Literature DB >> 31451912

Artificial intelligence as an emerging technology in the current care of neurological disorders.

Urvish K Patel1, Arsalan Anwar2, Sidra Saleem3, Preeti Malik4, Bakhtiar Rasul4, Karan Patel5, Robert Yao6, Ashok Seshadri7, Mohammed Yousufuddin8, Kogulavadanan Arumaithurai9.   

Abstract

BACKGROUND: Artificial intelligence (AI) has influenced all aspects of human life and neurology is no exception to this growing trend. The aim of this paper is to guide medical practitioners on the relevant aspects of artificial intelligence, i.e., machine learning, and deep learning, to review the development of technological advancement equipped with AI, and to elucidate how machine learning can revolutionize the management of neurological diseases. This review focuses on unsupervised aspects of machine learning, and how these aspects could be applied to precision neurology to improve patient outcomes. We have mentioned various forms of available AI, prior research, outcomes, benefits and limitations of AI, effective accessibility and future of AI, keeping the current burden of neurological disorders in mind. DISCUSSION: The smart device system to monitor tremors and to recognize its phenotypes for better outcomes of deep brain stimulation, applications evaluating fine motor functions, AI integrated electroencephalogram learning to diagnose epilepsy and psychological non-epileptic seizure, predict outcome of seizure surgeries, recognize patterns of autonomic instability to prevent sudden unexpected death in epilepsy (SUDEP), identify the pattern of complex algorithm in neuroimaging classifying cognitive impairment, differentiating and classifying concussion phenotypes, smartwatches monitoring atrial fibrillation to prevent strokes, and prediction of prognosis in dementia are unique examples of experimental utilizations of AI in the field of neurology. Though there are obvious limitations of AI, the general consensus among several nationwide studies is that this new technology has the ability to improve the prognosis of neurological disorders and as a result should become a staple in the medical community.
CONCLUSION: AI not only helps to analyze medical data in disease prevention, diagnosis, patient monitoring, and development of new protocols, but can also assist clinicians in dealing with voluminous data in a more accurate and efficient manner.

Entities:  

Keywords:  Alzheimer’s disease; Artificial intelligence; Concussion; Deep learning; Epilepsy; Machine learning; Movement disorders; Neurological disorders; SUDEP; Stroke; Technology

Year:  2019        PMID: 31451912     DOI: 10.1007/s00415-019-09518-3

Source DB:  PubMed          Journal:  J Neurol        ISSN: 0340-5354            Impact factor:   4.849


  66 in total

1.  The burden of neurological disease in the United States: A summary report and call to action.

Authors:  Clifton L Gooch; Etienne Pracht; Amy R Borenstein
Journal:  Ann Neurol       Date:  2017-04       Impact factor: 10.422

Review 2.  Artificial intelligence in neurosciences: A clinician's perspective.

Authors:  Krishnan Ganapathy; Shabbir Syed Abdul; Aldilas Achmad Nursetyo
Journal:  Neurol India       Date:  2018 Jul-Aug       Impact factor: 2.117

Review 3.  Neuroscience-Inspired Artificial Intelligence.

Authors:  Demis Hassabis; Dharshan Kumaran; Christopher Summerfield; Matthew Botvinick
Journal:  Neuron       Date:  2017-07-19       Impact factor: 17.173

4.  Multicenter clinical assessment of improved wearable multimodal convulsive seizure detectors.

Authors:  Francesco Onorati; Giulia Regalia; Chiara Caborni; Matteo Migliorini; Daniel Bender; Ming-Zher Poh; Cherise Frazier; Eliana Kovitch Thropp; Elizabeth D Mynatt; Jonathan Bidwell; Roberto Mai; W Curt LaFrance; Andrew S Blum; Daniel Friedman; Tobias Loddenkemper; Fatemeh Mohammadpour-Touserkani; Claus Reinsberger; Simone Tognetti; Rosalind W Picard
Journal:  Epilepsia       Date:  2017-10-04       Impact factor: 5.864

5.  "Meaningful use" of electronic health records and its relevance to laboratories and pathologists.

Authors:  Walter H Henricks
Journal:  J Pathol Inform       Date:  2011-02-11

6.  Deep Neural Networks Improve Radiologists' Performance in Breast Cancer Screening.

Authors:  Nan Wu; Jason Phang; Jungkyu Park; Yiqiu Shen; Zhe Huang; Masha Zorin; Stanislaw Jastrzebski; Thibault Fevry; Joe Katsnelson; Eric Kim; Stacey Wolfson; Ujas Parikh; Sushma Gaddam; Leng Leng Young Lin; Kara Ho; Joshua D Weinstein; Beatriu Reig; Yiming Gao; Hildegard Toth; Kristine Pysarenko; Alana Lewin; Jiyon Lee; Krystal Airola; Eralda Mema; Stephanie Chung; Esther Hwang; Naziya Samreen; S Gene Kim; Laura Heacock; Linda Moy; Kyunghyun Cho; Krzysztof J Geras
Journal:  IEEE Trans Med Imaging       Date:  2019-10-07       Impact factor: 10.048

Review 7.  Artificial intelligence (AI) and global health: how can AI contribute to health in resource-poor settings?

