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Docking TR, Parker JDK, Jädersten M, Duns G, Chang L, Jiang J, Pilsworth JA, Swanson LA, Chan SK, Chiu R, Nip KM, Mar S, Mo A, Wang X, Martinez-Høyer S, Stubbins RJ, Mungall KL, Mungall AJ, Moore RA, Jones SJM, Birol İ, Marra MA, Hogge D, Karsan A. A clinical transcriptome approach to patient stratification and therapy selection in acute myeloid leukemia. Nat Commun 2021; 12:2474. [PMID: 33931648 PMCID: PMC8087683 DOI: 10.1038/s41467-021-22625-y] [Citation(s) in RCA: 53] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2019] [Accepted: 03/17/2021] [Indexed: 02/08/2023] Open
Abstract
As more clinically-relevant genomic features of myeloid malignancies are revealed, it has become clear that targeted clinical genetic testing is inadequate for risk stratification. Here, we develop and validate a clinical transcriptome-based assay for stratification of acute myeloid leukemia (AML). Comparison of ribonucleic acid sequencing (RNA-Seq) to whole genome and exome sequencing reveals that a standalone RNA-Seq assay offers the greatest diagnostic return, enabling identification of expressed gene fusions, single nucleotide and short insertion/deletion variants, and whole-transcriptome expression information. Expression data from 154 AML patients are used to develop a novel AML prognostic score, which is strongly associated with patient outcomes across 620 patients from three independent cohorts, and 42 patients from a prospective cohort. When combined with molecular risk guidelines, the risk score allows for the re-stratification of 22.1 to 25.3% of AML patients from three independent cohorts into correct risk groups. Within the adverse-risk subgroup, we identify a subset of patients characterized by dysregulated integrin signaling and RUNX1 or TP53 mutation. We show that these patients may benefit from therapy with inhibitors of focal adhesion kinase, encoded by PTK2, demonstrating additional utility of transcriptome-based testing for therapy selection in myeloid malignancy.
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Affiliation(s)
- T Roderick Docking
- Experimental Medicine Program, Department of Medicine, University of British Columbia, Vancouver, BC, Canada.,Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Jeremy D K Parker
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Martin Jädersten
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Gerben Duns
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Linda Chang
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Jihong Jiang
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Jessica A Pilsworth
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Lucas A Swanson
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Simon K Chan
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Readman Chiu
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Ka Ming Nip
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Samantha Mar
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Angela Mo
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Xuan Wang
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | | | - Ryan J Stubbins
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Department of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Karen L Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Andrew J Mungall
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Richard A Moore
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada
| | - Steven J M Jones
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - İnanç Birol
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada.,Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Marco A Marra
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, Canada
| | - Donna Hogge
- Leukemia Bone Marrow Transplant Program of BC, Vancouver General Hospital, Vancouver, BC, Canada
| | - Aly Karsan
- Experimental Medicine Program, Department of Medicine, University of British Columbia, Vancouver, BC, Canada. .,Canada's Michael Smith Genome Sciences Centre, BC Cancer, Vancouver, BC, Canada. .,Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, Canada.
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2
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Maki H, Yoshimi A, Shimada T, Arai S, Morita K, Kamikubo Y, Ikegawa M, Kurokawa M. Physical interaction between BAALC and DBN1 induces chemoresistance in leukemia. Exp Hematol 2021; 94:31-36. [PMID: 33453340 DOI: 10.1016/j.exphem.2020.12.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2018] [Revised: 11/12/2020] [Accepted: 12/12/2020] [Indexed: 10/22/2022]
Abstract
BAALC is identified as a leukemia-associated gene and is highly expressed in CD34-positive hematopoietic stem cells. High BAALC expression is associated with poor prognosis in several types of acute myeloid leukemia. We explored binding partner proteins of BAALC by means of mass spectrometry and analyzed biological properties of BAALC-expressing leukemic cells. We found that BAALC physically interacts with DBN1, which is an actin-binding protein and promotes cell adhesion and mobility by forming cell membrane spines during cell-cell interactions. Drebrin1 downregulation impeded cell adhesion to bone marrow stromal cells, resulting in improvement of sensitivity to cytarabine. Taken together, our findings suggest that BAALC-DBN1 interaction contributes to the anchoring of BAALC-expressing cells in the bone marrow, which in turn leads to resistance to cytotoxic drugs. Therefore, the BAALC-DBN1 interaction provides us with an opportunity to overcome the chemotherapy resistance in BAALC-activated leukemia via functional blockage of these genes.
