Do advertisers have an ethical responsibility to accurately inform their audiences?

Energy drinks are really popular and increasingly so. They make many claims about increased mental and physical performance and charge a lot of money for their products. If the actual product they’re selling is nothing more than overpriced caffeine with some other ingredients thrown in, are they behaving unethically?