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Prediction of Cerebral Palsy in Newborns with Hypoxic-Ischemic Encephalopathy Using Multivariate EEG Analysis and Machine Learning

Dalal Bakheet, Noura Alotaibi, Daniel Konn, Brigitte Vollmer, Koushik Maharatna
2021 IEEE Access  
Dalal Bakheet and Noura Alotaibi are awarded this scholarship for a Ph.D. study at the University of Southampton, Southampton, UK.  ...  ACKNOWLEDGMENTS This work is partly funded by the scholarship programme of the University of Jeddah, Jeddah, Saudi Arabia.  ...  Advanced complexity and functional connectivity measures in the N-A MEMD were assessed using statistical analysis and a machine learning framework.  ... 
doi:10.1109/access.2021.3118076 fatcat:dj4fdkj5yjhwxbu7guvp7xaciy

Precision Medicine in Neonates: A Tailored Approach to Neonatal Brain Injury

Maria Luisa Tataranno, Daniel C. Vijlbrief, Jeroen Dudink, Manon J. N. L. Benders
2021 Frontiers in Pediatrics  
After that, we will discuss how precision medicine and machine learning (ML) approaches could change the future of prediction and prognosis in this field.  ...  New algorithms based on large databases and machine learning applied to clinical, neuromonitoring, and neuroimaging data and genetic analysis and assays measuring multiple biomarkers (omics) can fulfill  ...  Several attempted to grade the degree of abnormality in the EEG of a neonate with hypoxic-ischemic encephalopathy (42).  ... 
doi:10.3389/fped.2021.634092 pmid:34095022 pmcid:PMC8171663 fatcat:ovqivkc7xzc4hh5asr6n36e63e

Multivariate Analysis and Machine Learning in Cerebral Palsy Research

Jing Zhang
2017 Frontiers in Neurology  
In recent years, multivariate analytic and machine learning (ML) approaches have been increasingly used in CP research.  ...  As multivariate analysis, ML and data processing technologies advance in the era of Big Data of this century, it is expected that multivariate analysis and ML will play a bigger role in improving the diagnosis  ...  To provide an overview of this relatively young field, PubMed search was performed with keywords "multivariate analysis cerebral palsy pediatric, " "machine learning cerebral palsy, " or "multivariate  ... 
doi:10.3389/fneur.2017.00715 pmid:29312134 pmcid:PMC5742591 fatcat:lamif7vltrf4zpwnbgnunwm62e

Current Status and Future Directions of Neuromonitoring With Emerging Technologies in Neonatal Care

Gabriel Fernando Todeschi Variane, João Paulo Vasques Camargo, Daniela Pereira Rodrigues, Maurício Magalhães, Marcelo Jenné Mimica
2022 Frontiers in Pediatrics  
Furthermore, the rapid growth of technology in the Neuro-NICU, along with the increasing use of telemedicine and artificial intelligence with improved data mining techniques and machine learning (ML),  ...  evaluation of brain function and cerebral oxygenation at the bedside.  ...  In term infants, perinatal asphyxia and hypoxic-ischemic encephalopathy (HIE) represent the most common cause of brain injury and disability, with an incidence ranging from 1 to 2 per 1,000 live births  ... 
doi:10.3389/fped.2021.755144 pmid:35402367 pmcid:PMC8984110 fatcat:35nfcsiesnaedijswqee7jph7i

Poster Session 2, Monday 27 September

2010 European Journal of Neurology  
with hypoxic-ischemic encephalopathy (HIE).  ...  P2434 Kluver-Bucy syndrome in children with hypoxic ischemic encephalopathy S. Jha, M.K.  ...  Mini-Mental Status Examination Scores (MMSES) is useful for evaluating the clinical severity of hypoxic encephalopathy.  ... 
doi:10.1111/j.1468-1331.2010.03233.x fatcat:lsellp2xyvc77c7gr7qbzu6coi

Program and Abstracts

1991 Canadian Journal of Neurological Sciences  
The most frequent etiology was hypoxic-ischemic encephalopathy at birth or of postnatal causes.  ...  Cerebral Fluid Cholinesterases Levels in Neonates with CSF cholinesterase levels were assessed in 31 neonates (10 with hydrocephalus, 5 with hypoxic ischemic encephalopathy (HIE), 10 with seizures of other  ... 
doi:10.1017/s031716710003167x fatcat:bfo7jzntsbdxbjtry3ccqyz43q

40th Meeting of the Canadian Congress of Neurological Sciences

2005 Canadian Journal of Neurological Sciences  
F-06 Predictive value of seizure and EEG features of neonatal stroke and hypoxic ischemic encephalopathy With univariate analysis, significant differences were identified with the following: mean time  ...  Multivariate logistic analysis was performed. Results: Of 169 EEGs ordered in ICU, 38 were for cardiac arrest patients.  ...  Primary survival analysis found no significant reduction in death either by ASA, DP, or AGGRENOX in patients with a recent ischemic stroke or TIA.  ... 
doi:10.1017/s0317167100003310 fatcat:7cedlythjvcf3lbsol3ugogfy4

