ResNet-Vision Transformer based MRI-endoscopy fusion model for predicting treatment response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer: A multicenter study

The MRI-endoscopy fusion model based on ResNet-Vision Transformer achieved favorable performance in predicting treatment response to neoadjuvant chemoradiotherapy and holds tremendous potential for enabling personalized treatment regimens for locally advanced rectal cancer patients.

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Publication Details

Journal
Chinese Medical Journal
Published
2024-12-10
DOI
https://doi.org/10.1097/cm9.0000000000003391
Citations
2
Primary Topic
Radiomics and Machine Learning in Medical Imaging
Type
article
Field-Weighted Citation Impact
0.81

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article

ResNet-Vision Transformer based MRI-endoscopy fusion model for predicting treatment response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer: A multicenter study

Weidong Tong, Yun Lu, Mingjuan Cui, Guangye Tian et al.
2 citations
Chinese Medical Journal
Radiomics and Machine Learning in Medical Imaging
0.81
article

ResNet-Vision Transformer based MRI-endoscopy fusion model for predicting treatment response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer: A multicenter study

Weidong Tong, Yun Lu, Mingjuan Cui, Guangye Tian, Jinhui Wu, Xuhua Hu, Sen Zhang, Quan Wang, Shiwei Zhang, Junhao Zhang, Guiying Wang, Shuhao Liu, Ruiqing Liu, Yingchi Yang, Kai Pang, Keyu Ren, Bo Feng, Y. Zang, Hao Di
article en
2 citations

Abstract

The MRI-endoscopy fusion model based on ResNet-Vision Transformer achieved favorable performance in predicting treatment response to neoadjuvant chemoradiotherapy and holds tremendous potential for enabling personalized treatment regimens for locally advanced rectal cancer patients.

Chinese Medical JournalVol. 138(21)
Qingdao University (CN), Hebei Medical University (CN), Army Medical University (CN), Shandong University (CN), Shanghai Jiao Tong University (CN), Capital Medical University (CN), Jilin University (CN), Ruijin Hospital (CN), Yuhuangding Hospital (CN), Second Hospital of Hebei Medical University (CN), Fourth Hospital of Hebei Medical University (CN), Affiliated Hospital of Qingdao University (CN), First Hospital of Jilin University (CN), Beijing Friendship Hospital (CN)
Natural Science Foundation of Shandong Province
Good health and well-being
Openalex Percentile: Top 24%
Radiomics and Machine Learning in Medical Imaging
0.81
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