Yes, it does affect.

Basically, a clone's hp depends on the ninja's overall attributes, where hp contribute more compared to others stats.

Zabuza, akatsuchi, torune - these ninja's creates clones based on 100% of their attributes.
gnw kankuro creates puppet based on 80% of his stats.