Form of leukemia characterized by an uncontrolled proliferation of the myeloid lineage and their precursors (myeloid progenitor cells) in the bone marrow and other sites. The disease is chronic monocytic leukemia (Monarch Disease Ontology term MONDO_0004614). Also known as: monocytic leukemia, chronic.