百晓学者学者目录

孙凯

硕士生导师、讲师，山东第一医科大学

精选作品

期刊论文

2026

眼动追踪技术在阿尔茨海默病及轻度认知障碍中的应用进展

李淑雅，谢佳楠，王艺璇，李坤成，韩芳，孙凯

《中国现代神经疾病杂志》

2026

Second-order morphometric similarity networks predict response to transcutaneous auricular vagus nerve stimulation in major depressive disorder: a two-center study

Chunchen Liu, Yu Xiong, Tianjiao Xu, Jifei Sun, Yue Ma, J Liu, Weihui Li, Yan Xu, Meng Zhao, Jiudong Cao, Yu Zhang, Lei Zhang, Jiazheng Li, Wang X, Wang X, Kai Sun, Changbin Brad Yu, Jiliang Fang

Frontiers in Psychiatry

DOI

2025

探究磁共振成像多模态新序列在食管癌患者术前T分期中的诊断价值

孙凯，李铭

《实用医学影像杂志》

DOI

2024

可解释孪生图对比学习及其在脑疾病诊断中的应用

徐如婷，朱旗，孙凯，朱敏，邵伟，张道强

《南京师大学报(自然科学版)》

2024

基于4D Flow CMR技术评价心肌纤维化对肥厚型心肌病患者左室舒张功能障碍的影响

郑琰，马丽荣，郭家璇，张怀榕，孙潇，孙凯，王一帆，朱力

《磁共振成像》

2024

心脏MRI探索中国成人左心室肌小梁和乳头肌质量参考值范围及其影响因素

李更晓，张振，周珊珊，谢佳楠，高艺源，刘淑蓉，赵之伟，赵军，张铭珠，孙凯，李坤成

《实用放射学杂志》

2024

阿尔茨海默病居家筛查专家共识

徐群，J.Wesson Ashford，陈彪，陈树斌，Jeffrey Cummings，顾柏俊，郭起浩，韩璎，花迎雪，金华，Nagaendran Kandiah，李海雁，刘晓蕾，刘新，卢佩琳，裴中，施晓耕，孙凯，汤彬，Goerge Vradenburg，王惠芳，王军，王晓明，王艳蕊，王艳梅，王玉林，翁文锋，辛美哲，张玉兰，赵禾欣，周显波，王虹峥

《阿尔茨海默病及相关病杂志》

2024

从信号到知识——基于人工智能的医学影像裸数据诊断价值初探（英文）

Bingxi He, Yu Guo, Yongbei Zhu, Lixia Tong, Boyu Kong, Kun Wang, Caixia Sun, Hailin Li, Feng Huang, Liwei Wu, Meng Wang, Fanyang Meng, Le Dou, Kai Sun, Tong Tong, Zhenyu Liu, Ziqi Wei, Wei Mu, Shuo Wang, Zhenchao Tang, Shuaitong Zhang, Jingwei Wei, Lizhi Shao, Mengjie Fang, Juntao Li, Shouping Zhu, Lili Zhou, Shuo Wang, Di Dong, Huimao Zhang, Jie Tian

Engineering

2024

A systematic review on investigating major depressive disorder and bipolar disorder using MRI and genetic data from 2018 to 2024

Kai Sun, Xin Wang, Guifei Zhou, Wenchao Lv, Rujia Song, Wei Wei, Zhenyu Liu, Changbin Brad Yu

Brain‐X

DOI

2023

基于多模态影像学对山羊冠状动脉微循环障碍的实验研究

宋佳敏，刘晓林，周茂荣，孙凯

《医学影像学杂志》

2023

基于联邦知识蒸馏的多站点脑疾病诊断方法

杨启鸣，朱旗，王明明，孙凯，朱敏，邵伟，张道强

《南京师范大学学报(工程技术版)》

2022

从肺栓塞结构化报告数据挖掘的CTA血栓负荷评分

M.A.Fink, V.L.Mayer, T.Schneider, C.Seibold, R.Stiefelhagen, J.Kleesiek, 孙凯

《国际医学放射学杂志》

2022

Identifying sinus invasion in meningioma patients before surgery with deep learning

Q. Qiu, Kai Sun, Jing Zhang, Panpan Liu, Liang Wang, Jun-Ting Zhang, Jun-Lin Zhou, Zhen-Yu Liu, Jie Tian

Medical Imaging

DOI

2022

A deep learning radiomics analysis for identifying sinus invasion in patients with meningioma before operation using tumor and peritumoral regions.

