1
|
Hermansen JU, Yin Y, Rein ID, Skånland SS. Immunophenotyping with (phospho)protein profiling and fluorescent cell barcoding for single-cell signaling analysis and biomarker discovery. NPJ Precis Oncol 2024; 8:107. [PMID: 38769096 PMCID: PMC11106235 DOI: 10.1038/s41698-024-00604-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2023] [Accepted: 05/08/2024] [Indexed: 05/22/2024] Open
Abstract
The microenvironment of hematologic cancers contributes to tumor cell survival and proliferation, as well as treatment resistance. Understanding tumor- and drug-induced changes to the immune cell composition and functionality is therefore critical for implementing optimal treatment strategies and for the development of novel cancer therapies. The liquid nature of peripheral blood makes this organ uniquely suited for single-cell studies by flow cytometry. (Phospho)protein profiles detected by flow cytometry analyses have been shown to correlate with ex vivo drug sensitivity and to predict treatment outcomes in hematologic cancers, demonstrating that this method is suitable for pre-clinical studies. Here, we present a flow cytometry protocol that combines multi-parameter immunophenotyping with single-cell (phospho)protein profiling. The protocol makes use of fluorescent cell barcoding, which means that multiple cell samples, either collected from different donors or exposed to different treatment conditions, can be combined and analyzed as one experiment. This reduces variability between samples, increases the throughput of the experiment, and lowers experimental costs. This protocol may serve as a guide for the use and further development of assays to study immunophenotype and cell signaling at single-cell resolution in normal and malignant cells. The read-outs may provide biological insight into cancer pathogenesis, identify novel drug targets, and ultimately serve as a biomarker to guide clinical decision-making.
Collapse
Affiliation(s)
- Johanne U Hermansen
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Yanping Yin
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Idun Dale Rein
- Department of Radiation Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Sigrid S Skånland
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
| |
Collapse
|
2
|
Simpson A, Jones SA, Fairfax KA. Intracellular Flow Cytometry ("Phosphoflow") to Assess Signal Transduction in Rare Populations Such As Memory B Cell Subsets and Plasma Cells. Methods Mol Biol 2024; 2826:151-163. [PMID: 39017892 DOI: 10.1007/978-1-0716-3950-4_12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/18/2024]
Abstract
Intracellular flow cytometry is a powerful technique that can be used to interrogate signalling in rare cellular populations. The strengths of the technique are that massively parallel readouts can be gained from thousands of single cells simultaneously, and the assay is fast and relatively straightforward. This plate-based protocol enables different doses and different timepoints of stimulation to be assessed and has been optimized for rare B cell populations. Combining this technique with high-dimensional flow cytometry enables multiple signalling proteins to be measured with high confidence.
Collapse
|
3
|
Hermansen JU, Yin Y, Urban A, Myklebust CV, Karlsen L, Melvold K, Tveita AA, Taskén K, Munthe LA, Tjønnfjord GE, Skånland SS. A tumor microenvironment model of chronic lymphocytic leukemia enables drug sensitivity testing to guide precision medicine. Cell Death Discov 2023; 9:125. [PMID: 37055391 PMCID: PMC10101987 DOI: 10.1038/s41420-023-01426-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Accepted: 04/03/2023] [Indexed: 04/15/2023] Open
Abstract
The microenvironment of chronic lymphocytic leukemia (CLL) cells in lymph nodes, spleen, and bone marrow provides survival, proliferation, and drug resistance signals. Therapies need to be effective in these compartments, and pre-clinical models of CLL that are used to test drug sensitivity must mimic the tumor microenvironment to reflect clinical responses. Ex vivo models have been developed that capture individual or multiple aspects of the CLL microenvironment, but they are not necessarily compatible with high-throughput drug screens. Here, we report on a model that has reasonable associated costs, can be handled in a regularly equipped cell lab, and is compatible with ex vivo functional assays including drug sensitivity screens. The CLL cells are cultured with fibroblasts that express the ligands APRIL, BAFF and CD40L for 24 h. The transient co-culture was shown to support survival of primary CLL cells for at least 13 days, and mimic in vivo drug resistance signals. Ex vivo sensitivity and resistance to the Bcl-2 antagonist venetoclax correlated with in vivo responses. The assay was used to identify treatment vulnerabilities and guide precision medicine for a patient with relapsed CLL. Taken together, the presented CLL microenvironment model enables clinical implementation of functional precision medicine in CLL.
