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Huang Z, Xia X, Guan S, Gong G, Luo Y, Shi L, Zhang J, Meng X. Neuroimaging anomalies in asymptomatic middle cerebral artery steno-occlusive disease with normal-appearing white matter. Front Neurol 2023; 14:1206786. [PMID: 37693758 PMCID: PMC10484479 DOI: 10.3389/fneur.2023.1206786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Accepted: 07/31/2023] [Indexed: 09/12/2023] Open
Abstract
Background Asymptomatic chronic cerebrovascular steno-occlusive disease is common, but the cognitive function and alterations in the brain's structural and functional profiles have not been well studied. This study aimed to reveal whether and how patients with asymptomatic middle cerebral artery (MCA) steno-occlusive disease and normal-appearing white matter differ in brain structural and functional profiles from normal controls and their correlations with cognitive function. Methods In all, 26 patients with asymptomatic MCA steno-occlusive disease and 22 healthy controls were compared for neurobehavioral assessments, brain volume, cortical thickness, fiber connectivity density (FiCD) value, and resting-state functional connectivity (FC) using multimodal MRI. We also investigated the associations between abnormal cortical thicknesses, FiCD values, and functional connectivities with the neurobehavioral assessments. Results Patients performed worse on memory tasks (Auditory Verbal Learning Test-Huashan version) compared with healthy controls. Patients were divided into two groups: the right group (patients with right MCA steno-occlusive disease) and the left group (patients with left MCA steno-occlusive disease). The left group showed significant cortical thinning in the left superior parietal lobule, while the right group showed significant cortical thinning in the right superior parietal lobule and caudal portion of the right middle frontal gyrus. Increased FiCD values in the superior frontal region of the left hemisphere were observed in the left group. In addition, a set of interhemispheric and intrahemispheric FC showed a significant decrease or increase in both the left and right groups. Many functional connectivity profiles were positively correlated with cognitive scores. No correlation was found between cortical thickness, FiCD values, and cognitive scores. Conclusion Even if the patients with MCA steno-occlusive disease were asymptomatic and had normal-appearing white matter, their cognitive function and structural and functional profiles had changed, especially the FC. Alterations in FC may be an important mechanism underlying the neurodegenerative process in patients with asymptomatic MCA steno-occlusive disease before structural changes occur, so FC assessment may promote the detection of network alterations, which may be used as a biomarker of disease progression and therapeutic efficacy evaluation in these patients.
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Affiliation(s)
- Zhaodi Huang
- Department of Radiology, Qilu Hospital (Qingdao), Cheeloo College of Medicine, Shandong University, Qingdao, China
| | - Xiaona Xia
- Department of Radiology, Qilu Hospital (Qingdao), Cheeloo College of Medicine, Shandong University, Qingdao, China
| | - Shuai Guan
- Department of Radiology, Qilu Hospital (Qingdao), Cheeloo College of Medicine, Shandong University, Qingdao, China
| | - Gaolang Gong
- State Key Laboratory of Cognitive Neuroscience and Learning & IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, China
| | - Yishan Luo
- BrainNow Research Institute, Shenzhen, Guangdong, China
| | - Lin Shi
- BrainNow Research Institute, Shenzhen, Guangdong, China
- Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong, Shatin, Hong Kong SAR, China
| | - Juntao Zhang
- GE Healthcare, Precision Health Institution, Shanghai, China
| | - Xiangshui Meng
- Department of Radiology, Qilu Hospital (Qingdao), Cheeloo College of Medicine, Shandong University, Qingdao, China
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Seiler A, Brandhofe A, Gracien RM, Pfeilschifter W, Hattingen E, Deichmann R, Nöth U, Wagner M. DSC perfusion-based collateral imaging and quantitative T2 mapping to assess regional recruitment of leptomeningeal collaterals and microstructural cortical tissue damage in unilateral steno-occlusive vasculopathy. J Cereb Blood Flow Metab 2021; 41:67-81. [PMID: 31987009 PMCID: PMC7747159 DOI: 10.1177/0271678x19898148] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Leptomeningeal collateral supply is considered pivotal in steno-occlusive vasculopathy to prevent chronic microstructural ischaemic tissue damage. The aim of this study was to assess the alleged protective role of leptomeningeal collaterals in patients with unilateral high-grade steno-occlusive vasculopathy using quantitative (q)T2 mapping and perfusion-weighted imaging (PWI)-based collateral abundance. High-resolution qT2 was used to estimate microstructural damage of the segmented normal-appearing cortex. Volumetric abundance of collaterals was assessed based on PWI source data. The ratio relative cerebral blood flow/relative cerebral blood volume (rCBF/rCBV) as a surrogate of relative cerebral perfusion pressure (rCPP) was used to investigate the intravascular hemodynamic competency of pial collateral vessels and the hemodynamic state of brain parenchyma. Within the dependent vascular territory with increased cortical qT2 values (P = 0.0001) compared to the contralateral side, parenchymal rCPP was decreased (P = 0.0001) and correlated negatively with increase of qT2 (P < 0.05). Furthermore, volumetric abundance of adjacent leptomeningeal collaterals was significantly increased (P < 0.01) and negatively correlated with changes of parenchymal rCPP (P = 0.01). Microstructural cortical damage is closely related to restrictions of antegrade blood flow despite increased pial collateral vessel abundance. Therefore, increased leptomeningeal collateral supply cannot necessarily be regarded as a sign of effective compensation in patients with high-grade steno-occlusive vasculopathy.
