While the gel inside the leaves is okay for dogs, the outer leaves contain saponins that cause diarrhea, nausea, tremors and vomiting. Apple and Cherry Trees. If you own land, you may well own an apple or cherry tree. All parts of an apple tree or cherry tree are toxic to dogs. The stems, leaves and seeds of the apple contain cyanide.