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Mohammadi M, Roohollahi F, Mahmoudi MM, Mohammadi A, Mohamadi M, Kankam SB, Ghamari Khameneh A, Baghdasaryan D, Farahbakhsh F, Martin AR, Harrop J, Rahimi-Movaghar V. Correlation Between Pre-Operative Diffusion Tensor Imaging Indices and Post-Operative Outcome in Degenerative Cervical Myelopathy: A Systematic Review and Meta-Analysis. Global Spine J 2024; 14:1800-1817. [PMID: 38168663 PMCID: PMC11268306 DOI: 10.1177/21925682231225634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/05/2024] Open
Abstract
STUDY DESIGN Systematic review. OBJECTIVES The correlation between pre-operative diffusion tensor imaging (DTI) metrics and post-operative clinical outcomes in patients with degenerative cervical myelopathy (DCM) has been widely investigated with different studies reporting varied findings. We conducted a systematic review to determine the association between DTI metric and clinical outcomes after surgery. METHODS We identified relevant articles that investigated the relationship between pre-operative DTI indices and post-operative outcome in DCM patients by searching PubMed/MEDLINE, Web of Science, Scopus, and EMBASE from inception until October 2023. In addition, quantitative synthesis and meta-analyses were performed. RESULTS FA was significantly correlated with postoperative JOA or mJOA across all age and follow up subgroups, changes observed in JOA or mJOA from preoperative to postoperative stages (Δ JOA or Δ mJOA) in subgroups aged 65 and above and in those with a follow-up period of 6 months or more, as well as recovery rate in all studies pooled together and also in the under-65 age bracket. Additionally, a significant correlation was demonstrated between recovery rate and ADC across all age groups. No other significant correlations were discovered between DTI parameters (MD, AD, and ADC) and post-operative outcomes. CONCLUSION DTI is a quantitative noninvasive evaluation tool that correlates with severity of DCM. However, the current evidence is still elusive regarding whether DTI metric is a validated tool for predicting the degree of post-operative recovery, which could potentially be useful in patient selection for surgery.
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Affiliation(s)
| | - Faramarz Roohollahi
- Sports Medicine Research Center, Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran
- Yas Spine Center of Excellence, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohamad Mahdi Mahmoudi
- Department of General Surgery, Shahid Mofateh Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Aynaz Mohammadi
- School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Mobin Mohamadi
- School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Samuel Berchi Kankam
- Image guided Neurosurgery Lab, Department of Neurosurgery, Brigham and Women Hospital, Harvard Medical School, Boston, MA, USA
- Brain Trauma Lab, Department of Neurosurgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Afshar Ghamari Khameneh
- Department of Radiology, Advanced Diagnostic and Interventional Radiology (ADIR) Research Center, Imam Khomeini Hospital Complex, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Farzin Farahbakhsh
- Sina Trauma and Surgery Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Allan R. Martin
- Department of Neurosurgery, University of California Davis, Davis, CA, USA
| | - James Harrop
- Department of Neurological and Orthopedic Surgery, Thomas Jefferson University, Philadelphia, PA, USA
| | - Vafa Rahimi-Movaghar
- Sina Trauma and Surgery Research Center, Tehran University of Medical Sciences, Tehran, Iran
- Brain and Spinal Cord Injury Research Center, Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran
- Department of Neurosurgery, Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
- Universal Scientific Education and Research Network (USERN), Tehran, Iran
- Institute of Biochemistry and Biophysics, University of Tehran, Tehran, Iran
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Guo X, Li J, Su Q, Song J, Cheng C, Chu X, Zhao R. Transcriptional correlates of frequency-dependent brain functional activity associated with symptom severity in degenerative cervical myelopathy. Neuroimage 2023; 284:120451. [PMID: 37949259 DOI: 10.1016/j.neuroimage.2023.120451] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Revised: 11/06/2023] [Accepted: 11/07/2023] [Indexed: 11/12/2023] Open
Abstract
BACKGROUND Neuroimaging techniques provide insights into the brain abnormalities secondary to degenerative cervical myelopathy (DCM) and their association with neurological deficits. However, the neural correlates underlying the discrepancy between symptom severity and the degree of spinal cord compression, as well as the transcriptional correlates of these cortical abnormalities, remain unknown in DCM patients. METHODS In this cross-sectional study, which collected resting-state functional MRI (rs-fMRI) images and the Japanese Orthopedic Association (JOA) score, enrolled 104 participants (54 patients and 50 healthy controls). The frequency-dependent amplitude of low-frequency fluctuation (ALFF) was obtained for all participants. We investigated the ALFF differences between mild-symptom DCM patients and severe-symptom DCM patients while carefully matching the degree of compression between these two groups via both univariate comparison and searchlight classification for three frequency bands (e.g., Slow-4, Slow-5, and Full-band). Additionally, we identified genes associated with symptom severity in DCM patients by linking the spatial patterns of gene expression of Allen Human Brain Atlas and brain functional differences between mild symptom and severe symptom groups. RESULTS (1) We found that the frequency-specific brain activities within the sensorimotor network (SMN), visual network (VN), and default mode network (DMN) were associated with the varying degrees of functional impairment in DCM patients; (2) the frequency-specific brain activity within the SMN correlated with the functional recovery in patients with DCM; (3) a spatial correlation between the brain-wide expression of genes involved in neuronal migration and the brain functional activities associated with symptom severity was identified in DCM patients. CONCLUSION In conclusion, our study bridges gaps between genes, cell classes, biological processes, and brain functional correlates of DCM. While our findings are correlational in nature, they suggest that the neural activities of sensorimotor cortices in DCM are associated with the severity of symptoms and might be associated with neuronal migration within the brain.
