Deep Learning-based sbORN Diagnostic Model
Development of Deep-Learning-Based Multimodal Post Radiotherapy Skull-Base Osteonecrosis and Recurrence of Nasopharyngeal Carcinoma Differential Diagnostic Model
1 other identifier
observational
312
1 country
1
Brief Summary
Skull-base osteonecrosis (sbORN) is a severe long-term complication of nasopharyngeal carcinoma (NPC) post radiotherapy, which significantly diminish the quality of life, increase the risk of internal carotid artery rupture, and is frequently misdiagnosed as NPC recurrence. Novel diagnostic tools are therefore clinically significant. In this study, the investigators seek to ask if a deep-learning-based model shows a significantly higher sensitivity than radiologists. With a cross-sectional design, the investigators aim to recruit 312 participants in Sun Yat-sen Memorial Hospital, Guangzhou, China that meet the eligibility criteria.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Jul 2024
Longer than P75 for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
May 22, 2024
CompletedFirst Posted
Study publicly available on registry
June 17, 2024
CompletedStudy Start
First participant enrolled
July 1, 2024
CompletedPrimary Completion
Last participant's last visit for primary outcome
December 31, 2029
ExpectedStudy Completion
Last participant's last visit for all outcomes
December 31, 2030
October 1, 2024
September 1, 2024
5.5 years
May 22, 2024
September 27, 2024
Conditions
Keywords
Outcome Measures
Primary Outcomes (2)
Area under curve of the differential diagnosis of sbORN and NPC recurrence delivered by the deep-learning-based multimodal model.
Baseline
Area under curve of the differential diagnosis of sbORN and NPC recurrence delivered by the radiologists.
Baseline
Secondary Outcomes (12)
Sensitivity of the differential diagnosis of sbORN and NPC recurrence delivered by the deep-learning-based multimodal model.
Baseline
Specificity of the differential diagnosis of sbORN and NPC recurrence delivered by the deep-learning-based multimodal model.
Baseline
F1 score of the differential diagnosis of sbORN and NPC recurrence delivered by the deep-learning-based multimodal model.
Baseline
Positive predictive value of the differential diagnosis of sbORN and NPC recurrence delivered by the deep-learning-based multimodal model.
Baseline
Negative predictive value of the differential diagnosis of sbORN and NPC recurrence delivered by the deep-learning-based multimodal model.
Baseline
- +7 more secondary outcomes
Other Outcomes (13)
The number of white blood cells in the peripheral blood.
Baseline
The number of neutrophils in the peripheral blood.
Baseline
The number of basophils in the peripheral blood.
Baseline
- +10 more other outcomes
Study Arms (2)
Case
Histologically confirmed sbORN that meets the eligibility criteria.
Control
Histologically confirmed NPC recurrence that meets the eligibility criteria.
Interventions
No intervention is scheduled for this observational study.
Eligibility Criteria
All populations that meet the eligibility criteria.
You may qualify if:
- Equal to or older than 18 years old.
- A history of histologically confirmed nonkeratinizing undifferentiated nasopharyngeal carcinoma.
- A history of radical radiotherapy at nasopharynx.
- Complete remission six months post radical radiotherapy according to RECIST 1.1.
- No evidence of distant metastasis upon recruitment.
- Diagnosis of sbORN given by senior radiologist with 2-4 Likert scores.
- Consent to biopsy awake or under general anesthesia.
- Consent to perform blood tests, EBV DNA, EBV IgAs, and MRI inspection of nasopharynx and neck.
- With a written consent.
You may not qualify if:
- MRI artifacts or other factors that interfere radiological diagnosis and region of interest contouring.
- Suspected lesion is not confined to nasopharynx and skull-base.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University
Guangzhou, Guangdong, 510000, China
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- CASE CONTROL
- Time Perspective
- CROSS SECTIONAL
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
May 22, 2024
First Posted
June 17, 2024
Study Start
July 1, 2024
Primary Completion (Estimated)
December 31, 2029
Study Completion (Estimated)
December 31, 2030
Last Updated
October 1, 2024
Record last verified: 2024-09