Collapse
Affiliation(s)
- Johanne U Hermansen
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Yanping Yin
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Haematology, Oslo University Hospital, Oslo, Norway
| | - Aleksandra Urban
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Camilla V Myklebust
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Immunology, Oslo University Hospital, Oslo, Norway
| | - Linda Karlsen
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Katrine Melvold
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Anders A Tveita
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Immunology, Oslo University Hospital, Oslo, Norway
| | - Kjetil Taskén
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Ludvig A Munthe
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Immunology, Oslo University Hospital, Oslo, Norway
| | - Geir E Tjønnfjord
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Haematology, Oslo University Hospital, Oslo, Norway
| | - Sigrid S Skånland
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
| |
Collapse
|
4
|
Skånland SS, Brown JR. PI3K inhibitors in chronic lymphocytic leukemia: where do we go from here? Haematologica 2023; 108:9-21. [PMID: 35899388 PMCID: PMC9827175 DOI: 10.3324/haematol.2022.281266] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2022] [Accepted: 07/21/2022] [Indexed: 02/04/2023] Open
Abstract
Phosphatidylinositol 3-kinase (PI3K) inhibitors are effective in chronic lymphocytic leukemia (CLL). However, the severe toxicity profile associated with the first-generation inhibitors idelalisib and duvelisib, combined with the availability of other more tolerable agents, have limited their use. CLL is still considered incurable, and relapse after treatment, development of resistance, and treatment intolerance are common. It is therefore of interest to optimize the administration of currently approved PI3K inhibitors and to develop next-generation agents to improve tolerability, so that this class of agents will be considered an effective and safe treatment option when needed. These efforts are reflected in the large number of emerging clinical trials with PI3K inhibitors in CLL. Current strategies to overcome treatment limitations include intermittent dosing, which is established for copanlisib and zandelisib and under investigation for duvelisib and parsaclisib. A second strategy is to combine the PI3K inhibitor with another novel agent, either as a continuous regimen or a fixedduration regimen, to deepen responses. In addition to these approaches, it is of interest to identify higher-resolution actionable biomarkers that can predict treatment responses and toxicity, and inform personalized treatment decisions. Here, we discuss the current status of PI3K inhibitors in CLL, factors limiting the use of currently approved PI3K inhibitors in CLL, current strategies to overcome these limitations, and where to go next.
Collapse
Affiliation(s)
- Sigrid S Skånland
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway; K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo.
| | - Jennifer R Brown
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA; Harvard Medical School, Boston, MA
| |
Collapse
|
5
|
Yin Y, Athanasiadis P, Karlsen L, Urban A, Xu H, Murali I, Fernandes SM, Arribas AJ, Hilli AK, Taskén K, Bertoni F, Mato AR, Normant E, Brown JR, Tjønnfjord GE, Aittokallio T, Skånland SS. Functional Testing to Characterize and Stratify PI3K Inhibitor Responses in Chronic Lymphocytic Leukemia. Clin Cancer Res 2022; 28:4444-4455. [PMID: 35998013 PMCID: PMC9588626 DOI: 10.1158/1078-0432.ccr-22-1221] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2022] [Revised: 06/17/2022] [Accepted: 08/19/2022] [Indexed: 01/21/2023]
Abstract
PURPOSE PI3K inhibitors (PI3Ki) are approved for relapsed chronic lymphocytic leukemia (CLL). Although patients may show an initial response to these therapies, development of treatment intolerance or resistance remain clinical challenges. To overcome these, prediction of individual treatment responses based on actionable biomarkers is needed. Here, we characterized the activity and cellular effects of 10 PI3Ki and investigated whether functional analyses can identify treatment vulnerabilities in PI3Ki-refractory/intolerant CLL and stratify responders to PI3Ki. EXPERIMENTAL DESIGN Peripheral blood mononuclear cell samples (n = 51 in total) from treatment-naïve and PI3Ki-treated patients with CLL were studied. Cells were profiled against 10 PI3Ki and the Bcl-2 antagonist venetoclax. Cell signaling and immune phenotypes were analyzed by flow cytometry. Cell viability was monitored by detection of cleaved caspase-3 and the CellTiter-Glo assay. RESULTS pan-PI3Kis were most effective at inhibiting PI3K signaling and cell viability, and showed activity in CLL cells from both treatment-naïve and idelalisib-refractory/intolerant patients. CLL cells from idelalisib-refractory/intolerant patients showed overall reduced protein phosphorylation levels. The pan-PI3Ki copanlisib, but not the p110δ inhibitor idelalisib, inhibited PI3K signaling in CD4+ and CD8+ T cells in addition to CD19+ B cells, but did not significantly affect T-cell numbers. Combination treatment with a PI3Ki and venetoclax resulted in synergistic induction of apoptosis. Analysis of drug sensitivities to 73 drug combinations and profiling of 31 proteins stratified responders to idelalisib and umbralisib, respectively. CONCLUSIONS Our findings suggest novel treatment vulnerabilities in idelalisib-refractory/intolerant CLL, and indicate that ex vivo functional profiling may stratify PI3Ki responders.
