Three cases of acute myeloblastic leukemia (AML) were identified in which clonogenic cells proliferated autonomously in vitro. Cells from two of these cases were found to secrete a colony-stimulating factor (CSF) that was immunologically and molecularly related to GM-CSF. Growth of AML-CFU could be blocked by the addition of a neutralizing antiserum to GM-CSF. Northern blot hybridization of leukemic cell mRNA with a cDNA probe for the GM-CSF gene revealed a 1-kb message identical in size to the normal GM-CSF message in stimulated T cells. No GM-CSF message was detected in the third case. These results indicate that constitutive expression of the GM-CSF gene, apparently by leukemic cells, can result in autonomous in vitro proliferation of AML-CFU in some cases of AML.