bioRxiv preprint doi: https://doi.org/10.1101/2020.04.15.043315; this version posted April 17, 2020. The copyright holder for this preprint (which was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission. 1 TOWARD A CONNECTIVITY GRADIENT-BASED FRAMEWORK FOR REPRODUCIBLE BIOMARKER DISCOVERY Seok-Jun Hong1,2,3*, Ting Xu1*, Aki Nikolaidis1, Jonathan Smallwood4, Daniel S. Margulies5, Boris Bernhardt6, Joshua Vogelstein7, Michael P. Milham8 1Center for the Developing Brain, Child Mind Institute, NY, USA; 2Center for Neuroscience Imaging Research, Institute for Basic Science, 3Department of Biomedical Engineering, Sungkyunkwan University, Suwon, South Korea; 4Department of Psychology, University of York, Heslington, England, UK; 5Frontlab, Institut du Cerveau et de la Moelle épinière, UPMC UMRS 1127, Inserm U 1127, CNRS UMR 7225, Paris, France; 6McConnell Brain Imaging Centre, Montreal Neurological Institute and Hospital, McGill University, Montreal, Canada; 7Department of Biomedical Engineering Institute for Computational Medicine, Kavli Neuroscience Discovery Institute, Johns Hopkins University, MD, USA; 8Center for Biomedical Imaging and Neuromodulation, Nathan Kline Institute, NY, USA; * These authors contributed equally. Running title: Functional gradient biomarker Keywords: Dimensionality reduction, imaging biomarker, reliability, reproducibility, phenotype prediction, CCA Corresponding authors Michael P. Milham, MD, PhD Center for the Developing Brain, Child Mind Institute Center for Biomedical Imaging and Neuromodulation, Nathan Kline Institute, NY, USA 101 East 56th Street, New York, NY 10022 E-mail:
[email protected] Seok-Jun Hong, PhD Center for the Developing Brain, Child Mind Institute, NY, USA Center for Neuroscience Imaging Research, Institute for Basic Science Department of Biomedical Engineering, Sungkyunkwan University, Suwon, South Korea E-mail:
[email protected] bioRxiv preprint doi: https://doi.org/10.1101/2020.04.15.043315; this version posted April 17, 2020.