影像组学在神经系统疾病中的应用研究(3)
神經系统疾病的辅助方法中,影像组学的应用起步较晚,但优势颇多,也是不少研究人员所投身的热门方向,近几年相关成果也不断涌现。随着影像组学技术的进一步提升,医工结合趋势的推进,未来影像组学必将大有可为。
参考文献:
[1]Lambin P,Rios-Velazquez E,Leijenaar R,et al.Radiomics: extracting more information from medical images using advanced feature analysis[J].Eur J Cancer,2012,48(4):441-446.
[2] Kumar V,Gu Y,Basu S,et al.Radiomics: the process and the challenges[J].Magnetic Resonance Imaging,2012,30(9):1234-1248.
, http://www.100md.com
[3]夏凡,胡盼盼,王佳舟,等.影像组学应用于肝脏特征分析及其预测治疗反应的初步研究[J].中国癌症杂志,2016,26(6):521-526.
[4]吴亚平,伍卫国,林予松,等.影像组学的兴起及其应用[J].医药论坛杂志,2017,38(10):173-177.
[5]Aerts HJ,Velazquez ER,Leijenaar RT,et al.Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach[J].Nat Commun,2014(5):4006.
[6]Glasser MF,Smith SM,Marcus DS,et al.The Human Connectome Project's neuroimaging approach[J].Nat Neurosci,2016,19(9):1175-1187.
, 百拇医药
[7]Zhou M,Scott J.Radiomics in Brain Tumor:Image Assessment,Quantitative Feature Descriptors,and Machine-Learning Approaches[J].Ajnr Am J Neuroradiol,2018,39(2):208-216.
[8]Lambin P,Leijenaar RTH,Deist TM,et al.Radiomics:the bridge between medical imaging and personalized medicine[J].Nat Rev Clin Oncol,2017,14(12):749-762.
[9]Gillies RJ,Kinahan PE,Hricak H.Radiomics: Images Are More than Pictures,They Are Data[J].Radiology,2016,278(2):563-577.
, 百拇医药
[10]Polan DF,Brady SL,Kaufman RA.Tissue segmentation of computed tomography images using a Random Forest algorithm:a feasibility study[J].Phys Med Biol,2016,61(17):6553-6569.
[11]Parmar C,Rios Velazquez E,Leijenaar R,et al.Robust Radiomics feature quantification using semiautomatic volumetric segmentation[J].PLoS One,2014,9(7):e102107.
[12]Mackin D,Fave X,Zhang L,et al.Measuring Computed Tomography Scanner Variability of Radiomics Features[J].Investigative Radiology,2015,50(11):757-765.
, 百拇医药
[13]Incoronato M,Aiello M,Infante T,et al.Radiogenomic Analysis of Oncological Data:A Technical Survey[J].Int J Mol Sci,2017,18(4):E805.
[14]Chen R,Smith-Cohn M,Cohen AL,et al.Glioma Subclassifications and Their Clinical Significance [J].Neurotherapeutics,2017,14(2):284-297.
[15]Lenting K,Verhaak R,Ter Laan M,et al.Glioma:experimental models and reality[J].Acta neuropathologica,2017,133(2):263-282.
[16]Mccullough BJ,Ader V,Aguedan B,et al.Preoperative relative cerebral blood volume analysis in gliomas predicts survival and mitigates risk of biopsy sampling error[J].J Neurooncol,2018,136(1):181-188., 百拇医药(黄梦倩 张瑞恒 刘楚浩 杨守博)
参考文献:
[1]Lambin P,Rios-Velazquez E,Leijenaar R,et al.Radiomics: extracting more information from medical images using advanced feature analysis[J].Eur J Cancer,2012,48(4):441-446.
[2] Kumar V,Gu Y,Basu S,et al.Radiomics: the process and the challenges[J].Magnetic Resonance Imaging,2012,30(9):1234-1248.
, http://www.100md.com
[3]夏凡,胡盼盼,王佳舟,等.影像组学应用于肝脏特征分析及其预测治疗反应的初步研究[J].中国癌症杂志,2016,26(6):521-526.
[4]吴亚平,伍卫国,林予松,等.影像组学的兴起及其应用[J].医药论坛杂志,2017,38(10):173-177.
[5]Aerts HJ,Velazquez ER,Leijenaar RT,et al.Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach[J].Nat Commun,2014(5):4006.
[6]Glasser MF,Smith SM,Marcus DS,et al.The Human Connectome Project's neuroimaging approach[J].Nat Neurosci,2016,19(9):1175-1187.
, 百拇医药
[7]Zhou M,Scott J.Radiomics in Brain Tumor:Image Assessment,Quantitative Feature Descriptors,and Machine-Learning Approaches[J].Ajnr Am J Neuroradiol,2018,39(2):208-216.
[8]Lambin P,Leijenaar RTH,Deist TM,et al.Radiomics:the bridge between medical imaging and personalized medicine[J].Nat Rev Clin Oncol,2017,14(12):749-762.
[9]Gillies RJ,Kinahan PE,Hricak H.Radiomics: Images Are More than Pictures,They Are Data[J].Radiology,2016,278(2):563-577.
, 百拇医药
[10]Polan DF,Brady SL,Kaufman RA.Tissue segmentation of computed tomography images using a Random Forest algorithm:a feasibility study[J].Phys Med Biol,2016,61(17):6553-6569.
[11]Parmar C,Rios Velazquez E,Leijenaar R,et al.Robust Radiomics feature quantification using semiautomatic volumetric segmentation[J].PLoS One,2014,9(7):e102107.
[12]Mackin D,Fave X,Zhang L,et al.Measuring Computed Tomography Scanner Variability of Radiomics Features[J].Investigative Radiology,2015,50(11):757-765.
, 百拇医药
[13]Incoronato M,Aiello M,Infante T,et al.Radiogenomic Analysis of Oncological Data:A Technical Survey[J].Int J Mol Sci,2017,18(4):E805.
[14]Chen R,Smith-Cohn M,Cohen AL,et al.Glioma Subclassifications and Their Clinical Significance [J].Neurotherapeutics,2017,14(2):284-297.
[15]Lenting K,Verhaak R,Ter Laan M,et al.Glioma:experimental models and reality[J].Acta neuropathologica,2017,133(2):263-282.
[16]Mccullough BJ,Ader V,Aguedan B,et al.Preoperative relative cerebral blood volume analysis in gliomas predicts survival and mitigates risk of biopsy sampling error[J].J Neurooncol,2018,136(1):181-188., 百拇医药(黄梦倩 张瑞恒 刘楚浩 杨守博)