A Machine Learning-Based Risk Prediction Model for Head and Neck Cancerous Lesions

Trial statusRecruiting
Trial phaseNot listed
Trial typeObservational
Biological sexAll
Age18-100
SponsorThe Affiliated Nanjing Drum Tower Hospital of Nanjing University Medical School

About this trial

This study aims to develop and validate a clinical prediction model for the risk of head and neck cancerous lesions using deep learning combined with AI algorithms, based on multi-center clinical data.

Eligibility criteria

This trial accepts healthy volunteers

Qualifiers

None

Disqualifiers

None

Trial population

The study cohort comprised outpatients and inpatients from the otolaryngology departments of the participating medical centers, who underwent laryngoscopy primarily for initial presenting symptoms such as pharyngeal discomfort and hoarseness.

Trial design

Design model

Cohort

Time perspective

Prospective

Treatments tested in this trial

Not listed

Trial groups

3,000 Participants
are grouped into 2 trial groups
Group A: Patients with head and neck malignancies
Group B: Patients without head and neck malignancies

Trial outcomes

Primary outcomes

1

Laryngoscopic report diagnosis

those data will be collected via medical history records,"The laryngoscopic report diagnosis" primarily consists of detailed diagnostic classifications for various vocal fold and laryngeal pathologies.

Time frame
During the first outpatient visit (Day 1)

Secondary outcomes

1

Demographic data

Demographic data primarily includes demographic characteristics, behavioral habits, medical history, and lifestyle factors.

Time frame
During the first outpatient visit (Day 1)
2

VHI-10

those data will be collected via questionnaire ,Voice-related quality of life was assessed using the Voice Handicap Index (VHI). Total scores range from 0 to 120. Higher scores indicate greater voice-related daily life handicap (worse outcome).

Time frame
During the first outpatient visit(Day 1)

Other outcomes

Sponsors and contacts

Click on the lead sponsor to view all of their trials.

The Affiliated Nanjing Drum Tower Hospital of Nanjing University Medical School

Lead sponsor

Taikang Xianlin Drum Tower Hospital

Collaborator

Zhongda Hospital

Collaborator

Affiliated Cixi Hospital of Wenzhou Medical University

Collaborator

Changzhou Fourth People's Hospital

Collaborator

Nanjing Tongren Hospital

Collaborator

Nanjing Children's Hospital

Collaborator

Gansu Provincial Maternal and Child Health Care Hospital

Collaborator

Shanghai Putuo District People's Hospital

Collaborator

Wuxi Huishan District People's Hospital

Collaborator

Fengyang County Hospital of Traditional Chinese Medicine

Collaborator

Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine

Collaborator