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Pathway-Aware Multimodal Transformer (PAMT): Integrating Pathological Image and Gene Expression for Interpretable Cancer Survival Analysis 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2026, 卷号: 48, 期号: 1, 页码: 896-913
作者:  Yan, Rui;  Zhang, Xueyuan;  Jiang, Zihang;  Wang, Baizhi;  Bian, Xiuwu;  Ren, Fei;  Zhou, S. Kevin
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Pathology  Cancer  Transformers  Feature extraction  Data models  Biological system modeling  Analytical models  Deep learning  Semantics  Multimodal transformer  model interpretability  survival analysis  pathological image analysis  gene expression  gene expression  
Sparse and Hierarchical Transformer for Survival Analysis on Whole Slide Images 期刊论文
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2024, 卷号: 28, 期号: 1, 页码: 7-18
作者:  Yan, Rui;  Lv, Zhilong;  Yang, Zhidong;  Lin, Senlin;  Zheng, Chunhou;  Zhang, Fa
收藏  |  浏览/下载：59/0  |  提交时间：2024/05/20
Hierarchical representation  pathological image analysis  sparse transformer  survival analysis  
TransSurv: Transformer-Based Survival Analysis Model Integrating Histopathological Images and Genomic Data for Colorectal Cancer 期刊论文
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2023, 卷号: 20, 期号: 6, 页码: 3411-3420
作者:  Lv, Zhilong;  Lin, Yuexiao;  Yan, Rui;  Wang, Ying;  Zhang, Fa
收藏  |  浏览/下载：103/0  |  提交时间：2024/05/20
Cancer  Genomics  Bioinformatics  Transformers  Tumors  Feature extraction  Prognostics and health management  Survival analysis  multi-modal learning  transformer  histopathological slides  genomic data  
A Novel Attention-Mechanism Based Cox Survival Model by Exploiting Pan-Cancer Empirical Genomic Information 期刊论文
CELLS, 2022, 卷号: 11, 期号: 9, 页码: 18
作者:  Meng, Xiangyu;  Wang, Xun;  Zhang, Xudong;  Zhang, Chaogang;  Zhang, Zhiyuan;  Zhang, Kuijie;  Wang, Shudong
收藏  |  浏览/下载：103/0  |  提交时间：2022/12/07
deep learning  survival analysis  neural networks  Cox regression  cancer prognosis  
DeepOmix: A scalable and interpretable multi-omics deep learning framework and application in cancer survival analysis 期刊论文
COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL, 2021, 卷号: 19, 页码: 2719-2725
作者:  Zhao, Lianhe;  Dong, Qiongye;  Luo, Chunlong;  Wu, Yang;  Bu, Dechao;  Qi, Xiaoning;  Luo, Yufan;  Zhao, Yi
收藏  |  浏览/下载：130/0  |  提交时间：2021/12/01
Multi-omics  Deep learning  Survival analysis  Prognosis prediction  Interpretable model  
An Inception Module CNN Classifiers Fusion Method on Pulmonary Nodule Diagnosis by Signs 期刊论文
TSINGHUA SCIENCE AND TECHNOLOGY, 2020, 卷号: 25, 期号: 3, 页码: 368
作者:  Zheng Guangyuan;  Han Guanghui;  Soomro Nouman Qadeer
收藏  |  浏览/下载：62/0  |  提交时间：2023/12/04
COMPUTER-AIDED DIAGNOSIS  HIGH-RESOLUTION CT  LUNG-CANCER  NEURAL-NETWORKS  IMAGING SIGNS  CLASSIFICATION  SURVIVAL  SYSTEM  PERFORMANCE  PATTERNS  sign  lung cancer  pulmonary nodule  Convolutional Neural Network (CNN)  Artificial Immune Algorithm (AIA)  
A P53-related microRNA model for predicting the prognosis of hepatocellular carcinoma patients 期刊论文
JOURNAL OF CELLULAR PHYSIOLOGY, 2019, 页码: 10
作者:  Fang, Shuang-Sang;  Guo, Jin-Cheng;  Zhang, Jian-Hua;  Liu, Jin-Na;  Hong, Shuai;  Yu, Bo;  Gao, Yuhan;  Hu, Su-Pei;  Liu, Hai-Zhong;  Sun, Liang;  Zhao, Yi
收藏  |  浏览/下载：149/0  |  提交时间：2019/12/10
hepatocellular carcinoma  microRNA  prognostic model  survival  
Comprehensive analysis of lncRNA-TF crosstalks and identification of prognostic regulatory feedback loops of glioblastoma using lncRNA/TF-mediated ceRNA network 期刊论文
JOURNAL OF CELLULAR BIOCHEMISTRY, 2019, 页码: 13
作者:  Ji, Yang;  Gu, Yaqin;  Hong, Shuai;  Yu, Bo;  Zhang, Jian-Hua;  Liu, Jin-Na
收藏  |  浏览/下载：125/0  |  提交时间：2019/12/10
ceRNA networks  core lncRNA-TF crosstalks  glioblastoma  survival biomarkers  
Postoperative adjuvant antiviral therapy for hepatitis B/C virus-related hepatocellular carcinoma: A meta-analysis 期刊论文
WORLD JOURNAL OF GASTROENTEROLOGY, 2010, 卷号: 16, 期号: 23, 页码: 2931-2942
作者:  Miao, Ruo-Yu;  Zhao, Hai-Tao;  Yang, Hua-Yu;  Mao, Yi-Lei;  Lu, Xin;  Zhao, Yi;  Liu, Chang-Ning;  Zhong, Shou-Xian;  Sang, Xin-Ting;  Huang, Jie-Fu
收藏  |  浏览/下载：119/0  |  提交时间：2019/12/16
Antiviral therapy  Hepatitis B virus  Hepatitis C virus  Hepatocellular carcinoma  Recurrence  Survival