The authors present novel work regarding the ability of coupled autoencoders to analyse multi-modal profiles of neurons. The reviewers are unanimous to say that the paper is very interesting and have underlined its significance and potential impact in neuroscience. Several issues were raised by the reviewers about lack of details in the experimental part were addressed in the rebuttal. The reviewers appreciated that and agreed on acceptance. In the camera-ready version, some efforts will be needed to improve the clarity of the presentation as suggested by the reviewers.