ClinicalTrials.gg
CompletedNCT07906158Updated Oct 30, 2026

PET/CT-Based Intratumoral Heterogeneity and Multimodal Imaging for Tumor Diagnosis and Prognosis

An observational study in Solid Neoplasms and Non-Small Cell Lung Cancer, sponsored by Shengjing Hospital. Completed at 1 site in China. Open to participants aged 18 Years to 79 Years. Per ClinicalTrials.gov, last updated 2026-10-30.

Sponsored by Shengjing Hospital · Observational

Updated Oct 30, 2026Newly registeredGo to Updates ↓
Study type
Observational
Model
Cohort
Time perspective
Other
Enrollment
900
Ages
18 Years to 79 Years
Sex
All
01

Where this study stands

Counted across the records on this site · 2026-11-12

Among 1,877 studies in Carcinoma, Non-Small-Cell Lung with a site in China — 764 open to participants now, 986 under way, 202 of them phase 3. Carcinoma, Non-Small-Cell Lung · China.

Enrollment
50th of 286
900 · median 200
Started
2019
with 118 others
Observational
286 of 1,877
114 open now
Registered
1,876th of 1,877
by date

Among the 1,877 studies in Carcinoma, Non-Small-Cell Lung with a site in China, this one is the 50th largest by enrollment of the 286 observational ones, is one of 119 that started in 2019, is one of 286 observational ones, and was the 1,876th registered.

By phase

1,877 studies; the count open now beside each. This study's row is marked.

Phase 2649 · 272 open
Phase 3365 · 105 open
Observationalthis study286 · 114 open
Phase 1202 · 89 open
Phase 1/2159 · 83 open
No phase138 · 76 open
Phase 440 · 9 open
Phase 2/338 · 16 open

By the year they started

First in 1996; this study’s year is marked. 119 started in 2019.

Size and results

Median enrollment 100 across the 1,591 interventional studies, 200 across the 286 observational. Of the 452 that completed or were terminated, 130 (29%) have results posted.

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Watch this landscapeDownload CSVWith an account: a weekly mail of what changed among 1,877 studies in Carcinoma, Non-Small-Cell Lung with a site in China, or all of them as a file.
02

Study summary

Background \& Rationale: Intratumoral heterogeneity (ITH) is a recognized hallmark and critical driver of therapeutic resistance, rapid disease progression, and poor survival across solid malignancies, notably advanced non-small-cell lung cancer (NSCLC). While tissue biopsies provide histopathologic confirmation, they are invasive and subject to severe spatial sampling bias. Standard whole-tumor radiomics from single-modality CT often masks localized subregional ecological niches. 18F-FDG PET/CT unites glucose metabolic activity with anatomical resolution, offering an ideal non-invasive tool to map whole-tumor spatial and functional heterogeneity in vivo.

Methods \& Design: In this multicenter, bidirectional (retrospective and prospective) observational cohort study, 900 advanced NSCLC patients receiving first-line systemic therapies (chemotherapy, anti-PD-1 immunotherapy, and EGFR-TKIs) were enrolled. Baseline 18F-FDG PET/CT scans obtained within 2 weeks prior to therapy were partitioned into distinct biological habitats using entropy-intensity clustering. IBSI-compliant radiomic features were extracted to develop treatment-specific imaging intratumoral heterogeneity (IITH) signatures. Diagnostic accuracy for staging/metastases and prognostic performance for 6-month progression status, progression-free survival (PFS), and overall survival (OS) were comprehensively validated across internal, external multicenter, and independent prospective cohorts, with biological explainability benchmarked against digital histopathology (HoVer-Net nuclear morphometrics) and transcriptomics.

Read the detailed description

This cohort study employs an ambispective design, with both retrospective and prospective phases.

03

Conditions studied

  • Solid Neoplasms
  • Non-Small Cell Lung Cancer

Keywords

  • PET/CT
  • 18F-FDG
  • Intratumoral Heterogeneity
  • Radiomics
  • Habitat Imaging
  • Non-Small Cell Lung Cancer
  • Tumor Diagnosis
  • Prognosis
  • Progression-Free Survival
  • Prospective and Retrospective Cohort Study
04

Who can participate

Ages eligible
18 Years to 79 Years
Sexes eligible
All
Accepts healthy volunteers
No
Sampling method
Non-probability sample

Study population

The study population is recruited from multiple large tertiary general hospitals and specialized cancer centers including Shengjing Hospital of China Medical University and Liaoning Cancer Hospital. Eligible patients are pathologically confirmed and receive standardized first-line systemic therapy for solid tumors / non-small cell lung cancer. This consecutive lung cancer cohort reflects real-world clinical populations across multiple centers in Northeast China.

