基于DCE-MRI影像组学和深度学习预测乳腺癌非前哨淋巴结转移的研究

82001775
2020
H2701.磁共振成像
毛宁
青年科学基金项目
副主任医师
青岛大学
24万元
影像组学;磁共振成像;深度学习;乳腺癌;非前哨淋巴结
2021-01-01到2023-12-31
  • 中英文摘要
  • 结题摘要
  • 结题报告
  • 项目成果
  • 项目参与人
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序号 标题 类型 作者
1 Intratumoral and peritumoral radiomics for preoperative prediction of neoadjuvant chemotherapy effect in breast cancer based on contrast-enhanced spectral mammography 期刊论文 Ning Mao;Yinghong Shi;Chun Lian;Zhongyi Wang;Kun Zhang;Haizhu Xie;Haicheng Zhang;Qianqian Chen;Guanxun Cheng;Cong Xu;Yi Dai
2 乳腺磁共振图像自动分割方法、系统、电子设备及介质 专利 毛宁;周恒;张海程;华臻;马恒;陈玉倩;林凡;谢海柱;高婧;王琪
3 基于对比增强能谱乳腺X线摄影病变内部与周围区域影像组学联合临床因素预测乳腺影像报告和数据系统4类乳腺病变良性与恶性的价值 期刊论文 张诗杰;毛宁;张海程;林凡;王思敏;高婧;张涵;王中一;顾雅佳;谢海柱
4 Mammography-based radiomics for predicting the risk of breast cancer recurrence: a multicenter study 期刊论文 Ning Mao;Ping Yin;Haicheng Zhang;Kun Zhang;Xicheng Song;Dong Xing;Tongpeng Chu
5 Application of Combined Convolution Neural Network and Graph Convolution Network for Predicting Axillary Lymph Node Metastasis in Breast Cancer Based on Dynamic Contrast-enhanced MRI: A Multicenter Study 会议论文 戴懿;成官迅;张海程;谢海柱;毛宁
6 Intratumoral and peritumoral radiomics for preoperatively predicting the axillary Non-sentinel lymph node metastasis in breast cancer on the basis of Contrast-Enhanced mammography: A multicenter study 期刊论文 Fan Lin;Qin Li;Zhongyi Wang;Yinghong Shi;Heng Ma;Haicheng Zhang;Kun Zhang;Ping Yang;Ran Zhang;Shaofeng Duan;Yajia Gu;Ning Mao;Haizhu Xie
7 基于DCR-MRI影像组学预测乳腺癌患者新辅助化疗后腋窝淋巴结状态 会议论文 董春桐;毛宁;谢海柱;王培源
8 基于CESM病变内部与周围区域影像组学及临床因素预测BI-RADS 4类乳腺病变良恶性的研究 会议论文 张诗杰;张海程;毛宁
9 Radiomic analysis on magnetic resonance diffusion weighted image in distinguishing triple-negative breast cancer from other subtypes: a feasibility study 期刊论文 Qinglin Wang;Ning Mao;Meijie Liu;Yinghong Shi;Heng Ma;Jianjun Dong;Xuexi Zhang;Shaofeng Duan;Bin Wang;Haizhu Xie
10 基于CEM瘤内及瘤周影像组学预测乳腺癌HER2状态 会议论文 张诗杰;毛宁;谢海柱;张海程
11 基于深度学习的全自动化管道系统在CEM图像病灶分割和分类中的研究 会议论文 郑甜甜;张海程;林凡;毛宁
12 基于多任务深度学习的全过程系统可自动诊断乳腺病变和预测腋窝淋巴结转移:多中心研究 会议论文 周恒;华臻;张海程;毛宁
13 基于注意力机制的深度学习在DCE-MRI中术前预测乳腺癌腋窝淋巴结转移的研究 会议论文 高婧;毛宁;张海程;谢海柱
14 影像组学及深度学习在预测乳腺癌新辅助化疗疗效中的研究进展 期刊论文 董春桐;毛宁;谢海柱;王培源
15 基于对比增强能谱X线摄影影像组学模型预测三阴性乳腺癌的价值 期刊论文 黄程;毛宁;李天平;张涵;张永霞;谢海柱
16 The predictive value of a fully automated integrated deep learning system based on multi-regional DCE-MRI images in predicting axillary lymph node response after neoadjuvant chemotherapy for breast cancer 会议论文 李子胤;周恒;毛宁
17 基于瘤内及瘤周的CEM影像组学术前预测乳腺癌腋窝非前哨淋巴结转移 会议论文 林凡;毛宁;谢海柱
18 Radiomics of contrast-enhanced spectral mammography for prediction of pathological complete response to neoadjuvant chemotherapy in breast cancer 期刊论文 Kun Zhang;Jun Lin;Fan Lin;Zhongyi Wang;Haicheng Zhang;Shijie Zhang;Ning Mao;Guangdong Qiao
19 Preoperative prediction of histologic grade in invasive breast cancer by using contrast-enhanced spectral mammography-based radiomics 期刊论文 Ning Mao;Zimei Jiao;Shaofeng Duan;Cong Xu;Haizhu Xie
