K-Means Clustering does not give me the same gene numbers under each cluster. I mean the patterns are the same but the number changes. Any idea is greatly appreciated!!
I am not sure i understood your question right, but here is my take on it
Running KMC on your data will not necessarily create clusters which have same number of genes and that is perfectly fine.