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Affiliation(s)
- Alexander Seiler
- Department of Neurology, Goethe University Frankfurt, Frankfurt, Germany
- Brain Imaging Center, Goethe University Frankfurt, Frankfurt, Germany
- Alexander Seiler, Department of Neurology, Goethe University Frankfurt, Schleusenweg 2-16, 60528 Frankfurt, Germany.
| | - Annemarie Brandhofe
- Department of Neurology, Goethe University Frankfurt, Frankfurt, Germany
- Brain Imaging Center, Goethe University Frankfurt, Frankfurt, Germany
| | - René-Maxime Gracien
- Department of Neurology, Goethe University Frankfurt, Frankfurt, Germany
- Brain Imaging Center, Goethe University Frankfurt, Frankfurt, Germany
| | | | - Elke Hattingen
- Institute of Neuroradiology, Goethe University Frankfurt, Frankfurt, Germany
| | - Ralf Deichmann
- Brain Imaging Center, Goethe University Frankfurt, Frankfurt, Germany
| | - Ulrike Nöth
- Brain Imaging Center, Goethe University Frankfurt, Frankfurt, Germany
| | - Marlies Wagner
- Institute of Neuroradiology, Goethe University Frankfurt, Frankfurt, Germany
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Calviere L, Loubiere P, Planton M, Cazzola V, Catalaa I, Mirabel H, Sol JC, Bonneville F. Decreased frontal white-matter diffusion and improved cognitive flexibility after burr-hole surgery in moyamoya angiopathy. BMC Neurol 2020; 20:30. [PMID: 31959138 PMCID: PMC6970285 DOI: 10.1186/s12883-020-1614-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2019] [Accepted: 01/13/2020] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In Moyamoya Angioplasty (MMA), increased apparent diffusion coefficient (ADC) in frontal white matter (WM) with a normal appearance has been associated with frontal hypoperfusion and executive dysfunction. Multiple burr-hole surgery enables the revascularization of large frontal areas. GOAL To assess the effect of multiple burr-hole surgery on the ADC and cognitive functions in adults with MMA. METHODS ADC was measured in 26 brain hemispheres of 14 consecutive adults with MMA (9 women, mean age ± SD: 38.1 ± 10.7 years) prior to and 6 months after burr-hole surgery. ADC was obtained from regions of interest located in frontal and posterior (temporo-occipital) normal-appearing WM. Ten patients had neuropsychological assessment that focused on executive and attentional functions before and after surgery. RESULTS Anterior and posterior ADC values did not differ before surgery (815.8 ± 60.1 vs. 812.1 ± 35.3 mm2/s, p = 0.88). After surgery, frontal ADC was lower than prior to surgery (789.9 ± 64.5 vs. 815.8 ± 60.1 mm2/s; p <0.001) whereas no change occurred in posterior ADC (p = 0.31). Trail-making test part B median z-score increased from - 1.47 to - 0.21 (p = 0.018), suggesting improved cognitive flexibility. CONCLUSION In adults with MMA, indirect revascularization with burr-hole is followed by a decrease of ADC in normal-appearing frontal WM and may have improved some executive functions in the flexibility process. Change in ADC may reflect the improvement in cerebral perfusion after surgery. The measuring of ADC may be a promising tool in exploring potentially reversible microstructural WM damage related to hypoperfusion and cognitive change in MMA.
