Born on April 3, 1914 in Prosper, Texas as Lorene Lane, she was awarded a bachelor's degree from North Texas State Teachers College (now the University of North Texas), majoring in English.
At a time when biochemistry was a "field dominated by men", Rogers decided to follow in her husband's footsteps, figuring that "if he liked chemistry so well, that she wanted to pursue it also."