ClinicalTrials.gg
Not yet recruitingNCT07805434Updated Sep 4, 2026

AI-Based Personalized Digital Management for High-Risk Pulmonary Nodule Follow-up

An interventional study of Personalized Digital Outreach in Pulmonary Nodules, sponsored by The First Affiliated Hospital of Guangzhou Medical University. Not yet recruiting. Open to participants aged 40 Years and older. Per ClinicalTrials.gov, last updated 2026-09-04.

Sponsored by The First Affiliated Hospital of Guangzhou Medical University · Not applicable, Interventional, and Health services research

Phase
Not applicable
Study type
Interventional
Enrollment
4,000
Allocation
Randomized
Ages
40 Years and older
Sex
All
01

Study summary

The goal of this pragmatic clinical trial is to learn whether AI-based personalized digital management can help patients with high-risk pulmonary nodules complete appropriate follow-up care. The study will include adults aged 40 years or older whose pulmonary nodules were identified on chest CT scans already performed at the hospital for clinical care, health examinations, or other reasons. The hospital's AI-based lung nodule evaluation system will be used to identify nodules classified as high risk. Patients who have already completed follow-up or entered an active pulmonary nodule management pathway will not be included.

The main question this study aims to answer is:

- Does personalized digital management increase the proportion of patients who complete appropriate pulmonary nodule follow-up within 16 weeks after randomization compared with usual care?

Researchers will compare personalized digital management with usual care. Participants will be randomly assigned in a 1:1 ratio to one of the following groups:

  • The personalized digital management group will receive individualized information about the pulmonary nodule and recommendations for appropriate follow-up through the hospital's official WeChat account.
  • The usual care group will not receive the study-specific personalized digital message. Participants in both groups may continue to receive routine clinical care.

Participants will:

  • Provide electronic informed consent
  • Answer a brief questionnaire about pulmonary nodule care received outside the hospital and selected health information, including smoking history
  • Continue their usual medical care
  • Allow researchers to review relevant hospital records to determine whether pulmonary nodule follow-up was completed

The study will not arrange an additional initial chest CT solely for research purposes. Appropriate follow-up may include specialist evaluation, follow-up chest CT, PET/CT, tissue sampling, surgery, or a documented clinical decision that no further evaluation is needed. Researchers will also examine subsequent diagnostic procedures, lung cancer diagnoses, treatments, complications, and longer-term clinical outcomes.

02

Conditions studied

  • Pulmonary Nodules
03

In context

Multiple Pulmonary Nodules

99 studies on the registry are indexed under Multiple Pulmonary Nodules; 42 are open to participants now.

This study's planned enrollment of 4,000 is above the median of 97 across 46 interventional studies indexed under Multiple Pulmonary Nodules.

Browse Multiple Pulmonary Nodules studies →

Lead sponsor

The First Affiliated Hospital of Guangzhou Medical University is the lead sponsor of 167 studies on the registry; 69 are open to participants now.

Counted across the registry records on this site, refreshed daily.

04

Who can participate

Ages eligible
40 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. Age 40 years or older.
  2. Completion of a chest CT at the study hospital for clinical care, health examination, or another reason.
  3. At least one pulmonary nodule classified as high risk by the Linc model, with a predicted probability of 75% or greater. The index CT, index nodule, model version, and risk score must be traceable.
  4. Follow-up management for the index nodule has not been completed before randomization, and the participant has not entered a clearly documented active pulmonary nodule management pathway.
  5. Ability to provide valid electronic and receive study messages through the hospital's official WeChat account.