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Affiliation(s)
- Hiroaki Maki
- Department of Hematology and Oncology, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
| | - Akihide Yoshimi
- Department of Hematology and Oncology, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
| | | | - Shunya Arai
- Department of Hematology and Oncology, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
| | - Ken Morita
- Department of Hematology and Oncology, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
| | - Yasuhiko Kamikubo
- Department of Hematology and Oncology, Graduate School of Medicine, University of Tokyo, Tokyo, Japan
| | - Masaya Ikegawa
- Genomic Medical Sciences, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Mineo Kurokawa
- Department of Hematology and Oncology, Graduate School of Medicine, University of Tokyo, Tokyo, Japan.
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3
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Reduced SLIT2 is Associated with Increased Cell Proliferation and Arsenic Trioxide Resistance in Acute Promyelocytic Leukemia. Cancers (Basel) 2020; 12:cancers12113134. [PMID: 33120864 PMCID: PMC7693375 DOI: 10.3390/cancers12113134] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Accepted: 10/16/2020] [Indexed: 01/23/2023] Open
Abstract
Simple Summary In solid tumors, the altered expression of embryonic genes such as the SLIT-ROBO family has been associated with poor prognosis, while little is known about their role in acute myeloid leukemia (AML). Previous studies reported frequent hypermethylation of SLIT2 mediated by the methyltransferase enzyme EZH2 and more recently the PML protein, which are commonly found to be aberrantly expressed in AML. Here, we aim to assess retrospectively the clinical relevance of the SLIT2 gene in acute promyelocytic leukemia, a homogenous subtype of AML. We demonstrated that reduced SLIT2 expression was associated with high leukocyte counts and reduced overall survival in different APL cohorts. STLI2 treatment decreased APL growth, while SLIT2 knockdown accelerated cell cycle progression and proliferation. Finally, reduced expression of SLIT2 in murine APL blasts resulted in fatal leukemia associated with increased leukocyte counts in vivo. These findings demonstrate that SLIT2 can be considered as a prognostic marker in APL, and a potential candidate for clinical studies of a more heterogeneous disease, such as AML. Abstract The SLIT-ROBO axis plays an important role in normal stem-cell biology, with possible repercussions on cancer stem cell emergence. Although the Promyelocytic Leukemia (PML) protein can regulate SLIT2 expression in the central nervous system, little is known about SLIT2 in acute promyelocytic leukemia. Hence, we aimed to investigate the levels of SLIT2 in acute promyelocytic leukemia (APL) and assess its biological activity in vitro and in vivo. Our analysis indicated that blasts with SLIT2high transcript levels were associated with cell cycle arrest, while SLIT2low APL blasts displayed a more stem-cell like phenotype. In a retrospective analysis using a cohort of patients treated with all-trans retinoic acid (ATRA) and anthracyclines, high SLIT2 expression was correlated with reduced leukocyte count (p = 0.024), and independently associated with improved overall survival (hazard ratio: 0.94; 95% confidence interval: 0.92–0.97; p < 0.001). Functionally, SLIT2-knockdown in primary APL blasts and cell lines led to increased cell proliferation and resistance to arsenic trioxide induced apoptosis. Finally, in vivo transplant of Slit2-silenced primary APL blasts promoted increased leukocyte count (p = 0.001) and decreased overall survival (p = 0.002) compared with the control. In summary, our data highlight the tumor suppressive function of SLIT2 in APL and its deteriorating effects on disease progression when downregulated.
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Long non-coding RNA LRRC75A-AS1 facilitates triple negative breast cancer cell proliferation and invasion via functioning as a ceRNA to modulate BAALC. Cell Death Dis 2020; 11:643. [PMID: 32811810 PMCID: PMC7434919 DOI: 10.1038/s41419-020-02821-2] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Accepted: 07/22/2020] [Indexed: 12/14/2022]
Abstract
As a common female malignancy, triple-negative breast cancer (TNBC) is the most serious subtype in breast cancer (BC). BAALC binder of MAP3K1 and KLF4 (BAALC) is a common oncogene in acute myelocytic leukemia (AML). We sought to explore the role of BAALC in TNBC. In this study, BAALC was significantly upregulated in TNBC tissues and cells. Then, the results of functional assays disclosed that BAALC facilitated cell proliferation, invasion, and epithelial–mesenchymal transition (EMT) processes, but repressed cell apoptosis in TNBC. Next, miR-380–3p was identified as the upstream of BAALC in TNBC cells. Moreover, LRRC75A-AS1 (also named small nucleolar RNA host gene 29: SNHG29) was verified to act as the sponge of miR-380–3p to elevate BAALC expression in TNBC. Besides, LRRC75A-AS1 could negatively regulate miR-380–3p but positively regulate BAALC expression. Finally, rescue assays elucidated that LRRC75A-AS1 facilitated cell proliferation, invasion, and EMT processes in TNBC by targeting miR-380–3p/BAALC pathway. Taken together, our study revealed a novel ceRNA network of LRRC75A-AS1/miR-380–3p/BAALC in accelerating TNBC development, indicating new promising targets for TNBC treatment.
