Magnetic Resonance Imaging Texture Analysis for Evaluating Radiation Induced Femoral Head Changes in Rectal Cancer after Radiotherapy

Motivation: To promote a non-invasive method to evaluate the radiation induced femoral head changes. Goal(s): To investigate the value of MRI texture analysis for evaluating radiation induced femoral head changes in rectal cancer patients after radiotherapy. Approach: The texture parameters of T1WI, T2WI and DWI images were extracted in femoral head. And the differences of texture parameters before and after radiotherapy were compared. Results: We found that when combined the texture parameters of T1WI, T2WI and DWI images, the diagnostic efficiency of femoral head changes was optimal with AUC of 0.85 (sensitivity,0.81; specificity,0.80). Impact: MRI texture analysis may provide a non-invasive method to evaluate the radiation induced femoral head changes, providing imaging clues for monitoring the potential radiation-induced femoral head injury.

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Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2024-11-26
DOI
https://doi.org/10.58530/2024/1692
Primary Topic
Radiomics and Machine Learning in Medical Imaging
Type
article
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article

Magnetic Resonance Imaging Texture Analysis for Evaluating Radiation Induced Femoral Head Changes in Rectal Cancer after Radiotherapy

Jingjun Wu
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Radiomics and Machine Learning in Medical Imaging
article

Magnetic Resonance Imaging Texture Analysis for Evaluating Radiation Induced Femoral Head Changes in Rectal Cancer after Radiotherapy

Jingjun Wu
article en

Abstract

Motivation: To promote a non-invasive method to evaluate the radiation induced femoral head changes. Goal(s): To investigate the value of MRI texture analysis for evaluating radiation induced femoral head changes in rectal cancer patients after radiotherapy. Approach: The texture parameters of T1WI, T2WI and DWI images were extracted in femoral head. And the differences of texture parameters before and after radiotherapy were compared. Results: We found that when combined the texture parameters of T1WI, T2WI and DWI images, the diagnostic efficiency of femoral head changes was optimal with AUC of 0.85 (sensitivity,0.81; specificity,0.80). Impact: MRI texture analysis may provide a non-invasive method to evaluate the radiation induced femoral head changes, providing imaging clues for monitoring the potential radiation-induced femoral head injury.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
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Openalex Percentile: Top 64%
Radiomics and Machine Learning in Medical Imaging
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Magnetic Resonance Imaging Texture Analysis for Evaluating Radiation Induced Femoral Head Changes in Rectal Cancer after Radiotherapy — Jingjun Wu · Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition (2024) | TGRS Research Map | TGRS