Exclusion criteria

Exclusion Criteria:

  1. Prior or current lung cancer, or ongoing diagnostic evaluation, treatment, postoperative care, or surveillance for the index nodule.
  2. Active for which the pulmonary nodule should be evaluated or managed as possible disease or within another established cancer care pathway.
  3. Completion before randomization of a qualifying chest CT, pulmonary nodule specialist or multidisciplinary team evaluation, PET/CT, tissue sampling, surgery or lesion-directed treatment, or verified clinical closure related to the index nodule.
  4. An existing valid order, appointment, referral, or documented active management plan for the index nodule, including active management by thoracic surgery, a pulmonary nodule clinic or multidisciplinary team, oncology, or radiation oncology.
  5. Maximum diameter of the index lesion greater than 30 mm. These patients will receive standardized safety notification and accelerated specialist referral and will not be randomized.
  6. Lung-RADS category 4B or 4X, or an equivalent highly suspicious finding, when Lung-RADS is applicable or can be reliably reconstructed, if clinical safety review determines that immediate notification or accelerated clinical care is required.
  7. Another major clinical safety, ethical, technical, or data-protection concern that cannot be reasonably mitigated.
Terms in these criteria, in plain language(3)

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.

Cancer (malignancy)

Malignancy means cancer. Criteria about another or earlier malignancy ask whether you have had a different cancer, usually within a set number of years.

Some are commonly allowed, such as treated skin cancers other than melanoma and early cancers removed completely — check the exceptions this study lists.

Informed consent

Before you join, the study team explains what taking part involves — its purpose, what happens, the risks and possible benefits — and answers your questions, so you can decide freely. Consent is usually recorded on a form (the informed consent form, ICF) signed by you or, where the law allows, by someone legally authorised to decide for you.

You can keep asking questions during the study, you are told of new information that matters, and you can choose to leave at any time.

Metastases

Cancer that has spread from where it began to other parts of the body. “Metastatic” cancer is cancer that has spread this way.

05

Study design

Phase
Not applicable
Primary purpose
Health services research
Allocation
Randomized
Intervention model
Parallel assignment
Masking
Single (Outcomes assessor)
Enrollment
4,000 participants (estimated)

Study arms

  • Experimental
    Personalized Digital Management

    Following common AI-based identification, eligibility confirmation, and randomization, participants assigned to this arm will receive personalized information about their high-risk pulmonary nodule and recommendations for appropriate specialist follow-up through the hospital's official WeChat account. Participants will otherwise continue routine clinical care.

    Behavioral: Personalized Digital Outreach

  • No intervention
    Usual Care

    Participants assigned to this arm will not receive the study-specific personalized digital information or follow-up recommendations after randomization. They will continue routine clinical care. Standard clinical communication and any necessary safety notifications will remain available.

Interventions

  • BehavioralPersonalized Digital Outreach

    Shortly after randomization, participants receive a study-specific personalized digital message through the hospital's official WeChat account. The message provides understandable information about the participant's AI-classified high-risk pulmonary nodule, explains that a high-risk classification does not establish a diagnosis of lung cancer, and recommends returning to a pulmonary nodule-related specialist for further evaluation. Subsequent imaging, diagnostic procedures, treatment, or observation will be determined by the treating clinician using the official radiology report, prior imaging, and the participant's clinical condition. Message delivery, opening, link clicks, and technical delivery failures will be recorded.

06

What researchers measure

Primary outcomes

  1. Pulmonary Nodule Follow-up Completion Within 16 Weeks After Randomization

    The proportion of all randomized participants who complete at least one qualifying pulmonary nodule follow-up event by Day 112. Qualifying events include: (1) chest CT related to the index nodule; (2) pulmonary nodule specialist or multidisciplinary team evaluation with a documented assessment and management plan; (3) PET/CT; (4) bronchoscopy, percutaneous biopsy, or other tissue sampling; (5) surgery, image-guided ablation, or lesion-directed radiotherapy; or (6) documented clinical closure by a qualified clinician after adequate evaluation. Orders or appointments alone do not count. Patient refusal, loss to follow-up, or death alone do not constitute clinical closure. The denominator includes all randomized participants analyzed according to assigned group. Only hospital records or verified outside-hospital records count as completion.

