EDIT: As said by @Andrew Atkinson, it seems
EntityManager->contains($entity)
is the preferred way now.
Previous answer: You have to use UnitOfWork api like this:
$isPersisted = \Doctrine\ORM\UnitOfWork::STATE_MANAGED === $entityManager->getUnitOfWork()->getEntityState($entity);