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Affiliation(s)
- Xing Guo
- Department of Orthopedic, Cangzhou Central Hospital, Cangzhou, Hebei 061017, China
| | - Jie Li
- Department of Orthopedic, Cangzhou Central Hospital, Cangzhou, Hebei 061017, China; Department of Minimally Invasive Spine Surgery, Tianjin Hospital, Tianjin 300211, China
| | - Qian Su
- Department of Orthopedic, Cangzhou Central Hospital, Cangzhou, Hebei 061017, China; Department of Molecular Imaging and Nuclear Medicine, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin Key Laboratory of Cancer Prevention and Therapy, Tianjin's Clinical Research Center for China, Tianjin 300060, China
| | - Jiajun Song
- Department of Orthopedics Surgery, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Cai Cheng
- Department of Orthopedic, Cangzhou Central Hospital, Cangzhou, Hebei 061017, China.
| | - Xu Chu
- Department of Shoulder and Elbow of Sports Medicine, Honghui Hospital, Xi'an Jiaotong University, Xi'an 710054, China.
| | - Rui Zhao
- Department of Orthopedics Surgery, Tianjin Medical University General Hospital, Tianjin 300052, China.
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Costa F, Anania CD, Agrillo U, Roberto A, Claudio B, Simona B, Daniele B, Carlo B, Barbara C, Ardico C, Battista CG, Raffaele DF, Andrea DR, Carlo DV, Mauro D, Vito F, Diego G, Giancarlo G, Corrado I, Claudio I, Michele I, Innocenzi G, Alessandro L, Giancarlo L, Giuseppe M, Ciro M, Rosario M, Vincenzo M, Nicola M, Pierpaolo N, Andrea P, Giovanni P, Federico PP, Armando R, Alessandro R, Rossella R, Stefano R, Sbaffi PF, Teresa S, Enrico T, Matteo V, Zerbi A, Gianluigi Z, Barbanera A. Cervical Spondylotic Myelopathy: From the World Federation of Neurosurgical Societies (WFNS) to the Italian Neurosurgical Society (SINch) Recommendations. Neurospine 2023; 20:415-429. [PMID: 37401060 PMCID: PMC10323338 DOI: 10.14245/ns.2244996.498] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Revised: 01/13/2023] [Accepted: 02/05/2023] [Indexed: 07/05/2023] Open
Abstract
Cervical spondylotic myelopathy (CSM) is a progressively growing pathology to afford by a spinal surgeon due to the aging of the population, associated with better treatment management and the best diagnosis and treatment solutions are greatly discussed. Nowadays that scientific literature is progressively increasing to identify the gold standard in diagnosis and treatment can be very challenging. This is particularly evident in spinal surgery with many different indications not only in different countries but also in the same local reality. In this scenario, many neurosurgical societies works to identify some guideline or recommendations to help spinal surgeons in daily practice. Furthermore, in an era in which legal issues are increasingly present in clinical practice to have some indications globally accepted can be very useful. World Federation of Neurosurgical Societies (WFNS) few years ago starts this process creating a list of recommendations originating from a worldwide steering committee to respect all the local reality. The spinal section of Italian Neurosurgical Society decides to adopt the WFNS recommendations with some revision basing on Italian scenario. The steering committee of the Spinal Section of Italian Neurosurgical Society identify 7 groups to review the literature of the last 10 years about different topics on CSM and to analyses the WFNS recommendations to adapt it to the Italian daily practice. The statements were discussed and voted in 2 sessions to obtain the final version. A list of recommendations on natural course and clinical presentation; diagnostic tests; conservative and surgical treatment; anterior, posterior and combined surgical treatment; role of neurophysiological monitoring and follow-up and outcome was created with only few new or revised statements respect the ones of WFNS. The Spine Section of Italian Neurosurgical Society create a list of recommendations that represent the more contemporary treatment concepts for CSM as presented in the highest quality clinical literature and best clinical practices available on this subject.
