
CLC number:
On-line Access: 2024-10-30
Received: 2024-03-11
Revision Accepted: 2024-06-02
Crosschecked: 2024-10-30
Cited: 0
Clicked: 3411
Citations: Bibtex RefMan EndNote GB/T7714
Ruicheng BA, Liyi KANG, Dan WU. Time-dependent diffusion magnetic resonance imaging: measurement, modeling, and applications[J]. Journal of Zhejiang University Science A,in press.Frontiers of Information Technology & Electronic Engineering,in press.https://doi.org/10.1631/jzus.A2400139 @article{title="Time-dependent diffusion magnetic resonance imaging: measurement, modeling, and applications", %0 Journal Article TY - JOUR
时间依赖性弥散磁共振成像--测量、建模和应用机构:浙江大学,生物医学工程与仪器科学学院,生物医学工程系教育部重点实验室,中国杭州,310027 概要:本文介绍了时间依赖性弥散磁共振成像(TDDMRI)的概念和基本物理原理,并重点讨论了短扩散时域和长扩散时域的测量策略和建模方法。TDDMRI作为一种揭示组织微结构的强大工具得到了越来越多的认可。硬件、序列设计以及各种数学模型和计算方法的发展极大地促进了该技术在不同领域的应用。从基础研究到早期疾病诊断应用,TDDMRI都显示出了巨大潜力。为了克服该技术仍面临的一些挑战,我们应推动更高效的扫描和数据处理技术,开发更精确的模型以更好地描述和量化分子扩散的时间依赖性行为,并努力开发更多的临床应用场景。 关键词组: Darkslateblue:Affiliate; Royal Blue:Author; Turquoise:Article
Reference[1]AggarwalM,JonesMV,CalabresiPA,et al.,2012.Probing mouse brain microstructure using oscillating gradient diffusion MRI.Magnetic Resonance in Medicine,67(1):98-109. ![]() [2]AggarwalM,BurnsedJ,MartinLJ,et al.,2014.Imaging neurodegeneration in the mouse hippocampus after neonatal hypoxia–ischemia using oscillating gradient diffusion MRI.Magnetic Resonance in Medicine,72(3):829-840. ![]() [3]AggarwalM,SmithMD,CalabresiPA,2020.Diffusion-time dependence of diffusional kurtosis in the mouse brain.Magnetic Resonance in Medicine,84(3):1564-1578. ![]() [4]AndraskoJ,1976.Water diffusion permeability of human erythrocytes studied by a pulsed gradient NMR technique.Biochimica et Biophysica Acta (BBA)-General Subjects,428(2):304-311. ![]() [5]ArbabiA,KaiJ,KhanAR,et al.,2020.Diffusion dispersion imaging: mapping oscillating gradient spin-echo frequency dependence in the human brain.Magnetic Resonance in Medicine,83(6):2197-2208. ![]() [6]BaRC,WangXX,ZhangZL,et al.,2023.Diffusion-time dependent diffusion MRI: effect of diffusion-time on microstructural mapping and prediction of prognostic features in breast cancer.European Radiology,33(9):6226-6237. ![]() [7]BaileyC,CollinsDJ,TunariuN,et al.,2018.Microstructure characterization of bone metastases from prostate cancer with diffusion MRI: preliminary findings.Frontiers in Oncology,8:26. ![]() [8]BaltzerP,MannRM,IimaM,et al.,2020.Diffusion-weighted imaging of the breast—a consensus and mission statement from the EUSOBI international breast diffusion-weighted imaging working group.European Radiology,30(3):1436-1450. ![]() [9]BaronCA,BeaulieuC,2014.Oscillating gradient spin-echo (OGSE) diffusion tensor imaging of the human brain.Magnetic Resonance in Medicine,72(3):726-736. ![]() [10]BaronCA,KateM,GioiaL,et al.,2015.Reduction of diffusion-weighted imaging contrast of acute ischemic stroke at short diffusion times.Stroke,46(8):2136-2141. ![]() [11]Bonet-CarneE,JohnstonE,DaducciA,et al.,2019.VERDICT-AMICO: ultrafast fitting algorithm for non-invasive prostate microstructure characterization.NMR in Biomedicine,32(1):e4019. ![]() [12]BongersA,HauE,ShenH,2018.Short diffusion time diffusion-weighted imaging with oscillating gradient preparation as an early magnetic resonance imaging biomarker for radiation therapy response monitoring in glioblastoma: a preclinical feasibility study.International Journal of Radiation Oncology · Biology · Physics,102(4):1014-1023. ![]() [13]BoonrodA,HagiwaraA,HoriM,et al.,2018.Reduced visualization of cerebral infarction on diffusion-weighted images with short diffusion times.Neuroradiology,60(9):979-982. ![]() [14]BorsosKB,TseDHY,DubovanPI,et al.,2023.Tuned bipolar oscillating gradients for mapping frequency dispersion of diffusion kurtosis in the human brain.Magnetic Resonance in Medicine,89(2):756-766. ![]() [15]BrusiniL,MenegazG,NilssonM,2019.Monte Carlo simulations of water exchange through myelin wraps: implications for diffusion MRI.IEEE Transactions on Medical Imaging,38(6):1438-1445. ![]() [16]BuddeMD,FrankJA,2010.Neurite beading is sufficient to decrease the apparent diffusion coefficient after ischemic stroke.Proceedings of the National Academy of Sciences of the United States of America,107(32):14472-14477. ![]() [17]BurcawLM,FieremansE,NovikovDS,2015.Mesoscopic structure of neuronal tracts from time-dependent diffusion.NeuroImage,114:18-37. ![]() [18]CaoY,DavaraniSN,YouD,et al.,2024.In vivo microstructure imaging in oropharyngeal squamous cell carcinoma using the random walk with barriers model.Journal of Magnetic Resonance Imaging,59(3):929-938. ![]() [19]ChakwiziraA,WestinCF,BrabecJ,et al.,2023.Diffusion MRI with pulsed and free gradient waveforms: effects of restricted diffusion and exchange.NMR in Biomedicine,36(1):e4827. ![]() [20]ClarkCA,HedehusM,MoseleyME,2001.Diffusion time dependence of the apparent diffusion tensor in healthy human brain and white matter disease.Magnetic Resonance in Medicine,45(6):1126-1129. ![]() [21]ColvinDC,YankeelovTE,DoesMD,et al.,2008.New insights into tumor microstructure using temporal diffusion spectroscopy.Cancer Research,68(14):5941-5947. ![]() [22]ColvinDC,LovelessME,DoesMD,et al.,2011.Earlier detection of tumor treatment response using magnetic resonance diffusion imaging with oscillating gradients.Magnetic Resonance Imaging,29(3):315-323. ![]() [23]CookPA,BaiY,HallMG,et al.,2005.Camino: diffusion MRI reconstruction and processing. MICCAI Open-Source Workshop. ![]() [24]DaiEP,ZhuAT,YangGK,et al.,2023.Frequency-dependent diffusion kurtosis imaging in the human brain using an oscillating gradient spin echo sequence and a high-performance head-only gradient.NeuroImage,279:120328. ![]() [25]DevanSP,JiangXY,LuoGZ,et al.,2022.Selective cell size MRI differentiates brain tumors from radiation necrosis.Cancer Research,82(19):3603-3613. ![]() [26]DoesMD,ParsonsEC,GoreJC,2003.Oscillating gradient measurements of water diffusion in normal and globally ischemic rat brain.Magnetic Resonance in Medicine,49(2):206-215. ![]() [27]FieremansE,NovikovDS,JensenJH,et al.,2010.Monte Carlo study of a two-compartment exchange model of diffusion.NMR in Biomedicine,23(7):711-724. ![]() [28]FieremansE,LemberskiyG,VeraartJ,et al.,2017.In vivo measurement of membrane permeability and myofiber size in human muscle using time-dependent diffusion tensor imaging and the random permeable barrier model.NMR in Biomedicine,30(3):e3612. ![]() [29]FokkingaE,Hernandez-TamamesJA,IanusA,et al.,2023.Advanced diffusion-weighted MRI for cancer microstructure assessment in body imaging, and its relationship with histology.Journal of Magnetic Resonance Imaging,in press. ![]() [30]FooTKF,TanET,VermilyeaME,et al.,2020.Highly efficient head-only magnetic field insert gradient coil for achieving simultaneous high gradient amplitude and slew