“…I close this proposal by underlining the importance of considering these functional brain imaging tools with caution regarding the complex data analysis methods that are often used, and the statistical challenges they raise (see for instance the following studies and discussions: Boly et al , 2011 ; King et al , 2011 ; Cruse et al , 2013 ; Goldfine et al , 2013 ; Naccache et al , 2015 , 2016 ; Tzovara et al , 2015 a , b ; Gabriel et al , 2016 ). A set of basic principles have to be respected such as: standardization of methods across sites, high-replicability and high-sensitivity, as well as using a hierarchical approach (from low to high cognitive measures), and combining basic and complex data analysis methods on the same datasets ( Naccache et al , 2016 ).…”