Literature DB >> 30076451

[Big data and artificial intelligence for diagnostic decision support in atypical dementia].

K Egger1, M Rijntjes2.   

Abstract

The differential diagnosis of atypical dementia remains difficult. The use of positron emission tomography (PET) still represents the gold standard for imaging diagnostics. According to the current evidence, however, magnetic resonance imaging (MRI) is almost equal to fluorodeoxyglucose (FDG)-PET, but only when using new big data and machine learning methods. In cases of atypical dementia, especially in younger patients and for follow-up, MRI is preferable to computed tomography (CT). In the clinical routine, promising MRI procedures are e. g. the automated volumetry of anatomical 3D images, as well as a non-contrast-enhanced MRI perfusion method, called arterial spin labeling (ASL). Because of the rapidly growing amount of biomarker data, there is a need for computer-aided big data analyses and artificial intelligence. Based on fast analyses of the diverse and rapidly increasing amount of clinical, imaging, epidemiological, molecular genetic and economic data, new knowledge on the pathogenesis, prevention and treatment can be generated. Technical availability, homogenization of the underlying data and the availability of large reference data are the basis for the widespread establishment of promising analytical methods.

Entities:  

Keywords:  Arterial spin labelling; Artificial intelligence; Machine learning; Positron emission tomography; Volumetry

Mesh:

Substances:

Year:  2018        PMID: 30076451     DOI: 10.1007/s00115-018-0568-3

Source DB:  PubMed          Journal:  Nervenarzt        ISSN: 0028-2804            Impact factor:   1.214


  32 in total

Review 1.  MDS research criteria for prodromal Parkinson's disease.

Authors:  Daniela Berg; Ronald B Postuma; Charles H Adler; Bastiaan R Bloem; Piu Chan; Bruno Dubois; Thomas Gasser; Christopher G Goetz; Glenda Halliday; Lawrence Joseph; Anthony E Lang; Inga Liepelt-Scarfone; Irene Litvan; Kenneth Marek; José Obeso; Wolfgang Oertel; C Warren Olanow; Werner Poewe; Matthew Stern; Günther Deuschl
Journal:  Mov Disord       Date:  2015-10       Impact factor: 10.338

2.  Fully-automated quality assurance in multi-center studies using MRI phantom measurements.

Authors:  Mathias Davids; Frank G Zöllner; Michaela Ruttorf; Frauke Nees; Herta Flor; Gunter Schumann; Lothar R Schad
Journal:  Magn Reson Imaging       Date:  2014-02-03       Impact factor: 2.546

3.  Cerebrospinal fluid tau/beta-amyloid(42) ratio as a prediction of cognitive decline in nondemented older adults.

Authors:  Anne M Fagan; Catherine M Roe; Chengjie Xiong; Mark A Mintun; John C Morris; David M Holtzman
Journal:  Arch Neurol       Date:  2007-01-08

4.  Direct quantification of CSF alpha-synuclein by ELISA and first cross-sectional study in patients with neurodegeneration.

Authors:  Brit Mollenhauer; Valerie Cullen; Ilana Kahn; Bryan Krastins; Tiago F Outeiro; Imelda Pepivani; Juliana Ng; Walter Schulz-Schaeffer; Hans A Kretzschmar; Pamela J McLean; Claudia Trenkwalder; David A Sarracino; Jean-Paul Vonsattel; Joseph J Locascio; Omar M A El-Agnaf; Michael G Schlossmacher
Journal:  Exp Neurol       Date:  2008-06-14       Impact factor: 5.330

5.  Clinical diagnosis of progressive supranuclear palsy: The movement disorder society criteria.

Authors:  Günter U Höglinger; Gesine Respondek; Maria Stamelou; Carolin Kurz; Keith A Josephs; Anthony E Lang; Brit Mollenhauer; Ulrich Müller; Christer Nilsson; Jennifer L Whitwell; Thomas Arzberger; Elisabet Englund; Ellen Gelpi; Armin Giese; David J Irwin; Wassilios G Meissner; Alexander Pantelyat; Alex Rajput; John C van Swieten; Claire Troakes; Angelo Antonini; Kailash P Bhatia; Yvette Bordelon; Yaroslau Compta; Jean-Christophe Corvol; Carlo Colosimo; Dennis W Dickson; Richard Dodel; Leslie Ferguson; Murray Grossman; Jan Kassubek; Florian Krismer; Johannes Levin; Stefan Lorenzl; Huw R Morris; Peter Nestor; Wolfgang H Oertel; Werner Poewe; Gil Rabinovici; James B Rowe; Gerard D Schellenberg; Klaus Seppi; Thilo van Eimeren; Gregor K Wenning; Adam L Boxer; Lawrence I Golbe; Irene Litvan
Journal:  Mov Disord       Date:  2017-05-03       Impact factor: 10.338

