Sinha was married to late Indira Sinha, an educationist, and has a daughter, Jaya Sinha Kumra, and a son, Ajay Alok, who is a known politician from Bihar.[6] He is a 2004 recipient of the fourth highest Indian civilian award, Padma Shri for his services to the field of medicine.[7]