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Affiliation(s)
- Lionel Calviere
- Departments of Neurology, University Hospital of Toulouse, Toulouse, France. .,Toulouse Neuro-imaging Centre, INSERM, University Paul Sabathier, Toulouse, France. .,Department of Neurology, Hopital Pierre Paul Riquet, Place Dr. Baylac, 30159, Toulouse, France.
| | - Paul Loubiere
- Departments of Neurology, University Hospital of Toulouse, Toulouse, France
| | - Melanie Planton
- Toulouse Neuro-imaging Centre, INSERM, University Paul Sabathier, Toulouse, France.,Department of Neuropsychology, University Hospital of Toulouse, Toulouse, France
| | - Vanessa Cazzola
- Department of Neuroradiology, University Hospital of Toulouse, Toulouse, France
| | - Isabelle Catalaa
- Department of Neuroradiology, University Hospital of Toulouse, Toulouse, France
| | - Helene Mirabel
- Department of Neuropsychology, University Hospital of Toulouse, Toulouse, France
| | - Jean Christophe Sol
- Department of Neurosurgery, University Hospital of Toulouse, Toulouse, France
| | - Fabrice Bonneville
- Toulouse Neuro-imaging Centre, INSERM, University Paul Sabathier, Toulouse, France.,Department of Neuroradiology, University Hospital of Toulouse, Toulouse, France
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Seiler A, Kammerer S, Gühl A, Schüre JR, Deichmann R, Nöth U, Pfeilschifter W, Hattingen E, Keese M, Pilatus U, Wagner M. Revascularization of High-Grade Carotid Stenosis Restores Global Cerebral Energy Metabolism. Stroke 2019; 50:1742-1750. [PMID: 31164069 DOI: 10.1161/strokeaha.118.023559] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background and Purpose- Chronic cerebral hemodynamic impairment due to high-grade occlusive carotid disease may lead to compromised energy metabolism. This might result in chronic subtle tissue damage, even in patients without overt brain infarction. The aim of this study was to investigate hypoperfusion-related changes of cerebral energy metabolism and their potential restitution after revascularization. For this purpose, 3-dimensional 31P magnetic resonance spectroscopy and oxygenation-sensitive T2' magnetic resonance imaging were used (with 1/T2'=1/T2*-1/T2), which were expected to cross-validate each other. Methods- Ten patients with unilateral high-grade carotid artery stenosis resulting in a transient ischemic attack or a nondisabling cerebral ischemia were included. Then, high-energy metabolites, intracellular pH, and oxygenation-sensitive quantitative (q)T2' values were determined in noninfarcted hypoperfused areas delineated on time-to-peak maps from perfusion-weighted imaging and in unaffected contralateral areas before and shortly after carotid stenting/endarterectomy. Repeated measures ANOVA was used to test for intervention effects. Results- Within dependent hypoperfused areas ipsilateral to the stenosis, qT2' was significantly decreased ( P<0.05) as compared to corresponding contralateral areas before carotid intervention. There was a significant effect of carotid intervention on qT2' values in both hemispheres ( P<0.001). No differences between hemispheres were found for qT2' after revascularization. Intracellular pH and qT2' values showed a significant negative relationship ( P=0.005) irrespective of time point and hemisphere. Conclusions- After revascularization of unilateral high-grade carotid stenosis, previously decreased qT2' in the dependent hypoperfused territory as marker of hypoxia reincreases not only in the dependent territory but also in corresponding contralateral brain tissue. This might indicate a restriction of the whole-brain oxygen metabolism in case of unilateral high-grade carotid stenosis and an improvement of whole-brain oxygenation after revascularization that goes beyond acute clinically apparent affection of the dependent territory. Furthermore, tissue oxygen supply seems to be closely linked to intracellular pH.
