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Trial Title: Development and Validation of a Deep Learning System for Nasopharyngeal Carcinoma Using Endoscopic Images

NCT ID: NCT05627310

Condition: Nasopharyngeal Carcinoma

Conditions: Official terms:
Carcinoma
Nasopharyngeal Carcinoma

Conditions: Keywords:
nasopharyngeal carcinoma
deep learning
tumor screening

Study type: Observational

Overall status: Unknown status

Study design:

Time perspective: Other

Intervention:

Intervention type: Other
Intervention name: Diagnostic
Description: Training dataset was used to train the deep learning model, which was validated and tested by external dataset.
Arm group label: Testing Cohort
Arm group label: Validation Cohort

Summary: Develop a deep learning algorithm via nasal endoscopic images from eight NPC treatment centerto detect and screen nasopharyngeal carcinoma(NPC).

Detailed description: Nasopharyngeal carcinoma (NPC) is an epithelial cancer derived from nasopharyngeal mucosa. Nasal endoscopy is the conventional examination for NPC screening. It is a major challenge for inexperienced endoscopists to accurately distinguish NPC and other benign dieseases. In this study, we collcet multi-center endoscopic images and train a deep learning model to detect NPC and indicate tumor location. Then, the model perfomance will be compared with endoscopists and be tested prospectively with external dataset.

Criteria for eligibility:

Study pop:
Nasopharyngeal endoscopic images were collected from 8 hospital in NPC epidemic area all over China.

Sampling method: Probability Sample
Criteria:
Inclusion Criteria: - The quality of endoscopic images should clinical acceptable. - Patients were diagnosed with biopsy(NPC, benign hyperplasia). Control corhort(normal nasopharynx) don't require bispsy result. Exclusion Criteria: - images with spots from lens flares or stains, and overexposure were excluded from further analysis. - image can not expose most part of lesion clearly.

Gender: All

Minimum age: N/A

Maximum age: N/A

Healthy volunteers: No

Locations:

Facility:
Name: Fujian Medical University Union Hospital

Address:
City: Fuzhou
Country: China

Status: Recruiting

Contact:
Last name: De-Sheng Wang, MD PhD

Facility:
Name: Quan Zhou First Affiliated Hospital of Fujian Medical University

Address:
City: Quanzhou
Country: China

Status: Recruiting

Contact:
Last name: Jun Liao, MD PhD

Facility:
Name: The People' s Hospital of Jiangmen

Address:
City: Jiangmen
Country: China

Status: Recruiting

Contact:
Last name: Ming-Zhang Chang, MD

Facility:
Name: First Affiliated Hospital of Guangxi Medical University

Address:
City: Nanning
Country: China

Status: Recruiting

Contact:
Last name: Jie-En Li, MD PhD

Facility:
Name: The People' s Hospital of Guangxi Zhuang Autonomous Region

Address:
City: Nanning
Country: China

Status: Recruiting

Contact:
Last name: Shen-Hong Qu, MD PhD

Facility:
Name: Xiangya Hospital of Central South University

Address:
City: Changsha
Country: China

Status: Recruiting

Contact:
Last name: Wei-Hong Jiang, MD PhD

Facility:
Name: The First Affiliated Hospital of Nanchang University

Address:
City: Nanchang
Country: China

Status: Recruiting

Contact:
Last name: Jing Ye, MD PhD

Facility:
Name: Eye&ENT Hospital of Fudan University

Address:
City: Shanghai
Country: China

Status: Recruiting

Contact:
Last name: Yu-Xuan Shi, MD PhD

Start date: November 1, 2022

Completion date: March 31, 2024

Lead sponsor:
Agency: Eye & ENT Hospital of Fudan University
Agency class: Other

Collaborator:
Agency: Xiangya Hospital of Central South University
Agency class: Other

Collaborator:
Agency: The First Affiliated Hospital of Nanchang University
Agency class: Other

Collaborator:
Agency: Fujian Medical University Union Hospital
Agency class: Other

Collaborator:
Agency: Quan Zhou First Affiliated Hospital of Fujian Medical University
Agency class: Other

Collaborator:
Agency: First Affiliated Hospital of Guangxi Medical University
Agency class: Other

Collaborator:
Agency: The People' s Hospital of Guangxi Zhuang Autonomous Region
Agency class: Other

Collaborator:
Agency: The People' s Hospital of Jiangmen
Agency class: Other

Source: Eye & ENT Hospital of Fudan University

Record processing date: ClinicalTrials.gov processed this data on November 12, 2024

Source: ClinicalTrials.gov page: https://clinicaltrials.gov/ct2/show/NCT05627310

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