Magnetic resonance imaging;
phase;
image texture;
spatial-frequency analysis;
Multi-resolution;
tissue alignment;
brain white matter;
lesions;
multiple sclerosis;
D O I:
10.1117/12.2293595
中图分类号:
O43 [光学];
学科分类号:
070207 ;
0803 ;
摘要:
Structural changes to nerve fiber tracts are extremely common in neurological diseases such as multiple sclerosis (MS). Accurate quantification is vital. However, while nerve fiber damage is often seen as multi-focal lesions in magnetic resonance imaging (MRI), measurement through visual perception is limited. Our goal was to characterize the texture pattern of the lesions in MRI and determine how texture orientation metrics relate to lesion structure using two new methods: phase congruency and multi-resolution spatial-frequency analysis. The former aims to optimize the detection of the 'edges and corners' of a structure, and the latter evaluates both the radial and angular distributions of image texture associated with the various forming scales of a structure. The radial texture spectra were previously confirmed to measure the severity of nerve fiber damage, and were thus included for validation. All measures were also done in the control brain white matter for comparison. Using clinical images of MS patients, we found that both phase congruency and weighted mean phase detected invisible lesion patterns and were significantly greater in lesions, suggesting higher structure complexity, than the control tissue. Similarly, multi-angular spatial-frequency analysis detected much higher texture across the whole frequency spectrum in lesions than the control areas. Such angular complexity was consistent with findings from radial texture. Analysis of the phase and texture alignment may prove to be a useful new approach for assessing invisible changes in lesions using clinical MRI and thereby lead to improved management of patients with MS and similar disorders.
机构:
Penn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Univ Penn, Dept Psychiat, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Baller, Erica B.
Sweeney, Elizabeth M.
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机构:
Univ Penn, Penn Stat Imaging & Visualizat Ctr, Dept Biostat Epidemiol & Informat, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Sweeney, Elizabeth M.
Cieslak, Matthew
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h-index: 0
机构:
Penn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Univ Penn, Dept Psychiat, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Cieslak, Matthew
Robert-Fitzgerald, Timothy
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机构:
Univ Penn, Penn Stat Imaging & Visualizat Ctr, Dept Biostat Epidemiol & Informat, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Robert-Fitzgerald, Timothy
Covitz, Sydney C.
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机构:
Penn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Univ Penn, Dept Psychiat, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Covitz, Sydney C.
Martin, Melissa L.
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h-index: 0
机构:
Univ Penn, Penn Stat Imaging & Visualizat Ctr, Dept Biostat Epidemiol & Informat, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Martin, Melissa L.
Schindler, Matthew K.
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h-index: 0
机构:
Univ Penn, Dept Neurol, Philadelphia, PA USA
Univ Penn, Ctr Neuroinflammat & Neurotherapeut, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Schindler, Matthew K.
Bar-Or, Amit
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h-index: 0
机构:
Univ Penn, Dept Neurol, Philadelphia, PA USA
Univ Penn, Ctr Neuroinflammat & Neurotherapeut, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Bar-Or, Amit
Elahi, Ameena
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h-index: 0
机构:
Univ Penn, Dept Informat Serv, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Elahi, Ameena
Larsen, Bart S.
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h-index: 0
机构:
Penn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Univ Penn, Dept Psychiat, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Larsen, Bart S.
Manning, Abigail R.
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h-index: 0
机构:
Univ Penn, Penn Stat Imaging & Visualizat Ctr, Dept Biostat Epidemiol & Informat, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Manning, Abigail R.
Markowitz, Clyde E.
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h-index: 0
机构:
Univ Penn, Dept Neurol, Philadelphia, PA USA
Univ Penn, Ctr Neuroinflammat & Neurotherapeut, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Markowitz, Clyde E.
Perrone, Christopher M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Neurol, Philadelphia, PA USA
Univ Penn, Ctr Neuroinflammat & Neurotherapeut, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Perrone, Christopher M.
Rautman, Victoria
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Dept Informat Serv, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Rautman, Victoria
Seitz, Madeleine M.
论文数: 0引用数: 0
h-index: 0
机构:
Penn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Univ Penn, Dept Psychiat, Philadelphia, PA USA
Univ Penn, Penn Stat Imaging & Visualizat Ctr, Dept Biostat Epidemiol & Informat, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Seitz, Madeleine M.
Detre, John A.
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h-index: 0
机构:
Univ Penn, Dept Neurol, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Detre, John A.
Fox, Michael D.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Med Sch, Brigham & Womens Hosp, Ctr Brain Circuit Therapeut, Dept Neurol Psychiat & Radiol, Boston, MA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Fox, Michael D.
