刘振宇-中国科学院大学-UCAS
[中文]
[English]
研究领域
招生信息
教育背景
工作经历
专利与奖励
出版信息
科研活动
基本信息
刘振宇 男 博导 中国科学院自动化研究所电子邮件： zhenyu.liu@ia.ac.cn通信地址： 北京市海淀区中关村东路95号智能化大厦903邮政编码：
研究领域
人工智能，模式识别，医学影像大数据分析
招生信息
招生专业
081104-模式识别与智能系统
招生方向
人工智能，模式识别，医学影像大数据分析
教育背景
2009-09--2014-07 中国科学院大学 博士学位2005-09--2009-07 中国科学技术大学 学士学位
工作经历
工作简历
2019-11~现在, 中国科学院自动化研究所, 研究员2016-11~2019-10,中国科学院自动化研究所, 副研究员2014-07~2016-10,中国科学院自动化研究所, 助理研究员
社会兼职
2018-10-01-2023-10-01,中国研究型医院学会医学影像与人工智能专委会, 副主任委员
专利与奖励
专利成果
（ 1 ）&nbsp脑血流量检测方法和系统,&nbsp发明,&nbsp2018,&nbsp第 2 作者,&nbsp专利号: 201810477322.3（ 2 ）&nbsp一种基于影像组学的多模态磁共振图像差异检测方法及装置,&nbsp发明,&nbsp2016,&nbsp第 2 作者,&nbsp专利号: 201610228491.4（ 3 ）&nbsp一种基于迭代自适应加权的有限视角光声成像重建方法,&nbsp发明,&nbsp2016,&nbsp第 2 作者,&nbsp专利号: 201310302494.4（ 4 ）&nbsp一种光声与X射线断层成像融合的成像系统,&nbsp发明,&nbsp2016,&nbsp第 2 作者,&nbsp专利号: 201310723609.7
出版信息
发表论文
（1） Deep learning algorithm to improve hypertrophic cardiomyopathy mutation prediction using cardiac cine images, EUROPEAN RADIOLOGY, 2021, 第 3 作者（2） Neuroimaging Phenotyping and Assessment of Structural-Metabolic-Electrophysiological Alterations in the Temporal Neocortex of Focal Cortical Dysplasia IIIa, JOURNAL OF MAGNETIC RESONANCE IMAGING, 2021, 第 3 作者（3） A radiomics model for preoperative prediction of brain invasion in meningioma non-invasively based on MRI: A multicentre study, EBIOMEDICINE, 2020, 第 4 作者（4） Erratum to ‘Radiomics analysis of placenta on T2WI facilitates prediction of postpartum haemorrhage: A multicentre study’, EBioMedicine, 2020, 第 3 作者（5） Prediction of Response to Preoperative Neoadjuvant Chemotherapy in Locally Advanced Cervical Cancer Using Multicenter CT-Based Radiomic Analysis, FRONTIERS IN ONCOLOGY, 2020, 第 3 作者（6） Multiparametric MRI-based radiomics analysis for prediction of breast cancers insensitive to neoadjuvant chemotherapy, CLINICAL & TRANSLATIONAL ONCOLOGY, 2020, 第 3 作者（7） Radiopathomics strategy combining multiparametric MRI with whole-slide image for pretreatment prediction of tumor regression grade to neoadjuvant chemoradiotherapy in rectal cancer, CANCER RESEARCH, 2020, 第 2 作者（8） Deep learning radiomics of ultrasonography: Identifying the risk of axillary non-sentinel lymph node involvement in primary breast cancer, EBIOMEDICINE, 2020, 第 2 作者（9） Predicting the Type of Tumor-Related Epilepsy in Patients With Low-Grade Gliomas: A Radiomics Study, FRONTIERS IN ONCOLOGY, 2020, 第 3 作者（10） Radiomics-Based Preoperative Prediction of Lymph Node Status Following Neoadjuvant Therapy in Locally Advanced Rectal Cancer, FRONTIERS IN ONCOLOGY, 2020, 第 3 作者（11） Multiparametric MRI and Whole Slide Image-Based Pretreatment Prediction of Pathological Response to Neoadjuvant Chemoradiotherapy in Rectal Cancer: A Multicenter Radiopathomic Study, ANNALS OF SURGICAL ONCOLOGY, 2020, 第 2 作者（12） Multiparametric MRI-based radiomics analysis for the prediction of breast tumor regression patterns after neoadjuvant chemotherapy, TRANSLATIONAL ONCOLOGY, 2020, 第 3 作者（13） Radiomics improved pre-therapeutic prediction of breast cancers insensitive to neoadjuvant chemotherapy, CANCER RESEARCH, 2020, 第 2 作者（14） Association of MRI-derived radiomic biomarker with disease-free survival in patients with early-stage cervical cancer, THERANOSTICS, 2020, 通讯作者（15） Development of a Deep Learning Model to Identify Lymph Node Metastasis on Magnetic Resonance Imaging in Patients With Cervical Cancer, JAMA NETWORK OPEN, 2020, 第 9 作者（16） Predicting distant metastasis and chemotherapy benefit in locally advanced rectal cancer, NATURE COMMUNICATIONS, 2020, 第 1 