rate at 3.0T (MAGNUS) for brain microstructure imaging.Magnetic Resonance in Medicine,83(6):2356-2369. ![]() [31]GaoFS,ShenXX,ZhangHX,et al.,2021.Feasibility of oscillating and pulsed gradient diffusion MRI to assess neonatal hypoxia-ischemia on clinical systems.Journal of Cerebral Blood Flow & Metabolism,41(6):1240-1250. ![]() [32]GardierR,Villarreal HaroJL,Canales-RodríguezEJ,et al.,2023.Cellular exchange imaging (CEXI): evaluation of a diffusion model including water exchange in cells using numerical phantoms of permeable spheres.Magnetic Resonance in Medicine,90(4):1625-1640. ![]() [33]GoreJC,XuJZ,ColvinDC,et al.,2010.Characterization of tissue structure at varying length scales using temporal diffusion spectroscopy.NMR in Biomedicine,23(7):745-756. ![]() [34]GrussuF,IanuşA,TurC,et al.,2019.Relevance of time-dependence for clinically viable diffusion imaging of the spinal cord.Magnetic Resonance in Medicine,81(2):1247-1264. ![]() [35]HaddarH,LiJR,SchiaviS,2016.Adapting the Kärger model to account for finite diffusion-encoding pulses in diffusion MRI.IMA Journal of Applied Mathematics,81(5):779-794. ![]() [36]HaoSJ,WanY,XiaYQ,et al.,2018.Size-based separation methods of circulating tumor cells.Advanced Drug Delivery Reviews,125:3-20. ![]() [37]HarkinsKD,GalonsJP,SecombTW,et al.,2009.Assessment of the effects of cellular tissue properties on ADC measurements by numerical simulation of water diffusion.Magnetic Resonance in Medicine,62(6):1414-1422. ![]() [38]HattoriT,YuasaT,AokiS,et al.,2011.Altered microstructure in corticospinal tract in idiopathic normal pressure hydrocephalus: comparison with Alzheimer disease and Parkinson disease with dementia.American Journal of Neuroradiology,32(9):1681-1687. ![]() [39]HerreraSL,SheftM,MercrediME,et al.,2022.Axon diameter inferences in the human corpus callosum using oscillating gradient spin echo sequences.Magnetic Resonance Imaging,85:64-70. ![]() [40]HwangSN,ChinCL,WehrliFW,et al.,2003.An image-based finite difference model for simulating restricted diffusion.Magnetic Resonance in Medicine,50(2):373-382. ![]() [41]IimaM,YamamotoA,KataokaM,et al.,2019.Time-dependent diffusion MRI to distinguish malignant from benign head and neck tumors.Journal of Magnetic Resonance Imaging,50(1):88-95. ![]() [42]IimaM,HondaM,SigmundEE,et al.,2020a.Diffusion MRI of the breast: current status and future directions.Journal of Magnetic Resonance Imaging,52(1):70-90. ![]() [43]IimaM,PartridgeSC,le BihanD,2020b.Six DWI questions you always wanted to know but were afraid to ask: clinical relevance for breast diffusion MRI.European Radiology,30(5):2561-2570. ![]() [44]IimaM,KataokaM,HondaM,et al.,2021.The rate of apparent diffusion coefficient change with diffusion time on breast diffusion-weighted imaging depends on breast tumor types and molecular prognostic biomarker expression.Investigative Radiology,56(8):501-508. ![]() [45]JelescuIO,PalomboM,BagnatoF,et al.,2020.Challenges for biophysical modeling of microstructure.Journal of Neuroscience Methods,344:108861. ![]() [46]JelescuIO,de SkowronskiA,GeffroyF,et al.,2022.Neurite exchange imaging (NEXI): a minimal model of diffusion in gray matter with inter-compartment water exchange.NeuroImage,256:119277. ![]() [47]JensenJH,2024.Diffusional kurtosis time dependence and the water exchange rate for the multi-compartment Kärger model.Magnetic Resonance in