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Trial Title:
Deep Learning-based Classification and Prediction of Radiation Dermatitis in Head and Neck Patients
NCT ID:
NCT05607225
Condition:
Radiation Dermatitis
Head and Neck Cancer
Conditions: Official terms:
Dermatitis
Radiodermatitis
Study type:
Observational
Overall status:
Recruiting
Study design:
Time perspective:
Prospective
Summary:
to develop a deep learning-based model to grade the severity of radiation dermatitis (RD)
and predict the severity of radiation dermatitis in patients with head and neck cancer
undergoing radiotherapy, so as to provide support for doctors' diagnosis and prediction.
Detailed description:
1. Image acquisition The images of the neck area were collected from the enrolled
patients one week before and every week during radiotherapy. The photographs were
taken from three angles (front, left and right oblique) of the neck area.
2. Grading evaluation Each image was individually graded by three experienced
radiotherapy experts according to the RD criteria of RTOG
3. Data analysis Construct a dermatitis grading model basing on deep learning. Evaluate
the performance of model using accuracy, precision, recall, F1-measure, dice value.
Criteria for eligibility:
Study pop:
patients with head and neck cancer who will receive radical radiotherapy
Sampling method:
Non-Probability Sample
Criteria:
Inclusion Criteria:
- Age ≥ 18 years old.
- Histologically or cytologically confirmed head and neck carcinoma confirmed by
pathology.
- Receive radical radiotherapy including neck area
- Informed consent.
Exclusion Criteria:
- unable to cooperate with image acquisition
Gender:
All
Minimum age:
18 Years
Maximum age:
N/A
Healthy volunteers:
No
Locations:
Facility:
Name:
Shenzhen Cancer Hospital, Chinese Academy of Medical Sciences
Address:
City:
Shenzhen
Zip:
518116
Country:
China
Status:
Recruiting
Contact:
Last name:
Li Ma, MD
Phone:
+86-755-66618168
Facility:
Name:
Cancer Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College
Address:
City:
Beijing
Zip:
100080
Country:
China
Status:
Recruiting
Contact:
Last name:
Ye Zhang, MD
Start date:
July 1, 2022
Completion date:
June 30, 2025
Lead sponsor:
Agency:
Cancer Institute and Hospital, Chinese Academy of Medical Sciences
Agency class:
Other
Source:
Cancer Institute and Hospital, Chinese Academy of Medical Sciences
Record processing date:
ClinicalTrials.gov processed this data on November 12, 2024
Source: ClinicalTrials.gov page:
https://clinicaltrials.gov/ct2/show/NCT05607225