作者（17） Improving initial nodal staging of T3 rectal cancer using quantitative image features, BRITISH JOURNAL OF SURGERY, 2020, 第 2 作者（18） Radiologist-like artificial intelligence for grade group prediction of radical prostatectomy for reducing upgrading and downgrading from biopsy, THERANOSTICS, 2020, 第 3 作者（19） Classification of Unmedicated Bipolar Disorder Using Whole-Brain Functional Activity and Connectivity: A Radiomics Analysis, CEREBRAL CORTEX, 2020, 第 3 作者（20） Radiomics Analysis of Postoperative Epilepsy Seizures in Low-Grade Gliomas Using Preoperative MR Images, FRONTIERS IN ONCOLOGY, 2020, 第 2 作者（21） Radiomics analysis of placenta on T2WI facilitates prediction of postpartum haemorrhage: A multicentre study (vol 50, pg 355, 2019), EBIOMEDICINE, 2020, 第 3 作者（22） Mammography-based radiomic analysis for predicting benign BI-RADS category 4 calcifications, EUROPEAN JOURNAL OF RADIOLOGY, 2019, 第 3 作者（23） Radiomic signature: A novel magnetic resonance imaging-based prognostic biomarker in patients with skull base chordoma, RADIOTHERAPY AND ONCOLOGY, 2019, 第 3 作者（24） F-18-FDG-PET-based Radiomics signature predicts MGMT promoter methylation status in primary diffuse glioma, CANCER IMAGING, 2019, 第11作者（25） Radiomics analysis on T2-MR image to predict lymphovascular space invasion in cervical cancer, MEDICAL IMAGING 2019: COMPUTER-AIDED DIAGNOSIS, 2019, 第 3 作者（26） Radiomic nomogram for prediction of axillary lymph node metastasis in breast cancer, EUROPEAN RADIOLOGY, 2019, 第 3 作者（27） The mr radiomic signature can predict preoperative lymph node metastasis in patients with esophageal cancer, EUROPEAN RADIOLOGY, 2019, 第 5 作者（28） Differentiation of atypical non-functional pancreatic neuroendocrine tumor and pancreatic ductal adenocarcinoma using CT based radiomics, EUROPEAN JOURNAL OF RADIOLOGY, 2019, 第 2 作者（29） A Computed Tomography-Based Radiomic Prognostic Marker of Advanced High-Grade Serous Ovarian Cancer Recurrence: A Multicenter Study, FRONTIERS IN ONCOLOGY, 2019, 第 2 作者（30） Radiomics Analysis of DTI Data to Assess Vision Outcome After Intravenous Methylprednisolone Therapy in Neuromyelitis Optic Neuritis, JOURNAL OF MAGNETIC RESONANCE IMAGING, 2019, 第 2 作者（31） Radiomics of Multiparametric MRI for Pretreatment Prediction of Pathologic Complete Response to Neoadjuvant Chemotherapy in Breast Cancer: A Multicenter Study, CLINICAL CANCER RESEARCH, 2019, 第 1 作者（32） Radiomics-Based Pretherapeutic Prediction of Non-response to Neoadjuvant Therapy in Locally Advanced Rectal Cancer, ANNALS OF SURGICAL ONCOLOGY, 2019, 第 3 作者（33） Radiomics signature based on FDG-PET predicts proliferative activity in primary glioma, CLINICAL RADIOLOGY, 2019, 第 4 作者（34） Radiomics analysis of placenta on T2WI facilitates prediction of postpartum haemorrhage: A multicentre study, EBIOMEDICINE, 2019, 第 3 作者（35） A Non-invasive Radiomic Method Using F-18-FDG PET Predicts Isocitrate Dehydrogenase Genotype and Prognosis in Patients With Glioma, FRONTIERS IN ONCOLOGY, 2019, 第 4 作者（36） Radiomics analysis of magnetic resonance imaging improves diagnostic performance of lymph node metastasis in patients with cervical cancer, RADIOTHERAPY AND ONCOLOGY, 2019, 通讯作者（37） Radiomic analysis of multiparametric magnetic resonance imaging for differentiating skull base chordoma and chondrosarcoma, EUROPEAN JOURNAL OF RADIOLOGY, 2019, 第 4 作者（38） 18 F-FDG-PET-based Radiomics signature predicts MGMT promoter methylation status in primary diffuse glioma, Cancer Imaging, 2019, 第11作者（39） Selection Between Liver Resection