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Affiliation(s)
- Alexander Seiler
- From the Department of Neurology (A.S., W.P.), Goethe University Frankfurt, Germany
| | - Sara Kammerer
- Institute of Neuroradiology (S.K., A.G., J.R.S., E.H., U.P., M.W.), Goethe University Frankfurt, Germany
| | - Alexander Gühl
- Institute of Neuroradiology (S.K., A.G., J.R.S., E.H., U.P., M.W.), Goethe University Frankfurt, Germany
| | - Jan Rüdiger Schüre
- Institute of Neuroradiology (S.K., A.G., J.R.S., E.H., U.P., M.W.), Goethe University Frankfurt, Germany
| | - Ralf Deichmann
- Brain Imaging Center (R.D., U.N.), Goethe University Frankfurt, Germany
| | - Ulrike Nöth
- Brain Imaging Center (R.D., U.N.), Goethe University Frankfurt, Germany
| | | | - Elke Hattingen
- Institute of Neuroradiology (S.K., A.G., J.R.S., E.H., U.P., M.W.), Goethe University Frankfurt, Germany
| | - Michael Keese
- Department of Vascular Surgery (M.K.), Goethe University Frankfurt, Germany
| | - Ulrich Pilatus
- Institute of Neuroradiology (S.K., A.G., J.R.S., E.H., U.P., M.W.), Goethe University Frankfurt, Germany
| | - Marlies Wagner
- Institute of Neuroradiology (S.K., A.G., J.R.S., E.H., U.P., M.W.), Goethe University Frankfurt, Germany
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Li XH, Liang Q, Chen TW, Wang J, Zhang XM. Diagnostic value of imaging examinations in patients with primary hepatocellular carcinoma. World J Clin Cases 2018; 6:242-248. [PMID: 30211204 PMCID: PMC6134275 DOI: 10.12998/wjcc.v6.i9.242] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Revised: 07/05/2018] [Accepted: 08/01/2018] [Indexed: 02/05/2023] Open
Abstract
Primary hepatocellular carcinoma (PHC) includes hepatocellular carcinoma, intrahepatic cholangiocarcinoma and other pathological types and is characterized by rapid progression. Most of the clinical diagnoses are made at late stage or when distant metastasis occurs, increasing the difficulty of treatment and resulting in a poor prognosis. Therefore, the early diagnosis of PHC plays an important role in timely treatment and the improvement of prognosis. The gold standard for the diagnosis of primary liver cancer is liver biopsy, but it has limitations as an invasive examination. Presently, imaging has become the first choice for the diagnosis of liver cancer. We here summarize the new methods and techniques of imaging in diagnosis and evaluation of primary liver cancer in recent years, including ultrasonography, computed tomography perfusion imaging, diffusion-weighted imaging technology-voxel incoherent motion, diffusion tensor imaging, iterative decomposition of water and fat with echo asymmetry and least squares estimation-iron quantification, dynamic enhanced magnetic resonance imaging and hepatocyte-specific contrast medium imaging. Imaging diagnosis can not only evaluate the degree of differentiation, blood supply and perfusion, and invasiveness of the lesion, but also predict the prognosis, evaluate liver function, and provide references for clinical diagnosis and treatment.
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Affiliation(s)
- Xing-Hui Li
- Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, Sichuan Province, China
- Department of Radiology, Southwest Hospital of Army Medical University, Chongqing 400038, China
| | - Qi Liang
- Department of Laboratory, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, Sichuan Province, China
| | - Tian-Wu Chen
- Sichuan Key Laboratory of Medical Imaging, Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, Sichuan Province, China
| | - Jian Wang
- Department of Radiology, Southwest Hospital of Army Medical University, Chongqing 400038, China
| | - Xiao-Ming Zhang
- Sichuan Key Laboratory of Medical Imaging, Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong 637000, Sichuan Province, China
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6
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Seiler A, Deichmann R, Nöth U, Lauer A, Pfeilschifter W, Singer OC, Wagner M. Extent of Microstructural Tissue Damage Correlates with Hemodynamic Failure in High-Grade Carotid Occlusive Disease: An MRI Study Using Quantitative T2 and DSC Perfusion. AJNR Am J Neuroradiol 2018; 39:1273-1279. [PMID: 29748200 DOI: 10.3174/ajnr.a5666] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2017] [Accepted: 03/15/2018] [Indexed: 11/07/2022]
Abstract
BACKGROUND AND PURPOSE Chronic hemodynamic impairment in high-grade carotid occlusive disease is thought to cause microstructural abnormalities that might be subclinical or lead to subtle symptoms including cognitive impairment. Quantitative MR imaging allows assessing pathologic structural changes beyond macroscopically visible tissue damage. In this study, high-resolution quantitative T2 mapping combined with DSC-based PWI was used to investigate quantitative T2 changes as a potential marker of microstructural damage in relation to hemodynamic impairment in patients with unilateral high-grade carotid occlusive disease. MATERIALS AND METHODS Eighteen patients with unilateral high-grade ICA or MCA stenosis/occlusion were included in the study. T2 values and deconvolved perfusion parameters, including relative CBF, relative CBV, and the relative CBF/relative CBV ratio as a potential indicator of local cerebral perfusion pressure, were determined within areas with delayed TTP and compared with values from contralateral unaffected areas after segmentation of normal-appearing hypoperfused WM and cortical regions. Hemispheric asymmetry indices were calculated for all parameters. RESULTS Quantitative T2 was significantly prolonged (P < .01) in hypoperfused tissue and correlated significantly (P < .01) with TTP delay and relative CBF/relative CBV reduction in WM. Significant correlations (P < .001) between TTP delay and the relative CBF/relative CBV ratio were found both in WM and in cortical areas. CONCLUSIONS Quantitative T2 can be used as a marker of microstructural tissue damage even in normal-appearing GM and WM within a vascular territory affected by high-grade carotid occlusive disease. Furthermore, the extent of damage correlates with the degree of hemodynamic failure measured by DSC perfusion parameters.
