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Hello, you are though Dr Maria.
There is no link to genetics and predisposition of Hyperthyroidism, it seems is more related to several factors. Because your pets have been exposed to the same environment (diet, water, etc) this could be the link.
Also 1 in 10 cats will likely get Thyroid issues so the incidence is high independently of genetics!