Collapse
Affiliation(s)
- Yanping Yin
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Haematology, Oslo University Hospital, Oslo, Norway
| | - Paschalis Athanasiadis
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- Oslo Centre for Biostatistics and Epidemiology (OCBE), Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Linda Karlsen
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Aleksandra Urban
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Haifeng Xu
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- Oslo Centre for Biostatistics and Epidemiology (OCBE), Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Ishwarya Murali
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Stacey M. Fernandes
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
| | - Alberto J. Arribas
- Institute of Oncology Research, Faculty of Biomedical Sciences, USI, 6500 Bellinzona, Switzerland
- SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Abdul K. Hilli
- Department of Medicine, Diakonhjemmet Hospital, Oslo, Norway
| | - Kjetil Taskén
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Francesco Bertoni
- Institute of Oncology Research, Faculty of Biomedical Sciences, USI, 6500 Bellinzona, Switzerland
- Oncology Institute of Southern Switzerland, Ente Ospedaliero Cantonale, 6500 Bellinzona, Switzerland
| | | | | | - Jennifer R. Brown
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, USA
- Harvard Medical School, Boston, MA, USA
| | - Geir E. Tjønnfjord
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Haematology, Oslo University Hospital, Oslo, Norway
| | - Tero Aittokallio
- Department of Cancer Genetics, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- Oslo Centre for Biostatistics and Epidemiology (OCBE), Faculty of Medicine, University of Oslo, Oslo, Norway
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Sigrid S. Skånland
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| |
Collapse
|
6
|
Wolf C, Maus C, Persicke MRO, Filarsky K, Tausch E, Schneider C, Döhner H, Stilgenbauer S, Lichter P, Höfer T, Mertens D. Modeling the B‐cell receptor signaling on single cell level reveals a stable network circuit topology between non‐malignant B cells and chronic lymphocytic leukemia cells and between untreated cells and cells treated with kinase inhibitors. Int J Cancer 2022; 151:783-796. [DOI: 10.1002/ijc.34112] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 03/09/2022] [Accepted: 03/16/2022] [Indexed: 11/06/2022]
Affiliation(s)
- Christine Wolf
- Mechanisms of Leukemogenesis, German Cancer Research Center (DKFZ) Heidelberg Germany
| | - Carsten Maus
- Division of Theoretical Systems Biology German Cancer Research Center (DXDKFZ) Heidelberg Germany
- Bioquant Heidelberg University Heidelberg Germany
| | - Michael RO Persicke
- Mechanisms of Leukemogenesis, German Cancer Research Center (DKFZ) Heidelberg Germany
- Department of Internal Medicine III University Hospital Ulm Ulm Germany
- Faculty of Biosciences Heidelberg University Heidelberg Germany
| | - Katharina Filarsky
- Mechanisms of Leukemogenesis, German Cancer Research Center (DKFZ) Heidelberg Germany
| | - Eugen Tausch
- Department of Internal Medicine III University Hospital Ulm Ulm Germany
| | | | - Hartmut Döhner
- Department of Internal Medicine III University Hospital Ulm Ulm Germany
| | | | - Peter Lichter
- Division of Molecular Genetics German Cancer Research Center (DKFZ) Heidelberg Germany
| | - Thomas Höfer
- Division of Theoretical Systems Biology German Cancer Research Center (DXDKFZ) Heidelberg Germany
- Bioquant Heidelberg University Heidelberg Germany
| | - Daniel Mertens
- Mechanisms of Leukemogenesis, German Cancer Research Center (DKFZ) Heidelberg Germany
- Department of Internal Medicine III University Hospital Ulm Ulm Germany
| |
Collapse
|
7
|
Melvold K, Giliberto M, Karlsen L, Ayuda‐Durán P, Hanes R, Holien T, Enserink J, Brown JR, Tjønnfjord GE, Taskén K, Skånland SS. Mcl-1 and Bcl-xL levels predict responsiveness to dual MEK/Bcl-2 inhibition in B-cell malignancies. Mol Oncol 2022; 16:1153-1170. [PMID: 34861096 PMCID: PMC8895453 DOI: 10.1002/1878-0261.13153] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Revised: 10/26/2021] [Accepted: 12/01/2021] [Indexed: 11/11/2022] Open
Abstract
Most patients with chronic lymphocytic leukemia (CLL) initially respond to targeted therapies, but eventually relapse and develop resistance. Novel treatment strategies are therefore needed to improve patient outcomes. Here, we performed direct drug testing on primary CLL cells and identified synergy between eight different mitogen-activated protein kinase kinase (MEK) inhibitors and the B-cell lymphoma 2 (Bcl-2) antagonist venetoclax. Drug sensitivity was independent of immunoglobulin heavy-chain gene variable region (IGVH) and tumor protein p53 (TP53) mutational status, and CLL cells from idelalisib-resistant patients remained sensitive to the treatment. This suggests that combined MEK/Bcl-2 inhibition may be an option for high-risk CLL. To test whether sensitivity could be detected in other B-cell malignancies, we performed drug testing on cell line models of CLL (n = 4), multiple myeloma (MM; n = 8), and mantle cell lymphoma (MCL; n = 7). Like CLL, MM cells were sensitive to the MEK inhibitor trametinib, and synergy was observed with venetoclax. In contrast, MCL cells were unresponsive to MEK inhibition. To investigate the underlying mechanisms of the disease-specific drug sensitivities, we performed flow cytometry-based high-throughput profiling of 31 signaling proteins and regulators of apoptosis in the 19 cell lines. We found that high expression of the antiapoptotic proteins myeloid cell leukemia-1 (Mcl-1) or B-cell lymphoma-extra large (Bcl-xL) predicted low sensitivity to trametinib + venetoclax. The low sensitivity could be overcome by combined treatment with an Mcl-1 or Bcl-xL inhibitor. Our findings suggest that MEK/Bcl-2 inhibition has therapeutic potential in leukemia and myeloma, and demonstrate that protein expression levels can serve as predictive biomarkers for treatment sensitivities.
