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Yang G, Gao C, Chen D, Wang J, Huo X, Chen J. Multiplex fluorescence detection of single-cell droplet microfluidics and its application in quantifying protein expression levels. BIOMICROFLUIDICS 2023; 17:064106. [PMID: 38162228 PMCID: PMC10754627 DOI: 10.1063/5.0179121] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Accepted: 11/29/2023] [Indexed: 01/03/2024]
Abstract
This study presented a platform of multiplex fluorescence detection of single-cell droplet microfluidics with demonstrative applications in quantifying protein expression levels. The platform of multiplex fluorescence detection mainly included optical paths adopted from conventional microscopy enabling the generation of three optical spots from three laser sources for multiple fluorescence excitation and capture of multiple fluorescence signals by four photomultiplier tubes. As to platform characterization, microscopic images of three optical spots were obtained where clear Gaussian distributions of intensities without skewness confirmed the functionality of the scanning lens, while the controllable distances among three optical spots validated the functionality of fiber collimators and the reflector lens. As to demonstration, this platform was used to quantify single-cell protein expression within droplets where four-type protein expression of α-tubulin, Ras, c-Myc, and β-tubulin of CAL 27 (Ncell = 1921) vs WSU-HN6 (Ncell = 1881) were quantitatively estimated, which were (2.85 ± 0.72) × 105 vs (4.83 ± 1.58) × 105, (3.69 ± 1.41) × 104 vs (5.07 ± 2.13) × 104, (5.90 ± 1.45) × 104 vs (9.57 ± 2.85) × 104, and (3.84 ± 1.28) × 105 vs (3.30 ± 1.10) × 105, respectively. Neural pattern recognition was utilized for the classification of cell types, achieving successful rates of 69.0% (α-tubulin), 75.4% (Ras), 89.1% (c-Myc), 65.8% (β-tubulin), and 99.1% in combination, validating the capability of this platform of multiplex fluorescence detection to quantify various types of single-cell proteins, which could provide comprehensive evaluations on cell status.
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Affiliation(s)
| | | | | | - Junbo Wang
- Authors to whom correspondence should be addressed:; ; and
| | - Xiaoye Huo
- Authors to whom correspondence should be addressed:; ; and
| | - Jian Chen
- Authors to whom correspondence should be addressed:; ; and
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2
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Zhang T, Gao M, Chen X, Gao C, Feng S, Chen D, Wang J, Zhao X, Chen J. Demands and technical developments of clinical flow cytometry with emphasis in quantitative, spectral, and imaging capabilities. NANOTECHNOLOGY AND PRECISION ENGINEERING 2022. [DOI: 10.1063/10.0015301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
As the gold-standard method for single-cell analysis, flow cytometry enables high-throughput and multiple-parameter characterization of individual biological cells. This review highlights the demands for clinical flow cytometry in laboratory hematology (e.g., diagnoses of minimal residual disease and various types of leukemia), summarizes state-of-the-art clinical flow cytometers (e.g., FACSLyricTM by Becton Dickinson, DxFLEX by Beckman Coulter), then considers innovative technical improvements in flow cytometry (including quantitative, spectral, and imaging approaches) to address the limitations of clinical flow cytometry in hematology diagnosis. Finally, driven by these clinical demands, future developments in clinical flow cytometry are suggested.
