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Validation of a Multitask Deep Learning System at Spine Metastasis CT

Multicenter Validation of a Multitask Deep Learning System for Spine Metastases Detection Andfeatures Evaluations at Spine Metastasis CT

Status
Completed
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT05156567
Enrollment
280
Registered
2021-12-14
Start date
2022-03-01
Completion date
2024-06-01
Last updated
2024-09-19

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

Conditions

To Evaluate Performance of the DLS

Brief summary

15 resident oncologists were conducted to evaluate the clinical efficacy of DLS in multicenter. They were 1:1 randomly asked to independently read the test images without the assistance of DLS software or with the assistance. Area under the receiver operating characteristic curve (AUC), sensitivity, and specificity of the DLS were calculated with professional graders as the reference standard.

Interventions

DIAGNOSTIC_TESTDeep Learning System

The multitask DLS with five algorithms detecting spine metastases and evaluate features (bone lesion quality, posterolateral involvement, and vertebral body collapse)

Sponsors

Shanghai 6th People's Hospital
Lead SponsorOTHER

Study design

Observational model
COHORT
Time perspective
PROSPECTIVE

Eligibility

Sex/Gender
ALL
Age
18 Years to No maximum
Healthy volunteers
No

Inclusion criteria

1. pathology-proven diagnosis of solid tumor; 2. spinal CT scan indicating spinal metastasis with at least one lesion; 3. no previous surgery for spinal metastasis

Exclusion criteria

1. spinal CT scans with no sagittal reconstruction; 2. the radiologist considered that the quality of CT image was unqualified.

Design outcomes

Primary

MeasureTime frameDescription
AUC1 monthsArea under the receiver operating characteristic curve (AUC) of spinal instability detection

Secondary

MeasureTime frameDescription
sensitivity1 monthssensitivity of spinal instability detection
specificity1 monthsspecificity of spinal instability detection

Countries

China

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026