By leveraging this phenotype-specific approach, we prioritized candidate genes for specific ciliopathies and identified likely pathogenic variants in CEP43, a previously unrecognized ciliopathy gene, in three previously unsolved cases. Here, CEP43 is linked to ciliopathy.