Collapse
Affiliation(s)
- Katrine Melvold
- Department of Cancer ImmunologyInstitute for Cancer ResearchOslo University HospitalNorway
- K. G. Jebsen Centre for B Cell MalignanciesInstitute of Clinical MedicineUniversity of OsloNorway
| | - Mariaserena Giliberto
- Department of Cancer ImmunologyInstitute for Cancer ResearchOslo University HospitalNorway
- K. G. Jebsen Centre for B Cell MalignanciesInstitute of Clinical MedicineUniversity of OsloNorway
- Institute of Clinical MedicineUniversity of OsloNorway
| | - Linda Karlsen
- Department of Cancer ImmunologyInstitute for Cancer ResearchOslo University HospitalNorway
- K. G. Jebsen Centre for B Cell MalignanciesInstitute of Clinical MedicineUniversity of OsloNorway
- Institute of Clinical MedicineUniversity of OsloNorway
| | - Pilar Ayuda‐Durán
- Faculty of MedicineCentre for Cancer Cell ReprogrammingInstitute of Clinical MedicineUniversity of OsloNorway
- Department of Molecular Cell BiologyInstitute for Cancer ResearchOslo University HospitalNorway
| | - Robert Hanes
- Faculty of MedicineCentre for Cancer Cell ReprogrammingInstitute of Clinical MedicineUniversity of OsloNorway
- Department of Molecular Cell BiologyInstitute for Cancer ResearchOslo University HospitalNorway
| | - Toril Holien
- Department of Clinical and Molecular MedicineNTNU – Norwegian University of Science and TechnologyTrondheimNorway
- Department of Immunology and Transfusion MedicineSt. Olav’s University HospitalTrondheimNorway
- Department of HematologySt. Olav’s University HospitalTrondheimNorway
| | - Jorrit Enserink
- Faculty of MedicineCentre for Cancer Cell ReprogrammingInstitute of Clinical MedicineUniversity of OsloNorway
- Department of Molecular Cell BiologyInstitute for Cancer ResearchOslo University HospitalNorway
- Faculty of Mathematics and Natural SciencesDepartment of BiosciencesUniversity of OsloNorway
| | - Jennifer R. Brown
- Department of Medical OncologyDana‐Farber Cancer InstituteBostonMAUSA
- Harvard Medical SchoolBostonMAUSA
| | - Geir E. Tjønnfjord
- K. G. Jebsen Centre for B Cell MalignanciesInstitute of Clinical MedicineUniversity of OsloNorway
- Institute of Clinical MedicineUniversity of OsloNorway
- Department of HaematologyOslo University HospitalNorway
| | - Kjetil Taskén
- Department of Cancer ImmunologyInstitute for Cancer ResearchOslo University HospitalNorway
- K. G. Jebsen Centre for B Cell MalignanciesInstitute of Clinical MedicineUniversity of OsloNorway
- Institute of Clinical MedicineUniversity of OsloNorway
| | - Sigrid S. Skånland
- Department of Cancer ImmunologyInstitute for Cancer ResearchOslo University HospitalNorway
- K. G. Jebsen Centre for B Cell MalignanciesInstitute of Clinical MedicineUniversity of OsloNorway
| |
Collapse
|
8
|
Beckmann L, Berg V, Dickhut C, Sun C, Merkel O, Bloehdorn J, Robrecht S, Seifert M, da Palma Guerreiro A, Claasen J, Loroch S, Oliverio M, Underbayev C, Vaughn L, Thomalla D, Hülsemann MF, Tausch E, Fischer K, Fink AM, Eichhorst B, Sickmann A, Wendtner CM, Stilgenbauer S, Hallek M, Wiestner A, Zahedi RP, Frenzel LP. MARCKS affects cell motility and response to BTK inhibitors in CLL. Blood 2021; 138:544-556. [PMID: 33735912 PMCID: PMC8377477 DOI: 10.1182/blood.2020009165] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 03/18/2021] [Accepted: 03/06/2021] [Indexed: 12/26/2022] Open
Abstract
Bruton tyrosine kinase (BTK) inhibitors are highly active drugs for the treatment of chronic lymphocytic leukemia (CLL). To understand the response to BTK inhibitors on a molecular level, we performed (phospho)proteomic analyses under ibrutinib treatment. We identified 3466 proteins and 9184 phosphopeptides (representing 2854 proteins) in CLL cells exhibiting a physiological ratio of phosphorylated serines (pS), threonines (pT), and tyrosines (pY) (pS:pT:pY). Expression of 83 proteins differed between unmutated immunoglobulin heavy-chain variable region (IGHV) CLL (UM-CLL) and mutated IGHV CLL (M-CLL). Strikingly, UM-CLL cells showed higher basal phosphorylation levels than M-CLL samples. Effects of ibrutinib on protein phosphorylation levels were stronger in UM-CLL, especially on phosphorylated tyrosines. The differentially regulated phosphopeptides and proteins clustered in pathways regulating cell migration, motility, cytoskeleton composition, and survival. One protein, myristoylated alanine-rich C-kinase substrate (MARCKS), showed striking differences in expression and phosphorylation level in UM-CLL vs M-CLL. MARCKS sequesters phosphatidylinositol-4,5-bisphosphate, thereby affecting central signaling pathways and clustering of the B-cell receptor (BCR). Genetically induced loss of MARCKS significantly increased AKT signaling and migratory capacity. CD40L stimulation increased expression of MARCKS. BCR stimulation induced phosphorylation of MARCKS, which was reduced by BTK inhibitors. In line with our in vitro findings, low MARCKS expression is associated with significantly higher treatment-induced leukocytosis and more pronounced decrease of nodal disease in patients with CLL treated with acalabrutinib.