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Affiliation(s)
- Francesco Costa
- Spine Surgery Unit, Department of Neurosurgery, Fondazione IRCCS Istituto Nazionale Neurologico C. Besta, Milan, Italy
| | | | | | - Assietti Roberto
- Unit of Neurosurgery, Azienda Socio Sanitaria Territoriale Fatebenefratelli Sacco, Fatebenefratelli Hospital, Milan, Italy
| | - Bernucci Claudio
- Department of Neurosurgery, ASST Papa Giovanni XXIII Hospital, Bergamo, Italy
| | | | - Bongetta Daniele
- Unit of Neurosurgery, Azienda Socio Sanitaria Territoriale Fatebenefratelli Sacco, Fatebenefratelli Hospital, Milan, Italy
| | - Brembilla Carlo
- Department of Neurosurgery, ASST Papa Giovanni XXIII Hospital, Bergamo, Italy
| | - Cappelletto Barbara
- Section of Spine and Spinal Cord Surgery, Department of Neurological Sciences, ASUFC University Hospital of Udine, Udine, Italy
| | - Cocciaro Ardico
- Department of Neurosurgery, Azienda Ospedaliera Universitaria Pisana (AUOP), University of Pisa, Pisa, Italy
| | | | - De Falco Raffaele
- Department of Neurosurgery, P.O. Santa Maria delle Grazie, Pozzuoli (NA), Italy
| | - De Rosa Andrea
- Division of Neurosurgery, Department of Neurosciences, Reproductive and Odontostomatological Sciences, Università degli Studi di Napoli Federico II, Naples, Italy
| | | | - Dobran Mauro
- Department of Neurosurgery, Università Politecnica delle Marche, Azienda Ospedali Riuniti, Ancona, Italy
| | - Fiorenza Vito
- Department of Neurosurgery, A.R.N.A.S. “Civico Di Cristina Benfratelli” Hospital, Palermo, Italy
| | - Garbossa Diego
- Department of Neuroscience “Rita Levi Montalcini”, Neurosurgery Unit, University of Turin, Turin, Italy
| | | | - Iaccarino Corrado
- Division of Neurosurgery, Department of Biomedical, Metabolic and Neural Sciences, University of Modena and Reggio Emilia, Modena University Hospital, Modena, Italy
| | - Irace Claudio
- Department of Neurosurgery, Hospital Igea, Milan, Italy
| | | | | | | | | | - Maida Giuseppe
- Department of Spine Surgery, Multidisciplinary Spine Center, Santa Maria Maddalena Hospital, Occhiobello (RO), Italy
| | - Mastrantuoni Ciro
- Department of Neurosurgery, P.O. Santa Maria delle Grazie, Pozzuoli (NA), Italy
| | - Maugeri Rosario
- Department of Experimental Biomedicine and Clinical Neurosciences, School of Medicine, Unit of Neurosurgery, AOUP “Paolo Giaccone”, Palermo, Italy
| | - Meglio Vincenzo
- Division of Neurosurgery, Department of Neurosciences, Reproductive and Odontostomatological Sciences, Università degli Studi di Napoli Federico II, Naples, Italy
| | - Montemurro Nicola
- Department of Neurosurgery, Azienda Ospedaliera Universitaria Pisana (AUOP), University of Pisa, Pisa, Italy
| | - Nina Pierpaolo
- Neurosurgical Unit of San Giovanni Bosco Hospital, Naples, Italy
| | | | | | | | - Rapanà Armando
- Neurosurgery Unit, Lorenzo Bonomo Hospital, Andria, Italy
| | - Ricci Alessandro
- Unit of Neurosurgery, Ospedale Civile San Salvatore, L'Aquila, Italy
| | - Rispoli Rossella
- Section of Spine and Spinal Cord Surgery, Department of Neurological Sciences, ASUFC University Hospital of Udine, Udine, Italy
| | - Romoli Stefano
- Unit of Spine Surgery, Careggi University Hospital, Florence, Italy
| | | | - Somma Teresa
- Division of Neurosurgery, Department of Neurosciences, Reproductive and Odontostomatological Sciences, Università degli Studi di Napoli Federico II, Naples, Italy
| | - Tessitore Enrico
- Neurosurgical Unit, Faculty of Medicine, Geneva University Hospitals, Geneva, Switzerland
| | - Vitali Matteo
- Department of Neurosurgery, SS Antonio e Biagio e Cesare Arrigo Alessandria Hospital, Alessandria, Italy
| | - Alberto Zerbi
- Fondazione Iseni Y Nervi, Istititi Clinici Iseni, Lonate Pozzolo, Italy
| | - Zona Gianluigi
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics and Maternal and Child Health (DINOGMI), University of Genoa, Genoa, Italy
- Department of Neurosurgery, IRCCS San Martino University Hospital, Genoa, Italy
| | - Andrea Barbanera
- Department of Neurosurgery, SS Antonio e Biagio e Cesare Arrigo Alessandria Hospital, Alessandria, Italy
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Ouyang Z, Zhang N, Li M, Hong T, Ouyang T, Meng W. A meta-analysis of the role of diffusion tensor imaging in cervical spinal cord compression. J Neuroimaging 2023. [PMID: 36914383 DOI: 10.1111/jon.13093] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2022] [Revised: 02/08/2023] [Accepted: 02/08/2023] [Indexed: 03/14/2023] Open
Abstract
BACKGROUND AND PURPOSE At present, the role of diffusion tensor imaging (DTI) remains controversial. This study aimed to confirm the role of DTI by comparing the differences in fractional anisotropy (FA) values between patients with cervical spinal cord compression (CSCC) and healthy individuals. METHODS A systematic and comprehensive literature search was conducted using the Web of Science, Embase, PubMed, and Cochrane Library databases to compare the mean FA values of patients with CSCC and healthy controls across all compression levels in the cervical spinal cord. Essential data from the literature, such as demographic information, imaging parameters, and DTI analysis method, were extracted. Fixed- or random-effect models based on I2 heterogeneity were applied to the pooled and subgroup analyses. RESULTS Ten studies containing 445 patients and 197 healthy volunteers were eligible. The pooled results demonstrated a decrease in mean FA values across all compression levels in the experiment group compared to those in healthy controls (standardized mean difference = -1.54; 95% confidence interval = [-1.95, -1.14]; p < .001). Meta-regression revealed that the scanner field strength and DTI analysis method had a significant effect on heterogeneity. CONCLUSIONS Our results show that FA values in the spinal cord decline in patients with CSCC, thus confirming the crucial role of DTI in CSCC.