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Affiliation(s)
- Ting Zhang
- State Key Laboratory of Transducer Technology, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, People’s Republic of China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, People’s Republic of China
| | - Mengge Gao
- Peking University People’s Hospital, Peking University Institute of Hematology, National Clinical Research Center for Hematologic Disease, Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, People’s Republic of China
| | - Xiao Chen
- State Key Laboratory of Transducer Technology, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, People’s Republic of China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, People’s Republic of China
| | - Chiyuan Gao
- State Key Laboratory of Transducer Technology, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, People’s Republic of China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, People’s Republic of China
| | - Shilun Feng
- State Key Laboratory of Transducer Technology, Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences, Shanghai 200050, People’s Republic of China
| | - Deyong Chen
- State Key Laboratory of Transducer Technology, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, People’s Republic of China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, People’s Republic of China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, People’s Republic of China
| | - Junbo Wang
- State Key Laboratory of Transducer Technology, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, People’s Republic of China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, People’s Republic of China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, People’s Republic of China
| | - Xiaosu Zhao
- Peking University People’s Hospital, Peking University Institute of Hematology, National Clinical Research Center for Hematologic Disease, Beijing Key Laboratory of Hematopoietic Stem Cell Transplantation, Beijing 100044, People’s Republic of China
| | - Jian Chen
- State Key Laboratory of Transducer Technology, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100190, People’s Republic of China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, People’s Republic of China
- School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, People’s Republic of China
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Yang G, Yang H, Zhang T, Gao C, Chen D, Wang J, Chen J. Quantitative flow cytometry leveraging
droplet‐based
constriction microchannels with high reliability and high sensitivity. Cytometry A 2022; 103:429-438. [PMID: 36420790 DOI: 10.1002/cyto.a.24705] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 10/08/2022] [Accepted: 11/08/2022] [Indexed: 11/24/2022]
Abstract
This study presented a quantitative flow cytometry leveraging droplet-based constriction microchannels with high reliability and high sensitivity. Droplets encapsulating single cells and even distribution of fluorescein labeled antibodies removed from targeted cells deformed through the constriction microchannel where the excited fluorescent signals were sampled and interpreted into numbers of proteins based on volume equivalence in measurement of droplets and calibration of fluorescence. To improve the detection reliability, a comprehensive analysis and comparison of multiple stripping agents such as proteinase K, guanidine hydrochloride, and urea was conducted. To improve the detection sensitivity, light modulation was used to address electrical noises and quartz microchannels were fabricated to address optical noises. As a demonstration, based on this quantitative flow cytometry of droplet microfluidics, (1) mutant p53 expressions of single cells were quantified as 1.95 ± 0.60 × 105 (ncell = 2918 of A431) and 1.30 ± 0.70 × 105 (ncell = 3954 of T47D); (2) single-cell expressions of Ras, c-Myc, and β-tubulin were quantified as 1.90 ± 0.59 × 105 , 4.39 ± 1.44 × 105 , and 2.97 ± 0.81 × 105 (ncell = 3298 of CAL 27), 1.83 ± 0.58 × 105 , 2.08 ± 0.13 × 106 , and 1.96 ± 0.74 × 105 (ncell = 5459 of WSU-HN6). As a microfluidic tool capable of quantitatively estimating single-cell protein expressions, this methodology may provide a new quantitative perspective for the field of flow cytometry.
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Affiliation(s)
- Guang Yang
- State Key Laboratory of Transducer Technology Aerospace Information Research Institute of Chinese Academy of Sciences Beijing China
- School of Electronic, Electrical and Communication Engineering University of Chinese Academy of Sciences Beijing China
| | - Hongyu Yang
- State Key Laboratory of Transducer Technology Aerospace Information Research Institute of Chinese Academy of Sciences Beijing China
- School of Future Technology University of Chinese Academy of Sciences Beijing China
| | - Ting Zhang
- State Key Laboratory of Transducer Technology Aerospace Information Research Institute of Chinese Academy of Sciences Beijing China
- School of Future Technology University of Chinese Academy of Sciences Beijing China
| | - Chiyuan Gao
- State Key Laboratory of Transducer Technology Aerospace Information Research Institute of Chinese Academy of Sciences Beijing China
- School of Future Technology University of Chinese Academy of Sciences Beijing China
| | - Deyong Chen
- State Key Laboratory of Transducer Technology Aerospace Information Research Institute of Chinese Academy of Sciences Beijing China
- School of Electronic, Electrical and Communication Engineering University of Chinese Academy of Sciences Beijing China
- School of Future Technology University of Chinese Academy of Sciences Beijing China
| | - Junbo Wang
- State Key Laboratory of Transducer Technology Aerospace Information Research Institute of Chinese Academy of Sciences Beijing China
- School of Electronic, Electrical and Communication Engineering University of Chinese Academy of Sciences Beijing China
- School of Future Technology University of Chinese Academy of Sciences Beijing China
| | - Jian Chen
- State Key Laboratory of Transducer Technology Aerospace Information Research Institute of Chinese Academy of Sciences Beijing China
- School of Electronic, Electrical and Communication Engineering University of Chinese Academy of Sciences Beijing China
- School of Future Technology University of Chinese Academy of Sciences Beijing China
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Tierney C, Bazou D, Majumder MM, Anttila P, Silvennoinen R, Heckman CA, Dowling P, O'Gorman P. Next generation proteomics with drug sensitivity screening identifies sub-clones informing therapeutic and drug development strategies for multiple myeloma patients. Sci Rep 2021; 11:12866. [PMID: 34145309 PMCID: PMC8213739 DOI: 10.1038/s41598-021-90149-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Accepted: 04/07/2021] [Indexed: 12/14/2022] Open
Abstract
With the introduction of novel therapeutic agents, survival in Multiple Myeloma (MM) has increased in recent years. However, drug-resistant clones inevitably arise and lead to disease progression and death. The current International Myeloma Working Group response criteria are broad and make it difficult to clearly designate resistant and responsive patients thereby hampering proteo-genomic analysis for informative biomarkers for sensitivity. In this proof-of-concept study we addressed these challenges by combining an ex-vivo drug sensitivity testing platform with state-of-the-art proteomics analysis. 35 CD138-purified MM samples were taken from patients with newly diagnosed or relapsed MM and exposed to therapeutic agents from five therapeutic drug classes including Bortezomib, Quizinostat, Lenalidomide, Navitoclax and PF-04691502. Comparative proteomic analysis using liquid chromatography-mass spectrometry objectively determined the most and least sensitive patient groups. Using this approach several proteins of biological significance were identified in each drug class. In three of the five classes focal adhesion-related proteins predicted low sensitivity, suggesting that targeting this pathway could modulate cell adhesion mediated drug resistance. Using Receiver Operating Characteristic curve analysis, strong predictive power for the specificity and sensitivity of these potential biomarkers was identified. This approach has the potential to yield predictive theranostic protein panels that can inform therapeutic decision making.