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

  • Aged 18-79 years, male or female;
  • Confirmed primary solid malignant tumor (non-small cell lung cancer) by histopathological or cytological examination, clinically staged as stage III-IV according to the 8th edition of AJCC/UICC staging system;
  • Planned to receive or receiving standard systemic therapy (including chemotherapy, /PD-L1 immune checkpoint inhibitors, or EGFR-TKI targeted therapy);
  • Standardized baseline 18F-FDG PET/CT examination completed within 2 weeks before the first anti-tumor treatment, with complete whole-body/thoracic metabolic parameters (SUVmax, MTV, etc.) and thin-slice enhanced/non-enhanced CT image sequences; images with satisfactory quality and without severe respiratory motion artifacts;
  • At least one measurable solid tumor target lesion per v1.1;
  • Complete baseline clinicopathological characteristics, baseline laboratory data, and standardized long-term follow-up records (including progression-free survival and overall survival status);
  • Written signed by the patient or legal representative (waiver of informed consent for the retrospective part has been approved by the institutional review board).

Exclusion criteria

Exclusion Criteria:

  • Unclear pathological diagnosis, non-primary malignant tumor, or concomitant active second primary malignant tumor at other sites;
  • Prior surgical resection, radical radiotherapy, or systemic anti-tumor therapy ( therapy, conversion therapy, etc.) targeting the primary lesion before baseline PET/CT examination;
  • Severe uncontrolled systemic metabolic diseases (e.g., severe diabetes with fasting blood glucose > 11.1 mmol/L that significantly interferes with 18F-FDG uptake distribution), severe hepatic or renal insufficiency, or severe infection that renders the patient intolerant to examination and follow-up;
  • Incomplete PET/CT imaging data, contrast medium injection failure, extremely low image signal-to-noise ratio, or severe respiratory motion artifacts/intracorporeal metal implant artifacts which prevent accurate lesion delineation and radiomic analysis;
  • Severe missing of key clinical follow-up data, loss to follow-up, or inability to accurately determine objective treatment response and survival endpoints.
Terms in these criteria, in plain language(5)

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.

Line of therapy

A line of therapy is one course of treatment, which may combine several drugs. First-line is the first course given; second-line follows when that stops working or is not tolerated.

“Two prior lines” means two courses that count separately under the study’s rules — not simply two drugs. Ask the study team if you are unsure how yours are counted.

PD-1, PD-L1 and checkpoint inhibitors

PD-1, PD-L1 and CTLA-4 are proteins that act as brakes on the immune system. Checkpoint inhibitors, such as pembrolizumab or nivolumab, block them so the immune system can attack a cancer.

PD-L1 can also be measured in a tumour sample. Some scores count stained tumour cells only (TPS); others also count certain immune cells (CPS). The study names the score and the minimum it uses.

RECIST

The standard rules for measuring tumours on CT or MRI scans, to tell whether a cancer is shrinking, stable or growing during treatment.

“Measurable disease per RECIST 1.1” usually means at least one tumour 10 mm or more at its longest on a CT scan, or a lymph node 15 mm or more across its short axis.

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.

Adjuvant and neoadjuvant

Neoadjuvant treatment is given before the main treatment (usually surgery), often to shrink a tumour. Adjuvant treatment is given after it, to lower the chance of the cancer coming back.

05

Study design

Observational model
Cohort
Time perspective
Other
Enrollment
900 participants (actual)
Target follow-up
5 Years
Patient registry
Yes

Groups and cohorts

  • Retrospective Discovery and Internal Validation Cohort, n=658

    Other: This is an observational study with no intervention.

  • External Multicenter Validation Cohort, n=129

    Other: This is an observational study with no intervention.

  • Independent Prospective Validation Cohort, n=113

    Other: This is an observational study with no intervention.

Interventions

  • OtherThis is an observational study with no intervention.

    This is an observational study with no intervention.