Medicine,91(3):1122-1135. ![]() [48]JensenJH,HelpernJA,2010.MRI quantification of non-Gaussian water diffusion by kurtosis analysis.NMR in Biomedicine,23(7):698-710. ![]() [49]JensenJH,HelpernJA,RamaniA,et al.,2005.Diffusional kurtosis imaging: the quantification of non-Gaussian water diffusion by means of magnetic resonance imaging.Magnetic Resonance in Medicine,53(6):1432-1440. ![]() [50]JespersenSN,OlesenJL,HansenB,et al.,2018.Diffusion time dependence of microstructural parameters in fixed spinal cord.NeuroImage,182:329-342. ![]() [51]JiangXY,LiH,XieJP,et al.,2016.Quantification of cell size using temporal diffusion spectroscopy.Magnetic Resonance in Medicine,75(3):1076-1085. ![]() [52]JiangXY,LiH,XieJP,et al.,2017.In vivo imaging of cancer cell size and cellularity using temporal diffusion spectroscopy.Magnetic Resonance in Medicine,78(1):156-164. ![]() [53]JiangXY,XuJZ,GoreJC,2019.Quantitative temporal diffusion spectroscopy as an early imaging biomarker of radiation therapeutic response in gliomas: a preclinical proof of concept.Advances in Radiation Oncology,4(2):367-376. ![]() [54]JiangXY,XuJZ,GoreJC,2020a.Mapping hepatocyte size in vivo using temporal diffusion spectroscopy MRI.Magnetic Resonance in Medicine,84(5):2671-2683. ![]() [55]JiangXY,DudzinskiS,BeckermannKE,et al.,2020b.MRI of tumor T cell infiltration in response to checkpoint inhibitor therapy.Journal for ImmunoTherapy of Cancer,8(1):e000328. ![]() [56]JiangXY,LiH,DevanSP,et al.,2021.MR cell size imaging with temporal diffusion spectroscopy.Magnetic Resonance Imaging,77:109-123. ![]() [57]JiangXY,DevanSP,XieJP,et al.,2022.Improving MR cell size imaging by inclusion of transcytolemmal water exchange.NMR in Biomedicine,35(12):e4799. ![]() [58]JiangXY,McKinleyET,XieJP,et al.,2024.Detection of treatment response in triple-negative breast tumors to paclitaxel using MRI cell size imaging.Journal of Magnetic Resonance Imaging,59(2):575-584. ![]() [59]JohnstonE,PyeH,Bonet-CarneE,et al.,2016.INNOVATE: a prospective cohort study combining serum and urinary biomarkers with novel diffusion-weighted magnetic resonance imaging for the prediction and characterization of prostate cancer.BMC Cancer,16(1):816. ![]() [60]JohnstonE,Bonet-CarneE,FeriziU,et al.,2019.VERDICT MRI for prostate cancer: intracellular volume fraction versus apparent diffusion coefficient.Radiology,291(2):391-397. ![]() [61]KakkarLS,BennettOF,SiowB,et al.,2018.Low frequency oscillating gradient spin-echo sequences improve sensitivity to axon diameter: an experimental study in viable nerve tissue.NeuroImage,182:314-328. ![]() [62]KamimuraK,KamimuraY,NakanoT,et al.,2023a.Differentiating brain metastasis from glioblastoma by time-dependent diffusion MRI.Cancer Imaging,23(1):75. ![]() [63]KamimuraK,NakanoT,HasegawaT,et al.,2023b.Differentiating primary central nervous system lymphoma from glioblastoma by time-dependent diffusion using oscillating gradient.Cancer Imaging,23(1):114. ![]() [64]KärgerJ,1985.NMR self-diffusion studies in heterogeneous systems.Advances in Colloid and Interface Science,23:129-148. ![]() [65]KärgerJ,PfeiferH,HeinkW,1988.Principles and application of self-diffusion measurements by nuclear magnetic resonance.Advances in Magnetic and Optical Resonance,12:1-89. ![]() [66]KershawJ,LeuzeC,AokiI,et al.,2013.Systematic changes to the apparent diffusion tensor of in vivo rat brain measured with an oscillating-gradient spin-echo