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Affiliation(s)
- A Seiler
- From the Department of Neurology (A.S., W.P., O.C.S.)
| | | | - U Nöth
- Brain Imaging Center (R.D., U.N.)
| | - A Lauer
- Institute of Neuroradiology (A.L., M.W.), Goethe University Frankfurt, Frankfurt, Germany
| | | | - O C Singer
- From the Department of Neurology (A.S., W.P., O.C.S.)
| | - M Wagner
- Institute of Neuroradiology (A.L., M.W.), Goethe University Frankfurt, Frankfurt, Germany
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Alderson T, Kehoe E, Maguire L, Farrell D, Lawlor B, Kenny RA, Lyons D, Bokde ALW, Coyle D. Disrupted Thalamus White Matter Anatomy and Posterior Default Mode Network Effective Connectivity in Amnestic Mild Cognitive Impairment. Front Aging Neurosci 2017; 9:370. [PMID: 29167639 PMCID: PMC5682321 DOI: 10.3389/fnagi.2017.00370] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2017] [Accepted: 10/26/2017] [Indexed: 11/21/2022] Open
Abstract
Alzheimer’s disease (AD) and its prodromal state amnestic mild cognitive impairment (aMCI) are characterized by widespread abnormalities in inter-areal white matter fiber pathways and parallel disruption of default mode network (DMN) resting state functional and effective connectivity. In healthy subjects, DMN and task positive network interaction are modulated by the thalamus suggesting that abnormal task-based DMN deactivation in aMCI may be a consequence of impaired thalamo-cortical white matter circuitry. Thus, this article uses a multimodal approach to assess white matter integrity between thalamus and DMN components and associated effective connectivity in healthy controls (HCs) relative to aMCI patients. Twenty-six HC and 20 older adults with aMCI underwent structural, functional and diffusion MRI scanning using the high angular resolution diffusion-weighted acquisition protocol. The DMN of each subject was identified using independent component analysis (ICA) and resting state effective connectivity was calculated between thalamus and DMN nodes. White matter integrity changes between thalamus and DMN were investigated with constrained spherical deconvolution (CSD) tractography. Significant structural deficits in thalamic white matter projection fibers to posterior DMN components posterior cingulate cortex (PCC) and lateral inferior parietal lobe (IPL) were identified together with significantly reduced effective connectivity from left thalamus to left IPL. Crucially, impaired thalamo-cortical white matter circuitry correlated with memory performance. Disrupted thalamo-cortical structure was accompanied by significant reductions in IPL and PCC cortico-cortical effective connectivity. No structural deficits were found between DMN nodes. Abnormal posterior DMN activity may be driven by changes in thalamic white matter connectivity; a view supported by the close anatomical and functional association of thalamic nuclei effected by AD pathology and the posterior DMN nodes. We conclude that dysfunctional posterior DMN activity in aMCI is consistent with disrupted cortico-thalamo-cortical processing and thalamic-based dissemination of hippocampal disease agents to cortical hubs.