Versus Transarterial Chemoembolization in Hepatocellular Carcinoma: A Multicenter Study, CLINICAL AND TRANSLATIONAL GASTROENTEROLOGY, 2019, 第 15 作者（40） Radiomic analysis for pretreatment prediction of response to neoadjuvant chemotherapy in locally advanced cervical cancer: A multicentre study, EBIOMEDICINE, 2019, 第 3 作者（41） Deep learning provides a new computed tomography-based prognostic biomarker for recurrence prediction in high-grade serous ovarian cancer, RADIOTHERAPY AND ONCOLOGY, 2019, 第 2 作者（42） Identification of Cognitive Dysfunction in Patients with T2DM Using Whole Brain Functional Connectivity, GENOMICS PROTEOMICS & BIOINFORMATICS, 2019, 第 1 作者（43） Automated detection of hippocampal sclerosis using clinically empirical and radiomics features, EPILEPSIA, 2019, 第 2 作者（44） Predicting EGFR mutation status in lung adenocarcinoma on computed tomography image using deep learning, EUROPEAN RESPIRATORY JOURNAL, 2019, 其他（合作组作者）（45） The Applications of Radiomics in Precision Diagnosis and Treatment of Oncology: Opportunities and Challenges, THERANOSTICS, 2019, 第 1 作者（46） Radiomics of multi-parametric MRI for pretreatment prediction of pathological complete response to neoadjuvant chemotherapy in breast cancer: a multicenter study, Clinical Cancer Research, 2019, 第 1 作者（47） Development and validation of an MRI-based radiomic signature for the preoperative prediction of treatment response in patients with invasive functional pituitary adenoma, EUROPEAN JOURNAL OF RADIOLOGY, 2019, 第 2 作者（48） MRI影像组学在脑胶质瘤分级中的价值研究, Value of MRI radiomics in the glioma grading, 中国微侵袭神经外科杂志, 2018, 第 4 作者（49） Radiomic signature as a diagnostic factor for histologic subtype classification of non-small cell lung cancer, EUROPEAN RADIOLOGY, 2018, 第 9 作者（50） A New Approach to Predict Progression-free Survival in Stage IV EGFR-mutant NSCLC Patients with EGFR-TKI Therapy, CLINICAL CANCER RESEARCH, 2018, 第 9 作者（51） Non-invasive genotype prediction of chromosome 1p/19q co-deletion by development and validation of an mri-based radiomics signature in lower-grade gliomas, JOURNAL OF NEURO-ONCOLOGY, 2018, 其他（合作组作者）（52） Can CT-based radiomics signature predict KRAS/NRAS/BRAF mutations in colorectal cancer?, EUROPEAN RADIOLOGY, 2018, 第 6 作者（53） 临床医学命名实体识别的病历质量筛选标准研究, The Quality Selection Criteria of Medical Records for Named Entity Recognition in Clinical Medicine/, 中国卫生质量管理, 2018, 第 6 作者（54） Building CT Radiomics Based Nomogram for Preoperative Esophageal Cancer Patients Lymph Node Metastasis Prediction, TRANSLATIONAL ONCOLOGY, 2018, 第 2 作者（55） 动态不确定因果图（DUCG）在鞍区疾病中的诊断价值, Diagnostic value of dynamic uncertain causality graph in sellar region disease, 中国微侵袭神经外科杂志, 2018, 第 6 作者（56） 影像组学在胶质瘤临床诊疗中的应用现状, 中国微侵袭神经外科杂志, 2018, 第 2 作者（57） 影像组学技术研究进展及其在结直肠癌中的临床应用, Research Progress of Radiomics and its Application in Clinical of Colorectal Cancer, 中国生物医学工程学报, 2018, 第 2 作者（58） 垂体疾病单中心数据库建设及应用, Establishment and application of a single-center pituitary disease database, 中国微侵袭神经外科杂志, 2018, 第 4 作者（59） The role of insula-cerebellum connection underlying aversive regulation with acupuncture, MOLECULAR PAIN, 2018, 第 3 作者（60） MR-based radiomics signature in differentiating ocular adnexal lymphoma from idiopathic orbital inflammation, EUROPEAN RADIOLOGY, 2018, 第 2 作者（61） A Novel MRI-Based Radiomics Model for Predicting Recurrence in Chordoma, 2018 40TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2018, 第 4 作者（62） Unsupervised Deep Learning Features for Lung Cancer Overall Survival Analysis, 2018, 第 10 