DETROIT—American auto makers are embarking on a historic shift away from passenger cars, as more-profitable sport-utility vehicles and pickup trucks continue to expand their share of the market.

Long thought to be necessary for combating Japanese rivals and catering to budget-minded or young customers, small cars have fallen out of favor amid low gasoline prices and efficiency improvements in SUVs. Now, large sedans also are on the chopping block.

General...