To the OP,
I knew someone who had studied engineering for his undergraduate degree who have subsequently pursued a PhD in applied math, and I also know someone who finished her degree in engineering and subsequently pursued a PhD in statistics.
So the short answer is yes, it is possible. It would help if you have pursued at least a minor in math, though, to prepare for further graduate studies.