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Affiliation(s)
- Ziqiang Ouyang
- Department of Neurosurgery, The First Affiliated Hospital of Nanchang University, Nanchang, China.,Department of the First Clinical Medical College, Nanchang University, Jiangxi Province, China
| | - Na Zhang
- Department of Neurology, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Meihua Li
- Department of Neurosurgery, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Tao Hong
- Department of Neurosurgery, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Taohui Ouyang
- Department of Neurosurgery, The First Affiliated Hospital of Nanchang University, Nanchang, China
| | - Wei Meng
- Department of Neurosurgery, The First Affiliated Hospital of Nanchang University, Nanchang, China
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He B, Sheldrick K, Das A, Diwan A. Clinical and Research MRI Techniques for Assessing Spinal Cord Integrity in Degenerative Cervical Myelopathy-A Scoping Review. Biomedicines 2022; 10:2621. [PMID: 36289883 PMCID: PMC9599413 DOI: 10.3390/biomedicines10102621] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 10/05/2022] [Accepted: 10/11/2022] [Indexed: 12/01/2022] Open
Abstract
BACKGROUND Degenerative cervical myelopathy (DCM) manifests as the primary cause of spinal cord dysfunction and is non-traumatic, chronic and progressive in nature. Decompressive surgery is typically utilised to halt further disability and neurological dysfunction. The limitations of current diagnostic options surrounding assessment and prognostic potential render DCM still largely a clinical diagnosis. AIMS To outline the limitations of current diagnostic techniques, present evidence behind novel quantitative MRI (qMRI) techniques for assessing spinal cord integrity in DCM and suggest future directions. METHOD Articles published up to November 2021 were retrieved from Medline, EMBASE and EBM using key search terms: spinal cord, spine, neck, MRI, magnetic resonance imaging, qMRI, T1, T2, T2*, R2*, DTI, diffusion tensor imaging, MT, magnetisation transfer, SWI, susceptibility weighted imaging, BOLD, blood oxygen level dependent, fMRI, functional magnetic resonance imaging, functional MRI, MRS, magnetic resonance spectroscopy. RESULTS A total of 2057 articles were retrieved with 68 articles included for analysis. The search yielded 2 articles on Quantitative T1 mapping which suggested higher T1 values in spinal cord of moderate-severe DCM; 43 articles on DTI which indicated a strong correlation of fractional anisotropy and modified Japanese Orthopaedic Association scores; 15 articles on fMRI (BOLD) which demonstrated positive correlation of functional connectivity and volume of activation of various connections in the brain with post-surgical recovery; 6 articles on MRS which suggested that Choline/N-acetylaspartate (Cho/NAA) ratio presents the best correlation with DCM severity; and 4 articles on MT which revealed a preliminary negative correlation of magnetisation transfer ratio with DCM severity. Notably, most studies were of low sample size with short timeframes within 6 months. CONCLUSIONS Further longitudinal studies with higher sample sizes and longer time horizons are necessary to determine the full prognostic capacity of qMRI in DCM.
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Affiliation(s)
- Brandon He
- Spine Labs, St. George & Sutherland Clinical School, UNSW Faculty of Medicine, Kogarah, NSW 2217, Australia
- Faculty of Medicine, University of New South Wales, Kensington, NSW 2052, Australia
| | - Kyle Sheldrick
- Spine Labs, St. George & Sutherland Clinical School, UNSW Faculty of Medicine, Kogarah, NSW 2217, Australia
- Faculty of Medicine, University of New South Wales, Kensington, NSW 2052, Australia
| | - Abhirup Das
- Spine Labs, St. George & Sutherland Clinical School, UNSW Faculty of Medicine, Kogarah, NSW 2217, Australia
- Faculty of Medicine, University of New South Wales, Kensington, NSW 2052, Australia
| | - Ashish Diwan
- Spine Labs, St. George & Sutherland Clinical School, UNSW Faculty of Medicine, Kogarah, NSW 2217, Australia
- Spine Service, Department of Orthopaedic Surgery, St. George Hospital Campus, Kogarah, NSW 2217, Australia
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Kauthankar AA, Jaseemudheen M. Diffusion Tensor Imaging in Spinal Cord Injury: A Review. JOURNAL OF HEALTH AND ALLIED SCIENCES NU 2022. [DOI: 10.1055/s-0042-1751068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
AbstractMagnetic resonance diffusion tensor imaging (DTI) is a recent technique that can measure the direction and magnitude of diffusion of water. It is widely being utilized to evaluate several brain and spinal cord pathologies. The objective of this review is to evaluate the importance of the DTI in patients with spinal cord injury (SCI). It aims to review various articles on DTI SCI and includes both animal and human studies. This will help to describe the current status of the clinical applications of DTI and show its potential as a helpful instrument in clinical practice. The PubMed database was searched for articles relating to the application of DTI in SCI. Relevant articles were also used for the review. A variety of DTI parameters have been studied in various articles. The standard parameters are fractional anisotropy (FA) values, apparent diffusion coefficient (ADC) values, radial diffusivity values, and axial diffusivity values, followed by tractography. FA and ADC values are the most commonly used parameters. The findings observed in most of the studies are increased FA and reduced ADC values following injury to the spinal cord. DTI data metrics possess the potential to become a potent clinical tool in patients with SCI. It is helpful for diagnosis, prognosis, treatment planning, as well as to evaluate the recovery. Nonetheless, to overcome the limitations and determine its reliability clinically, more research has to be performed.