Kai Sun, Jing Zhang, Zhen-Yu Liu, Q. Qiu, Han Gao, Pan-Pan Liu, Kun-Tao Chen, Wei Wei, Liang Wang, Jun-Ting Zhang, Jun-Lin Zhou, Jie Tian

European Journal of Radiology

DOI

2022

Patient-level grading prediction of prostate cancer from mp-MRI via GMINet

Lizhi Shao, Zhen-Yu Liu, Jian-Gang Liu, Ye Yan, Kai Sun, Xiang-Yu Liu, Jian Lu, Jie Tian

Comput. Biol. Medicine

DOI

2021

3D deep learning model for the pretreatment evaluation of treatment response in locally advanced TESCC: A prospective study.

Xiaoqin Li, H. Gao, Jian Zhu, Yong Huang, Yongbei Zhu, Wei Huang, Zhen-Jiang Li, Kai Sun, Zhen-Yu Liu, Jie Tian, Bao-Sheng Li

International Journal of Radiation Oncology, Biology, Physics

DOI

2021

Deep Learning with Quantitative Features of Magnetic Resonance Images to Predict Biochemical Recurrence of Radical Prostatectomy: A Multi-Center Study

Ye Yan, Lizhi Shao, Zhen-Yu Liu, Wei He, Guanyu Yang, Jian-Gang Liu, H. Xia, Yu-Ting Zhang, Huiying Chen, Cheng Liu, Min Lu, Lu-Lin Ma, Kai Sun, Xuezhi Zhou, Xiongjun Ye, Lei Wang, Jie Tian, Jian Lu

Cancers

DOI

2021

Deep learning radiomics-based prediction of distant metastasis in patients with locally advanced rectal cancer after neoadjuvant chemoradiotherapy: A multicentre study

Xiang-Yu Liu, Da-Fu Zhang, Zhen-Yu Liu, Zhen-Hui Li, P. Xie, Kai Sun, Wei Wei, W. Dai, Zhenchao Tang, Yingying Ding, G. Cai, T. Tong, Xiao-Chun Meng, Jie Tian

EBioMedicine

DOI

2021

Patient-Level Prediction of Multi-Classification Task at Prostate MRI Based on End-to-End Framework Learning From Diagnostic Logic of Radiologists

Lizhi Shao, Zhen-Yu Liu, Ye Yan, Jian-Gang Liu, Xiongjun Ye, H. Xia, Xue-Hua Zhu, Yu-Ting Zhang, Zhi-Ying Zhang, Huiying Chen, Wei He, Cheng Liu, Min Lu, Yi Huang, Kai Sun, Xuezhi Zhou, Guanyu Yang, Jian Lu, Jie Tian

IEEE Transactions on Biomedical Engineering

DOI

2020

腺苷负荷动态CT心肌灌注定量评价冠状动脉微循环的实验研究

籍庆余，高扬，王志强，唐跃，贾六军，李彬，孙凯，吕滨

《中国医学影像技术》

DOI

2020

MSCTA三维重建诊断颅内动脉瘤与DSA的一致性研究

郭云飞，王新文，杨婷，孙凯，范凯，张晨彩

《中国CT和MRI杂志》

2020

人工智能深度学习在心血管影像诊断中的研究进展

张佳，孙凯

《中国医学装备》

2020

Radiomics-Based Preoperative Prediction of Lymph Node Status Following Neoadjuvant Therapy in Locally Advanced Rectal Cancer

Xuezhi Zhou, Yongju Yi, Zhen-Yu Liu, Zhi-Yang Zhou, Bing-Jia Lai, Kai Sun, Longfei Li, Li-Yu Huang, Yanqiu Feng, W. Cao, Jie Tian

