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The Relationship Between Hormone Sensitivity and Imaging of Idiopathic Interstitial Pneumonia by Artificial Intelligence

Completed
Conditions
Idiopathic Interstitial Pneumonia
Interventions
Radiation: high resolution CT
Registration Number
NCT05146934
Lead Sponsor
Peking University Third Hospital
Brief Summary

Application of artificial intelligence deep learning algorithm to analyze the relationship between hormone sensitivity of idiopathic interstitial pneumonia and imaging features of high resolution CT.

Detailed Description

Methods: the medical records and chest high-resolution CT images of patients with idiopathic interstitial pneumonia admitted to the respiratory department of the Third Hospital of Peking University from June 1, 2012 to December 31, 2020 were retrospectively analyzed.Application of artificial intelligence deep learning neural convolution network method to create recognition technology of different imaging features.Including ground glass, mesh, honeycomb, nodule or consolidation, the model was established. IIP patients were divided into hormone sensitive group and hormone insensitive group according to whether the use of hormone was effective or not.Logistic regression analysis was used to analyze the correlation between statistically significant parameters and hormone sensitivity.Artificial intelligence was used to establish the correlation model between imaging features and clinical data and hormone sensitivity.

Recruitment & Eligibility

Status
COMPLETED
Sex
All
Target Recruitment
150
Inclusion Criteria

Clinical-pathological-radiology diagnosis of idiopathic interstitial pneumonia Hormone therapy was used; The follow-up data were complete, and the effect of hormone use could be judged.

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Exclusion Criteria

Lung infection disease; Heart failure; Connective tissue disease; IIP Without hormone therapy ; IIP but the follow-up data were incomplete, and the effect of hormone use could not be judged.

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Study & Design

Study Type
OBSERVATIONAL
Study Design
Not specified
Arm && Interventions
GroupInterventionDescription
Hormone insensitivity grouphigh resolution CTPrednisone, 0.5mg/kgqd, 3-6months
Hormone sensitive grouphigh resolution CTPrednisone, 0.5mg/kgqd, 3-6months
Primary Outcome Measures
NameTimeMethod
clinical data and imaging feature ratios in both groups3-6 months after medication

clinical data including ages,gender,symptoms,signs,smoking history,complications,laboratory examination,lung function. Imaging feature including ground-glass opacity, reticulation, honeycomb and consolidation.

Secondary Outcome Measures
NameTimeMethod
the relationship between imaging feature ratios and hormone sensibility3-6 months after medication

Logistic regression analyzing the relationship between imaging feature ratios and hormone sensibility.

Trial Locations

Locations (1)

Peking University Third Hospital

🇨🇳

Beijing, Beijing, China

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