Collapse
Affiliation(s)
- Laura Beckmann
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Valeska Berg
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Clarissa Dickhut
- Leibniz-Institut für Analytische Wissenschaften (ISAS) eV, Dortmund, Germany
| | - Clare Sun
- Hematology Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Olaf Merkel
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | | | - Sandra Robrecht
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
| | - Marc Seifert
- Institute of Cell Biology (Cancer Research), Medical Faculty, University of Duisburg-Essen, Essen, Germany
| | - Alexandra da Palma Guerreiro
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Julia Claasen
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Stefan Loroch
- Leibniz-Institut für Analytische Wissenschaften (ISAS) eV, Dortmund, Germany
| | - Matteo Oliverio
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Chingiz Underbayev
- Hematology Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Lauren Vaughn
- Hematology Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - Daniel Thomalla
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Malte F Hülsemann
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Eugen Tausch
- Department of Internal Medicine III, Ulm University, Ulm, Germany
| | - Kirsten Fischer
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
| | - Anna Maria Fink
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
| | - Barbara Eichhorst
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
| | - Albert Sickmann
- Leibniz-Institut für Analytische Wissenschaften (ISAS) eV, Dortmund, Germany
| | - Clemens M Wendtner
- Department I of Internal Medicine and
- Munich Clinic Schwabing, Academic Teaching Hospital, Ludwig Maximilian University (LMU), Munich, Germany
| | - Stephan Stilgenbauer
- Department of Internal Medicine III, Ulm University, Ulm, Germany
- Department of Internal Medicine I, Saarland University, Homburg, Germany
| | - Michael Hallek
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Adrian Wiestner
- Hematology Branch, National Heart, Lung, and Blood Institute, National Institutes of Health, Bethesda, MD
| | - René P Zahedi
- Leibniz-Institut für Analytische Wissenschaften (ISAS) eV, Dortmund, Germany
- Segal Cancer Proteomics Centre, Lady Davis Institute and
- Gerald Bronfman Department of Oncology, Jewish General Hospital, McGill University, QC, Canada; and
- Center for Computational and Data-Intensive Science and Engineering, Skolkovo Institute of Science and Technology, Moscow, Russia
| | - Lukas P Frenzel
- Department I of Internal Medicine and
- Center of Integrated Oncology Aachen Bonn Cologne Dusseldorf (ABCD), University Hospital Cologne, Cologne, Germany
- Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| |
Collapse
|
9
|
Single-cell technologies and analyses in hematopoiesis and hematological malignancies. Exp Hematol 2021; 98:1-13. [PMID: 33979683 DOI: 10.1016/j.exphem.2021.05.001] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 04/29/2021] [Accepted: 05/03/2021] [Indexed: 01/03/2023]
Abstract
In recent years, single-cell technologies have emerged as breakthrough techniques that enable the characterization of hematopoietic cell populations of normal and malignant tissue samples and will be combined in the near future with bulk technologies, currently used in clinical practice, to improve diagnosis, prognosis, and the search for novel molecular targets. These single-cell methods have the advantage of not masking cell-to-cell variation features and involve the study of genetic, epigenetic, transcriptional, and proteomic landscapes from a single-cell perspective. Latest advances in this field have enabled the development of novel strategies that significantly increase both sensitivity and high throughput. In this review, we emphasize emerging techniques aimed at assessing individual or multiomic parameters at single-cell resolution and analyze how these technologies have helped us understand hematopoietic variability and identify unknown and/or rare subpopulations. We also summarize the impact of these single-cell profiling strategies on the characterization of cell diversity within the tumor and the clonal evolution of multiple hematological malignancies in samples from untreated and treated patients, which provide valuable information for diagnosis, prognosis, and future treatments and explain why current therapies may fail. However, despite these improvements, new challenges lie ahead.