作者（63） Radiomics analysis allows for precise prediction of epilepsy in patients with low-grade gliomas, NEUROIMAGE-CLINICAL, 2018, 第 1 作者（64） Semi-automated Enhanced Breast Tumor Segmentation for CT Image, 2017 39TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2017, 第 6 作者（65） A Multi-view Deep Convolutional Neural Networks for Lung Nodule Segmentation, 2017, 第 7 作者（66） Grading of Gliomas by Using Radiomic Features on Multiple Magnetic Resonance Imaging (MRI) Sequences, MEDICAL SCIENCE MONITOR, 2017, 第 2 作者（67） 影像组学的研究进展与挑战, 中华放射学杂志, 2017, 第 7 作者（68） A multivariate pattern analysis study of the HIV-related white matter anatomical structural connections alterations, SPIE Medical Imaging, 2017, 第 2 作者（69） Central focused convolutional neural networks: Developing a data-driven model for lung nodule segmentation, MEDICAL IMAGE ANALYSIS, 2017, 第 4 作者（70） Radiomics Analysis for Evaluation of Pathological Complete Response to Neoadjuvant Chemoradiotherapy in Locally Advanced Rectal Cancer, CLINICAL CANCER RESEARCH, 2017, 第 1 作者（71） Identifying cognitive impairment in type 2 diabetes with functional connectivity: a multivariate pattern analysis of resting state fMRI data, SPIE Medical Imaging, 2017, 第 1 作者（72） Identifying the white matter impairments among ART-na < ve HIV patients: a multivariate pattern analysis of DTI data, EUROPEAN RADIOLOGY, 2017, 第 2 作者（73） 2D and 3D CT Radiomics Features Prognostic Performance Comparison in Non-Small Cell Lung Cancer, TRANSLATIONAL ONCOLOGY, 2017, 第 2 作者（74） Longitudinal assessment of fractional anisotropy alterations caused by simian immunodeficiency virus infection: a preliminary diffusion tensor imaging study, JOURNAL OF NEUROVIROLOGY, 2016, 第 4 作者（75） White matter degeneration in subjective cognitive decline: a diffusion tensor imaging study, ONCOTARGET, 2016, 通讯作者（76） Gray and White Matter Alterations in Early HIV-Infected Patients: Combined Voxel-Based Morphometry and Tract-Based Spatial Statistics, JOURNAL OF MAGNETIC RESONANCE IMAGING, 2016, 第 2 作者（77） 一体化TOF PET/ MR影像技术实现精准定量脑血流量, Study of quantitative cerebral blood flow using integrated TOF PET/ MR, 中华核医学与分子影像杂志, 2016, 第 2 作者（78） Interaction of acupuncture treatment and manipulation laterality modulated by the default mode network, MOLECULAR PAIN, 2016, 第 3 作者（79） Altered Amplitude of Low-Frequency Fluctuation in Primary Open-Angle Glaucoma: A Resting-State fMRI Study, INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2015, 第 2 作者（80） 对主观认知下降人群基于TBSS白质损伤的研究, Tract-based spatial statistics analysis of white matter changes in subjects with subjective cognitive decline, 中国临床医学影像杂志, 2015, 其他（合作组作者）（81） Exploring the Patterns of Acupuncture on Mild Cognitive Impairment Patients Using Regional Homogeneity, PLOS ONE, 2014, 第 1 作者（82） Amplitude of low frequency fluctuation in Primary open angle glaucoma: a resting state fMRI stud, Proceedings of IEEE Engineering in Medicine and Biology Society 2014, 2014, 第 1 作者（83） Limited-view photoacoustic imaging based on an iterative adaptive weighted filtered backprojection approach, APPLIED OPTICS, 2013, 第 5 作者（84） Manipulation of and Sustained Effects on the Human Brain Induced by Different Modalities of Acupuncture: An fMRI Study, PLOS ONE, 2013, （85） Hypothalamus-Related Resting Brain Network Underlying Short-Term Acupuncture Treatment in Primary Hypertension, EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE, 2013, 第 17 作者（86） Analysis of the Rotational Center Location Method in Optical Projection Tomography, 2013 35TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2013, 第 6 作者（87） Altered Hub Configurations within Default Mode Network following Acupuncture at ST36: A Multimodal Investigation Combining fMRI and MEG, PLOS ONE, 2013, 第 5 作者（88） Hypothalamus-Related Resting Brain Network Underlying Short-Term Acupuncture Treatment in Primary Hypertension, EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE, 2013, 第 17 作者（89） Investigation of the effective connectivity of resting state networks in Alzheimer's disease: a functional MRI study combining independent components analysis and multivariate Granger causality analysis, NMR IN BIOMEDICINE, 2012, 第 1 作者（90） Exploring the effective connectivity of resting state networks in Mild Cognitive Impairment: an fMRI study combining ICA and multivariate Granger causality analysis, Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), 2012, 第 1 作者（91） Differential spectral power alteration following acupuncture at different designated places revealed by magnetoencephalography, SPIE Medical Imaging, 2012, 第 1 作者（92） Tractography of white matter based on diffusion tensor imaging in ischaemic stroke involving the corticospinal tract: a preliminary study, SPIE Medical Imaging, 2012, 第 2 作者（93） Dysfunctional whole brain networks in mild cognitive impairment patients: an fMRI study, SPIE Medical Imaging, 2012, 第 1 作者（94） Modulatory effects of acupuncture on resting-state networks: A functional MRI study combining independent component analysis and multivariate granger causality analysis, JOURNAL OF MAGNETIC RESONANCE IMAGING, 2012, 第 7 作者（95） Altered topological patterns of brain networks in mild cognitive impairment and Alzheimer's disease: A resting-state fMRI study, PSYCHIATRY RESEARCH-NEUROIMAGING, 2012, 第 1 作者（96） Acupuncture Induces Divergent Alterations of Functional Connectivity within Conventional Frequency Bands: Evidence from MEG Recordings, PLOS ONE, 2012, 第 7 作者（97） Differential neural responses to acupuncture revealed by MEG using wavelet-based time-frequency analysis: A pilot study, Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), 2011, 第 1 作者（98） Exploring the evolution of post-acupuncture resting-state networks combining ICA and multivariate Granger causality, Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), 2011, 第 2 作者（99） Neural specificity of acupuncture stimulation from support vector machine classification analysis, MAGNETIC RESONANCE IMAGING, 2011, 第 7 作者（100） Investigation of Acupoint Specificity by Multivariate Granger Causality Analysis From Functional MRI Data, JOURNAL OF MAGNETIC RESONANCE IMAGING, 2011, 第 9 作者（101） Investigation of the large-scale functional brain networks modulated by acupuncture, MAGNETIC RESONANCE IMAGING, 2011, 第 5 作者（102） Acupuncture modulates temporal neural responses in wide brain networks: evidence from fMRI study, MOLECULAR PAIN, 2010, 第 6 作者（103） Identification of T2DM Patients Associated Cognitive Dysfunction Using Whole Brain Functional Connectivity, Genomics, Proteomics & Bioinformatics, 第 1 作者
发表著作
（1） Targeting Mechanisms of Typical Indications of Acupuncture, Springer, 2017-08, 第 1 作者（2） Radiomics in medical imaging—detection, extraction and segmentation, Springer, 2018-01, 第 3 作者
科研活动
科研项目
（ 1 ）&nbsp基于影像组学的低级别胶质瘤引发癫痫风险评估方法研究, 主持, 国家级, 2018-01--2019-12（ 2 ）&nbsp基于多模态磁共振成像的糖尿病患者脑网络机制研究, 主持, 国家级, 2016-01--2018-12（ 3 ）&nbsp一体化TOF-PET-MRI 脑血流定量方法研究及在脑疾病的应用, 主持, 国家级, 2016-07--2018-12（ 4 ）&nbsp基于影像组学的局部进展期直肠癌新辅助放化疗效果评估研究, 主持, 省级, 2018-01--2020-12
2013 中国科学院大学，网络信息中心.