Are Are you talking about CompaoMFA or CoMSIA ? and which part osis bad isnot good enough is it the coriss valdiation or the correlation in the training set ?coefficient of of the model it self ? Somme e suggestions : * Maybe the alignment quality is not that good. (Realigne with different methods). * Try different charges. * Try with different training tests