STATE COLLEGE, PA. – Joe Paterno, 85, died on Sunday morning at 9:25 a.m. surrounded by his family, according to Mount Nittany Medical Center. The cause of death was “metastatic small cell carcinoma of the lung. Joe Paterno: December 21, 1926 – January 22, 2012.