sequence.NeuroImage,70:10-20. ![]() [67]KleinnijenhuisM,MollinkJ,LamWW,et al.,2018.Choice of reference measurements affects quantification of long diffusion time behaviour using stimulated echoes.Magnetic Resonance in Medicine,79(2):952-959. ![]() [68]LättJ,NilssonM,van WestenD,et al.,2009.Diffusion-weighted MRI measurements on stroke patients reveal water-exchange mechanisms in sub-acute ischaemic lesions.NMR in Biomedicine,22(6):619-628. ![]() [69]LeeHH,PapaioannouA,KimSL,et al.,2020a.A time-dependent diffusion MRI signature of axon caliber variations and beading.Communications Biology,3(1):354. ![]() [70]LeeHH,PapaioannouA,NovikovDS,et al.,2020b.In vivo observation and biophysical interpretation of time-dependent diffusion in human cortical gray matter.NeuroImage,222:117054. ![]() [71]LeeHH,FieremansE,NovikovDS,2021.Realistic microstructure simulator (RMS): Monte Carlo simulations of diffusion in three-dimensional cell segmentations of microscopy images.Journal of Neuroscience Methods,350:109018. ![]() [72]LemberskiyG,RosenkrantzAB,VeraartJ,et al.,2017a.Time-dependent diffusion in prostate cancer.Investigative Radiology,52(7):405-411. ![]() [73]LemberskiyG,BaeteSH,CloosMA,et al.,2017b.Validation of surface-to-volume ratio measurements derived from oscillating gradient spin echo on a clinical scanner using anisotropic fiber phantoms.NMR in Biomedicine,30(5):e3708. ![]() [74]LemberskiyG,FieremansE,VeraartJ,et al.,2018.Characterization of prostate microstructure using water diffusion and NMR relaxation.Frontiers in Physics,6:91. ![]() [75]LemberskiyG,FeiweierT,GyftopoulosS,et al.,2021.Assessment of myofiber microstructure changes due to atrophy and recovery with time-dependent diffusion MRI.NMR in Biomedicine,34(7):e4534. ![]() [76]LiCY,FieremansE,NovikovDS,et al.,2023.Measuring water exchange on a preclinical MRI system using filter exchange and diffusion time dependent kurtosis imaging.Magnetic Resonance in Medicine,89(4):1441-1455. ![]() [77]LiuKY,LinZX,ZhengTS,et al.,2024.Improving microstructural estimation in time-dependent diffusion MRI with a Bayesian method.Journal of Magnetic Resonance Imaging,in press. ![]() [78]MaekawaT,HoriM,MurataK,et al.,2019.Choroid plexus cysts analyzed using diffusion-weighted imaging with short diffusion-time.Magnetic Resonance Imaging,57:323-327. ![]() [79]MaekawaT,HoriM,MurataK,et al.,2020.Differentiation of high-grade and low-grade intra-axial brain tumors by time-dependent diffusion MRI.Magnetic Resonance Imaging,72:34-41. ![]() [80]MaekawaT,HoriM,MurataK,et al.,2023.Investigation of time-dependent diffusion in extra-axial brain tumors using oscillating-gradient spin-echo.Magnetic Resonance Imaging,96:67-74. ![]() [81]McDowellAR,FeiweierT,MuntoniF,et al.,2021.Clinically feasible diffusion MRI in muscle: time dependence and initial findings in Duchenne muscular dystrophy.Magnetic Resonance in Medicine,86(6):3192-3200. ![]() [82]MeierC,DreherW,LeibfritzD,2003.Diffusion in compartmental systems. I. A comparison of an analytical model with simulations.Magnetic Resonance in Medicine,50(3):500-509. ![]() [83]MerboldtKD,HänickeW,FrahmJ,1991.Diffusion imaging using stimulated echoes.Magnetic Resonance in Medicine,19(2):233-239. ![]() [84]MitraPP,SenPN,SchwartzLM,et al.,1992.Diffusion propagator as a probe of the structure of porous media.Physical Review Letters,68(24):3555-3558. ![]() [85]MitraPP,SenPN,SchwartzLM,1993.Short-time