Genomes evolve through large-scale events, known as genome rearrangements, that reorganize the gene order in the chromosome. Usually two closely related prokaryotes share many gene clusters, which are sets of genes in close proximity to each other, but not necessarily contiguous nor in the same order in both genomes. Gene clusters could result from evolution of common ancestors, and could represent phenomenon of co-expression. It plays an important role in the construction of phylogenetic trees and prediction of gene functions. Thus, finding gene clusters is an important problem in comparative genomics. In this paper, we will discuss gene clusters finding problem using model of approximate common intervals, that is, genomes are considered as strings and approximate common intervals are defined as set symmetric difference. We present an O(Ln3) algorithm to find gene clusters among L genomes of length n.