Others have made some helpful suggestions, but let me add two points:
(1) As you probably know, estimation of elasticities is typically done with a log-log specification.
(2) Estimation of demand elasticities is the classical example of where a least squares regression doesn't work. The issue is that the prices are likely correlated with the error term.