behavior of the diffusion coefficient as a geometrical probe of porous media.Physical Review B,47(14):8565-8574. ![]() [86]Nedjati-GilaniGL,SchneiderT,HallMG,et al.,2017.Machine learning based compartment models with permeability for white matter microstructure imaging.NeuroImage,150:119-135. ![]() [87]NilssonM,LättJ,NordhE,et al.,2009.On the effects of a varied diffusion time in vivo: is the diffusion in white matter restricted?Magnetic Resonance Imaging,27(2):176-187. ![]() [88]NovikovDS,KiselevVG,2011.Surface-to-volume ratio with oscillating gradients.Journal of Magnetic Resonance,210(1):141-145. ![]() [89]NovikovDS,FieremansE,JensenJH,et al.,2011.Random walks with barriers.Nature Physics,7(6):508-514. ![]() [90]NovikovDS,JensenJH,HelpernJA,et al.,2014.Revealing mesoscopic structural universality with diffusion.Proceedings of the National Academy of Sciences of the United States of America,111(14):5088-5093. ![]() [91]NovikovDS,KiselevVG,JespersenSN,2018.On modeling.Magnetic Resonance in Medicine,79(6):3172-3193. ![]() [92]NovikovDS,FieremansE,JespersenSN,et al.,2019.Quantifying brain microstructure with diffusion MRI: theory and parameter estimation.NMR in Biomedicine,32(4):e3998. ![]() [93]OlesenJL,ØstergaardL,ShemeshN,et al.,2022.Diffusion time dependence, power-law scaling, and exchange in gray matter.NeuroImage,251:118976. ![]() [94]PalomboM,IanusA,GuerreriM,et al.,2020.SANDI: a compartment-based model for non-invasive apparent soma and neurite imaging by diffusion MRI.NeuroImage,215:116835. ![]() [95]PalomboM,ValindriaV,SinghS,et al.,2023.Joint estimation of relaxation and diffusion tissue parameters for prostate cancer with relaxation-VERDICT MRI.Scientific Reports,13(1):2999. ![]() [96]PanagiotakiE,Walker-SamuelS,SiowB,et al.,2014.Noninvasive quantification of solid tumor microstructure using VERDICT MRI.Cancer Research,74(7):1902-1912. ![]() [97]PanagiotakiE,ChanRW,DikaiosN,et al.,2015.Microstructural characterization of normal and malignant human prostate tissue with vascular, extracellular, and restricted diffusion for cytometry in tumours magnetic resonance imaging.Investigative Radiology,50(4):218-227. ![]() [98]ParanY,BendelP,MargalitR,et al.,2004.Water diffusion in the different microenvironments of breast cancer.NMR in Biomedicine,17(4):170-180. ![]() [99]ParsonsEC,DoesMD,GoreJC,2003.Modified oscillating gradient pulses for direct sampling of the diffusion spectrum suitable for imaging sequences.Magnetic Resonance Imaging,21(3-4):279-285. ![]() [100]Parsons JrEC,DoesMD,GoreJC,2006.Temporal diffusion spectroscopy: theory and implementation in restricted systems using oscillating gradients.Magnetic Resonance in Medicine,55(1):75-84. ![]() [101]PriceWS,BarzykinAV,HayamizuK,et al.,1998.A model for diffusive transport through a spherical interface probed by pulsed-field gradient NMR.Biophysical Journal,74(5):2259-2271. ![]() [102]ReynaudO,2017.Time-dependent diffusion MRI in cancer: tissue modeling and applications.Frontiers in Physics,5:58. ![]() [103]ReynaudO,WintersKV,HoangDM,et al.,2016.Pulsed and oscillating gradient MRI for assessment of cell size and extracellular space (POMACE) in mouse gliomas.NMR in Biomedicine,29(10):1350-1363. ![]() [104]SalianiA,PerraudB,DuvalT,et al.,2017.Axon and myelin morphology in animal and human spinal cord.Frontiers in Neuroanatomy,11:129. ![]() [105]SchachterM,DoesMD,AndersonAW,et al.,2000.Measurements