Regarding the latter, the most interesting observation associated with the SHAP interpretation results is that C9orf7, which has successfully been detected by our methodology as one of the most determinative genes for the existence of C9orf72-related ALS, was not the only one among the detected determinative genes that has already been defined as ALS-related. This evidence concerns the gene CACFD1 and amyotrophic lateral sclerosis.