There has been speculation that Abykayev was involved in the murder of Altynbek Sarsenbayev, however several other high-profile politicians, including Nazarbayev, have also been accused of the murder at some point. Abykayev is married. He has five children (Marat, Sergey, Aliya, Nuray and Amina) and three grandchildren.