Using round figures, $500,000 at 8% costs the same as $1,000,000 at 4%. Second hand house prices will always settle around the median weekly affordable figure. Therefore doubling the interest rate will over-time, halve house prices. Halving rates will double prices.*
*Principle repayments will mean this is not strictly accurate - but it's a good rule of thumb.