6.  Investigating the genetic architecture of dementia with Lewy bodies: a two-stage genome-wide association study.

Authors:  Rita Guerreiro; Owen A Ross; Celia Kun-Rodrigues; Dena G Hernandez; Tatiana Orme; John D Eicher; Claire E Shepherd; Laura Parkkinen; Lee Darwent; Michael G Heckman; Sonja W Scholz; Juan C Troncoso; Olga Pletnikova; Olaf Ansorge; Jordi Clarimon; Alberto Lleo; Estrella Morenas-Rodriguez; Lorraine Clark; Lawrence S Honig; Karen Marder; Afina Lemstra; Ekaterina Rogaeva; Peter St George-Hyslop; Elisabet Londos; Henrik Zetterberg; Imelda Barber; Anne Braae; Kristelle Brown; Kevin Morgan; Claire Troakes; Safa Al-Sarraj; Tammaryn Lashley; Janice Holton; Yaroslau Compta; Vivianna Van Deerlin; Geidy E Serrano; Thomas G Beach; Suzanne Lesage; Douglas Galasko; Eliezer Masliah; Isabel Santana; Pau Pastor; Monica Diez-Fairen; Miquel Aguilar; Pentti J Tienari; Liisa Myllykangas; Minna Oinas; Tamas Revesz; Andrew Lees; Brad F Boeve; Ronald C Petersen; Tanis J Ferman; Valentina Escott-Price; Neill Graff-Radford; Nigel J Cairns; John C Morris; Stuart Pickering-Brown; David Mann; Glenda M Halliday; John Hardy; John Q Trojanowski; Dennis W Dickson; Andrew Singleton; David J Stone; Jose Bras
Journal:  Lancet Neurol       Date:  2017-12-16       Impact factor: 44.182

Review 7.  Alpha-synuclein and tau: teammates in neurodegeneration?

Authors:  Simon Moussaud; Daryl R Jones; Elisabeth L Moussaud-Lamodière; Marion Delenclos; Owen A Ross; Pamela J McLean
Journal:  Mol Neurodegener       Date:  2014-10-29       Impact factor: 14.195

8.  Whole-exome sequencing of 228 patients with sporadic Parkinson's disease.

Authors:  Cynthia Sandor; Frantisek Honti; Wilfried Haerty; Konrad Szewczyk-Krolikowski; Paul Tomlinson; Sam Evetts; Stephanie Millin; Thomas Keane; Shane A McCarthy; Richard Durbin; Kevin Talbot; Michele Hu; Caleb Webber; Chris P Ponting; Richard Wade-Martins
Journal:  Sci Rep       Date:  2017-01-24       Impact factor: 4.379

9.  Dermal phospho-alpha-synuclein deposits confirm REM sleep behaviour disorder as prodromal Parkinson's disease.

Authors:  Kathrin Doppler; Hanna-Maria Jentschke; Lena Schulmeyer; David Vadasz; Annette Janzen; Markus Luster; Helmut Höffken; Geert Mayer; Joachim Brumberg; Jan Booij; Thomas Musacchio; Stephan Klebe; Elisabeth Sittig-Wiegand; Jens Volkmann; Claudia Sommer; Wolfgang H Oertel
Journal:  Acta Neuropathol       Date:  2017-02-08       Impact factor: 17.088

10.  FDG-PET and CSF biomarker accuracy in prediction of conversion to different dementias in a large multicentre MCI cohort.

Authors:  Silvia Paola Caminiti; Tommaso Ballarini; Arianna Sala; Chiara Cerami; Luca Presotto; Roberto Santangelo; Federico Fallanca; Emilia Giovanna Vanoli; Luigi Gianolli; Sandro Iannaccone; Giuseppe Magnani; Daniela Perani
Journal:  Neuroimage Clin       Date:  2018-01-28       Impact factor: 4.881

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  1 in total

1.  [Big data and artificial intelligence].

Authors:  Frank Schneider; Cornelius Weiller
Journal:  Nervenarzt       Date:  2018-08       Impact factor: 1.214

  1 in total

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