Towards prognostic functional brain biomarkers for cervical myelopathy: A resting-state fMRI study
Recently, there has been increasing interest in strategies to predict neurological recovery in cervical myelopathy (CM) based on clinical images of the cervical spine. In this study, we aimed to explore potential preoperative brain biomarkers that can predict postoperative neurological recovery in C...
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Published in | Scientific reports Vol. 9; no. 1; pp. 10456 - 8 |
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Abstract | Recently, there has been increasing interest in strategies to predict neurological recovery in cervical myelopathy (CM) based on clinical images of the cervical spine. In this study, we aimed to explore potential preoperative brain biomarkers that can predict postoperative neurological recovery in CM patients by using resting-state functional magnetic resonance imaging (rs-fMRI) and functional connectivity (FC) analysis. Twenty-eight patients with CM and 28 age- and sex-matched healthy controls (HCs) underwent rs-fMRI (twice for CM patients, before and six months after surgery). A seed-to-voxel analysis was performed, and the following three statistical analyses were conducted: (i) FC comparisons between preoperative CM and HC; (ii) correlation analysis between preoperative FCs and clinical scores; and (iii) postoperative FC changes in CM. Our analyses identified three FCs between the visual cortex and the right superior frontal gyrus based on the conjunction of the first two analyses [(i) and (ii)]. These FCs may act as potential biomarkers for postoperative gain in the 10-second test and might be sufficient to provide a prediction formula for potential recovery. Our findings provide preliminary evidence supporting the possibility of novel predictive measures for neurological recovery in CM using rs-fMRI. |
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AbstractList | Abstract
Recently, there has been increasing interest in strategies to predict neurological recovery in cervical myelopathy (CM) based on clinical images of the cervical spine. In this study, we aimed to explore potential preoperative brain biomarkers that can predict postoperative neurological recovery in CM patients by using resting-state functional magnetic resonance imaging (rs-fMRI) and functional connectivity (FC) analysis. Twenty-eight patients with CM and 28 age- and sex-matched healthy controls (HCs) underwent rs-fMRI (twice for CM patients, before and six months after surgery). A seed-to-voxel analysis was performed, and the following three statistical analyses were conducted: (i) FC comparisons between preoperative CM and HC; (ii) correlation analysis between preoperative FCs and clinical scores; and (iii) postoperative FC changes in CM. Our analyses identified three FCs between the visual cortex and the right superior frontal gyrus based on the conjunction of the first two analyses [(i) and (ii)]. These FCs may act as potential biomarkers for postoperative gain in the 10-second test and might be sufficient to provide a prediction formula for potential recovery. Our findings provide preliminary evidence supporting the possibility of novel predictive measures for neurological recovery in CM using rs-fMRI. Recently, there has been increasing interest in strategies to predict neurological recovery in cervical myelopathy (CM) based on clinical images of the cervical spine. In this study, we aimed to explore potential preoperative brain biomarkers that can predict postoperative neurological recovery in CM patients by using resting-state functional magnetic resonance imaging (rs-fMRI) and functional connectivity (FC) analysis. Twenty-eight patients with CM and 28 age- and sex-matched healthy controls (HCs) underwent rs-fMRI (twice for CM patients, before and six months after surgery). A seed-to-voxel analysis was performed, and the following three statistical analyses were conducted: (i) FC comparisons between preoperative CM and HC; (ii) correlation analysis between preoperative FCs and clinical scores; and (iii) postoperative FC changes in CM. Our analyses identified three FCs between the visual cortex and the right superior frontal gyrus based on the conjunction of the first two analyses [(i) and (ii)]. These FCs may act as potential biomarkers for postoperative gain in the 10-second test and might be sufficient to provide a prediction formula for potential recovery. Our findings provide preliminary evidence supporting the possibility of novel predictive measures for neurological recovery in CM using rs-fMRI. |
ArticleNumber | 10456 |
Author | Takenaka, Shota Kan, Shigeyuki Makino, Takahiro Sakai, Yusuke Kushioka, Junichi Shibata, Masahiko Tanaka, Hisashi Seymour, Ben Watanabe, Yoshiyuki Kaito, Takashi Yoshikawa, Hideki |
Author_xml | – sequence: 1 givenname: Shota orcidid: 0000-0001-9956-5914 surname: Takenaka fullname: Takenaka, Shota organization: Orthopaedic Surgery, Osaka University Graduate School of Medicine – sequence: 2 givenname: Shigeyuki orcidid: 0000-0002-1889-5127 surname: Kan fullname: Kan, Shigeyuki organization: Anesthesiology and Intensive Care Medicine, Osaka University Graduate School of Medicine – sequence: 3 givenname: Ben surname: Seymour fullname: Seymour, Ben organization: Center for Information and Neural Networks, National Institute of Information and Communications Technology, Immunology Frontiers Research Center, Osaka University, Computational and Biological Learning Laboratory, Department of Engineering, University of Cambridge – sequence: 4 givenname: Takahiro surname: Makino fullname: Makino, Takahiro organization: Orthopaedic Surgery, Osaka University Graduate School of Medicine – sequence: 5 givenname: Yusuke surname: Sakai fullname: Sakai, Yusuke organization: Orthopaedic Surgery, Osaka University Graduate School of Medicine – sequence: 6 givenname: Junichi orcidid: 0000-0002-0738-1569 surname: Kushioka fullname: Kushioka, Junichi organization: Orthopaedic Surgery, Osaka University Graduate School of Medicine – sequence: 7 givenname: Hisashi surname: Tanaka fullname: Tanaka, Hisashi organization: Diagnostic and Interventional Radiology, Osaka University Graduate School of Medicine – sequence: 8 givenname: Yoshiyuki surname: Watanabe fullname: Watanabe, Yoshiyuki organization: Diagnostic and Interventional Radiology, Osaka University Graduate School of Medicine – sequence: 9 givenname: Masahiko surname: Shibata fullname: Shibata, Masahiko organization: Faculty of Health Sciences, Naragakuen University – sequence: 10 givenname: Hideki surname: Yoshikawa fullname: Yoshikawa, Hideki organization: Orthopaedic Surgery, Osaka University Graduate School of Medicine – sequence: 11 givenname: Takashi orcidid: 0000-0003-4882-2997 surname: Kaito fullname: Kaito, Takashi email: takashikaito@ort.med.osaka-u.ac.jp organization: Orthopaedic Surgery, Osaka University Graduate School of Medicine |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/31320690$$D View this record in MEDLINE/PubMed |
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Snippet | Recently, there has been increasing interest in strategies to predict neurological recovery in cervical myelopathy (CM) based on clinical images of the... Abstract Recently, there has been increasing interest in strategies to predict neurological recovery in cervical myelopathy (CM) based on clinical images of... |
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SubjectTerms | 692/53/2422 692/617/375/1824 Adult Aged Biomarkers Biomarkers - analysis Brain - metabolism Brain - pathology Brain mapping Case-Control Studies Central nervous system diseases Correlation analysis Female Frontal gyrus Functional magnetic resonance imaging Humanities and Social Sciences Humans Magnetic Resonance Imaging - methods Male Middle Aged Models, Statistical multidisciplinary Neural networks Neuroimaging Patients Prognosis Recovery of Function Rest - physiology Science Science (multidisciplinary) Spinal cord Spinal Cord Diseases - metabolism Spinal Cord Diseases - pathology Spinal Cord Diseases - surgery Spine (cervical) Statistical analysis Surgery Visual cortex |
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Title | Towards prognostic functional brain biomarkers for cervical myelopathy: A resting-state fMRI study |
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