Heterogeneity in refractory acute myeloid leukemia.
Sachi HoribataGege GuiJustin LackChristin B DeStefanoMichael M GottesmanChristopher S HouriganPublished in: Proceedings of the National Academy of Sciences of the United States of America (2019)
Successful clinical remission to therapy for acute myeloid leukemia (AML) is required for long-term survival to be achieved. Despite trends in improved survival due to better supportive care, up to 40% of patients will have refractory disease, which has a poorly understood biology and carries a dismal prognosis. The development of effective treatment strategies has been hindered by a general lack of knowledge about mechanisms of chemotherapy resistance. Here, through transcriptomic analysis of 154 cases of treatment-naive AML, three chemorefractory patient groups with distinct expression profiles are identified. A classifier, four key refractory gene signatures (RG4), trained based on the expression profile of the highest risk refractory patients, validated in an independent cohort (n = 131), was prognostic for overall survival (OS) and refined an established 17-gene stemness score. Refractory subpopulations have differential expression in pathways involved in cell cycle, transcription, translation, metabolism, and/or stem cell properties. Ex vivo drug sensitivity to 122 small-molecule inhibitors revealed effective group-specific targeting of pathways among these three refractory groups. Gene expression profiling by RNA sequencing had a suboptimal ability to correctly predict those individuals resistant to conventional cytotoxic induction therapy, but could risk-stratify for OS and identify subjects most likely to have superior responses to a specific alternative therapy. Such personalized therapy may be studied prospectively in clinical trials.
Keyphrases
- acute myeloid leukemia
- cell cycle
- stem cells
- small molecule
- genome wide
- end stage renal disease
- single cell
- clinical trial
- ejection fraction
- newly diagnosed
- chronic kidney disease
- copy number
- healthcare
- palliative care
- allogeneic hematopoietic stem cell transplantation
- genome wide identification
- rheumatoid arthritis
- cell proliferation
- emergency department
- systemic lupus erythematosus
- mesenchymal stem cells
- transcription factor
- radiation therapy
- rna seq
- epithelial mesenchymal transition
- disease activity
- squamous cell carcinoma
- chronic pain
- quality improvement
- adverse drug
- phase ii
- protein protein
- high intensity