Chase Price did not have children.
Their daughter Sarah Bridget Frances Price, born in 1767, married Bamber Gascoyne (the elder). Price married Susan Glanville, daughter of William Evelyn Glanville, of St Clere in Kent and his second wife Bridget Raymond on 21 March 1765. 
