Early response evaluation by single cell signaling profiling in acute myeloid leukemia

Author:

Tislevoll Benedicte SjoORCID,Hellesøy MonicaORCID,Fagerholt Oda Helen EckORCID,Gullaksen Stein-Erik,Srivastava AashishORCID,Birkeland Even,Kleftogiannis DimitriosORCID,Ayuda-Durán PilarORCID,Piechaczyk Laure,Tadele Dagim ShiferawORCID,Skavland Jørn,Baliakas PanagotisORCID,Hovland RandiORCID,Andresen VibekeORCID,Seternes Ole MortenORCID,Tvedt Tor Henrik Anderson,Aghaeepour NimaORCID,Gavasso Sonia,Porkka KimmoORCID,Jonassen IngeORCID,Fløisand YngvarORCID,Enserink JorritORCID,Blaser NelloORCID,Gjertsen Bjørn ToreORCID

Abstract

AbstractAberrant 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.

Publisher

Springer Science and Business Media LLC

Subject

General Physics and Astronomy,General Biochemistry, Genetics and Molecular Biology,General Chemistry,Multidisciplinary

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