Application of Machine Learning Based on fNIRS in Predicting Acupuncture's Efficacy in Treating Tinnitus
1 other identifier
interventional
500
1 country
1
Brief Summary
This trial aims to use machine learning to analyze fNIRS imaging data of specific brain regions of tinnitus patients, thereby constructing a predictive model of the clinical efficacy of acupuncture for SNT.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable
Started May 2024
Typical duration for not_applicable
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
April 10, 2024
CompletedFirst Posted
Study publicly available on registry
April 15, 2024
CompletedStudy Start
First participant enrolled
May 1, 2024
CompletedPrimary Completion
Last participant's last visit for primary outcome
August 31, 2026
ExpectedStudy Completion
Last participant's last visit for all outcomes
December 31, 2026
April 15, 2024
April 1, 2024
2.3 years
April 10, 2024
April 12, 2024
Conditions
Keywords
Outcome Measures
Primary Outcomes (3)
Change in resting-state functional connectivity (RSFC)
RSFC will be measured by functional near-infrared spectroscopy (fNIRS).
at baseline (pre-treatment), after 4-week treatment
Change in hemoglobin signals
Hemoglobin signals will be measured by functional near-infrared spectroscopy (fNIRS).
at baseline (pre-treatment), after 4-week treatment
Change in Tinnitus Severity Grading
Tinnitus Severity Grading is based on relevant expert consensus.
at baseline (pre-treatment), after 4-week treatment
Secondary Outcomes (2)
Change in Tinnitus Handicap Inventory score
at baseline (pre-treatment), after 4-week treatment
Change in average pure-tone threshold
at baseline (pre-treatment), after 4-week treatment
Study Arms (1)
The acupuncture group
EXPERIMENTALSubjects in the acupuncture group will undergo acupuncture treatment, which is administered 3 times a week for 4 weeks.
Interventions
Acupuncture will be performed at acupoints including TE17 (Yifeng), SI19 (Tinggong), GB2 (Tinghui), TE5 (Waiguan), TE3 (Zhongzhu), ST36 (Zusanli ), KI3 (Taixi), and etc.
Eligibility Criteria
You may qualify if:
- Bilateral tinnitus that meets the diagnostic criteria for chronic subjective tinnitus.
- Male and female, aged between 18 and 60 years.
- Right-handed subjects who are able to comply with the study protocol and sign written informed consent.
- Not participating in other clinical trials concurrently.
You may not qualify if:
- Participants with objective tinnitus.
- Participants have nervous system diseases or neuropsychiatric diseases that can significantly affect brain blood oxygen metabolism assessed by fNIRS.
- Participants with severe cardiovascular and cerebrovascular diseases, malignant liver and kidney diseases, and other serious diseases.
- Participants have any contraindications for acupuncture (such as a bleeding tendency).
- Pregnant or lactating women.
- Participants have received tinnitus treatment with drugs or other therapies in the last four weeks.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
the Third Affiliated Hospital of Zhejiang Chinese Medical University
Hangzhou, Zhejiang, 310000, China
Related Publications (1)
Huang X, Jiang D, Kong D, Liu H, Chen L, Li Y, Zhou J, Gao H, Hu H. Predicting Individual Response to Acupuncture in Sensorineural Tinnitus Using Integrated Functional Near-Infrared Spectroscopy and Machine Learning: Protocol for a Model Development and Validation Study. J Multidiscip Healthc. 2025 Oct 9;18:6579-6593. doi: 10.2147/JMDH.S550296. eCollection 2025.
PMID: 41089742DERIVED
MeSH Terms
Conditions
Interventions
Condition Hierarchy (Ancestors)
Intervention Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Hantong Hu, M.D
The Third Affiliated hospital of Zhejiang Chinese Medical University
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- NA
- Masking
- NONE
- Purpose
- TREATMENT
- Intervention Model
- SINGLE GROUP
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- M.D.
Study Record Dates
First Submitted
April 10, 2024
First Posted
April 15, 2024
Study Start
May 1, 2024
Primary Completion (Estimated)
August 31, 2026
Study Completion (Estimated)
December 31, 2026
Last Updated
April 15, 2024
Record last verified: 2024-04
Data Sharing
- IPD Sharing
- Will not share