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Affiliation(s)
- Thomas Alderson
- Intelligent Systems Research Centre, University Ulster, Derry, United Kingdom
| | - Elizabeth Kehoe
- Trinity College Institute of Neuroscience and Cognitive Systems Group, Discipline of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Liam Maguire
- Intelligent Systems Research Centre, University Ulster, Derry, United Kingdom
| | - Dervla Farrell
- Trinity College Institute of Neuroscience and Cognitive Systems Group, Discipline of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Brian Lawlor
- Mercer's Institute for Research on Ageing, St. James's Hospital, Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Rose A Kenny
- Mercer's Institute for Research on Ageing, St. James's Hospital, Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | | | - Arun L W Bokde
- Trinity College Institute of Neuroscience and Cognitive Systems Group, Discipline of Psychiatry, School of Medicine, Trinity College Dublin, Dublin, Ireland
| | - Damien Coyle
- Intelligent Systems Research Centre, University Ulster, Derry, United Kingdom
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Chen Y, Sha M, Zhao X, Ma J, Ni H, Gao W, Ming D. Automated detection of pathologic white matter alterations in Alzheimer's disease using combined diffusivity and kurtosis method. Psychiatry Res Neuroimaging 2017; 264:35-45. [PMID: 28448817 DOI: 10.1016/j.pscychresns.2017.04.004] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/14/2016] [Revised: 04/01/2017] [Accepted: 04/12/2017] [Indexed: 10/19/2022]
Abstract
Diffusion tensor imaging (DTI) and diffusion kurtosis imaging (DKI) are important diffusion MRI techniques for detecting microstructure abnormities in diseases such as Alzheimer's. The advantages of DKI over DTI have been reported generally; however, the indistinct relationship between diffusivity and kurtosis has not been clearly revealed in clinical settings. In this study, we hypothesize that the combination of diffusivity and kurtosis in DKI improves the capacity of DKI to detect Alzheimer's disease compared with diffusivity or kurtosis alone. Specifically, a support vector machine-based approach was applied to combine diffusivity and kurtosis and to compare different indices datasets. Strict assessments were conducted to ensure the reliability of all classifiers. Then, data from the optimized classifiers were used to detect abnormalities. With the combination, high accuracy performances of 96.23% were obtained in 53 subjects, including 27 Alzheimer's patients. More highly scored abnormal regions were selected by the combination than alone. The results revealed that more precise diffusivity and complementary kurtosis mainly contributed to the high performance of the combination in DKI. This study provides further understanding of DKI and the relationship between diffusivity and kurtosis in pathologic white matter alterations in Alzheimer's disease.
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Affiliation(s)
- Yuanyuan Chen
- School of Electronics and Information Engineering, Tianjin University, Tianjin, China.
| | - Miao Sha
- The Neural Engineering & Rehabilitation lab, Tianjin University, Tianjin, China.
| | - Xin Zhao
- The Neural Engineering & Rehabilitation lab, Tianjin University, Tianjin, China.
| | - Jianguo Ma
- School of Electronics and Information Engineering, Tianjin University, Tianjin, China.
| | - Hongyan Ni
- Department of Radiology, Tianjin First Central Hospital, Tianjin, China.
| | - Wei Gao
- Department of Biomedical Sciences and Academic Imaging, Cedars-Sinai Medical Center, CA, USA.
| | - Dong Ming
- The Neural Engineering & Rehabilitation lab, Tianjin University, Tianjin, China.
