Aberrant pro-survival signaling is a hallmark of cancer cells, but the response to chemotherapy is poorly understood. In this study, we investigate the initial signaling response to standard induction chemotherapy in a cohort of 32 acute myeloid leukemia (AML) patients, using 36-dimensional mass cytometry. Through supervised and unsupervised machine learning approaches, we find that reduction of extracellular-signal-regulated kinase (ERK) 1/2 and p38 mitogen-activated protein kinase (MAPK) phosphorylation in the myeloid cell compartment 24 h post-chemotherapy is a significant predictor of patient 5-year overall survival in this cohort. Validation by RNA sequencing shows induction of MAPK target gene expression in patients with high phospho-ERK1/2 24 h post-chemotherapy, while proteomics confirm an increase of the p38 prime target MAPK activated protein kinase 2 (MAPKAPK2). In this study, we demonstrate that mass cytometry can be a valuable tool for early response evaluation in AML and elucidate the potential of functional signaling analyses in precision oncology diagnostics.
Background: A fundamental hallmark of cancer cells is their ability to sustain proliferative signaling and cell survival, reflected in a cellular chemotherapy response that is poorly understood. We questioned whether chemotherapy modulated phospho-signaling at 4 and 24 h in vivo could provide information about long-term survival in acute myeloid leukemia (AML), and if the signaling response to therapy was more informative than analysis at time of diagnosis. Methods: Peripheral blood was collected from 32 younger AML patients (age 16-74 years), before, 4- and 24 hours after start of induction chemotherapy. Samples were analyzed by 36-dimensional mass cytometry for assessment of alterations in immunophenotypes and intracellular signaling using unsupervised and supervised machine learning approaches. Results were validated by RNA sequencing and mass spectrometry proteomics (Super SILAC). Targeted sequencing was used to characterize patient samples for recurrent AML mutations. Drug sensitivity and resistance testing ex vivo was compared to activation of relevant signal transduction pathways and mutational profile. Findings: 5-year patient survival was accurately predicted in the leukemic cell population at 24 hours after therapy onset by phospho-proteins p-ERK1/2 (T202/Y204) and p-p38 (T180/Y182). RNA sequencing showed induction of MAPK target gene expression and the AP-1 transcription complex in patients with high p-ERK1/2. Super-SILAC proteomics confirmed an increase in the abundance of p38 prime target MAPKAPK2(MK2) 24 hours after start of induction therapy. Ex vivo drug sensitivity testing demonstrated high sensitivity to MEK inhibitors in the patient cells with high p-ERK1/2 measured at diagnosis or 24 hours after start of chemotherapy. Interpretation: Early single cell signaling response to chemotherapy provided precise prognostic information independent of stratification by genetics. We propose that early functional measurement of chemotherapy-potentiated MAPK pathway signaling could identify non-responders to intensive chemotherapy allowing precise treatment adjustment.
Take home messagesMass cytometry is a research tool that allows sample barcoding and detection of more than 40 single cell parameters, theoretically over 100, exceeding the current limits of conventional flow cytometry. Simultaneous single cell investigation of composite immunophenotypes and intracellular signaling proteins, combined with scalability for detection of gene expression and mutations, provide a unique insight in blood and bone marrow cell populations when evaluating response to conventional and novel therapies. Early evaluation of treatment response by mass cytometry can potentially distinguish therapy responders from non-responders at the level of minute cell populations and leukemic clones, allowing identification of actionable targets for adjuvant therapy and prevention of disease relapse.
Axl is a receptor tyrosine kinase that has been shown to have a strong oncogenic potential in many cancer types. Overexpression and activation of Axl is found in many cancers, and is linked to increased proliferation, migration/invasion and resistance to apoptosis. Axl overexpression has been shown to be a poor prognostic marker, and recently overexpression of Axl has also been linked to the acquired resistance to chemotherapy and other anticancer therapies in many malignancies, including AML. BGB324 (BerGenBio AS) is a first-in-class highly specific small molecule inhibitor of Axl. BGB324 has been shown to be safe and well tolerated in a clinical safety trial in healthy volunteers at doses up to 1500 mg/day with a predictable PK profile and long plasma half-life, and is currently in a phase 1b clinical trial in patients with refractory/relapsed AML and MDS (BGBC003, ClinicalTrials.gov Identifier:NCT02488408; Loges S et al. J Clin Oncol 34, 2016 suppl; abstr 2561). 20 AML and 4 MDS patients have been treated at the following dose levels (loading dose/continuation dose): 400/100mg, 600/200mg and 900/300mg. Objective responses were observed in 2/4 MDS patients and 2/20 AML patients including one CR (AML). Enrollment continues to define MTD. The effect of BGB324 on intracellular signaling and the immune profile of leukemic blasts in patients treated in the clinical study was investigated using phospho-flow cytometry. Blasts were identified using surface markers (CD45low, CD66b-, CD38-, and CD117+ and/or CD34+), and the following direct and indirect downstream targets of Axl were explored: phosphorylated (p)-Akt(S473 and T308), pErk(T202/Y204), pp38(T180/Y182), pPLCγ1(Y783), pNFκB(S529), pCREB(S113) and pSTAT1(Y701), 3(Y705), 5(Y694)and 6(Y641). Preliminary analyses of blood samples from six patients show very rapid responses in signaling pathways downstream of Axl (including Akt, Erk, NFκB and PLCγ1) within hours or days of ingestion of the first dose, although the response patterns varies from patient to patient (Figure 1A). Two distinct blast populations were identified: one CD117+/CD34- and one CD117+/CD34+. In most patients the CD117+/CD34- population displayed the most extensive signaling changes during treatment, and this population also decreased during treatment with BGB324. In contrast, the CD117+/CD34+ population expanded during the course of the treatment (Figure 1B). White cell differential counts of peripheral blood from two patients treated with BGB324 for a prolonged period of time (15 weeks or more) showed a decrease in peripheral blast count, and a corresponding increase in granulocyte and monocyte counts, suggesting that Axl inhibition may push the blasts towards differentiation. The clinical trial is ongoing, and the signaling profile of leukemic blasts in blood and bone marrow of treated patients will be further examined by conventional phosphoflow cytometry and mass cytometry searching for signaling profiles with prognostic information. In conclusion, BGB324 has unique pharmacodynamic properties and molecular responses to exposure can be observed in peripheral blood leukemic blasts by phospho-flow cytometry within hours of ingestion of the first treatment dose. Further studies may establish whether single cell signal profiling can discriminate responders from non-responders and provide information about dose-response in a clinically meaningful way. Disclosures Cortes: Astellas: Research Funding; Arog: Research Funding; Teva: Research Funding; Pfizer: Consultancy, Research Funding; Novartis: Consultancy, Research Funding; BMS: Consultancy, Research Funding; Ariad: Consultancy, Research Funding; Ambit: Research Funding. Heuser:Novartis: Consultancy, Research Funding; Tetralogic: Research Funding; BerGenBio: Research Funding; Karyopharm Therapeutics Inc: Research Funding; Bayer Pharma AG: Research Funding; Celgene: Honoraria; Pfizer: Research Funding. Lorens:BerGenBio AS: Employment, Equity Ownership, Research Funding. Gausdal:BerGenBio AS: Employment. Micklem:BerGenBio AS: Employment, Equity Ownership. Gjertsen:BerGenBio AS: Consultancy, Research Funding.
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