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Affiliation(s)
- Ciara Tierney
- Department of Biology, National University of Ireland, Maynooth, Ireland
| | - Despina Bazou
- Department of Hematology, Mater Misericordiae University Hospital, Dublin, Ireland
| | - Muntasir M Majumder
- Institute for Molecular Medicine Finland FIMM, Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland
| | - Pekka Anttila
- Department of Hematology, Helsinki University Hospital and Comprehensive Cancer Center, Helsinki, Finland
| | - Raija Silvennoinen
- Department of Hematology, Helsinki University Hospital and Comprehensive Cancer Center, Helsinki, Finland
| | - Caroline A Heckman
- Institute for Molecular Medicine Finland FIMM, Helsinki Institute of Life Science, University of Helsinki, Helsinki, Finland
| | - Paul Dowling
- Department of Biology, National University of Ireland, Maynooth, Ireland
| | - Peter O'Gorman
- Department of Hematology, Mater Misericordiae University Hospital, Dublin, Ireland.
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Takács F, Mikala G, Nagy N, Reszegi A, Czeti Á, Szalóki G, Barna G. Identification of a novel resistance mechanism in venetoclax treatment and its prediction in chronic lymphocytic leukemia. Acta Oncol 2021; 60:528-530. [PMID: 33491510 DOI: 10.1080/0284186x.2021.1878388] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
BACKGROUND The Bcl-2 inhibitor venetoclax has been recently introduced into the treatment of chronic lymphocytic leukemia. Venetoclax is a highly effective drug, however acquired resistance may make long-term treatment challenging. In our study, we present potential novel resistance mechanisms and prognostic markers that are potentially able to predict the early appearance of the resistance. MATERIAL AND METHODS Repeated complete blood counts, flow cytometric measurements, and physical examinations were performed during the patient follow-up. Clinical and laboratory parameters showed that the patient developed clinical resistance to venetoclax on day 450 of therapy. Resistance mutation analysis (D103Y) and apoptosis arrays from samples at the time of resistance were done. RESULTS We were able to identify the resistance mutations just a very low variant allele frequency level from the resistant samples. Furthermore we detected increased Bcl-2 expression in peripheral blood (PB), and XIAP overexpression in bone marrow (BM) that could lead to venetoclax resistance. We examined the immunophenotype of CLL cells and recognized that while the expression of CD86 did not change until day 270 of the treatment, since then its expression steadily increased. Moreover, we compared the expression of CD86 in the resistant PB and BM samples and did not find a notable difference between the compartments. CONCLUSION Our results imply that CLL cells may try to avoid the apoptotic effect of venetoclax through increased CD86 expression by activating antiapoptotic mechanisms. Confirmatory experiments are still required to unequivocally prove that CD86 is a prognostic marker, however, its predictive property during the venetoclax treatment is promising.
