Literature DB >> 35209986

Evaluation of the clinical effect of an artificial intelligence-assisted diagnosis and treatment system for neonatal seizures in the real world: a multicenter clinical study protocol.

Tian-Tian Xiao1, Ya-Lan Dou, De-Yi Zhuang, Xu-Hong Hu, Wen-Qing Kang, Lin Guo, Xiao-Fen Zhao, Peng Zhang1, Kai Yan1, Wei-Li Yan, Guo-Qiang Cheng1, Wen-Hao Zhou1.   

Abstract

Neonatal seizures are the most common clinical manifestations of critically ill neonates and often suggest serious diseases and complicated etiologies. The precise diagnosis of this disease can optimize the use of anti-seizure medication, reduce hospital costs, and improve the long-term neurodevelopmental outcomes. Currently, a few artificial intelligence-assisted diagnosis and treatment systems have been developed for neonatal seizures, but there is still a lack of high-level evidence for the diagnosis and treatment value in the real world. Based on an artificial intelligence-assisted diagnosis and treatment systems that has been developed for neonatal seizures, this study plans to recruit 370 neonates at a high risk of seizures from 6 neonatal intensive care units (NICUs) in China, in order to evaluate the effect of the system on the diagnosis, treatment, and prognosis of neonatal seizures in neonates with different gestational ages in the NICU. In this study, a diagnostic study protocol is used to evaluate the diagnostic value of the system, and a randomized parallel-controlled trial is designed to evaluate the effect of the system on the treatment and prognosis of neonates at a high risk of seizures. This multicenter prospective study will provide high-level evidence for the clinical application of artificial intelligence-assisted diagnosis and treatment systems for neonatal seizures in the real world.

Entities:  

Keywords:  Diagnostic study; Multicenter; Neonate; Randomized control trial; Seizure

Mesh:

Year:  2022        PMID: 35209986      PMCID: PMC8884047          DOI: 10.7499/j.issn.1008-8830.2112124

Source DB:  PubMed          Journal:  Zhongguo Dang Dai Er Ke Za Zhi        ISSN: 1008-8830


  12 in total

1.  Approach to seizures in the neonatal period: a European perspective.

Authors:  M Vento; L S de Vries; A Alberola; M Blennow; S Steggerda; G Greisen; N Boronat
Journal:  Acta Paediatr       Date:  2010-01-05       Impact factor: 2.299

2.  Contemporary Profile of Seizures in Neonates: A Prospective Cohort Study.

Authors:  Hannah C Glass; Renée A Shellhaas; Courtney J Wusthoff; Taeun Chang; Nicholas S Abend; Catherine J Chu; M Roberta Cilio; David V Glidden; Sonia L Bonifacio; Shavonne Massey; Tammy N Tsuchida; Faye S Silverstein; Janet S Soul
Journal:  J Pediatr       Date:  2016-04-19       Impact factor: 4.406

3.  Incidence of neonatal seizures, perinatal risk factors for epilepsy and mortality after neonatal seizures in the province of Parma, Italy.

Authors:  Francesco Pisani; Carlotta Facini; Elisa Bianchi; Giorgia Giussani; Benedetta Piccolo; Ettore Beghi
Journal:  Epilepsia       Date:  2018-08-22       Impact factor: 5.864

4.  Machine Learning for Child and Adolescent Health: A Systematic Review.

Authors:  Zahra Hoodbhoy; Sarah Masroor Jeelani; Abeer Aziz; Muhammad Ibrahim Habib; Bilal Iqbal; Waqaas Akmal; Khan Siddiqui; Babar Hasan; Mariska Leeflang; Jai K Das
Journal:  Pediatrics       Date:  2020-12-15       Impact factor: 7.124

5.  A comparison of quantitative EEG features for neonatal seizure detection.

Authors:  B R Greene; S Faul; W P Marnane; G Lightbody; I Korotchikova; G B Boylan
Journal:  Clin Neurophysiol       Date:  2008-04-01       Impact factor: 3.708

Review 6.  Why we urgently need improved seizure and epilepsy therapies for children and neonates.

Authors:  Ronit M Pressler; Lieven Lagae
Journal:  Neuropharmacology       Date:  2019-11-18       Impact factor: 5.250

7.  The ILAE classification of seizures and the epilepsies: Modification for seizures in the neonate. Position paper by the ILAE Task Force on Neonatal Seizures.

Authors:  Ronit M Pressler; Maria Roberta Cilio; Eli M Mizrahi; Solomon L Moshé; Magda L Nunes; Perrine Plouin; Sampsa Vanhatalo; Elissa Yozawitz; Linda S de Vries; Kollencheri Puthenveettil Vinayan; Chahnez C Triki; Jo M Wilmshurst; Hitoshi Yamamoto; Sameer M Zuberi
Journal:  Epilepsia       Date:  2021-02-01       Impact factor: 5.864

8.  Performance assessment for EEG-based neonatal seizure detectors.

Authors:  A Temko; E Thomas; W Marnane; G Lightbody; G B Boylan
Journal:  Clin Neurophysiol       Date:  2010-08-15       Impact factor: 3.708

9.  Characterisation of neonatal seizures and their treatment using continuous EEG monitoring: a multicentre experience.

Authors:  Janet M Rennie; Linda S de Vries; Mats Blennow; Adrienne Foran; Divyen K Shah; Vicki Livingstone; Alexander C van Huffelen; Sean R Mathieson; Elena Pavlidis; Lauren C Weeke; Mona C Toet; Mikael Finder; Raga Mallika Pinnamaneni; Deirdre M Murray; Anthony C Ryan; William P Marnane; Geraldine B Boylan
Journal:  Arch Dis Child Fetal Neonatal Ed       Date:  2018-11-24       Impact factor: 5.747

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