Authors:  Brian Wahl; Aline Cossy-Gantner; Stefan Germann; Nina R Schwalbe
Journal:  BMJ Glob Health       Date:  2018-08-29

8.  A Smart Device System to Identify New Phenotypical Characteristics in Movement Disorders.

Authors:  Julian Varghese; Stephan Niewöhner; Iñaki Soto-Rey; Stephanie Schipmann-Miletić; Nils Warneke; Tobias Warnecke; Martin Dugas
Journal:  Front Neurol       Date:  2019-01-30       Impact factor: 4.003

Review 9.  The Current State of Mobile Phone Apps for Monitoring Heart Rate, Heart Rate Variability, and Atrial Fibrillation: Narrative Review.

Authors:  Ka Hou Christien Li; Francesca Anne White; Gary Tse; Timothy Tipoe; Tong Liu; Martin Cs Wong; Aaron Jesuthasan; Adrian Baranchuk; Bryan P Yan
Journal:  JMIR Mhealth Uhealth       Date:  2019-02-15       Impact factor: 4.773

10.  Disability-adjusted life years (DALYs) for 291 diseases and injuries in 21 regions, 1990-2010: a systematic analysis for the Global Burden of Disease Study 2010.

Authors:  Christopher J L Murray; Theo Vos; Rafael Lozano; Mohsen Naghavi; Abraham D Flaxman; Catherine Michaud; Majid Ezzati; Kenji Shibuya; Joshua A Salomon; Safa Abdalla; Victor Aboyans; Jerry Abraham; Ilana Ackerman; Rakesh Aggarwal; Stephanie Y Ahn; Mohammed K Ali; Miriam Alvarado; H Ross Anderson; Laurie M Anderson; Kathryn G Andrews; Charles Atkinson; Larry M Baddour; Adil N Bahalim; Suzanne Barker-Collo; Lope H Barrero; David H Bartels; Maria-Gloria Basáñez; Amanda Baxter; Michelle L Bell; Emelia J Benjamin; Derrick Bennett; Eduardo Bernabé; Kavi Bhalla; Bishal Bhandari; Boris Bikbov; Aref Bin Abdulhak; Gretchen Birbeck; James A Black; Hannah Blencowe; Jed D Blore; Fiona Blyth; Ian Bolliger; Audrey Bonaventure; Soufiane Boufous; Rupert Bourne; Michel Boussinesq; Tasanee Braithwaite; Carol Brayne; Lisa Bridgett; Simon Brooker; Peter Brooks; Traolach S Brugha; Claire Bryan-Hancock; Chiara Bucello; Rachelle Buchbinder; Geoffrey Buckle; Christine M Budke; Michael Burch; Peter Burney; Roy Burstein; Bianca Calabria; Benjamin Campbell; Charles E Canter; Hélène Carabin; Jonathan Carapetis; Loreto Carmona; Claudia Cella; Fiona Charlson; Honglei Chen; Andrew Tai-Ann Cheng; David Chou; Sumeet S Chugh; Luc E Coffeng; Steven D Colan; Samantha Colquhoun; K Ellicott Colson; John Condon; Myles D Connor; Leslie T Cooper; Matthew Corriere; Monica Cortinovis; Karen Courville de Vaccaro; William Couser; Benjamin C Cowie; Michael H Criqui; Marita Cross; Kaustubh C Dabhadkar; Manu Dahiya; Nabila Dahodwala; James Damsere-Derry; Goodarz Danaei; Adrian Davis; Diego De Leo; Louisa Degenhardt; Robert Dellavalle; Allyne Delossantos; Julie Denenberg; Sarah Derrett; Don C Des Jarlais; Samath D Dharmaratne; Mukesh Dherani; Cesar Diaz-Torne; Helen Dolk; E Ray Dorsey; Tim Driscoll; Herbert Duber; Beth Ebel; Karen Edmond; Alexis Elbaz; Suad Eltahir Ali; Holly Erskine; Patricia J Erwin; Patricia Espindola; Stalin E Ewoigbokhan; Farshad Farzadfar; Valery Feigin; David T Felson; Alize Ferrari; Cleusa P Ferri; Eric M Fèvre; Mariel M Finucane; Seth Flaxman; Louise Flood; Kyle Foreman; Mohammad H Forouzanfar; Francis Gerry R Fowkes; Marlene Fransen; Michael K Freeman; Belinda J Gabbe; Sherine E Gabriel; Emmanuela Gakidou; Hammad A Ganatra; Bianca Garcia; Flavio Gaspari; Richard F Gillum; Gerhard Gmel; Diego Gonzalez-Medina; Richard Gosselin; Rebecca Grainger; Bridget Grant; Justina Groeger; Francis Guillemin; David Gunnell; Ramyani Gupta; Juanita Haagsma; Holly Hagan; Yara A Halasa; Wayne Hall; Diana Haring; Josep Maria Haro; James E Harrison; Rasmus Havmoeller; Roderick J Hay; Hideki