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Affiliation(s)
- Akshada Atchut Kauthankar
- Department of Radio-diagnosis and Imaging, K S Hegde Medical Academy, Nitte (Deemed to be University), Mangalore, Karnataka, India
| | - M.M Jaseemudheen
- Department of Radio-diagnosis and Imaging, K S Hegde Medical Academy, Nitte (Deemed to be University), Mangalore, Karnataka, India
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Valošek J, Bednařík P, Keřkovský M, Hluštík P, Bednařík J, Svatkova A. Quantitative MR Markers in Non-Myelopathic Spinal Cord Compression: A Narrative Review. J Clin Med 2022; 11:2301. [PMID: 35566426 PMCID: PMC9105390 DOI: 10.3390/jcm11092301] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Revised: 04/11/2022] [Accepted: 04/12/2022] [Indexed: 02/01/2023] Open
Abstract
Degenerative spinal cord compression is a frequent pathological condition with increasing prevalence throughout aging. Initial non-myelopathic cervical spinal cord compression (NMDC) might progress over time into potentially irreversible degenerative cervical myelopathy (DCM). While quantitative MRI (qMRI) techniques demonstrated the ability to depict intrinsic tissue properties, longitudinal in-vivo biomarkers to identify NMDC patients who will eventually develop DCM are still missing. Thus, we aim to review the ability of qMRI techniques (such as diffusion MRI, diffusion tensor imaging (DTI), magnetization transfer (MT) imaging, and magnetic resonance spectroscopy (1H-MRS)) to serve as prognostic markers in NMDC. While DTI in NMDC patients consistently detected lower fractional anisotropy and higher mean diffusivity at compressed levels, caused by demyelination and axonal injury, MT and 1H-MRS, along with advanced and tract-specific diffusion MRI, recently revealed microstructural alterations, also rostrally pointing to Wallerian degeneration. Recent studies also disclosed a significant relationship between microstructural damage and functional deficits, as assessed by qMRI and electrophysiology, respectively. Thus, tract-specific qMRI, in combination with electrophysiology, critically extends our understanding of the underlying pathophysiology of degenerative spinal cord compression and may provide predictive markers of DCM development for accurate patient management. However, the prognostic value must be validated in longitudinal studies.
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Affiliation(s)
- Jan Valošek
- Department of Neurology, Faculty of Medicine and Dentistry, Palacký University Olomouc, 779 00 Olomouc, Czech Republic; (J.V.); (P.H.)
- Department of Radiology, Faculty of Medicine and Dentistry, Palacký University Olomouc, 779 00 Olomouc, Czech Republic
- Department of Biomedical Engineering, University Hospital Olomouc, 779 00 Olomouc, Czech Republic
| | - Petr Bednařík
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Amager and Hvidovre, 2650 Hvidovre, Denmark;
- Department of Radiology, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Amager and Hvidovre, 2650 Hvidovre, Denmark
| | - Miloš Keřkovský
- Faculty of Medicine, Masaryk University, 625 00 Brno, Czech Republic; (M.K.); (J.B.)
- Department of Radiology and Nuclear Medicine, University Hospital Brno, 625 00 Brno, Czech Republic
| | - Petr Hluštík
- Department of Neurology, Faculty of Medicine and Dentistry, Palacký University Olomouc, 779 00 Olomouc, Czech Republic; (J.V.); (P.H.)
- Department of Neurology, University Hospital Olomouc, 779 00 Olomouc, Czech Republic
| | - Josef Bednařík
- Faculty of Medicine, Masaryk University, 625 00 Brno, Czech Republic; (M.K.); (J.B.)
- Department of Neurology, University Hospital Brno, 625 00 Brno, Czech Republic
- Central European Institute of Technology, Masaryk University, 625 00 Brno, Czech Republic
| | - Alena Svatkova
- Danish Research Centre for Magnetic Resonance, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Amager and Hvidovre, 2650 Hvidovre, Denmark;
- Department of Radiology, Centre for Functional and Diagnostic Imaging and Research, Copenhagen University Hospital Amager and Hvidovre, 2650 Hvidovre, Denmark
- Department of Medicine III, Clinical Division of Endocrinology and Metabolism, Medical University of Vienna, 1090 Vienna, Austria
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The Correlation between Functional Connectivity of the Primary Somatosensory Cortex and Cervical Spinal Cord Microstructural Injury in Patients with Cervical Spondylotic Myelopathy. DISEASE MARKERS 2022; 2022:2623179. [PMID: 35096201 PMCID: PMC8791726 DOI: 10.1155/2022/2623179] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Accepted: 12/17/2021] [Indexed: 11/23/2022]
Abstract
Objectives To explore functional connectivity reorganization of the primary somatosensory cortex, the chronic microstructure damage of the cervical spinal cord, and their relationship in cervical spondylotic myelopathy (CSM) patients. Methods Thirty-three patients with CSM and 23 healthy controls (HCs) were recruited for rs-fMRI and cervical spinal cord diffusion tensor imaging (DTI) scans. Six subregions (including leg, back, chest, hand, finger and face) of bilateral primary somatosensory cortex (S1) were selected for seed-based whole-brain functional connectivity (FC). Then, we calculated the apparent diffusion coefficient (ADC) and fractional anisotropy (FA) values of the cervical spinal cord. Correlation analysis was conducted between FC values of brain regions and DTI parameters of cervical spinal cord (ADC, FA), and their relationship with each other and clinical parameters. Results Compared with the HC group, the CSM group showed decreased FC between areas of the left S1hand, the left S1leg, the right S1chest, and the right S1leg with brain regions. The mean FA values of the cervical spinal cord in CSM patients were positively correlated with JOA scores. Especially, the FApos values of bilateral posterior funiculus were positively correlated with JOA scores. The ADC and FA values of bilateral posterior funiculus in the cervical spinal cord were also positively correlated with the FC values. Conclusions There was synchronization between chronic cervical spinal cord microstructural injury and cerebral cortex sensory function compensatory recombination. DTI parameters of the posterior cervical spinal cord could objectively reflect the degree of cerebral cortex sensory function impairment to a certain extent.