39th Meeting of the Canadian Congress of Neurological Sciences

2004 Canadian Journal of Neurological Sciences  
of neonatal hypoxic-ischaemic encephalopathy (HIE).  ...  P-003 Changing patterns of hypoxic-ischemic brain injury in term newborns (1985) (1986) (1987) (1988) (1989) (1990) (1991) (1992) (1993) (1994) (1995) (1996) (1997) (1998) (1999) (2000) (2001) (2002)  ...  AXERT 12.5 mg tablet contains 12.5 mg of almotriptan and is a white, circular, biconvex tablet, printed in blue with a stylized "A". Available in unit dose (aluminum blister pack) of 6 tablets.  ... 
doi:10.1017/s0317167100002961 fatcat:3umzmupwt5b6vc2ec5akfgbms4


2015 Epilepsia  
Conclusion: Adalimumab showed safety of use and efficacy in a proportion of patients with RE, in term of seizure control and neurological deficit.  ...  The use of FRs for tailoring with repeated ECoG recordings might influence the success rate of epilepsy surgery in individual cases.  ...  Method: 34 IGEs (26 females) who underwent an EEG-functional MRI (EEG-fMRI) study with the recording of GSWDs were selected.  ... 
doi:10.1111/epi.13241 fatcat:jnz7opo6tnccjcljtelg53ux6u

The Canadian League Against Epilepsy 2007 Conference Supplement

2009 Canadian Journal of Neurological Sciences  
Christie Clason, Gregory Lee and David Loring for providing us with useful information and summaries of their work on subjective memory.  ...  Shah, and Dr. N. Shah, Department of Pediatrics, for their useful contributions and comments in the preparation of this manuscript.  ...  To explore the effect of aetiology on cognitive and clinical outcome, the infants were divided into three groups: cryptogenic, hypoxic ischemic encephalopathy (HIE) and divers other cerebral pathologies  ... 
doi:10.1017/s0317167100008805 fatcat:hicwnmg6sjbi7e42tzzfdtbtla

44th Annual Congress of the Canadian Neurological Sciences Federation

2009 Canadian Journal of Neurological Sciences  
P-059 Hypothermia is associated with Amplitude-Integrated Electroencephalogram (aEEG) Background Abnormalities in Neonates with Hypoxic-Ischemic Encephalopathy (HIE) SL Bonifacio (San Francisco), JH  ...  P-057 Brain Injury Patterns on MRI in Cooled Neonates with Hypoxic-Ischemic Encephalopathy(HIE) JH VanderPluym (Edmonton)*, SL Bonifacio (San Francisco), HC Glass (San Francisco), J Barkovich (San Francisco  ...  Hemorrhagic transformation of ischemic stroke is reported to occur in 30% of ischemic strokes with worsening of the overall outcome.  ... 
doi:10.1017/s0317167100008799 fatcat:p5tedzaxbnczpbm5fashrtpxyi

41st Meeting of the Canadian Congress of Neurological Sciences

2006 Canadian Journal of Neurological Sciences  
Severity of bleeding: mild = requiring no special treatment; moderate = requiring specific treatment but no blood  ...  The corpus callosum is relatively resistant to hypoxic changes and its involvement is atypical in anoxic/hypoxic encephalopathy.  ...  Univariate and multivariate logistical regression models were used for analysis.  ... 
doi:10.1017/s0317167100017042 fatcat:ew6akmg5mzdxxpcmbteo7rlw4e


2010 Epilepsia  
Purpose: To explore the causative role of PCDH19 gene, located at Xq22, in females with epilepsy.  ...  Using electronic documentation with Epivista Ò follow up is ongoing in all patients. Acknowledgments: supported by: Italian Ministry of Health, Fondazi-  ...  The most frequent AEDs used before LTG were valproate (n = 7), levetiracetame (n = 7), sulthiame (n = 6), and topiramate (n = 4).  ... 
doi:10.1111/j.1528-1167.2010.02658.x pmid:20590792 fatcat:ylmo7rjtqncydkxeudaib77noy

3rd International Congress on Neurology and Epidemiology. Abu Dhabi, UAE, November 21–23, 2013: Abstracts

2013 Neuroepidemiology  
cerebral palsy, multiple sclerosis, spinal cord injury and in stroke patients.  ...  This study was designed to investigate the frequency of MES in asymptomatic middle cerebral artery (MCA) stenosis, and whether MES could be used to predict ischemic stroke in the future. 411 MICROEMBOLIC  ...  changes in their cerebral blood flow velocity (CBFV) in response to an orthostatic challenge were investigated using transcranial Doppler.  ... 
doi:10.1159/000356326 fatcat:cwvmef3j4bgbxctcrlbsfml4da


1989 Canadian Journal of Neurological Sciences  
Status Epilepticus Partialis With or Without Overt Ictal Clinical Manifestations. Relevance of Analysis of EEG Abnormalities F. GRAND' MAISON and J.  ...  Evidence for Decreased Cerebral GABA Synthesis in an Animal Model of Wernicke's Encephalopathy R.F. BUTTERWORTH and M.  ...  Chlorpromazine, given intravenously, is a useful agent in the treatment of acute migraine headache. Patients with more serious conditions, however, may also respond to this medication.  ... 
doi:10.1017/s0317167100029061 fatcat:kcop43irjjf7pg4qvkbtg7thm4
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