About thirty-five years ago, several problems in operator theory concerning almost normal operators led L. G. Brown, P. A. fillmore and me to introduce methods and point of view from algebraic topology to solve them. By the time we were done concrete realization of K-homology was introduced as well as new insight obtained for the index theorem of Atiyah-Singer.