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Su Q, Zhao R, Wang S, Tu H, Guo X, Yang F. Identification and Therapeutic Outcome Prediction of Cervical Spondylotic Myelopathy Based on the Functional Connectivity From Resting-State Functional MRI Data: A Preliminary Machine Learning Study. Front Neurol 2021; 12:711880. [PMID: 34690912 PMCID: PMC8531403 DOI: 10.3389/fneur.2021.711880] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Accepted: 08/19/2021] [Indexed: 11/21/2022] Open
Abstract
Currently, strategies to diagnose patients and predict neurological recovery in cervical spondylotic myelopathy (CSM) using MR images of the cervical spine are urgently required. In light of this, this study aimed at exploring potential preoperative brain biomarkers that can be used to diagnose and predict neurological recovery in CSM patients using functional connectivity (FC) analysis of a resting-state functional MRI (rs-fMRI) data. Two independent datasets, including total of 53 patients with CSM and 47 age- and sex-matched healthy controls (HCs), underwent the preoperative rs-fMRI procedure. The FC was calculated from the automated anatomical labeling (AAL) template and used as features for machine learning analysis. After that, three analyses were used, namely, the classification of CSM patients from healthy adults using the support vector machine (SVM) within and across datasets, the prediction of preoperative neurological function in CSM patients via support vector regression (SVR) within and across datasets, and the prediction of neurological recovery in CSM patients via SVR within and across datasets. The results showed that CSM patients could be successfully identified from HCs with high classification accuracies (84.2% for dataset 1, 95.2% for dataset 2, and 73.0% for cross-site validation). Furthermore, the rs-FC combined with SVR could successfully predict the neurological recovery in CSM patients. Additionally, our results from cross-site validation analyses exhibited good reproducibility and generalization across the two datasets. Therefore, our findings provide preliminary evidence toward the development of novel strategies to predict neurological recovery in CSM patients using rs-fMRI and machine learning technique.
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Affiliation(s)
- Qian Su
- Tianjin Key Laboratory of Cancer Prevention and Therapy, Department of Molecular Imaging and Nuclear Medicine, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin's Clinical Research Center for China, Tianjin, China
| | - Rui Zhao
- Department of Orthopedics Surgery, Tianjin Medical University General Hospital, Tianjin, China
| | - ShuoWen Wang
- School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - HaoYang Tu
- School and Hospital of Stomatology, Tianjin Medical University, Tianjin, China
| | - Xing Guo
- Department of Orthopedics Surgery, Tianjin Medical University General Hospital, Tianjin, China
| | - Fan Yang
- Department of Radiology, Tianjin Medical University General Hospital, Tianjin, China
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10
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Labounek R, Valošek J, Horák T, Svátková A, Bednařík P, Vojtíšek L, Horáková M, Nestrašil I, Lenglet C, Cohen-Adad J, Bednařík J, Hluštík P. HARDI-ZOOMit protocol improves specificity to microstructural changes in presymptomatic myelopathy. Sci Rep 2020; 10:17529. [PMID: 33067520 PMCID: PMC7567840 DOI: 10.1038/s41598-020-70297-3] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2019] [Accepted: 07/21/2020] [Indexed: 12/12/2022] Open
Abstract
Diffusion magnetic resonance imaging (dMRI) proved promising in patients with non-myelopathic degenerative cervical cord compression (NMDCCC), i.e., without clinically manifested myelopathy. Aim of the study is to present a fast multi-shell HARDI-ZOOMit dMRI protocol and validate its usability to detect microstructural myelopathy in NMDCCC patients. In 7 young healthy volunteers, 13 age-comparable healthy controls, 18 patients with mild NMDCCC and 15 patients with severe NMDCCC, the protocol provided higher signal-to-noise ratio, enhanced visualization of white/gray matter structures in microstructural maps, improved dMRI metric reproducibility, preserved sensitivity (SE = 87.88%) and increased specificity (SP = 92.31%) of control-patient group differences when compared to DTI-RESOLVE protocol (SE = 87.88%, SP = 76.92%). Of the 56 tested microstructural parameters, HARDI-ZOOMit yielded significant patient-control differences in 19 parameters, whereas in DTI-RESOLVE data, differences were observed in 10 parameters, with mostly lower robustness. Novel marker the white-gray matter diffusivity gradient demonstrated the highest separation. HARDI-ZOOMit protocol detected larger number of crossing fibers (5–15% of voxels) with physiologically plausible orientations than DTI-RESOLVE protocol (0–8% of voxels). Crossings were detected in areas of dorsal horns and anterior white commissure. HARDI-ZOOMit protocol proved to be a sensitive and practical tool for clinical quantitative spinal cord imaging.
