E-commerce product page thumbnails: Vertical vs Horizontal?

For an e-commerce product detail page, is it better to have the item picture thumbnails laid out vertically to the left side of the main picture, or laid out horizontally to the bottom of the main picture? Both type of designs are prevalently used.