DNA Damage Response-Related Proteins Are Prognostic for Outcome in Both Adult and Pediatric Acute Myelogenous Leukemia Patients: Samples from Adults and from Children Enrolled in a Children's Oncology Group Study.
Stefan E HubnerEduardo Sabino de Camargo MagalhãesFieke W HoffBrandon D BrownYihua QiuTerzah M HortonSteven Mitchell KornblauPublished in: International journal of molecular sciences (2023)
The survival of malignant leukemic cells is dependent on DNA damage repair (DDR) signaling. Reverse Phase Protein Array (RPPA) data sets were assembled using diagnostic samples from 810 adult and 500 pediatric acute myelogenous leukemia (AML) patients and were probed with 412 and 296 strictly validated antibodies, respectively, including those detecting the expression of proteins directly involved in DDR. Unbiased hierarchical clustering identified strong recurrent DDR protein expression patterns in both adult and pediatric AML. Globally, DDR expression was associated with gene mutational statuses and was prognostic for outcomes including overall survival (OS), relapse rate, and remission duration (RD). In adult patients, seven DDR proteins were individually prognostic for either RD or OS. When DDR proteins were analyzed together with DDR-related proteins operating in diverse cellular signaling pathways, these expanded groupings were also highly prognostic for OS. Analysis of patients treated with either conventional chemotherapy or venetoclax combined with a hypomethylating agent revealed protein clusters that differentially predicted favorable from unfavorable prognoses within each therapy cohort. Collectively, this investigation provides insight into variable DDR pathway activation in AML and may help direct future individualized DDR-targeted therapies in AML patients.
Keyphrases
- acute myeloid leukemia
- end stage renal disease
- dna damage
- newly diagnosed
- ejection fraction
- chronic kidney disease
- squamous cell carcinoma
- signaling pathway
- liver failure
- mass spectrometry
- machine learning
- adipose tissue
- type diabetes
- high throughput
- induced apoptosis
- stem cells
- young adults
- bone marrow
- epithelial mesenchymal transition
- metabolic syndrome
- patient reported
- mechanical ventilation
- dna repair
- transcription factor
- locally advanced
- single cell
- deep learning
- acute respiratory distress syndrome
- rheumatoid arthritis
- systemic lupus erythematosus
- copy number
- weight loss
- rectal cancer
- binding protein