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Affiliation(s)
- René Labounek
- Department of Biomedical Engineering, University Hospital Olomouc, 779 00, Olomouc, Czech Republic.,Department of Neurology, Palacký University, 779 00, Olomouc, Czech Republic.,Division of Clinical Behavioral Neuroscience, Department of Pediatrics, University of Minnesota, Minneapolis, MN, 55414, USA
| | - Jan Valošek
- Department of Biomedical Engineering, University Hospital Olomouc, 779 00, Olomouc, Czech Republic.,Department of Neurology, Palacký University, 779 00, Olomouc, Czech Republic
| | - Tomáš Horák
- Central European Institute of Technology, Masaryk University, 625 00, Brno, Czech Republic.,Department of Neurology, University Hospital Brno, 625 00, Brno, Czech Republic.,Faculty of Medicine, Masaryk University, 625 00, Brno, Czech Republic
| | - Alena Svátková
- Central European Institute of Technology, Masaryk University, 625 00, Brno, Czech Republic.,Department of Medicine III, Clinical Division of Endocrinology and Metabolism, Medical University of Vienna, 1090, Vienna, Austria.,Department of Imaging Methods, Faculty of Medicine, University of Ostrava, 701 03, Ostrava, Czech Republic
| | - Petr Bednařík
- Central European Institute of Technology, Masaryk University, 625 00, Brno, Czech Republic.,High Field MR Centre, Medical University of Vienna, Vienna, Austria
| | - Lubomír Vojtíšek
- Central European Institute of Technology, Masaryk University, 625 00, Brno, Czech Republic
| | - Magda Horáková
- Central European Institute of Technology, Masaryk University, 625 00, Brno, Czech Republic.,Department of Neurology, University Hospital Brno, 625 00, Brno, Czech Republic.,Faculty of Medicine, Masaryk University, 625 00, Brno, Czech Republic
| | - Igor Nestrašil
- Division of Clinical Behavioral Neuroscience, Department of Pediatrics, University of Minnesota, Minneapolis, MN, 55414, USA.,Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, 55414, USA
| | - Christophe Lenglet
- Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, 55414, USA
| | - Julien Cohen-Adad
- Institute of Biomedical Engineering, Polytechnique Montreal, Montreal, Canada
| | - Josef Bednařík
- Central European Institute of Technology, Masaryk University, 625 00, Brno, Czech Republic.,Department of Neurology, University Hospital Brno, 625 00, Brno, Czech Republic.,Faculty of Medicine, Masaryk University, 625 00, Brno, Czech Republic
| | - Petr Hluštík
- Department of Neurology, Palacký University, 779 00, Olomouc, Czech Republic. .,Department of Neurology, University Hospital Olomouc, 779 00, Olomouc, Czech Republic.
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11
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Zaninovich OA, Avila MJ, Kay M, Becker JL, Hurlbert RJ, Martirosyan NL. The role of diffusion tensor imaging in the diagnosis, prognosis, and assessment of recovery and treatment of spinal cord injury: a systematic review. Neurosurg Focus 2020; 46:E7. [PMID: 30835681 DOI: 10.3171/2019.1.focus18591] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Accepted: 01/07/2019] [Indexed: 12/19/2022]
Abstract
OBJECTIVEDiffusion tensor imaging (DTI) is an MRI tool that provides an objective, noninvasive, in vivo assessment of spinal cord injury (SCI). DTI is significantly better at visualizing microstructures than standard MRI sequences. In this imaging modality, the direction and amplitude of the diffusion of water molecules inside tissues is measured, and this diffusion can be measured using a variety of parameters. As a result, the potential clinical application of DTI has been studied in several spinal cord pathologies, including SCI. The aim of this study was to describe the current state of the potential clinical utility of DTI in patients with SCI and the challenges to its use as a tool in clinical practice.METHODSA search in the PubMed database was conducted for articles relating to the use of DTI in SCI. The citations of relevant articles were also searched for additional articles.RESULTSAmong the most common DTI metrics are fractional anisotropy, mean diffusivity, axial diffusivity, and radial diffusivity. Changes in these metrics reflect changes in tissue integrity. Several DTI metrics and combinations thereof have demonstrated significant correlations with clinical function both in model species and in humans. Its applications encompass the full spectrum of the clinical assessment of SCI including diagnosis, prognosis, recovery, and efficacy of treatments in both the spinal cord and potentially the brain.CONCLUSIONSDTI and its metrics have great potential to become a powerful clinical tool in SCI. However, the current limitations of DTI preclude its use beyond research and into clinical practice. Further studies are needed to significantly improve and resolve these limitations as well as to determine reliable time-specific changes in multiple DTI metrics for this tool to be used accurately and reliably in the clinical setting.
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Affiliation(s)
| | | | - Matthew Kay
- 3Department of Medical Imaging, University of Arizona, Tucson, Arizona
| | - Jennifer L Becker
- 3Department of Medical Imaging, University of Arizona, Tucson, Arizona
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12
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Kitamura M, Maki S, Koda M, Furuya T, Iijima Y, Saito J, Miyamoto T, Shiga Y, Inage K, Orita S, Takahashi H, Matsumoto K, Masuda Y, Yamazaki M, Ohtori S. Longitudinal diffusion tensor imaging of patients with degenerative cervical myelopathy following decompression surgery. J Clin Neurosci 2019; 74:194-198. [PMID: 31201048 DOI: 10.1016/j.jocn.2019.05.018] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2019] [Accepted: 05/22/2019] [Indexed: 11/25/2022]
Abstract
Previous studies have reported the utility of diffusion tensor imaging (DTI) as an imaging biomarker for the severity of myelopathy and subsequent surgical outcome in patients with degenerative cervical myelopathy (DCM). We hypothesized that DTI may reflect neurological recovery following surgery. The purpose of this study was to evaluate the ability of DTI to assess the post-operative alteration of neural status in patients with DCM as well as to predict post-operative recovery. We enrolled 15 patients with DCM who underwent decompression surgery. The Japanese Orthopaedic Association (JOA) score was evaluated before and 1 year after surgery. The participants were examined using DTI on a 3.0 T magnetic resonance scanner before, and 1 year after surgery. Fractional anisotropy (FA) and mean diffusivity (MD) were assessed for both time points. The correlations between the pre- and post-operative FA and MD values and the pre- and post-operative JOA scores were analyzed. Although the JOA score improved significantly after surgery from 8.9 to 12.3, there was no significant change between the pre- and post-operative FA and MD values. The post-operative outcomes after 1 year moderately correlated with the pre-operative FA values (Spearman's ρ = 0.55, p = 0.03 and Spearman's ρ = 0.56, p = 0.03 for change and recovery rate of the JOA score, respectively). However, there was no correlation between the post-operative FA and post-operative JOA scores nor between MD and clinical outcomes. DTI cannot be utilized as a biomarker for post-operative alterations of neural status of the spinal cord; however, pre-operative DTI may be useful as a predictor of surgical outcomes.
