A distance matrix is a matrix
Commonly used distances encoded in matrices include comparison of genetic strings by Hamming or edit distance, morphometric analysis, and various formulae (such as Euclidean distance) applied to comparing characters. For extension to the creation of a phylogeny, we demand that the underlying matrix be consistent.
The figure below shows an example of a distance matrix whose distances quantify the similarity between pairs of genes based on patterns of expression.