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Javadlar M, Dastar S, Gharesouran J, Ghafouri-Fard S, Hosseinzadeh H, Moradi M, Mazraeh SA, Nasiri Ganjineh Ketab F, Rezamand A, Hiradfar A, Taheri M, Rezazadeh M. RUNX1 variant as a genetic predisposition factor for acute myeloid leukemia. Exp Mol Pathol 2020; 115:104440. [PMID: 32294461 DOI: 10.1016/j.yexmp.2020.104440] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2020] [Revised: 04/08/2020] [Accepted: 04/10/2020] [Indexed: 10/24/2022]
Abstract
Acute myeloid leukemia (AML) is the most common hematological malignancy among adults and is characterized by accumulation of immature myeloid cells. Different genetic factors have role in the occurrence of AML. Among different proteins, RUNX1 and BAALC are involved in the development AML. It has been shown that BAALC overexpression is a factor that indicate shorter disease free survival in a subset of AML patients. RUNX1 has been implicated in the development of breast, prostate, lung, and skin cancers. The aim of this study is determination of the prevalence of common polymorphisms in BAALC (rs6999622 and rs62527607) and RUNX1 (rs13051066 and rs61750222) in AML patients compared with healthy subjects. A total of 100 AML patients and 100 healthy control subjects were included in our study. Genomic DNA was isolated from peripheral blood and the polymorphisms were genotyped by applying ARMS and PCR-RFLP methods. Finally, data was analyzed using SPPSS software. Our results demonstrate a significant association between the RUNX1 rs13051066 and AML in the co-dominant (odd ratio = 6.66, 95% Cl = 1.85-25, p = .006) and dominant (GT + TT versus GG: odd ratio = 6.15, 95% CI = 1.73-21.87, p = .002) models. The RUNX1 rs13051066 polymorphism is associated with risk of AML in Iranian population. Future studies should consider larger sample size for assessment of RUNX1 gene polymorphisms, and employ cytogenetic and molecular analyses in AML patients from different ethnic origins.
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Affiliation(s)
- Masoumeh Javadlar
- Department of Molecular Genetics, Rabe Rashidi Institute, Tabriz, Iran
| | - Saba Dastar
- Department of Genetics, Ahar Branch, Islamic Azad University, Ahar, Iran
| | - Jalal Gharesouran
- Department of Medical Genetics, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Soudeh Ghafouri-Fard
- Department of Medical Genetics, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Hassan Hosseinzadeh
- Department of Medical Genetics, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran; Department of Biology, Faculty of Science, Yazd University, Yazd, Iran
| | - Mohsen Moradi
- Department of Molecular Genetics, Rabe Rashidi Institute, Tabriz, Iran; Department of Medical Genetics, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | | | | | - Azim Rezamand
- Pediatric Health Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Amirataollah Hiradfar
- Pediatric Health Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Mohammad Taheri
- Urogenital Stem Cell Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
| | - Maryam Rezazadeh
- Department of Medical Genetics, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran; Immunology Research Center, Tabriz University of Medical Sciences, Tabriz, Iran.
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Combining gene mutation with gene expression analysis improves outcome prediction in acute promyelocytic leukemia. Blood 2019; 134:951-959. [PMID: 31292112 DOI: 10.1182/blood.2019000239] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2019] [Accepted: 05/23/2019] [Indexed: 12/15/2022] Open
Abstract
By combining the analysis of mutations with aberrant expression of genes previously related to poorer prognosis in both acute promyelocytic leukemia (APL) and acute myeloid leukemia, we arrived at an integrative score in APL (ISAPL) and demonstrated its relationship with clinical outcomes of patients treated with all-trans retinoic acid (ATRA) in combination with anthracycline-based chemotherapy. Based on fms-like tyrosine kinase-3-internal tandem duplication mutational status; the ΔNp73/TAp73 expression ratio; and ID1, BAALC, ERG, and KMT2E gene expression levels, we modeled ISAPL in 159 patients (median ISAPL score, 3; range, 0-10). ISAPL modeling identified 2 distinct groups of patients, with significant differences in early mortality (P < .001), remission (P = .004), overall survival (P < .001), cumulative incidence of relapse (P = .028), disease-free survival (P = .03), and event-free survival (P < .001). These data were internally validated by using a bootstrap resampling procedure. At least for patients treated with ATRA and anthracycline-based chemotherapy, ISAPL modeling may identify those who need to be treated differently to maximize their chances for a cure.
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