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Affiliation(s)
- Ferenc Takács
- 1st Department of Pathology and Experimental Cancer Research, Semmelweis University, Budapest, Hungary
| | - Gábor Mikala
- South-Pest Central Hospital – National Institute for Hematology and Infectious Diseases, Department of Hematology and Stem Cell Transplantation, Budapest, Hungary
| | - Noémi Nagy
- 1st Department of Pathology and Experimental Cancer Research, Semmelweis University, Budapest, Hungary
| | - Andrea Reszegi
- 1st Department of Pathology and Experimental Cancer Research, Semmelweis University, Budapest, Hungary
| | - Ágnes Czeti
- 1st Department of Pathology and Experimental Cancer Research, Semmelweis University, Budapest, Hungary
| | - Gábor Szalóki
- 1st Department of Pathology and Experimental Cancer Research, Semmelweis University, Budapest, Hungary
| | - Gábor Barna
- 1st Department of Pathology and Experimental Cancer Research, Semmelweis University, Budapest, Hungary
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Quantification of BCL-2 Family Members by Flow Cytometry. Methods Mol Biol 2018. [PMID: 30536005 DOI: 10.1007/978-1-4939-8861-7_11] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
Abstract
Flow cytometry is a powerful technique for the detection and quantification of cell surface and intracellular proteins. It enables the ability to measure the expression levels of specific proteins in a cell population of interest without the need to physically separate out the cells from within a heterogeneous population by using the appropriate cell-specific markers. It also requires fewer cells than other traditional techniques such as Western blotting. Here we describe a robust and reproducible method to measure the expression levels of the BCL-2 family members, BCL-2, BCL-XL, and MCL-1 by quantitative flow cytometry (QFCM) using validated antibodies.
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Bodo J, Zhao X, Durkin L, Souers AJ, Phillips DC, Smith MR, Hsi ED. Acquired resistance to venetoclax (ABT-199) in t(14;18) positive lymphoma cells. Oncotarget 2018; 7:70000-70010. [PMID: 27661108 PMCID: PMC5342530 DOI: 10.18632/oncotarget.12132] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2016] [Accepted: 08/10/2016] [Indexed: 12/03/2022] Open
Abstract
The chromosomal translocation t(14;18) in follicular lymphoma (FL) is a primary oncogenic event resulting in BCL-2 over-expression. This study investigates activity of the BH3 mimetic venetoclax (ABT-199), which targets BCL-2, and mechanisms of acquired resistance in FL. The sensitivity of FL cells to venetoclax treatment correlated with BCL-2/BIM ratio. Cells with similar expression of anti-apoptotic proteins, but with higher levels of BIM were more sensitive to the treatment. Venetoclax induced dissociation of BCL-2/BIM complex and a decrease in mitochondrial potential. Interestingly the population of cells that survived venetoclax treatment showed increased p-ERK1/2 and p-BIM (S69), as well as a decrease in total BIM levels. Venetoclax resistant cells initially showed elevated levels of p-AKT and p-Foxo1/3a, a dissociation of BIM/BCL-2/BECLIN1 complex, and a decrease in SQSTM1/p62 level (indicating increased autophagy) together with a slight decline in BIM expression. After stable resistant cell lines were established, a significant reduction of BCL-2 levels and almost total absence of BIM was observed. The acquisition of these resistance phenotypes could be prevented via selective ERK/AKT inhibition or anti-CD20 antibody treatment, thus highlighting possible combination therapies for FL patients.
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Affiliation(s)
- Juraj Bodo
- Department of Laboratory Medicine, Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Xiaoxian Zhao
- Department of Laboratory Medicine, Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Lisa Durkin
- Department of Laboratory Medicine, Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
| | | | | | - Mitchell R Smith
- Department of Hematology and Medical Oncology, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Eric D Hsi
- Department of Laboratory Medicine, Robert J. Tomsich Pathology and Laboratory Medicine Institute, Cleveland Clinic, Cleveland, OH, USA
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Leverson JD, Sampath D, Souers AJ, Rosenberg SH, Fairbrother WJ, Amiot M, Konopleva M, Letai A. Found in Translation: How Preclinical Research Is Guiding the Clinical Development of the BCL2-Selective Inhibitor Venetoclax. Cancer Discov 2017; 7:1376-1393. [PMID: 29146569 PMCID: PMC5728441 DOI: 10.1158/2159-8290.cd-17-0797] [Citation(s) in RCA: 91] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2017] [Revised: 10/12/2017] [Accepted: 10/19/2017] [Indexed: 12/12/2022]
Abstract
Since the discovery of apoptosis as a form of programmed cell death, targeting the apoptosis pathway to induce cancer cell death has been a high-priority goal for cancer therapy. After decades of effort, drug-discovery scientists have succeeded in generating small-molecule inhibitors of antiapoptotic BCL2 family proteins. Innovative medicinal chemistry and structure-based drug design, coupled with a strong fundamental understanding of BCL2 biology, were essential to the development of BH3 mimetics such as the BCL2-selective inhibitor venetoclax. We review a number of preclinical studies that have deepened our understanding of BCL2 biology and facilitated the clinical development of venetoclax.Significance: Basic research into the pathways governing programmed cell death have paved the way for the discovery of apoptosis-inducing agents such as venetoclax, a BCL2-selective inhibitor that was recently approved by the FDA and the European Medicines Agency. Preclinical studies aimed at identifying BCL2-dependent tumor types have translated well into the clinic thus far and will likely continue to inform the clinical development of venetoclax and other BCL2 family inhibitors. Cancer Discov; 7(12); 1376-93. ©2017 AACR.