Collapse
|
10
|
Activation of Interferon Signaling in Chronic Lymphocytic Leukemia Cells Contributes to Apoptosis Resistance via a JAK-Src/STAT3/Mcl-1 Signaling Pathway. Biomedicines 2021; 9:biomedicines9020188. [PMID: 33668421 PMCID: PMC7918075 DOI: 10.3390/biomedicines9020188] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Revised: 02/08/2021] [Accepted: 02/09/2021] [Indexed: 11/18/2022] Open
Abstract
Besides their antiviral and immunomodulatory functions, type I (α/β) and II (γ) interferons (IFNs) exhibit either beneficial or detrimental effects on tumor progression. Chronic lymphocytic leukemia (CLL) is characterized by the accumulation of abnormal CD5+ B lymphocytes that escape death. Drug resistance and disease relapse still occur in CLL. The triggering of IFN receptors is believed to be involved in the survival of CLL cells, but the underlying molecular mechanisms are not yet characterized. We show here that both type I and II IFNs promote the survival of primary CLL cells by counteracting the mitochondrial (intrinsic) apoptosis pathway. The survival process was associated with the upregulation of signal transducer and activator of transcription-3 (STAT3) and its target anti-apoptotic Mcl-1. Furthermore, the blockade of the STAT3/Mcl-1 pathway by pharmacological inhibitors against STAT3, TYK2 (for type I IFN) or JAK2 (for type II IFN) markedly reduced IFN-mediated CLL cell survival. Similarly, the selective Src family kinase inhibitor PP2 notably blocked IFN-mediated CLL cell survival by downregulating the protein levels of STAT3 and Mcl-1. Our work reveals a novel mechanism of resistance to apoptosis promoted by IFNs in CLL cells, whereby JAKs (TYK2, JAK2) and Src kinases activate in concert a STAT3/Mcl-1 signaling pathway. In view of current clinical developments of potent STAT3 and Mcl-1 inhibitors, a combination of conventional treatments with these inhibitors might thus constitute a new therapeutic strategy in CLL.
Collapse
|
11
|
Ranjbaran R, Abbasi M, Rafiei Dehbidi G, Seyyedi N, Behzad-Behbahani A, Sharifzadeh S. Phosflow assessment of PDGFRA phosphorylation state: A guide for tyrosine kinase inhibitor targeted therapy in hypereosinophilia patients. Cytometry A 2021; 99:784-792. [PMID: 33386673 DOI: 10.1002/cyto.a.24302] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2020] [Revised: 11/14/2020] [Accepted: 12/28/2020] [Indexed: 11/06/2022]
Abstract
Clonal eosinophilia is a hematologic disorder caused by translocation in growth factor receptor (GFR) genes. Despite the identified molecular mechanisms underlying clonal hypereosinophilia, the distinction between clonal and reactive eosinophilia has remained challenging due to the diversity of partner genes for translocated GFRs. This study aimed to examine the feasibility of phosphoflow cytometry in the diagnosis of clonal hypereosinophilia through evaluating the level of platelet-derived growth factor receptor alpha (PDGFRA) phosphorylation and its correlation with PDGFRA genetic aberration. Blood samples were collected from 45 hypereosinophilia patients and 10 healthy controls. Using phosphoflow cytometry method, the phosphorylation state of PDGFRA was assessed. The specificity of phosflow results was confirmed by western blotting and eventually compared with qRT-PCR expression analysis of 3'-region of PDGFRA. To detect the genetic aberration of PDGFRA, 5'-rapid amplification of cDNA ends (5'-RACE) was performed. Phosflow analysis illustrated that 9 of 45 hypereosinophilic patients had higher level of PDGFRA phosphorylation while sequence analysis of 5'-RACE-PCR fragments confirmed that in seven cases of them, there was a PDGFRA-FIP1L1 fusion. We also verified that two of nine patients with hyperposphorylated PDGFRA hold ETV6-PDGFRA and STRN-PDGFRA rearrangements. Importantly, nine cases also had significantly higher levels of PDGFRA mRNA expression when compared with healthy controls, and cases with no PDGFRA rearrangement. These findings highlight a robust correlation between hyperphosphorylation state of PDGFRA and aberrant PDGFRA gene fusions. This implicates phosflow as an efficient and reliable technique raising an intriguing possibility that it could replace other genomic and cDNA-amplification-based diagnostic approaches with limited effectiveness.