Shinohara, Russell T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Penn, Penn Stat Imaging & Visualizat Ctr, Dept Biostat Epidemiol & Informat, Philadelphia, PA USA
Univ Penn, Ctr Biomed Image Comp & Analyt, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Shinohara, Russell T.
Satterthwaite, Theodore D.
论文数: 0引用数: 0
h-index: 0
机构:
Penn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
Univ Penn, Dept Psychiat, Philadelphia, PA USA
Univ Penn, Ctr Biomed Image Comp & Analyt, Philadelphia, PA USAPenn Lifespan Informat & Neuroimaging Ctr, Philadelphia, PA 19104 USA
机构:
Univ Nottingham, Queens Med Ctr, Div Clin Neurol, Nottingham NG7 2UH, EnglandUniv Nottingham, Queens Med Ctr, Div Clin Neurol, Nottingham NG7 2UH, England
Mistry, Niraj
Tallantyre, Emma C.
论文数: 0引用数: 0
h-index: 0
机构:
Nottingham Univ Hosp NHS Trust, Dept Clin Neurol, Nottingham, EnglandUniv Nottingham, Queens Med Ctr, Div Clin Neurol, Nottingham NG7 2UH, England
Tallantyre, Emma C.
Dixon, Jennifer E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nottingham, Sir Peter Mansfield Magnet Resonance Ctr, Sch Phys & Astron, Nottingham NG7 2UH, Notts, EnglandUniv Nottingham, Queens Med Ctr, Div Clin Neurol, Nottingham NG7 2UH, England
Dixon, Jennifer E.
Galazis, Nicolas
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nottingham, Queens Med Ctr, Div Clin Neurol, Nottingham NG7 2UH, EnglandUniv Nottingham, Queens Med Ctr, Div Clin Neurol, Nottingham NG7 2UH, England
Galazis, Nicolas
论文数: 引用数:
h-index:
机构:
Jaspan, Tim
Morgan, Paul S.
论文数: 0引用数: 0
h-index: 0
机构:
Nottingham Univ Hosp NHS Trust, Dept Med Phys, Nottingham, Notts, EnglandUniv Nottingham, Queens Med Ctr, Div Clin Neurol, Nottingham NG7 2UH, England
Morgan, Paul S.
Morris, Peter
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nottingham, Sir Peter Mansfield Magnet Resonance Ctr, Sch Phys & Astron, Nottingham NG7 2UH, Notts, EnglandUniv Nottingham, Queens Med Ctr, Div Clin Neurol, Nottingham NG7 2UH, England
Morris, Peter
Evangelou, Nikos
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nottingham, Queens Med Ctr, Div Clin Neurol, Nottingham NG7 2UH, EnglandUniv Nottingham, Queens Med Ctr, Div Clin Neurol, Nottingham NG7 2UH, England
机构:
Univ Newcastle, Hunter Med Res Inst, Newcastle, NSW, Australia
Univ Newcastle, Fac Hlth & Med, Newcastle, NSW, AustraliaUniv Newcastle, Elect Engn & Comp, Newcastle, NSW, Australia
Ramadan, S.
Lechner-Scott, J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Newcastle, Hunter Med Res Inst, Newcastle, NSW, Australia
Univ Newcastle, Sch Med & Publ Hlth, Newcastle, NSW, Australia
John Hunter Hosp, Neurol, Newcastle, NSW, AustraliaUniv Newcastle, Elect Engn & Comp, Newcastle, NSW, Australia
机构:
King Abdulaziz Univ, Jeddah, Saudi Arabia
London Hlth Sci Ctr, London, ON, Canada
Univ Western Ontario, London, ON, CanadaKing Abdulaziz Univ, Jeddah, Saudi Arabia
Alturkustani, Murad
Bahakeem, Basem
论文数: 0引用数: 0
h-index: 0
机构:
London Hlth Sci Ctr, London, ON, Canada
Univ Western Ontario, London, ON, Canada
Umm Al Qura Univ, Mecca, Saudi ArabiaKing Abdulaziz Univ, Jeddah, Saudi Arabia
Bahakeem, Basem
Zhang, Qi
论文数: 0引用数: 0
h-index: 0
机构:
London Hlth Sci Ctr, London, ON, Canada
Univ Western Ontario, London, ON, CanadaKing Abdulaziz Univ, Jeddah, Saudi Arabia
Zhang, Qi
Ang, Lee-Cyn
论文数: 0引用数: 0
h-index: 0
机构:
London Hlth Sci Ctr, London, ON, Canada
Univ Western Ontario, London, ON, CanadaKing Abdulaziz Univ, Jeddah, Saudi Arabia