Higashi; Catherine Hill; Bruno Hoen; Howard Hoffman; Peter J Hotez; Damian Hoy; John J Huang; Sydney E Ibeanusi; Kathryn H Jacobsen; Spencer L James; Deborah Jarvis; Rashmi Jasrasaria; Sudha Jayaraman; Nicole Johns; Jost B Jonas; Ganesan Karthikeyan; Nicholas Kassebaum; Norito Kawakami; Andre Keren; Jon-Paul Khoo; Charles H King; Lisa Marie Knowlton; Olive Kobusingye; Adofo Koranteng; Rita Krishnamurthi; Francine Laden; Ratilal Lalloo; Laura L Laslett; Tim Lathlean; Janet L Leasher; Yong Yi Lee; James Leigh; Daphna Levinson; Stephen S Lim; Elizabeth Limb; John Kent Lin; Michael Lipnick; Steven E Lipshultz; Wei Liu; Maria Loane; Summer Lockett Ohno; Ronan Lyons; Jacqueline Mabweijano; Michael F MacIntyre; Reza Malekzadeh; Leslie Mallinger; Sivabalan Manivannan; Wagner Marcenes; Lyn March; David J Margolis; Guy B Marks; Robin Marks; Akira Matsumori; Richard Matzopoulos; Bongani M Mayosi; John H McAnulty; Mary M McDermott; Neil McGill; John McGrath; Maria Elena Medina-Mora; Michele Meltzer; George A Mensah; Tony R Merriman; Ana-Claire Meyer; Valeria Miglioli; Matthew Miller; Ted R Miller; Philip B Mitchell; Charles Mock; Ana Olga Mocumbi; Terrie E Moffitt; Ali A Mokdad; Lorenzo Monasta; Marcella Montico; Maziar Moradi-Lakeh; Andrew Moran; Lidia Morawska; Rintaro Mori; Michele E Murdoch; Michael K Mwaniki; Kovin Naidoo; M Nathan Nair; Luigi Naldi; K M Venkat Narayan; Paul K Nelson; Robert G Nelson; Michael C Nevitt; Charles R Newton; Sandra Nolte; Paul Norman; Rosana Norman; Martin O'Donnell; Simon O'Hanlon; Casey Olives; Saad B Omer; Katrina Ortblad; Richard Osborne; Doruk Ozgediz; Andrew Page; Bishnu Pahari; Jeyaraj Durai Pandian; Andrea Panozo Rivero; Scott B Patten; Neil Pearce; Rogelio Perez Padilla; Fernando Perez-Ruiz; Norberto Perico; Konrad Pesudovs; David Phillips; Michael R Phillips; Kelsey Pierce; Sébastien Pion; Guilherme V Polanczyk; Suzanne Polinder; C Arden Pope; Svetlana Popova; Esteban Porrini; Farshad Pourmalek; Martin Prince; Rachel L Pullan; Kapa D Ramaiah; Dharani Ranganathan; Homie Razavi; Mathilda Regan; Jürgen T Rehm; David B Rein; Guiseppe Remuzzi; Kathryn Richardson; Frederick P Rivara; Thomas Roberts; Carolyn Robinson; Felipe Rodriguez De Leòn; Luca Ronfani; Robin Room; Lisa C Rosenfeld; Lesley Rushton; Ralph L Sacco; Sukanta Saha; Uchechukwu Sampson; Lidia Sanchez-Riera; Ella Sanman; David C Schwebel; James Graham Scott; Maria Segui-Gomez; Saeid Shahraz; Donald S Shepard; Hwashin Shin; Rupak Shivakoti; David Singh; Gitanjali M Singh; Jasvinder A Singh; Jessica Singleton; David A Sleet; Karen Sliwa; Emma Smith; Jennifer L Smith; Nicolas J C Stapelberg; Andrew Steer; Timothy Steiner; Wilma A Stolk; Lars Jacob Stovner; Christopher Sudfeld; Sana Syed; Giorgio Tamburlini; Mohammad Tavakkoli; Hugh R Taylor; Jennifer A Taylor; William J Taylor; Bernadette Thomas; W Murray Thomson; George D Thurston; Imad M Tleyjeh; Marcello Tonelli; Jeffrey A Towbin; Thomas Truelsen; Miltiadis K Tsilimbaris; Clotilde Ubeda; Eduardo A Undurraga; Marieke J van der Werf; Jim van Os; Monica S Vavilala; N Venketasubramanian; Mengru Wang; Wenzhi Wang; Kerrianne Watt; David J Weatherall; Martin A Weinstock; Robert Weintraub; Marc G Weisskopf; Myrna M Weissman; Richard A White; Harvey Whiteford; Natasha Wiebe; Steven T Wiersma; James D Wilkinson; Hywel C Williams; Sean R M Williams; Emma Witt; Frederick Wolfe; Anthony D Woolf; Sarah Wulf; Pon-Hsiu Yeh; Anita K M Zaidi; Zhi-Jie Zheng; David Zonies; Alan D Lopez; Mohammad A AlMazroa; Ziad A Memish
Journal:  Lancet       Date:  2012-12-15       Impact factor: 79.321