Frontiers in Oncology

DOI

2020

Improving initial nodal staging of T3 rectal cancer using quantitative image features

Xuezhi Zhou, Zhen-Yu Liu, Da-Fu Zhang, Lin Wu, Kai Sun, Lizhi Shao, Li-Yu Huang, Zhen-Hui Li, Jie Tian

British Journal of Surgery

DOI

2020

Multiparametric MRI and Whole Slide Image-Based Pretreatment Prediction of Pathological Response to Neoadjuvant Chemoradiotherapy in Rectal Cancer: A Multicenter Radiopathomic Study

Lizhi Shao, Zhen-Yu Liu, Li-Li Feng, X. Lou, Zhen-Hui Li, Xiaoyan Zhang, X. Wan, Xuezhi Zhou, Kai Sun, Da-Fu Zhang, Lin Wu, Guanyu Yang, Ying-Shi Sun, Rui-Hua Xu, Xin-Juan Fan, Jie Tian

Annals of Surgical Oncology

DOI

2020

Abstract 2014: Radiopathomics strategy combining multiparametric MRI with whole-slide image for pretreatment prediction of tumor regression grade to neoadjuvant chemoradiotherapy in rectal cancer

Lizhi Shao, Zhen-Yu Liu, Li-Li Feng, X. Lou, Zhen-Hui Li, Xiaoyan Zhang, Xuezhi Zhou, Kai Sun, Da-Fu Zhang, Lin Wu, Guanyu Yang, Ying-Shi Sun, Rui-Hua Xu, X. Wan, Xin-Juan Fan, Jie Tian

Clinical Trials

DOI

2020

Predicting distant metastasis and chemotherapy benefit in locally advanced rectal cancer

Zhen-Yu Liu, Xiao-Chun Meng, Hong-Mei Zhang, Zhen-Hui Li, Jian-Gang Liu, Kai Sun, Yan-Kai Meng, W. Dai, P. Xie, Yingying Ding, Meiyun Wang, G. Cai, Jie Tian

Nature Communications

DOI

2020

Radiomics Analysis of Postoperative Epilepsy Seizures in Low-Grade Gliomas Using Preoperative MR Images

Kai Sun, Zhen-Yu Liu, Yiming Li, Lei Wang, Zhenchao Tang, Shuo Wang, Xuezhi Zhou, Lizhi Shao, Caixia Sun, Xing Liu, T. Jiang, Yin-Yan Wang, Jie Tian

Frontiers in Oncology

DOI

2020

Preoperative prediction of peritoneal metastasis in colorectal cancer using a clinical-radiomics model.

Meng-Lei Li, Kai Sun, W. Dai, W. Xiang, Zhaohe Zhang, Rui Zhang, Renjie Wang, Qingguo Li, Shaobo Mo, Lingyu Han, T. Tong, Zhen-Yu Liu, Jie Tian, G. Cai

European Journal of Radiology

DOI

2020

Classification of Unmedicated Bipolar Disorder Using Whole-Brain Functional Activity and Connectivity: A Radiomics Analysis.

Ying Wang, Kai Sun, Zhen-Yu Liu, Guan-Mao Chen, Yan-Bin Jia, Shu-Ming Zhong, Ji-Yang Pan, Li Huang, Jie Tian

Cerebral Cortex

DOI

2019

The Applications of Radiomics in Precision Diagnosis and Treatment of Oncology: Opportunities and Challenges

Zhen-Yu Liu, Shuo Wang, D. Dong, Jing-Wei Wei, Cheng Fang, Xuezhi Zhou, Kai Sun, Longfei Li, Bo Li, Meiyun Wang, Jie Tian

Theranostics

DOI

2019

Radiomics-Based Pretherapeutic Prediction of Non-response to Neoadjuvant Therapy in Locally Advanced Rectal Cancer

