Notably, previous CKD genetic studies have seldom implicated ANO3, making our finding a novel insight, though related chloride channel genes such as ANO9 have been linked to kidney disease risk, highlighting the broader importance of electrolyte transport pathways. Here, ANO9 is linked to kidney disorder.