PKD1 and ciliopathy: In comparison, SKAT-O identified only PKD1 and PKD2 after p-value adjustment (Fig 3B), whereas PERADIGM identified an additional candidate gene, IFT140 is a well-established gene in ciliopathies that has recently been implicated as a monogenic cause of renal cyst formation [31].