The majority of cases are due to mutations in the COL4A5 gene on the X chromosome, leading to X-linked Alport syndrome. There are also autosomal recessive and autosomal dominant forms, linked to mutations in the COL4A3 and COL4A4 genes. Understanding the genetic basis is crucial for diagnosis and genetic counseling.