Predicting outcome in comatose patients after successful cardiopulmonary resuscitation is challenging. Our primary aim was to assess the potential contribution of resting-state-functional magnetic resonance imaging (RS-fMRI) in predicting neurological outcome. RS-fMRI was used to evaluate functional and effective connectivity within the default mode network in a cohort of 90 comatose patients and their impact on functional neurological outcome after 3 months. The RS-fMRI processing protocol comprises the evaluation of functional and effective connectivity within the default mode network. Seed-to-voxel and ROI-to-ROI feature analysis was performed as starting point for a supervised machine-learning approach. Classification of the Cerebral Performance Category (CPC) 1-3 (good to acceptable outcome) versus CPC 4-5 (adverse outcome) achieved a positive predictive value of 91.7%, sensitivity of 90.2%, and accuracy of 87.8%. A direct link to the level of consciousness and outcome after 3 months was identified for measures of segregation in the precuneus, in medial and right frontal regions. Thalamic connectivity appeared significantly reduced in patients without conscious response. Decreased within-network connectivity in the default mode network and within cortico-thalamic circuits correlated with clinical outcome after 3 months. Our results indicate a potential role of these markers for decision-making in comatose patients early after cardiac arrest.
机构:
Univ Western Ontario, Brain & Mind Inst, London, ON, Canada
Univ Western Ontario, Hlth & Rehabil Sci, London, ON, Canada
Univ Western Ontario, Sch Commun Sci & Disorders, London, ON, CanadaUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
Cross, Alexandra M.
Ramdajal, Reshma
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Univ Western Ontario, Brain & Mind Inst, London, ON, Canada
Erasmus Univ, Sch Social & Behav Sci, Rotterdam, NetherlandsUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
Ramdajal, Reshma
Peters, Lien
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机构:
Univ Western Ontario, Brain & Mind Inst, London, ON, Canada
Univ Western Ontario, Dept Psychol, London, ON, CanadaUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
Peters, Lien
Vandermeer, Matthew R. J.
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机构:
Univ Western Ontario, Brain & Mind Inst, London, ON, Canada
Univ Western Ontario, Dept Psychol, London, ON, CanadaUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
Vandermeer, Matthew R. J.
Hayden, Elizabeth P.
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机构:
Univ Western Ontario, Brain & Mind Inst, London, ON, Canada
Univ Western Ontario, Dept Psychol, London, ON, CanadaUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
Hayden, Elizabeth P.
Frijters, Jan C.
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机构:
Brock Univ, Child & Youth Studies, St Catharines, ON, CanadaUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
Frijters, Jan C.
Steinbach, Karen A.
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机构:
Hosp Sick Children SickKids, Toronto, ON, CanadaUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
Steinbach, Karen A.
Lovett, Maureen W.
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机构:
Hosp Sick Children SickKids, Toronto, ON, Canada
Univ Toronto, Paediat & Med Sci, Toronto, ON, CanadaUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
Lovett, Maureen W.
Archibald, Lisa M. D.
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机构:
Univ Western Ontario, Hlth & Rehabil Sci, London, ON, Canada
Univ Western Ontario, Sch Commun Sci & Disorders, London, ON, Canada
Univ Western Ontario, Dept Psychol, London, ON, CanadaUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
Archibald, Lisa M. D.
Joanisse, Marc F.
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机构:
Univ Western Ontario, Brain & Mind Inst, London, ON, Canada
Univ Western Ontario, Dept Psychol, London, ON, Canada
Haskins Labs Inc, New Haven, CT USAUniv Western Ontario, Brain & Mind Inst, London, ON, Canada
机构:
Xidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R ChinaXidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R China
Zhao, Rui
Zhang, Xinxin
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Xidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R ChinaXidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R China
Zhang, Xinxin
Zhu, Yuanqiang
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机构:
Fourth Mil Med Univ, Xijing Hosp, Dept Radiol, Xian, Shaanxi, Peoples R ChinaXidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R China
Zhu, Yuanqiang
Fei, Ningbo
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机构:
Xidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R ChinaXidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R China
Fei, Ningbo
Sun, Jinbo
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机构:
Xidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R ChinaXidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R China
Sun, Jinbo
Liu, Peng
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机构:
Xidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R ChinaXidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R China
Liu, Peng
Yang, Xuejuan
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h-index: 0
机构:
Xidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R ChinaXidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R China
Yang, Xuejuan
Qin, Wei
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机构:
Xidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R ChinaXidian Univ, Engn Res Ctr Mol & Neuro Imaging, Sch Life Sci & Technol, Minist Educ, Xian, Shaanxi, Peoples R China
机构:
Curtin Univ, Sch Publ Hlth, Bentley, WA, Australia
Curtin Univ, Curtin Hlth Innovat Res Inst Biosci, Perth, WA 6845, Australia
Univ Maryland, Maryland Psychiat Res Ctr, Sch Med, College Pk, MD USA
Univ Western Australia, Sch Med & Pharmacol, Pharm & Anaesthesiol Unit, Pharmacol, Nedlands, WA 6009, AustraliaCurtin Univ, Sch Publ Hlth, Bentley, WA, Australia
Albrecht, Matthew A.
Roberts, Gareth
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机构:
Murdoch Univ, Sch Psychol & Exercise Sci, Murdoch, WA 6150, Australia
Univ Sydney, Sch Psychol, Sydney, NSW 2006, Australia
Univ Sydney, Ctr Res Comp Supported Learning & Cognit, Sydney, NSW 2006, AustraliaCurtin Univ, Sch Publ Hlth, Bentley, WA, Australia
Roberts, Gareth
Price, Greg
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机构:
North Metropolitan Area Mental Hlth Serv, Dept Hlth, Dept Neurophysiol, Hawthorn, WA, Australia
Univ Western Australia, Sch Med & Pharmacol, Psychiat & Clin Neurosci, Nedlands, WA 6009, AustraliaCurtin Univ, Sch Publ Hlth, Bentley, WA, Australia
Price, Greg
Lee, Joseph
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机构:
Univ Western Australia, Sch Med & Pharmacol, Psychiat & Clin Neurosci, Nedlands, WA 6009, Australia
Graylands Hosp, Crawley, WA, AustraliaCurtin Univ, Sch Publ Hlth, Bentley, WA, Australia
机构:
Univ Western Australia, Sch Med & Pharmacol, Pharm & Anaesthesiol Unit, Pharmacol, Nedlands, WA 6009, Australia
North Metropolitan Area Mental Hlth Serv, Dept Hlth, Dept Neurophysiol, Hawthorn, WA, AustraliaCurtin Univ, Sch Publ Hlth, Bentley, WA, Australia