Collapse
Affiliation(s)
- Reza Ranjbaran
- Diagnostic Laboratory Sciences and Technology Research Center, School of Paramedical Sciences, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mojdeh Abbasi
- Diagnostic Laboratory Sciences and Technology Research Center, School of Paramedical Sciences, Shiraz University of Medical Sciences, Shiraz, Iran.,Faculty of Medicine and Health Sciences, Macquarie University, Sydney, New South Wales, Australia
| | - Gholamreza Rafiei Dehbidi
- Diagnostic Laboratory Sciences and Technology Research Center, School of Paramedical Sciences, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Noorossadat Seyyedi
- Diagnostic Laboratory Sciences and Technology Research Center, School of Paramedical Sciences, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Abbas Behzad-Behbahani
- Diagnostic Laboratory Sciences and Technology Research Center, School of Paramedical Sciences, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Sedigheh Sharifzadeh
- Diagnostic Laboratory Sciences and Technology Research Center, School of Paramedical Sciences, Shiraz University of Medical Sciences, Shiraz, Iran
| |
Collapse
|
12
|
Morales-Martinez M, Lichtenstein A, Vega MI. Function of Deptor and its roles in hematological malignancies. Aging (Albany NY) 2021; 13:1528-1564. [PMID: 33412518 PMCID: PMC7834987 DOI: 10.18632/aging.202462] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Accepted: 12/10/2020] [Indexed: 12/12/2022]
Abstract
Deptor is a protein that interacts with mTOR and that belongs to the mTORC1 and mTORC2 complexes. Deptor is capable of inhibiting the kinase activity of mTOR. It is well known that the mTOR pathway is involved in various signaling pathways that are involved with various biological processes such as cell growth, apoptosis, autophagy, and the ER stress response. Therefore, Deptor, being a natural inhibitor of mTOR, has become very important in its study. Because of this, it is important to research its role regarding the development and progression of human malignancies, especially in hematologic malignancies. Due to its variation in expression in cancer, it has been suggested that Deptor can act as an oncogene or tumor suppressor depending on the cellular or tissue context. This review discusses recent advances in its transcriptional and post-transcriptional regulation of Deptor. As well as the advances regarding the activities of Deptor in hematological malignancies, its possible role as a biomarker, and its possible clinical relevance in these malignancies.
Collapse
Affiliation(s)
- Mario Morales-Martinez
- Molecular Signal Pathway in Cancer Laboratory, UIMEO, Oncology Hospital, Siglo XXI National Medical Center, IMSS, México City, México
| | - Alan Lichtenstein
- Department of Medicine, Hematology-Oncology Division, Greater Los Angeles VA Healthcare Center, UCLA Medical Center, Jonsson Comprehensive Cancer Center, Los Angeles, CA 90024, USA
| | - Mario I Vega
- Molecular Signal Pathway in Cancer Laboratory, UIMEO, Oncology Hospital, Siglo XXI National Medical Center, IMSS, México City, México.,Department of Medicine, Hematology-Oncology Division, Greater Los Angeles VA Healthcare Center, UCLA Medical Center, Jonsson Comprehensive Cancer Center, Los Angeles, CA 90024, USA
| |
Collapse
|
13
|
Skånland SS, Karlsen L, Taskén K. B cell signalling pathways-New targets for precision medicine in chronic lymphocytic leukaemia. Scand J Immunol 2020; 92:e12931. [PMID: 32640099 DOI: 10.1111/sji.12931] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Revised: 06/15/2020] [Accepted: 07/02/2020] [Indexed: 01/16/2023]
Abstract
The B cell receptor (BCR) is a master regulator of B cells, controlling cellular processes such as proliferation, migration and survival. Cell signalling downstream of the BCR is aberrantly activated in the B cell malignancy chronic lymphocytic leukaemia (CLL), supporting the pathophysiology of the disease. This insight has led to development and approval of small molecule inhibitors that target components of the BCR pathway. These advances have greatly improved the management of CLL, but the disease remains incurable. This may partly be explained by the inter-patient heterogeneity of the disease, also when it comes to treatment responses. Precision medicine is therefore required to optimize treatment and move towards a cure. Here, we discuss how the introduction of BCR signalling inhibitors has facilitated the development of functional in vitro assays to guide clinical treatment decisions on use of the same therapeutic agents in individual patients. The cellular responses to these agents can be analysed in high-throughput assays such as dynamic BH3 profiling, phospho flow experiments and drug sensitivity screens to identify predictive biomarkers. This progress exemplifies the positive synergy between basal and translational research needed to optimize patient care.