of restricted diffusion using an oscillating gradient spin-echo sequence.Journal of Magnetic Resonance,147(2):232-237. ![]() [106]ShiRY,YaoQY,WuLM,et al.,2018.Breast lesions: diagnosis using diffusion weighted imaging at 1.5T and 3.0T—systematic review and meta-analysis.Clinical Breast Cancer,18(3):e305-e320. ![]() [107]SigmundEE,NovikovDS,SuiD,et al.,2014.Time-dependent diffusion in skeletal muscle with the random permeable barrier model (RPBM): application to normal controls and chronic exertional compartment syndrome patients.NMR in Biomedicine,27(5):519-528. ![]() [108]SinghS,RogersH,KanberB,et al.,2022.Avoiding unnecessary biopsy after multiparametric prostate MRI with VERDICT analysis: the INNOVATE study.Radiology,305(3):623-630. ![]() [109]SolomonE,LemberskiyG,BaeteS,et al.,2023.Time-dependent diffusivity and kurtosis in phantoms and patients with head and neck cancer.Magnetic Resonance in Medicine,89(2):522-535. ![]() [110]SomeyaY,IimaM,ImaiH,et al.,2022.Investigation of breast cancer microstructure and microvasculature from time-dependent DWI and CEST in correlation with histological biomarkers.Scientific Reports,12(1):6523. ![]() [111]StaniszGJ,LiJG,WrightGA,et al.,1998.Water dynamics in human blood via combined measurements of T2 relaxation and diffusion in the presence of gadolinium.Magnetic Resonance in Medicine,39(2):223-233. ![]() [112]StejskalEO,TannerJE,1965.Spin diffusion measurements: spin echoes in the presence of a time‐dependent field gradient.The Journal of Chemical Physics,42(1):288-292. ![]() [113]TanET,ShihRY,MitraJ,et al.,2020.Oscillating diffusion-encoding with a high gradient-amplitude and high slew-rate head-only gradient for human brain imaging.Magnetic Resonance in Medicine,84(2):950-965. ![]() [114]TannerJE,1983.Intracellular diffusion of water.Archives of Biochemistry and Biophysics,224(2):416-428. ![]() [115]TétreaultP,HarkinsKD,BaronCA,et al.,2020.Diffusion time dependency along the human corpus callosum and exploration of age and sex differences as assessed by oscillating gradient spin-echo diffusion tensor imaging.NeuroImage,210:116533. ![]() [116]VanAT,HoldsworthSJ,BammerR,2014.In vivo investigation of restricted diffusion in the human brain with optimized oscillating diffusion gradient encoding.Magnetic Resonance in Medicine,71(1):83-94. ![]() [117]WagnerM,DoblasS,PotéN,et al.,2020.Comparison of pulsed and oscillating gradient diffusion-weighted MRI for characterizing hepatocellular nodules in liver cirrhosis: ex vivo study in a rat model.Journal of Magnetic Resonance Imaging,51(4):1065-1074. ![]() [118]WarachS,GaaJ,SiewertB,et al.,1995.Acute human stroke studied by whole brain echo planar diffusion-weighted magnetic resonance imaging.Annals of Neurology,37(2):231-241. ![]() [119]WintersKV,ReynaudO,NovikovDS,et al.,2018.Quantifying myofiber integrity using diffusion MRI and random permeable barrier modeling in skeletal muscle growth and Duchenne muscular dystrophy model in mice.Magnetic Resonance in Medicine,80(5):2094-2108. ![]() [120]WuD,ZhangJY,2017.The effect of microcirculatory flow on oscillating gradient diffusion MRI and diffusion encoding with dual-frequency orthogonal gradients (DEFOG).Magnetic Resonance in Medicine,77(4):1583-1592. ![]() [121]WuD,MartinLJ,NorthingtonFJ,et al.,2014.Oscillating gradient diffusion MRI reveals unique microstructural information in normal and hypoxia-ischemia