Xuezhi Zhou, Yongju Yi, Zhen-Yu Liu, W. Cao, Bing-Jia Lai, Kai Sun, Longfei Li, Zhi-Yang Zhou, Yanqiu Feng, Jie Tian

Annals of Surgical Oncology

DOI

2019

Automated detection of hippocampal sclerosis using clinically empirical and radiomics features

Jiajie Mo, Zhen-Yu Liu, Kai Sun, Yan-Shan Ma, Wen-Han Hu, Chao Zhang, Yao Wang, Xiu Wang, Chang Liu, Bao-Tian Zhao, Kai Zhang, Jian-Guo Zhang, Jie Tian

Epilepsia

DOI

2019

Radiomics of Multiparametric MRI for Pretreatment Prediction of Pathologic Complete Response to Neoadjuvant Chemotherapy in Breast Cancer: A Multicenter Study

Zhen-Yu Liu, Zhuo-Lin Li, Jin-Rong Qu, Ren-Zhi Zhang, Xuezhi Zhou, Longfei Li, Kai Sun, Zhenchao Tang, Hui Jiang, Hai-Liang Li, Q. Xiong, Yingying Ding, Xin-Ming Zhao, Kun Wang, Zai-Yi Liu, Jie Tian

Clinical Cancer Research

DOI

2019

Radiomic analysis of multiparametric magnetic resonance imaging for differentiating skull base chordoma and chondrosarcoma.

Longfei Li, Ke Wang, Xiu-jian Ma, Zhen-Yu Liu, Shuo Wang, Jiang Du, Kaibing Tian, Xuezhi Zhou, Wei Wei, Kai Sun, Yusong Lin, Zhen Wu, Jie Tian

European Journal of Radiology

DOI

2018

第三代双源CT低剂量仿真结肠镜诊断结直肠癌可行性的临床研究

黄天骄，史学森，孙凯，韩洋，夏丽萍

《国际医学放射学杂志》

2018

随机森林在医学影像分析中的应用研究进展

孙凯

《北京生物医学工程》

2017

肥胖患者80 kV与120 kV不同重建算法CTPA图像质量分析

孙潇，田兴仓，李文玲，孙凯，穆丽莎，朱力

《实用放射学杂志》

2017

双源CT大螺距心脑联合CTA对冠状动脉与头颈动脉粥样硬化相关性的初步分析

王臣，杜祥颖，祝小莲，王艳，李倩义，王苑丁，孙凯，李坤成

《医学影像学杂志》

2016

动态增强MRI对鼻咽癌放化疗疗效的预测价值

郭笑寒，田兴仓，李文玲，穆丽莎，孙凯，蒲艳军，朱力

《磁共振成像》

2016

不同碘流率时体重、体重指数、去脂体重、体脂量及体表面积对CTPA图像质量的影响

孙潇，蒲艳军，穆丽莎，孙凯，朱力

《放射学实践》

2015

MRI对肥厚型心肌病左右心室整体功能变化的研究

孙凯，李文玲，朱力，郭玉林，穆莉莎，蒲艳军，屈先凤，郭笑寒

《磁共振成像》

2014

大螺距双源CT心脏与头颈血管一站式联合扫描的可行性

孙凯，韩瑞娟，王利军，王臣，陈楠，杜祥颖，李立刚，李坤成

《中国医学影像技术》

2012

大螺距双源CT采用bolus-tracking团注法冠状动脉成像的可行性

孙凯，韩瑞娟，赵瑞平，马利军，崔丽芳，李立刚，陈九宏

《中国医学影像技术》

2009

多层螺旋CT对颌骨埋伏牙的定位价值

邵雅华，陈成诗，杨建威，孙凯，刘威

《中国医学影像学杂志》

2000

对建立图像存档与通讯系统若干工程问题的探讨

李铁，孙凯

《中华放射学杂志》

1996

第六届全国医学影像学术会在大理医学院召开

孙凯

《中国冶金工业医学杂志》

1986

医学图形计算机辅助分析系统

宫力平，孙凯

《计算机研究与发展》

研究方向

医学影像智能分析脑影像处理多模态大模型

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