Some can die, Lydia died on me too. According to the Wiki she's one that can, not sure if it's a glitch though.
I'd actually rather have them die than be invincible. There's no shortage of followers anyway.
I've also lost Marcurio, he was with me in Blackreach and when I left he never followed. Had an Orc follower too and he vanished.