20 Intra- and peritumoral radiomics of contrast-enhanced mammography predicts axillary lymph node metastasis in patients with breast cancer: a multicenter study 期刊论文 Zhongyi Wang;Haicheng Zhang;Fan Lin;Ran Zhang;Heng Ma;Yinghong Shi;Ping Yang;Kun Zhang;Feng Zhao;Ning Mao;Haizhu Xie
21 Artificial intelligence model for diagnosis of breast lesions in contrast enhanced mammography: a multicenter study 会议论文 张海程;毛宁;谢海柱
22 Qualitative assessments of density and background parenchymal enhancement on contrast-enhanced spectral mammography associated with breast cancer risk in high-risk women 期刊论文 Cong Xu;Meiping Jiang;Fan Lin;Kun Zhang;Haizhu Xie;Wei Lv;Haixia Ji;Ning Mao
23 乳腺癌MRI影像组学的研究进展 期刊论文 王中一;毛宁;谢海柱
24 Attention-based deep learning for breast lesions classification on contrast enhanced spectral mammography: a multicentre study 期刊论文 Ning Mao;Haicheng Zhang;Yi Dai;Qin Li;Fan Lin;Jing Gao;Tiantian Zheng;Feng Zhao;Haizhu Xie;Cong Xu;Heng Ma
25 一种基于深度学习的乳腺CEM图像病灶识别系统及设备 专利 毛宁;陈玉倩;张海程;华臻;周恒;林凡;郑甜甜;谢海柱;马恒;王琪
26 Intra- and peritumoral radiomics for predicting malignant BiRADS category 4 breast lesions on contrast-enhanced spectral mammography: a multicenter study 期刊论文 Shijie Zhang;Huafei Shao;Wenjuan Li;Haicheng Zhang;Fan Lin;Qianqian Zhang;Han Zhang;Zhongyi Wang;Jing Gao;Ran Zhang;Yajia Gu;Yunqiang Wang;Ning Mao;Haizhu Xie
27 Contrast-Enhanced Spectral Mammography-Based Radiomics Nomogram for the Prediction of Neoadjuvant Chemotherapy-Insensitive Breast Cancers 期刊论文 Zhongyi Wang;Fan Lin;Heng Ma;Yinghong Shi;Jianjun Dong;Ping Yang;Kun Zhang;Na Guo;Ran Zhang;Jingjing Cui;Shaofeng Duan;Ning Mao;Haizhu Xie
28 对比增强能谱乳腺X线摄影的应用与研究进展 期刊论文 林凡;毛宁;谢海柱
29 Deep learning-enabled fully automated pipeline system for segmentation and classification of single-mass breast lesions using contrast-enhanced mammography: a prospective, multicentre study 期刊论文 Tiantian Zheng;Fan Lin;Xianglin Li;Tongpeng Chu;Jing Gao;Shijie Zhang;Ziyin Li;Yajia Gu;Simin Wang;Feng Zhao;Heng Ma;Haizhu Xie;Cong Xu;Haicheng Zhang;Ning Mao
30 Multitask Deep Learning-Based Whole-Process System for Automatic Diagnosis of Breast Lesions and Axillary Lymph Node Metastasis Discrimination from Dynamic Contrast-Enhanced-MRI: A Multicenter Study 期刊论文 Heng Zhou;Zhen Hua;Jing Gao;Fan Lin;Yuqian Chen;Shijie Zhang;Tiantian Zheng;Zhongyi Wang;Huafei Shao;Wenjuan Li;Fengjie Liu;Qin Li;Jingjing Chen;Ximing Wang;Feng Zhao;Nina Qu;Haizhu Xie;Heng Ma;Haicheng Zhang;Ning Mao
31 一种多模态乳腺磁共振图像分类方法及系统 专利 毛宁;张海程;谢海柱;林凡;高婧
32 Detection and classification of breast lesions using multiple information on contrast-enhanced mammography by a multiprocess deep-learning system: A multicenter study 期刊论文 Chen Yuqian;Hua Zhen;Lin Fan;Zheng Tiantian;Zhou Heng;Zhang Shijie;Gao Jing;Wang Zhongyi;Shao Huafei;Li Wenjuan;Liu Fengjie;Wang Simin;Zhang Yan;Zhao Feng;Liu Hao;Xie Haizhu;Ma Heng;Zhang Haicheng;Mao Ning
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