I think it's possible to a certain extent. My dad prefers skinny women, but I know for certain I had a relative that was explicitly into fat women. It wasn't a secret because his wife gained a lot of weight over the course of their long marriage. I wouldn't be surprised honestly. I think everything is always a mix of nature/nurture, but I think it leans towards nature for fat fetish.
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