They will likely be different but the reasons why they differ could be related to biological and/or technical influences. Most network analysis tools construct network from a correlation matrix, so, many networks are only slightly better than (or as good as) constructing a dendrogram with correlation as the distance metric.

Please read Gene co-expression analysis for functional classification and gene-disease predictions.

Kevin