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  14 in total

Review 1.  Bioactive human Alzheimer brain soluble Aβ: pathophysiology and therapeutic opportunities.

Authors:  Shaomin Li; Andrew M Stern
Journal:  Mol Psychiatry       Date:  2022-04-28       Impact factor: 15.992

2.  Artificial intelligence to detect abnormal heart rhythm from scanned electrocardiogram tracings.

Authors:  Joshua Bridge; Lu Fu; Weidong Lin; Yumei Xue; Gregory Y H Lip; Yalin Zheng
Journal:  J Arrhythm       Date:  2022-03-29

Review 3.  Deep Brain Stimulation: Emerging Tools for Simulation, Data Analysis, and Visualization.

Authors:  Karin Wårdell; Teresa Nordin; Dorian Vogel; Peter Zsigmond; Carl-Fredrik Westin; Marwan Hariz; Simone Hemm
Journal:  Front Neurosci       Date:  2022-04-11       Impact factor: 5.152

4.  Protocol for Rhapsody: a longitudinal observational study examining the feasibility of speech phenotyping for remote assessment of neurodegenerative and psychiatric disorders.

Authors:  Elliot Hampsey; Marton Meszaros; Caroline Skirrow; Rebecca Strawbridge; Rosie H Taylor; Lazarus Chok; Dag Aarsland; Ammar Al-Chalabi; Ray Chaudhuri; Jack Weston; Emil Fristed; Aleksandra Podlewska; Olabisi Awogbemila; Allan H Young
Journal:  BMJ Open       Date:  2022-06-06       Impact factor: 3.006

Review 5.  The Neuroimmunology of Chronic Pain: From Rodents to Humans.

Authors:  Peter M Grace; Vivianne L Tawfik; Camilla I Svensson; Michael D Burton; Marco L Loggia; Mark R Hutchinson
Journal:  J Neurosci       Date:  2020-11-25       Impact factor: 6.167

6.  Radiological identification of temporal lobe epilepsy using artificial intelligence: a feasibility study.

Authors:  Ezequiel Gleichgerrcht; Brent Munsell; Simon S Keller; Daniel L Drane; Jens H Jensen; M Vittoria Spampinato; Nigel P Pedersen; Bernd Weber; Ruben Kuzniecky; Carrie McDonald; Leonardo Bonilha
Journal:  Brain Commun       Date:  2021-12-08

Review 7.  The Road to Personalized Medicine in Alzheimer's Disease: The Use of Artificial Intelligence.

Authors:  Anuschka Silva-Spínola; Inês Baldeiras; Joel P Arrais; Isabel Santana
Journal:  Biomedicines       Date:  2022-01-29

Review 8.  Safeguarding Athletes Against Head Injuries Through Advances in Technology: A Scoping Review of the Uses of Machine Learning in the Management of Sports-Related Concussion.

Authors:  Anne Tjønndal; Stian Røsten
Journal:  Front Sports Act Living       Date:  2022-04-20

Review 9.  A Comprehensive Survey on the Detection, Classification, and Challenges of Neurological Disorders.

Authors:  Aklima Akter Lima; M Firoz Mridha; Sujoy Chandra Das; Muhammad Mohsin Kabir; Md Rashedul Islam; Yutaka Watanobe
Journal:  Biology (Basel)       Date:  2022-03-18

10.  Epilepsy Benchmarks Area III: Improved Treatment Options for Controlling Seizures and Epilepsy-Related Conditions Without Side Effects.

Authors:  Stephen F Traynelis; Dennis Dlugos; David Henshall; Heather C Mefford; Michael A Rogawski; Kevin J Staley; Penny A Dacks; Vicky Whittemore; Annapurna Poduri
Journal:  Epilepsy Curr       Date:  2020-01-22       Impact factor: 7.500

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