Predicting brain-age from multimodal imaging data captures cognitive impairment
作者： Franziskus Liem , Gaël Varoquaux , Jana Kynast , Frauke Beyer , Shahrzad Kharabian Masouleh
DOI: 10.1101/085506
关键词: Cognitive impairment 、 Age prediction 、 Early prediction 、 Confounding 、 Audiology 、 Generalizability theory 、 Neurocognitive 、 Multimodal imaging 、 Psychology 、 Mean squared prediction error
摘要: The disparity between the chronological age of an individual and their brain-age measured based on biological information has the potential to offer clinically relevant biomarkers of …
sci-hub.st 参考文章(60)
Andrej Teren, Daniel Teupser, Francisca S. Then, Anke Tönjes, Regina Treudler, Arno Villringer, Alexander Weissgerber, Peter Wiedemann, Silke Zachariae, Kerstin Wirkner, Joachim Thiery, Markus Loeffler, Christoph Engel, Peter Ahnert, Dorothee Alfermann, Katrin Arelin, Ronny Baber, Frank Beutner, Hans Binder, Elmar Brähler, Ralph Burkhardt, Uta Ceglarek, Cornelia Enzenbach, Michael Fuchs, Heide Glaesmer, Friederike Girlich, Andreas Hagendorff, Madlen Häntzsch, Ulrich Hegerl, Sylvia Henger, Tilman Hensch, Andreas Hinz, Volker Holzendorf, Daniela Husser, Anette Kersting, Alexander Kiel, Toralf Kirsten, Jürgen Kratzsch, Knut Krohn, Tobias Luck, Susanne Melzer, Jeffrey Netto, Matthias Nüchter, Matthias Raschpichler, Franziska G. Rauscher, Steffi G. Riedel-Heller, Christian Sander, Markus Scholz, Peter Schönknecht, Matthias L. Schroeter, Jan-Christoph Simon, Ronald Speer, Julia Stäker, Robert Stein, Yve Stöbel-Richter, Michael Stumvoll, Attila Tarnok, The LIFE-Adult-Study: Objectives and design of a population-based cohort study with 10,000 deeply phenotyped adults in Germany BMC Public Health. ,vol. 15, pp. 691- 691 ,(2015) , 10.1186/S12889-015-1983-Z
Irene R. Beck, Nicole S. Schmid, Manfred Berres, Andreas U. Monsch, Establishing robust cognitive dimensions for characterization and differentiation of patients with Alzheimer's disease, mild cognitive impairment, frontotemporal dementia and depression International Journal of Geriatric Psychiatry. ,vol. 29, pp. 624- 634 ,(2014) , 10.1002/GPS.4045
Marshal F. Folstein, Susan E. Folstein, Paul R. McHugh, “Mini-mental state” Journal of Psychiatric Research. ,vol. 12, pp. 189- 198 ,(1975) , 10.1016/0022-3956(75)90026-6
John D.E. Gabrieli, Satrajit S. Ghosh, Susan Whitfield-Gabrieli, Prediction as a Humanitarian and Pragmatic Contribution from Human Cognitive Neuroscience Neuron. ,vol. 85, pp. 11- 26 ,(2015) , 10.1016/J.NEURON.2014.10.047
Adrian R. Groves, Stephen M. Smith, Anders M. Fjell, Christian K. Tamnes, Kristine B. Walhovd, Gwenaëlle Douaud, Mark W. Woolrich, Lars T. Westlye, Benefits of multi-modal fusion analysis on a large-scale dataset: life-span patterns of inter-subject variability in cortical morphometry and white matter microstructure. NeuroImage. ,vol. 63, pp. 365- 380 ,(2012) , 10.1016/J.NEUROIMAGE.2012.06.038
Emily L. Dennis, Paul M. Thompson, Functional Brain Connectivity using fMRI in Aging and Alzheimer’s Disease Neuropsychology Review. ,vol. 24, pp. 49- 62 ,(2014) , 10.1007/S11065-014-9249-6
Jonathan D. Power, Kelly A. Barnes, Abraham Z. Snyder, Bradley L. Schlaggar, Steven E. Petersen, Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion NeuroImage. ,vol. 59, pp. 2142- 2154 ,(2012) , 10.1016/J.NEUROIMAGE.2011.10.018
Antoine Lutti, Frederic Dick, Martin I. Sereno, Nikolaus Weiskopf, Using high-resolution quantitative mapping of R1 as an index of cortical myelination NeuroImage. ,vol. 93, pp. 176- 188 ,(2014) , 10.1016/J.NEUROIMAGE.2013.06.005
ANNE TREISMAN, STEPHEN FEARNLEY, The Stroop test: selective attention to colours and words. Nature. ,vol. 222, pp. 437- 439 ,(1969) , 10.1038/222437A0
Peter A. Chiarelli, Daniel P. Bulte, Richard Wise, Daniel Gallichan, Peter Jezzard, A calibration method for quantitative BOLD fMRI based on hyperoxia. NeuroImage. ,vol. 37, pp. 808- 820 ,(2007) , 10.1016/J.NEUROIMAGE.2007.05.033