MR‐DELTAnet: A Longitudinal MRI‐Transformer Model Predicting Pathological Complete Response and Revealing Immune Microenvironment via scRNA‐seq in Locally Advanced Rectal Cancer
Year: 2025
Type: article
Language: en
Topic: Single-cell and spatial transcriptomics
Authors and affiliations:
raw_author_name: Wuteng Cao
raw_affiliation_strings: Biomedical Innovation Center, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Radiology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Guangdong Research Institute of Gastroenterology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, No.26, Yuancun Er Heng Road, Tianhe District, Guangzhou, Guangdong, 510655 China
raw_author_name: Huaxian Chen
raw_affiliation_strings: Biomedical Innovation Center, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Coloproctology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Guangdong Research Institute of Gastroenterology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Coloproctology, The Sixth Affiliated Hospital, Sun Yat-sen University, No.26, Yuancun Er Heng Road, Tianhe District, Guangzhou, Guangdong, 510655 China
raw_author_name: Jiao Li
raw_affiliation_strings: Biomedical Innovation Center, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Radiology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Guangdong Research Institute of Gastroenterology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, No.26, Yuancun Er Heng Road, Tianhe District, Guangzhou, Guangdong, 510655 China
raw_author_name: Yihui Zheng
raw_affiliation_strings: Biomedical Innovation Center, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Coloproctology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Guangdong Research Institute of Gastroenterology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Coloproctology, The Sixth Affiliated Hospital, Sun Yat-sen University, No.26, Yuancun Er Heng Road, Tianhe District, Guangzhou, Guangdong, 510655 China
raw_author_name: Liqing Xie
raw_affiliation_strings: Department of Radiology Longyan First Affiliated Hospital of Fujian Medical University  No.105, Jiuyi North Road, Xinluo District Longyan City Fujian 364028 China
Department of Radiology, Longyan First Affiliated Hospital of Fujian Medical University, No.105, Jiuyi North Road, Xinluo District, Longyan City, Fujian, 364028 China
raw_author_name: Guozhong Xiao
raw_affiliation_strings: Biomedical Innovation Center, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Coloproctology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Guangdong Research Institute of Gastroenterology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Coloproctology, The Sixth Affiliated Hospital, Sun Yat-sen University, No.26, Yuancun Er Heng Road, Tianhe District, Guangzhou, Guangdong, 510655 China
raw_author_name: Zeyan Wang
raw_affiliation_strings: Department of Radiology Zhongshan City People's Hospital  No.2 Sunwen East Road Zhongshan City Guangdong 528403 China
Department of Radiology, Zhongshan City People's Hospital, No.2 Sunwen East Road, Zhongshan City, Guangdong, 528403 China
raw_author_name: Fen Yuan
raw_affiliation_strings: Department of Radiology Jiangsu Provincial Hospital of Chinese Medicine  No.155 Hanzhong Road, Qinhuai District Nanjing JiangSu 210029 China
Department of Radiology, Jiangsu Provincial Hospital of Chinese Medicine, No.155 Hanzhong Road, Qinhuai District, Nanjing, JiangSu, 210029 China
raw_author_name: Junhong Chen
raw_affiliation_strings: BGI Research  No. 9 Yunhua Road, Meisha Street, Yantian District Shenzhen Guangdong 518085 China
BGI Research, No. 9 Yunhua Road, Meisha Street, Yantian District, Shenzhen, Guangdong, 518085 China
raw_author_name: Chongbao Sun
raw_affiliation_strings: Biomedical Innovation Center, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Radiology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Guangdong Research Institute of Gastroenterology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, No.26, Yuancun Er Heng Road, Tianhe District, Guangzhou, Guangdong, 510655 China
raw_author_name: Jing Dai
raw_affiliation_strings: Biomedical Innovation Center, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Radiology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Guangdong Research Institute of Gastroenterology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, No.26, Yuancun Er Heng Road, Tianhe District, Guangzhou, Guangdong, 510655 China
raw_author_name: Jinping Zeng
raw_affiliation_strings: Biomedical Innovation Center, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Radiology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Guangdong Research Institute of Gastroenterology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, No.26, Yuancun Er Heng Road, Tianhe District, Guangzhou, Guangdong, 510655 China
raw_author_name: Xinhua Wang
raw_affiliation_strings: Biomedical Innovation Center, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Radiology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Guangdong Research Institute of Gastroenterology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Biomedical Innovation Center, The Sixth Affiliated Hospital, Sun Yat-sen University, No.26, Yuancun Er Heng Road, Tianhe District, Guangzhou, Guangdong, 510655 China
raw_author_name: Lei Wu
raw_affiliation_strings: Department of Radiology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences) Southern Medical University  No.106, Zhongshan 2nd Road Guangzhou Guangdong 510080 China
Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application No.106, Zhongshan 2nd Road Guangzhou Guangdong 510080 China
Guangdong Provincial Key Laboratory of Artificial Intelligence in Medical Image Analysis and Application, No.106, Zhongshan 2nd Road, Guangzhou, Guangdong, 510080 China
Department of Radiology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, No.106, Zhongshan 2nd Road, Guangzhou, Guangdong, 510080 China
raw_author_name: Hongcheng Lin
raw_affiliation_strings: Biomedical Innovation Center, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Coloproctology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Guangdong Provincial Key Laboratory of Colorectal and Pelvic Floor Diseases, Guangdong Research Institute of Gastroenterology, The Sixth Affiliated Hospital Sun Yat‐sen University  No.26, Yuancun Er Heng Road, Tianhe District Guangzhou Guangdong 510655 China
Department of Coloproctology, The Sixth Affiliated Hospital, Sun Yat-sen University, No.26, Yuancun Er Heng Road, Tianhe District, Guangzhou, Guangdong, 510655 China