Parties at whose suit the body of a person is taken in execution for a judgment recovered, their executors or administrators, may after the death of the person so taken and dying in execution, have the same rights against the property of the person deceased, as they might have had if that person had never been in execution. (21 James I, s. 24; R.C., c. 45, s. 28; Code, s. 469; Rev., s. 626; C.S., s. 674.)