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Li X, Zhuang L, Zhang X, Wang J, Chen T, Li L, Aduah EA, Hu J. Preliminary Study of MR Diffusion Tensor Imaging of Pancreas for the Diagnosis of Acute Pancreatitis. PLoS One 2016; 11:e0160115. [PMID: 27584016 PMCID: PMC5008639 DOI: 10.1371/journal.pone.0160115] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2016] [Accepted: 06/06/2016] [Indexed: 12/15/2022] Open
Abstract
OBJECTIVES To evaluate the feasibility of differentiating between acute pancreatitis (AP) and healthy pancreas using diffusion tensor imaging (DTI) and correlate apparent diffusion coefficient (ADC) /fractional anisotropy (FA) values with the severity of AP. MATERIAL AND METHODS 66 patients diagnosed with AP and 20 normal controls (NC) underwent DTI sequences and routine pancreatic MR sequences on a 3.0T MRI scanner. Average ADC and FA values of the pancreatic were measured. Differences of FA and ADC values between the AP group and the NC group with AP and healthy pancreas were compared by two-sample independent t-test. The severity of AP on MRI was classified into subgroups using MR severity index (MRSI), where the mean FA and ADC values were calculated. Relationship among the FA values, ADC values and MRSI were analyzed using Spearman's rank correlation coefficients. RESULTS The pancreatic mean ADC value in the AP group (1.68 ± 0.45×10-3mm2/s) was significantly lower than in the NC group (2.09 ± 0.55×10-3mm2/s) (P = 0.02); the same as mean FA value (0.39 ± 0.23 vs 0.54 ± 0.12, P = 0.00). In the subgroup analysis, the pancreatic ADC and FA value of edema AP patients was significantly higher than necrosis AP patients with P = 0.000 and P = 0.001respectively. In addition, as severity of pancreatitis increased according to MRSI, lower pancreatic ADC (r = -0.635) and FA value (r = -0.654) were noted. CONCLUSION Both FA and ADC value from DTI can be used to differentiate AP patients from NC. Both ADC and FA value of pancreas have a negative correlation with the severity of AP.
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Affiliation(s)
- Xinghui Li
- Department of Radiology, The First Affiliated Hospital of the First Military Medical University, Chongqing, China; Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, China
| | - Ling Zhuang
- Department of Radiation Oncology, Wayne State University, Detroit, Michigan, United States of America
| | - Xiaoming Zhang
- Department of Radiology, The First Affiliated Hospital of the First Military Medical University, Chongqing, China; Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, China
| | - Jian Wang
- Department of Radiology, The First Affiliated Hospital of the First Military Medical University, Chongqing, China; Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, China
| | - Tianwu Chen
- Department of Radiology, The First Affiliated Hospital of the First Military Medical University, Chongqing, China; Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, China
| | - Liangjun Li
- Department of Radiology, The First Affiliated Hospital of the First Military Medical University, Chongqing, China; Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, China
| | | | - Jiani Hu
- Department of Radiology, Wayne State University, Detroit, Michigan, United States of America
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10
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Baradaran H, Mtui EE, Richardson JE, Delgado D, Dunning A, Marshall RS, Sanelli PC, Gupta A. White Matter Diffusion Abnormalities in Carotid Artery Disease: A Systematic Review and Meta-Analysis. J Neuroimaging 2016; 26:481-8. [PMID: 27079165 DOI: 10.1111/jon.12347] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2016] [Revised: 02/21/2016] [Accepted: 02/26/2016] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND & PURPOSE Abnormalities in apparent diffusion coefficient (ADC), fractional anisotropy (FA), and mean diffusivity (MD) values can be used to assess microstructural damage to white matter tracts and could represent a quantitative marker of chronic ischemia and thereby potentially serve as a stroke risk factor or a measure of existing subclinical ischemic disease burden. We performed a systematic review and 3 separate meta-analyses to evaluate the association between unilateral carotid steno-occlusion and ipsilateral ADC, FA, or MD abnormality. MATERIALS & METHODS A comprehensive literature search evaluating the association of carotid disease and quantitative white matter diffusion imaging was performed. The included studies examined patients for ADC, FA, and MD values ipsilateral and contralateral to the site of carotid artery disease. Three meta-analyses using standardized mean differences with assessment of study heterogeneity were performed. RESULTS Of the 2,920 manuscripts screened, 6 met eligibility for meta-analysis. Of the included manuscripts, 2 studied ADC values, 6 studied FA values, and 2 studied MD values. Our 3 meta-analyses showed standardized mean difference for ADC, FA, and MD values between cerebral hemispheres ipsilateral and contralateral to carotid artery disease site as 1.13 (95% CI: .79-1.47, P < .001), -.42 (95% CI: -.62 to -.21, P < .001), and .23 (95% CI: -.32 to -.77, P = .41), respectively. Measures of heterogeneity showed mild heterogeneity in the 3 meta-analyses. CONCLUSION Carotid artery disease is associated with significant ADC and FA value changes, suggesting that carotid disease is associated with quantifiable white matter microstructural damage.
