Born and raised in Mississippi, Wayne attended the Mississippi School for Mathematics and Science in Columbus, MS before moving away to attend school at the University of Pennsylvania. Wayne earned an undergraduate degree in physics at the University of Pennsylvania in 2009. She later earned her PhD from Cornell University, researching immune cell-mediated drug delivery. Wayne organised the 2013 Northeast Conference for Undergraduate Women in Physics, raising $60,000 for delegates to attend.