Collapse
Affiliation(s)
- Sigrid S Skånland
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.,K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Linda Karlsen
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.,K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Kjetil Taskén
- Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.,K. G. Jebsen Centre for B Cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| |
Collapse
|
14
|
Skånland SS, Cremaschi A, Bendiksen H, Hermansen JU, Thimiri Govinda Raj DB, Munthe LA, Tjønnfjord GE, Taskén K. An in vitro assay for biomarker discovery and dose prediction applied to ibrutinib plus venetoclax treatment of CLL. Leukemia 2019; 34:478-487. [DOI: 10.1038/s41375-019-0569-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2019] [Revised: 06/08/2019] [Accepted: 07/17/2019] [Indexed: 01/10/2023]
|
15
|
Hermansen JU, Tjønnfjord GE, Munthe LA, Taskén K, Skånland SS. Cryopreservation of primary B cells minimally influences their signaling responses. Sci Rep 2018; 8:17651. [PMID: 30518828 PMCID: PMC6281576 DOI: 10.1038/s41598-018-36121-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Accepted: 11/15/2018] [Indexed: 02/07/2023] Open
Abstract
Phospho flow is a powerful approach to detect cell signaling aberrations, identify biomarkers and assess pharmacodynamics, and can be performed using cryopreserved samples. The effects of cryopreservation on signaling responses and the reproducibility of phospho flow measurements are however unknown in many cell systems. Here, B lymphocytes were isolated from healthy donors and patients with the B cell malignancy chronic lymphocytic leukemia and analyzed by phospho flow using phospho-specific antibodies targeting 20 different protein epitopes. Cells were analyzed both at basal conditions and after activation of cluster of differentiation 40 (CD40) or the B cell receptor. Pharmacodynamics of the novel pathway inhibitor ibrutinib was also assessed. At all conditions, fresh cells were compared to cryopreserved cells. Minimal variation between fresh and frozen samples was detected. Reproducibility was tested by running samples from the same donors in different experiments. The results demonstrate reproducibility across different phospho flow runs and support the use of cryopreserved samples in future phospho flow studies of B lymphocytes.
Collapse
Affiliation(s)
- Johanne U Hermansen
- Centre for Molecular Medicine Norway, Nordic EMBL Partnership, University of Oslo and Oslo University Hospital, Oslo, Norway
| | - Geir E Tjønnfjord
- Department of Haematology, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,K. G. Jebsen Centre for B Cell Malignancies, University of Oslo, Oslo, Norway
| | - Ludvig A Munthe
- K. G. Jebsen Centre for B Cell Malignancies, University of Oslo, Oslo, Norway.,Department of Immunology, Oslo University Hospital, Oslo, Norway
| | - Kjetil Taskén
- Centre for Molecular Medicine Norway, Nordic EMBL Partnership, University of Oslo and Oslo University Hospital, Oslo, Norway.,K. G. Jebsen Centre for B Cell Malignancies, University of Oslo, Oslo, Norway.,K. G. Jebsen Centre for Cancer Immunotherapy, University of Oslo, Oslo, Norway.,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Sigrid S Skånland
- Centre for Molecular Medicine Norway, Nordic EMBL Partnership, University of Oslo and Oslo University Hospital, Oslo, Norway. .,K. G. Jebsen Centre for B Cell Malignancies, University of Oslo, Oslo, Norway. .,K. G. Jebsen Centre for Cancer Immunotherapy, University of Oslo, Oslo, Norway. .,Department of Cancer Immunology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.
| |
Collapse
|
16
|
Skånland SS. Phospho Flow Cytometry with Fluorescent Cell Barcoding for Single Cell Signaling Analysis and Biomarker Discovery. J Vis Exp 2018. [PMID: 30346411 DOI: 10.3791/58386] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
Aberrant cell signaling plays a central role in cancer development and progression. Most novel targeted therapies are indeed directed at proteins and protein functions, and cell signaling aberrations may therefore serve as biomarkers to indicate personalized treatment options. As opposed to DNA and RNA analyses, changes in protein activity can more efficiently evaluate the mechanisms underlying drug sensitivity and resistance. Phospho flow cytometry is a powerful technique that measures protein phosphorylation events at the cellular level, an important feature that distinguishes this method from other antibody-based approaches. The method allows for simultaneous analysis of multiple signaling proteins. In combination with fluorescent cell barcoding, larger medium- to high-throughput data-sets can be acquired by standard cytometer hardware in short time. Phospho flow cytometry has applications both in studies of basic biology and in clinical research, including signaling analysis, biomarker discovery and assessment of pharmacodynamics. Here, a detailed experimental protocol is provided for phospho flow analysis of purified peripheral blood mononuclear cells, using chronic lymphocytic leukemia cells as an example.
Collapse
Affiliation(s)
- Sigrid S Skånland
- Centre for Molecular Medicine Norway (NCMM), Nordic EMBL Partnership, University of Oslo; K. G. Jebsen Centre for B cell malignancies and K. G. Jebsen Centre for Cancer Immunotherapy, University of Oslo;
| |
Collapse
|
17
|
Ruffell D. The Nordic EMBL Partnership - a paragon of collaboration. FEBS Lett 2018; 592:1249-1255. [PMID: 29663348 DOI: 10.1002/1873-3468.13043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
|