06

What researchers measure

Primary outcomes

  1. 6-Month Progression-Free Survival [PFS] Status

    Based on the Response Evaluation Criteria in Solid Tumors (RECIST v1.1), the risk probability score derived from the baseline 18F-FDG PET/CT multimodal intratumoral heterogeneity model is adopted to predict the binary endpoint of disease progression (PD) or all-cause death within 6 months after patients receive first-line systemic anti-tumor therapy. This binary endpoint evaluates 6 months PFS status in patients.

    Time frame: Baseline to 6 months post-treatment initiation

Secondary outcomes

  1. Progression-Free Survival

    Defined as the time interval from the initiation of first-line systemic anti-tumor therapy to the first documented objective disease progression (per RECIST v1.1) or all-cause death. Kaplan-Meier method will be used to plot survival curves. Log-rank test and multivariate Cox proportional hazards regression model will be applied to evaluate the independent prognostic hazard ratio (HR with 95% confidence interval) and C-index (concordance index) of the PET/CT heterogeneity score.

    Time frame: Baseline to progression or death, up to 36 months

  2. Overall Survival

    Defined as the time interval from the date of histopathologically confirmed tumor diagnosis to all-cause death. The independent predictive performance of the PET/CT multimodal model for long-term all-cause mortality risk will be assessed.

    Time frame: Up to 60 months

  3. Diagnostic Accuracy for Nodal and Distant Metastases

    Metastasis diagnosis description: Using histopathological biopsy or long-term multimodality imaging combined with follow-up as the reference standard, we will evaluate the diagnostic sensitivity, specificity and area under the ROC curve of baseline PET/CT multimodal metabolic and anatomical features for regional mediastinal lymph node metastasis (N staging) and occult distant organ metastasis (M staging).

    Time frame: within 3 months from baseline to post-treatment initiation

Other outcomes

  1. Objective Response Rate

    The proportion of patients achieving best objective response (complete response \[CR\] + partial response \[PR\]) and disease control (CR + PR + stable disease \[SD\]) during first-line treatment will be assessed according to RECIST v1.1. The correlation between baseline PET/CT metabolic heterogeneity and short-term treatment response will be analyzed.

    Time frame: From treatment initiation to the assessment of best treatment response (usually 2-6 cycles after treatment initiation, approximately 6-18 weeks).

  2. Disease Control Rate

    The proportion of patients achieving best objective response (complete response \[CR\] + partial response \[PR\]) and disease control (CR + PR + stable disease \[SD\]) during first-line treatment will be assessed according to RECIST v1.1. The correlation between baseline PET/CT metabolic heterogeneity and short-term treatment response will be analyzed.

    Time frame: From treatment initiation to the assessment of best treatment response (usually 2-6 cycles after treatment initiation, approximately 6-18 weeks).

07

Study locations

1 site
  • Shengjing Hospital affiliated to China Medical University
    Shenyang, Liaoning 110000, China
08

Timeline

1 registry update 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

Ran from Feb 2019 to primary completion in Dec 2023, 58 months.

Of 355 non-industry observational studies under Carcinoma, Non-Small-Cell Lung, half reached primary completion within 58 months of starting (the median), counting those still running; a quarter within 36 and three quarters within 126. This study's 58 months is close to that.

Counting every sponsor, half of 497 studies reached it within 55 months; a quarter within 35 and three quarters within 83.

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

Registered
Oct 22, 2026
First posted
Oct 30, 2026
StartActual
Feb 1, 2019
Primary completionActual
Dec 31, 2023
CompletionActual
Jun 30, 2024
Last update
Oct 30, 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.
Registered
First appeared on the registry. No changes since
Oct 30, 2026
Show all 1 update
  1. Oct 30, 2026
    First appeared on the registry

From the registry record's own update history. This site started tracking changes on Sep 25, 2026; for anything earlier, see the record history on ClinicalTrials.gov ↗

09

Registry details

Key details

Study ID
NCT07906158
Lead sponsor
Shengjing Hospital
Collaborators
First Hospital of China Medical University, Liaoning Cancer Hospital & Institute, Fudan University
Responsible party
Huanhuan Chen (Associate Chief Physician / Associate Professor, Shengjing Hospital) — Principal investigator
First posted
Oct 30, 2026
Start date
Feb 1, 2019
Primary completion
Dec 31, 2023
Completion
Jun 30, 2024
Last update
Oct 30, 2026

Oversight

Data monitoring committee
No
View the source record on ClinicalTrials.gov ↗

Not currently enrolling

This study is completed, as verified in Aug 2024. You cannot join it, but the record below documents what was studied.

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