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Affiliation(s)
| | | | | | | | | | - Martine Amiot
- CRCINA, INSERM, CNRS, Université de Nantes, Université d'Angers, Nantes, France
| | - Marina Konopleva
- The University of Texas MD Anderson Cancer Center, Houston, Texas
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9
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Craig FE. Clinical flow cytometry: it's not just about reaching a diagnosis. CYTOMETRY. PART B, CLINICAL CYTOMETRY 2017; 92:329-330. [PMID: 28834197 DOI: 10.1002/cyto.b.21585] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
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10
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Tahir SK, Smith ML, Hessler P, Rapp LR, Idler KB, Park CH, Leverson JD, Lam LT. Potential mechanisms of resistance to venetoclax and strategies to circumvent it. BMC Cancer 2017; 17:399. [PMID: 28578655 PMCID: PMC5457565 DOI: 10.1186/s12885-017-3383-5] [Citation(s) in RCA: 141] [Impact Index Per Article: 17.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2016] [Accepted: 05/24/2017] [Indexed: 11/20/2022] Open
Abstract
Background Venetoclax (ABT-199), a first-in-class orally bioavailable BCL-2-selective inhibitor, was recently approved by the FDA for use in patients with 17p-deleted chronic lymphocytic leukemia who have received prior therapy. It is also being evaluated in numerous clinical trials for treating patients with various hematologic malignancies. As with any targeted cancer therapy, it is critically important to identify potential mechanisms of resistance, both for patient stratification and developing strategies to overcome resistance, either before it develops or as it emerges. Methods In order to gain a more comprehensive insight into the nature of venetoclax resistance mechanisms, we evaluated the changes in the BCL-2 family members at the genetic and expression levels in seven different venetoclax-resistant derived leukemia and lymphoma cell lines. Results Gene and protein expression analyses identified a number of different alterations in the expression of pro- and anti-apoptotic BCL-2 family members. In the resistant derived cells, an increase in either or both the anti-apoptotic proteins BCL-XL or MCL-1, which are not targeted by venetoclax was observed, and either concomitant or exclusive with a decrease in one or more pro-apoptotic proteins. In addition, mutational analysis also revealed a mutation in the BH3 binding groove (F104L) that could potentially interfere with venetoclax-binding. Not all changes may be causally related to venetoclax resistance and may only be an epiphenomenon. For resistant cell lines showing elevations in BCL-XL or MCL-1, strong synergistic cell killing was observed when venetoclax was combined with either BCL-XL- or MCL-1-selective inhibitors, respectively. This highlights the importance of BCL-XL- and MCL-1 as causally contributing to venetoclax resistance. Conclusions Overall our study identified numerous changes in multiple resistant lines; the changes were neither mutually exclusive nor universal across the cell lines tested, thus exemplifying the complexity and heterogeneity of potential resistance mechanisms. Identifying and evaluating their contribution has important implications for both patient selection and the rational development of strategies to overcome resistance. Electronic supplementary material The online version of this article (doi:10.1186/s12885-017-3383-5) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Stephen K Tahir
- AbbVie Oncology, North Waukegan Road North, Chicago, IL, 60064-6098, USA
| | - Morey L Smith
- AbbVie Oncology, North Waukegan Road North, Chicago, IL, 60064-6098, USA
| | - Paul Hessler
- AbbVie Oncology, North Waukegan Road North, Chicago, IL, 60064-6098, USA
| | - Lisa Roberts Rapp
- AbbVie Oncology, North Waukegan Road North, Chicago, IL, 60064-6098, USA
| | - Kenneth B Idler
- AbbVie Oncology, North Waukegan Road North, Chicago, IL, 60064-6098, USA
| | - Chang H Park
- AbbVie Oncology, North Waukegan Road North, Chicago, IL, 60064-6098, USA
| | - Joel D Leverson
- AbbVie Oncology, North Waukegan Road North, Chicago, IL, 60064-6098, USA
| | - Lloyd T Lam
- AbbVie Oncology, North Waukegan Road North, Chicago, IL, 60064-6098, USA.
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