    Time frame: From randomization through 16 weeks (Day 112)

Secondary outcomes

  1. Follow-up Completion Within 30 Days After Randomization

    Proportion of all randomized participants completing at least one qualifying A-F follow-up event, using the same event and evidence rules as the primary outcome.

    Time frame: From randomization through 30 days

  2. Time From Recommended Management Due Date to First Follow-up Completion

    Difference in days between the first qualifying follow-up event and the prespecified due date. Negative values indicate early completion; positive values indicate delay. Limited to participants with a valid due date.

    Time frame: From randomization through Day 112

  3. Time From Index Chest CT to First Follow-up Completion

    Days from the index chest CT to the first qualifying A-F event, described within prespecified 3-, 6-, or 12-month management strata.

    Time frame: From index chest CT through Day 112

  4. Lung Cancer Diagnosis

    Proportion of all randomized participants meeting the prespecified lung cancer diagnosis standard. Pathologic confirmation is preferred; adjudicated clinical diagnosis is permitted when prespecified criteria are met.

    Time frame: From randomization through 12 months

  5. Diagnostic Closure

    Proportion achieving malignant diagnosis, specific benign diagnosis, or adequate clinical evaluation documenting that no further diagnostic work-up is required.

    Time frame: From randomization through 12 months

  6. Stage of Diagnosed Lung Cancers

    Clinical and pathologic TNM stage distribution among diagnosed lung cancers, including the proportion diagnosed at stage I or II.

    Time frame: From randomization through 12 months

  7. Histologic Type of Diagnosed Lung Cancers

    Distribution of histologic types among participants with pathologically confirmed lung cancer.

    Time frame: From randomization through 12 months

  8. Invasive Procedures Related to the Index Nodule

    Proportion of all randomized participants undergoing bronchoscopy, percutaneous biopsy, surgical sampling or resection, or image-guided ablation related to the index nodule.

    Time frame: From randomization through 12 months

  9. Complications Following an Invasive Procedure

    Proportion of all randomized participants experiencing prespecified related complications, including pneumothorax, bleeding, infection, hospitalization, intensive care, or death.

    Time frame: From randomization through 12 months

  10. Benign Biopsy

    Proportion of all randomized participants undergoing tissue sampling with a final benign result and no lung cancer diagnosis during the prespecified follow-up.

    Time frame: From randomization through 12 months

  11. Nondiagnostic Tissue Sampling

    Proportion of all randomized participants undergoing tissue sampling that does not establish a malignant or specific benign diagnosis.

    Time frame: From randomization through 12 months

  12. Time From Index Chest CT to Lung Cancer Diagnosis

    Days from the index chest CT to the prespecified lung cancer diagnosis date.

    Time frame: From index chest CT through 12 months after randomization

  13. Time From Randomization to Lung Cancer Diagnosis

    Days from randomization to the prespecified lung cancer diagnosis date.

    Time frame: From randomization through 12 months

  14. Time From Recommended Due Date to Lung Cancer Diagnosis

    Difference in days between the prespecified management due date and lung cancer diagnosis; limited to participants with a valid due date.

    Time frame: Through 12 months after randomization

07

Study locations

No study locations are listed for this record.

08

Updates

Tracking since Sep 25, 2026
No changes since tracking began. The registry record was last updated on Sep 4, 2026, before this site started recording changes on Sep 25, 2026. Its history is on ClinicalTrials.gov ↗
09

Registry details

Key details

Study ID
NCT07805434
Responsible party
Jianxing He (Professor, The First Affiliated Hospital of Guangzhou Medical University) — Principal investigator
First posted
Sep 4, 2026
Start date
Oct 1, 2026 (estimated)
Primary completion
Apr 1, 2027 (estimated)
Completion
Oct 1, 2028 (estimated)
Last update
Sep 4, 2026

Oversight

FDA-regulated drug
No
FDA-regulated device
No
View the source record on ClinicalTrials.gov ↗

Not currently enrolling

This study is not yet recruiting, as verified in Sep 2026. You cannot join it, but the record below documents what was studied.

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