the research team has pioneered the development of digital envirotyping, which uses digital tools (e.g., sensors, cameras, artificial intelligence) to efficiently and accurately characterize and categorize environments with the goal of identifying environmental markers of behavior and health. Foundational to the digital envirotyping research is computer vision (CV), a type of artificial intelligence (AI) that enables computer systems to recognize objects and scenes in digital images, mimicking how humans perceive and understand visual information. With CV researchers can extract detailed and accurate information (i.e., objects and location types) about the everyday environments of people who smoke (PWS) and relate that information to smoking behavior. After validating the use of CV, the researchers used CV to develop enviromarkers of relapse risk. Importantly, they identified a novel enviromarker in which people at greater risk for relapse when they quit are exposed to a more consistent level of environment-related smoking risk as they move between their smoking and nonsmoking environments.

Research is now needed to advance digital envirotyping and enviromarker development in the field of tobacco addiction. The study will recruit a diverse, national sample of n=500 adults who are interested in quitting smoking. For two weeks prior to quitting, they will undergo photoEMA in which they will take two pictures of their current environment when they smoke, and randomly 10 times per day resulting in >300,000 images total. Cessation will be supported by nicotine replacement therapy (i.e., nicotine patch). The primary clinical outcome will be days to relapse. Specific aims are to (1) further develop, refine, and validate methods for efficient digital envirotyping at scale, (2) leverage CV and AI approaches to develop enviromarkers of smoking relapse, and (3) conduct analyses to increase understanding of environmental smoking risk in women and individuals with low socioeconomic status.

03

Conditions studied

  • Smoking

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04

Who can participate

Ages eligible
21 Years and older
Sexes eligible
All
Accepts healthy volunteers
No

Go through the criteria one by one — yes, no or not sure — and take the list to your doctor or the study team. Kept in this browser only.

Inclusion criteria

  1. 21 years of age or older;
  2. Smoke ≥ 10 cigarettes/day
  3. Smoking daily for ≥ 2 years, with a stable smoking pattern for the past 6 months;
  4. Intention to quit smoking and set a target quit date in the next 1 month;
  5. Have an iPhone or Android smartphone capable of running the photoEMA and iCO software
  6. Positive Urine Cotinine Test

Exclusion criteria

Exclusion Criteria:

  1. Pregnant, breastfeeding, or planning to become pregnant during the course of the study;
  2. Currently in smoking cessation treatment or current use of smoking cessation products;
  3. Regular use (i.e. >9 days/month) of non-cigarette nicotine-containing products (e.g. cigarillos, e-cigarettes);
  4. Anticipating major life changes (e.g. new job, birth of a child) during the course of the study;
  5. Unstable medical conditions;
  6. for nicotine replacement therapy.
Terms in these criteria, in plain language(1)

Underlined terms in the criteria open these too. Explained by clinicaltrials.gg, not part of the registry record. The study team decides who can take part.

Contraindication

A reason a treatment, test or procedure should not be given to a particular person, such as an allergy, another illness or a medicine they take.

05

Study design

Phase
Phase 4
Primary purpose
Other
Allocation
Not applicable
Intervention model
Single group
Masking
None (open label)
Enrollment
600 participants (estimated)

Study arms

  • Experimental
    study group

    All participants will receive transdermal nicotine replacement therapy.

    Drug: transdermal nicotine replacement therapy

Interventions

  • Drugtransdermal nicotine replacement therapy

    All participants will receive transdermal nicotine replacement therapy (21 mg. patches)

    Also known as: NRT, nicotine patch

06

What researchers measure

Primary outcomes

  1. Average number of days to smoking relapse

    Participants will self-report smoking from quit date to the 6-month follow-up visit. Days to relapse will be defined as the first of seven consecutive days of smoking.

    Time frame: From quit date to 6-month follow-up (about 6.5 months)

Secondary outcomes

  1. Number of participants who self-report 7-day point prevalence abstinence

    7-day point prevalence abstinence is defined as no smoking in the prior 7 days.

    Time frame: 1-month follow-up (around 1.5 months after beginning treatment)

  2. Number of participants who self-report 7-day point prevalence abstinence

    7-day point prevalence abstinence is defined as no smoking in the prior 7 days.

    Time frame: 3-month follow-up (around 3.5 months after beginning treatment)

  3. Number of participants who self-report 7-day point prevalence abstinence

    7-day point prevalence abstinence is defined as no smoking in the prior 7 days.

    Time frame: 6-month follow-up (around 6.5 months after beginning treatment)

07

Study locations

1 of 1 sites recruiting
  • Duke University Medical Center
    Durham, North Carolina 27706, United States
    Recruiting
    • Laura E Van Althuis, MHA · Contact9196684312
08

References and documents

Individual participant data

Plan to share: Yes — We anticipate depositing the research data with the digital repository of the Inter-university Consortium for Political and Social Research (ICPSR), which supports NIDA-funded data sharing and restricted data access. Data will include photos, ecological momentary assessment data, breath CO readings, and survey data. Each data set will be made available along with the corresponding study protocol and codebook. The codebook will include a basic description of the variable, how and when it was collected, and relevant references or scoring information.

Supporting information: Study protocol, Statistical analysis plan, Informed consent form

Time frame: Data will be made available one year after study completion, and will continue as long as the study is open for data analysis.

No publications or documents are linked to this record.

09

Timeline

Tracking since Sep 25, 2026
ElapsedEstimatedEstimated, not yet reachedSimilar studies: half by the dot; the band is the middle halfHalf of similar studies reached it by the dot; the band is the middle half, from a quarter to three quarters

Started May 2026 (actual). Primary completion is estimated for Mar 2030, 46 months after the start.

Of 29 non-industry phase 4 interventional studies under Smoking, half reached primary completion within 35 months of starting (the median), counting those still running; a quarter within 18 and three quarters within 71. This study's planned 46 months is above that.

Counting every sponsor, half of 29 studies reached it within 35 months; a quarter within 18 and three quarters within 71.

How these figures are worked out, and which studies are left out of them.

Registered
Jul 22, 2025
First posted
Jul 28, 2025
StartActual
May 6, 2026
Primary completionEst.
Mar 31, 2030
CompletionEst.
Mar 31, 2030
Last update
Jul 23, 2026
What these dates mean
Start.
When the first participant enrolled; while estimated, when the study expects to open to recruitment.
Primary completion.
When the last participant was examined or treated to collect data for the study's main question, its primary outcome. A study that stopped early gives the date its data collection stopped.
Completion.
When the last participant's last visit took place, for every outcome, secondary ones and side effects included: the end of the study. Often later than primary completion, sometimes the same day.
Actual and Est.
Actual means the registry says the date has happened. Est. (estimated) is a date the sponsor plans or expects. It can still move, and the sponsor is expected to change it to actual once it has passed.
No changes since tracking began. The registry record was last updated on Jul 23, 2026, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
10

Registry details

Key details

Study ID
NCT07089901
Lead sponsor
Duke University
Responsible party
Sponsor
First posted
Jul 28, 2025
Start date
May 6, 2026
Primary completion
Mar 31, 2030 (estimated)
Completion
Mar 31, 2030 (estimated)
Last update
Jul 23, 2026

Study contacts

Laura Van Althuis, MHA
Contact
deduce@duke.edu
919-668-4312
Jasmin Walia
Contact
deduce@duke.edu
919-668-0983
Francis J. McClernon, PhD
principal investigator · Duke University

Oversight

Data monitoring committee
No
FDA-regulated drug
Yes
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

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