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Affiliation(s)
- Hediyeh Baradaran
- Departments of Radiology, NewYork-Presbyterian Hospital, New York, NY
| | - Edward E Mtui
- Departments of Radiology, NewYork-Presbyterian Hospital, New York, NY
| | - Joshua E Richardson
- Samuel J. Wood Library & C.V. Starr Biomedical Information Center, New York, NY.,Healthcare Policy and Research, NewYork-Presbyterian Hospital, Weill Cornell Medical College, New York, NY
| | - Diana Delgado
- Samuel J. Wood Library & C.V. Starr Biomedical Information Center, New York, NY
| | - Allison Dunning
- Healthcare Policy and Research, NewYork-Presbyterian Hospital, Weill Cornell Medical College, New York, NY
| | - Randolph S Marshall
- Department of Neurology, NewYork-Presbyterian Hospital, Columbia University Medical Center, New York, NY
| | - Pina C Sanelli
- Departments of Radiology, NewYork-Presbyterian Hospital, New York, NY.,Healthcare Policy and Research, NewYork-Presbyterian Hospital, Weill Cornell Medical College, New York, NY
| | - Ajay Gupta
- Departments of Radiology, NewYork-Presbyterian Hospital, New York, NY.,Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, New York, NY
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Li X, Liang Q, Zhuang L, Zhang X, Chen T, Li L, Liu J, Calimente H, Wei Y, Hu J. Preliminary Study of MR Diffusion Tensor Imaging of the Liver for the Diagnosis of Hepatocellular Carcinoma. PLoS One 2015; 10:e0135568. [PMID: 26317346 PMCID: PMC4552840 DOI: 10.1371/journal.pone.0135568] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2015] [Accepted: 07/23/2015] [Indexed: 12/11/2022] Open
Abstract
OBJECTIVES To evaluate the feasibility of differentiating between hepatocellular carcinomas (HCC) and healthy liver using diffusion tensor imaging (DTI). MATERIAL AND METHODS All subjects underwent an abdominal examination on a 3.0T MRI scanner. Two radiologists independently scored the image quality (IQ). An optimal set of DTI parameters was obtained from a group of fifteen volunteers with multiple b-values (100, 300, 500, and 800 s/mm2) and various diffusion-encoding directions (NED = 6, 9, and 12)using two way ANOVA analysis. Eighteen Patients with HCC underwent DTI scans with the optimized parameters. Fractional anisotropy(FA) and average apparent diffusion coefficient (ADC) values were measured. The differences of FA and ADC values between liver healthy region and HCC lesion were compared through paired t tests. RESULTS There were no significant changes in liver IQ and FA/ADC values with increased NED(P >0.05), whereas the liver IQ and FA/ADC values decreased significantly with increased b-values(P <0.05). Good IQ, acceptable scan time and reasonable FA/ADC values were acquired using NED = 9 with b-value of (0,300) s/mm2. Using the optimized DTI sequence, ADC value of the tumor lesion was significantly lower than that of the healthy liver region (1.30 ± 0.34×10-3 vs 1.52 ± 0.27×10-3 mm2/s, P = 0.013), whereas the mean FA value of the tumor lesion (0.42 ± 0.11) was significantly higher than the normal liver region (0.32 ± 0.10) (P = 0.004). CONCLUSION Either FA or ADC value from DTI can be used to differentiate HCC from healthy liver. HCC lead to higher FA value and lower ADC value on DTI than healthy liver.
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Affiliation(s)
- Xinghui Li
- Sichuan Key Laboratory of Medical Imaging, Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, 637000, China
| | - Qi Liang
- Department of Laboratory, Affiliated Hospital of North Sichuan Medical College, Nanchong, 637000, China
| | - Ling Zhuang
- Department of Radiation Oncology, Wayne State University, Detroit, 48201, MI, United States of America
| | - Xiaoming Zhang
- Sichuan Key Laboratory of Medical Imaging, Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, 637000, China
| | - Tianwu Chen
- Sichuan Key Laboratory of Medical Imaging, Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, 637000, China
| | - Liangjun Li
- Sichuan Key Laboratory of Medical Imaging, Department of Radiology, Affiliated Hospital of North Sichuan Medical College, Nanchong, 637000, China
| | - Jun Liu
- Department of Radiology, Second Xiangya Hospital, Central South University, Changsha, 410011, China
| | - Horea Calimente
- Department of Radiology, Wayne State University, Detroit, 48201, MI, United States of America
| | - Yinan Wei
- Department of Radiology, Wayne State University, Detroit, 48201, MI, United States of America
| | - Jiani Hu
- Department of Radiology, Wayne State University, Detroit, 48201, MI, United States of America
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