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Affiliation(s)
- Mitsuhiro Kitamura
- Department of Orthopedic Surgery, Chiba University Graduate School of Medicine, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8670, Japan
| | - Satoshi Maki
- Department of Orthopedic Surgery, Chiba University Graduate School of Medicine, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8670, Japan.
| | - Masao Koda
- Department of Orthopedic Surgery, Faculty of Medicine, University of Tsukuba, Ibaraki, 1-1-1 Tennodai, Tsukuba City, Ibaragi 305-8575, Japan
| | - Takeo Furuya
- Department of Orthopedic Surgery, Chiba University Graduate School of Medicine, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8670, Japan
| | - Yasushi Iijima
- Department of Orthopedic Surgery, Chiba University Graduate School of Medicine, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8670, Japan
| | - Junya Saito
- Department of Orthopedic Surgery, Chiba University Graduate School of Medicine, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8670, Japan
| | - Takuya Miyamoto
- Department of Orthopedic Surgery, Chiba University Graduate School of Medicine, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8670, Japan
| | - Yasuhiro Shiga
- Department of Orthopedic Surgery, Chiba University Graduate School of Medicine, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8670, Japan
| | - Kazuhide Inage
- Department of Orthopedic Surgery, Chiba University Graduate School of Medicine, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8670, Japan
| | - Sumihisa Orita
- Department of Orthopedic Surgery, Chiba University Graduate School of Medicine, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8670, Japan
| | - Hiroshi Takahashi
- Department of Orthopaedic Surgery, Toho University Sakura Medical Center, 564-1, Shimoshizu, Sakura, Chiba 285-8741, Japan
| | - Koji Matsumoto
- Department of Radiology, Chiba University Hospital, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8677, Japan
| | - Yoshitada Masuda
- Department of Radiology, Chiba University Hospital, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8677, Japan
| | - Masashi Yamazaki
- Department of Orthopedic Surgery, Faculty of Medicine, University of Tsukuba, Ibaraki, 1-1-1 Tennodai, Tsukuba City, Ibaragi 305-8575, Japan
| | - Seiji Ohtori
- Department of Orthopedic Surgery, Chiba University Graduate School of Medicine, 1-8-1 Inohana Chuou-ku, Chiba City, Chiba 260-8670, Japan
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13
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Changes in diffusion tensor imaging indices of the lumbosacral enlargement correlate with cervical spinal cord changes and clinical assessment in patients with cervical spondylotic myelopathy. Clin Neurol Neurosurg 2019; 186:105282. [PMID: 31569059 DOI: 10.1016/j.clineuro.2019.02.014] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2018] [Revised: 01/03/2019] [Accepted: 02/09/2019] [Indexed: 11/24/2022]
Abstract
OBJECTIVES We examined whether changes in diffusion tensor imaging (DTI) indices of the lumbosacral enlargement are similar to those at the cervical level, and correlate with clinical assessments in patients with cervical spondylotic myelopathy (CSM). PATIENTS AND METHODS Patients with CSM and healthy volunteers (40-42/group) received DTI scans at both lumbosacral enlargement and cervical spinal cord. Modified Japanese Orthopedic Association (mJOA) score was also recorded for those with CSM. The apparent diffusion coefficient (ADC) and fractional anisotropy (FA) values of DTI in the two groups were compared. We also examined the correlation between DTI indices (ADC and FA) of the lumbosacral enlargement and those of the cervical spinal cord, and between DTI indices and mJOA in the CSM group. RESULTS Compared with the values of healthy subjects, the ADC values of patients with CSM were significantly increased, and FA values were significantly decreased at both cervical spinal cord and lumbosacral enlargement. Changes in FA value of the cervical cord showed a positive correlation to those of the lumbosacral enlargement in the CSM group. Importantly, a linear correlation was detected between mJOA score and DTI indices (ADC and FA) of the cervical cord, as well as FA value of the lumbosacral enlargement in the CSM group. CONCLUSION DTI indices, especially FA, of the lumbosacral enlargement correlate with clinical assessments of patients with CSM, and hence may be useful for evaluating the severity of cervical cord injury.
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14
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Maki S, Koda M, Saito J, Takahashi S, Inada T, Kamiya K, Ota M, Iijima Y, Masuda Y, Matsumoto K, Kojima M, Takahashi K, Obata T, Yamazaki M, Furuya T. Tract-Specific Diffusion Tensor Imaging Reveals Laterality of Neurological Symptoms in Patients with Cervical Compression Myelopathy. World Neurosurg 2016; 96:184-190. [DOI: 10.1016/j.wneu.2016.08.129] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2016] [Revised: 08/29/2016] [Accepted: 08/30/2016] [Indexed: 11/24/2022]
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