A Multimodal Feature Fusion Prognostic Model for Lumbar Degenerative Diseases Based on Machine Learning

A Prognostic Model for Patients with Lumbar Degenerative Diseases Based on Machine Learning and Its Clinical Application

Status

Active, not recruiting

Phases

Early Phase 1

Study type

Observational

Source

ChiCTR

Registry ID

ChiCTR2200064421

Enrollment

Unknown

Registered

2022-10-07

Start date

2022-10-07

Completion date

Unknown

Last updated

2023-05-15

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Lumbar degenerative disease

Interventions

Training Set :Percutaneous endoscopic discectomy

Test Set:Percutaneous endoscopic discectomy

Eligibility

Sex/Gender

All

Age

18 Years to No maximum

Inclusion criteria

Inclusion criteria: 1. Patients who meet the Western medicine diagnostic standards for lumbar disc herniation in the 2020 Guidelines for Diagnosis and Treatment of Lumbar Disc Herniation; 2. Patients who meet the criteria for TCM syndrome diagnosis of lumbar degenerative diseases and can completely collect clinical symptoms, tongue and pulse of TCM syndrome differentiation types; 3. Aged above 18 years, nationality, gender and marital status are not limited; 4. Willing to accept the investigation and sign the informed consent; 5. Patients who can cooperate to complete relevant examination items and have reliable medical history.

Exclusion criteria

Exclusion criteria: 1. Complicated with fracture, ankylosing spondylitis, spinal deformity, tumor, tuberculosis, infection and other diseases; 2. Suffering from serious diseases such as severe cardiopulmonary dysfunction; 3. Unable to communicate without barrier of speech; Patients with mental illness; 4. Pregnant patients.

Design outcomes

Primary

Measure	Time frame
Grade of intervertebral disc degeneration;Visual Analogue Scale Score;Japanese Orthopaedic Association Scores;The Oswestry Disability Index;Disc height;Intervertebral foramen height;Tongue coating;Pulse condition;Classification of end-plate osteochondritis;Type of disc herniation;Degree of spinal canal stenosis;Classification of lumbar spondylolisthesis;High-intensity zone, HIZ;Age;Gender;Cobb angle;	—

Measure

Time frame

Grade of intervertebral disc degeneration;Visual Analogue Scale Score;Japanese Orthopaedic Association Scores;The Oswestry Disability Index;Disc height;Intervertebral foramen height;Tongue coating;Pulse condition;Classification of end-plate osteochondritis;Type of disc herniation;Degree of spinal canal stenosis;Classification of lumbar spondylolisthesis;High-intensity zone, HIZ;Age;Gender;Cobb angle;

—

Secondary

Measure	Time frame
Operation time;Coagulation function;Intraoperative blood loss;History of hypertension;History of diabetes;Smoking;Drinking;Coronary heart disease;Preoperative albumin values;Preoperative total protein value;Anticoagulant therapy;Use of non-steroidal painkiller;Operative approach;End plate form;Previous surgical history;Infection;Pelvic incidence;Pelvic tilt;Sacral slope;	—

Countries

China

Contacts

Public ContactWang Zhipeng

Affiliated Hospital of Gansu University of Traditional Chinese Medicine

519379148@qq.com+86 18794792634

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 8, 2026