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With the development of high-throughput sequencing techniques, transcriptome sequencing projects which provide valuable resources for designing simple sequence repeat (SSR) primers have been carried out for many plants. However, the utility of SSRs for molecular breeding depends on genome-wide distribution and coverage, as well as moderately high allelic variability, in the available SSR library. In this study, we characterized the exonic SSRs developed from the publicly available Populus genome as a case study to determine their value for molecular breeding. As expected, our results confirmed that microsatellites occurred approximately three times less often in coding regions than in non-coding regions. Mutability test also showed that exonic SSRs contained less allelic variability than intronic SSRs. More importantly, exonic SSRs were unevenly distributed both among and within chromosomes. Large exonic SSRs deserts were observed on several chromosomes. Differential selection between paralogous chromosomes, at the gene level, appears to be responsible for these SSR deserts, though the mechanisms that cause chromosome-specific SSR deserts are not known. This work provides ample evidence that the candidate gene approach based on unigenes identified from transcribed sequences may not be the best strategy to identify highly polymorphic SSRs.