injured mouse brains.Magnetic Resonance in Medicine,72(5):1366-1374. ![]() [122]WuD,LiQ,NorthingtonFJ,et al.,2018.Oscillating gradient diffusion kurtosis imaging of normal and injured mouse brains.NMR in Biomedicine,31(6):e3917. ![]() [123]WuD,MartinLJ,NorthingtonFJ,et al.,2019.Oscillating-gradient diffusion magnetic resonance imaging detects acute subcellular structural changes in the mouse forebrain after neonatal hypoxia-ischemia.Journal of Cerebral Blood Flow & Metabolism,39(7):1336-1348. ![]() [124]WuD,KangLY,LiHT,et al.,2024.Developing an AI-empowered head-only ultra-high-performance gradient MRI system for high spatiotemporal neuroimaging.NeuroImage,290:120553. ![]() [125]WuJ,KangTS,LanXL,et al.,2023.IMPULSED model based cytological feature estimation with U-Net: application to human brain tumor at 3T.Magnetic Resonance in Medicine,89(1):411-422. ![]() [126]XuJZ,2021.Probing neural tissues at small scales: recent progress of oscillating gradient spin echo (OGSE) neuroimaging in humans.Journal of Neuroscience Methods,349:109024. ![]() [127]XuJZ,DoesMD,GoreJC,2007.Numerical study of water diffusion in biological tissues using an improved finite difference method.Physics in Medicine & Biology,52(7):N111-N126. ![]() [128]XuJZ,XieJP,JourquinJ,et al.,2011.Influence of cell cycle phase on apparent diffusion coefficient in synchronized cells detected using temporal diffusion spectroscopy.Magnetic Resonance in Medicine,65(4):920-926. ![]() [129]XuJZ,LiK,SmithRA,et al.,2012.Characterizing tumor response to chemotherapy at various length scales using temporal diffusion spectroscopy.PLoS One,7(7):e41714. ![]() [130]XuJZ,LiH,HarkinsKD,et al.,2014.Mapping mean axon diameter and axonal volume fraction by MRI using temporal diffusion spectroscopy.NeuroImage,103:10-19. ![]() [131]XuJZ,JiangXY,LiH,et al.,2020.Magnetic resonance imaging of mean cell size in human breast tumors.Magnetic Resonance in Medicine,83(6):2002-2014. ![]() [132]XuJZ,JiangXY,DevanSP,et al.,2021.MRI-cytometry: mapping nonparametric cell size distributions using diffusion MRI.Magnetic Resonance in Medicine,85(2):748-761. ![]() [133]XuJZ,XieJP,SemminehNB,et al.,2023.Diffusion time dependency of extracellular diffusion.Magnetic Resonance in Medicine,89(6):2432-2440. ![]() [134]ZhangHX,LiuKY,BaRC,et al.,2023.Histological and molecular classifications of pediatric glioma with time-dependent diffusion MRI-based microstructural mapping.Neuro-Oncology,25(6):1146-1156. ![]() [135]ZhangJ,LemberskiyG,MoyL,et al.,2021.Measurement of cellular-interstitial water exchange time in tumors based on diffusion-time-dependent diffusional kurtosis imaging.NMR in Biomedicine,34(6):e4496. ![]() [136]ZhengTS,BaRC,WangXL,et al.,2023.AUA-dE: an adaptive uncertainty guided attention for diffusion MRI models estimation.Proceedings of the 26th International Conference on Medical Image Computing and Computer Assisted Intervention, p.142-151. ![]() [137]ZhuAT,ShihR,HuangRY,et al.,2023.Revealing tumor microstructure with oscillating diffusion encoding MRI in pre-surgical and post-treatment glioma patients.Magnetic Resonance in Medicine,90(5):1789-1801. ![]() Journal of Zhejiang University-SCIENCE, 38 Zheda Road, Hangzhou
310027, China
Tel: +86-571-87952783; E-mail: cjzhang@zju.edu.cn Copyright © 2000 - 2026 Journal of Zhejiang University-SCIENCE | ||||||||||||||


ORCID:
Open peer comments: Debate/Discuss/Question/Opinion
<1>