ABSTRACT
BACKGROUND: Genetic mutations drive the pathogenesis of the myelodysplastic syndrome (MDS) and are closely associated with clinical phenotype. Therefore, genetic mutations may predict clinical outcomes after allogeneic hematopoietic stem-cell transplantation. METHODS: We performed targeted mutational analysis on samples obtained before transplantation from 1514 patients with MDS who were enrolled in the Center for International Blood and Marrow Transplant Research Repository between 2005 and 2014. We evaluated the association of mutations with transplantation outcomes, including overall survival, relapse, and death without relapse. RESULTS: TP53 mutations were present in 19% of the patients and were associated with shorter survival and a shorter time to relapse than was the absence of TP53 mutations, after adjustment for significant clinical variables (P<0.001 for both comparisons). Among patients 40 years of age or older who did not have TP53 mutations, the presence of RAS pathway mutations was associated with shorter survival than was the absence of RAS pathway mutations (P=0.004), owing to a high risk of relapse, and the presence of JAK2 mutations was associated with shorter survival than was the absence of JAK2 mutations (P=0.001), owing to a high risk of death without relapse. The adverse prognostic effect of TP53 mutations was similar in patients who received reduced-intensity conditioning regimens and those who received myeloablative conditioning regimens. By contrast, the adverse effect of RAS pathway mutations on the risk of relapse, as compared with the absence of RAS pathway mutations, was evident only with reduced-intensity conditioning (P<0.001). In young adults, 4% of the patients had compound heterozygous mutations in the Shwachman-Diamond syndrome-associated SBDS gene with concurrent TP53 mutations and a poor prognosis. Mutations in the p53 regulator PPM1D were more common among patients with therapy-related MDS than those with primary MDS (15% vs. 3%, P<0.001). CONCLUSIONS: Genetic profiling revealed that molecular subgroups of patients undergoing allogeneic hematopoietic stem-cell transplantation for MDS may inform prognostic stratification and the selection of conditioning regimen. (Funded by the Edward P. Evans Foundation and others.).
Subject(s)
Hematopoietic Stem Cell Transplantation , Mutation , Myelodysplastic Syndromes/genetics , Adolescent , Adult , Child , DNA Mutational Analysis , Genes, p53 , Humans , Janus Kinase 2/genetics , Middle Aged , Myelodysplastic Syndromes/therapy , Prognosis , Protein Phosphatase 2C/genetics , Proteins/genetics , Survival Analysis , Transplantation Conditioning , Transplantation, Homologous , Young Adult , ras Proteins/geneticsABSTRACT
Advances in technology that have transpired over the past 2 decades have enabled the analysis of cancer samples for genomic alterations to understand their biologic function and to translate that knowledge into clinical practice. With the power to analyze entire genomes in a clinically relevant time frame and with manageable costs comes the question of whether we ought to and when. This review focuses on the relative merits of 3 approaches to molecular diagnostics in hematologic malignancies: indication-specific single gene assays, gene panel assays that test for genes selected for their roles in cancer, and genome-wide assays that broadly analyze the tumor exomes or genomes. After addressing these in general terms, we review specific use cases in myeloid and lymphoid malignancies to highlight the utility of single gene testing and/or larger panels.
Subject(s)
Exome , Genome-Wide Association Study/methods , Hematologic Neoplasms/genetics , High-Throughput Nucleotide Sequencing/methods , HumansABSTRACT
Acute myeloid leukemia (AML) is a heterogeneous disease with complex molecular pathophysiology. To systematically characterize AML's genetic dependencies, we conducted genome-scale short hairpin RNA screens in 17 AML cell lines and analyzed dependencies relative to parallel screens in 199 cell lines of other cancer types. We identified 353 genes specifically required for AML cell proliferation. To validate the in vivo relevance of genetic dependencies observed in human cell lines, we performed a secondary screen in a syngeneic murine AML model driven by the MLL-AF9 oncogenic fusion protein. Integrating the results of these interference RNA screens and additional gene expression data, we identified the transcription factor ZEB2 as a novel AML dependency. ZEB2 depletion impaired the proliferation of both human and mouse AML cells and resulted in aberrant differentiation of human AML cells. Mechanistically, we showed that ZEB2 transcriptionally represses genes that regulate myeloid differentiation, including genes involved in cell adhesion and migration. In addition, we found that epigenetic silencing of the miR-200 family microRNAs affects ZEB2 expression. Our results extend the role of ZEB2 beyond regulating epithelial-mesenchymal transition (EMT) and establish ZEB2 as a novel regulator of AML proliferation and differentiation.
Subject(s)
Epithelial-Mesenchymal Transition/genetics , Gene Expression Regulation, Neoplastic , Genetic Predisposition to Disease , Homeodomain Proteins/genetics , Leukemia, Myeloid, Acute/genetics , MicroRNAs/genetics , Repressor Proteins/genetics , Animals , Cell Adhesion , Cell Differentiation , Cell Line, Tumor , Cell Movement , Epigenesis, Genetic , Gene Expression Profiling , Genome-Wide Association Study , Homeodomain Proteins/antagonists & inhibitors , Homeodomain Proteins/metabolism , Humans , Leukemia, Myeloid, Acute/metabolism , Leukemia, Myeloid, Acute/pathology , Mice , MicroRNAs/metabolism , Oncogene Proteins, Fusion/genetics , Oncogene Proteins, Fusion/metabolism , RNA, Small Interfering/genetics , RNA, Small Interfering/metabolism , Repressor Proteins/antagonists & inhibitors , Repressor Proteins/metabolism , Signal Transduction , Transcription, Genetic , Zinc Finger E-box Binding Homeobox 2ABSTRACT
Mutations in SETD2, encoding the histone 3 lysine 36 trimethyltransferase, are enriched in relapsed acute lymphoblastic leukemia and MLL-rearranged acute leukemia. We investigated the impact of SETD2 mutations on chemotherapy sensitivity in isogenic leukemia cell lines and in murine leukemia generated from a conditional knockout of Setd2. SETD2 mutations led to resistance to DNA-damaging agents, cytarabine, 6-thioguanine, doxorubicin, and etoposide, but not to a non-DNA damaging agent, l-asparaginase. H3K36me3 localizes components of the DNA damage response (DDR) pathway and SETD2 mutation impaired DDR, blunting apoptosis induced by cytotoxic chemotherapy. Consistent with local recruitment of DDR, genomic regions with higher H3K36me3 had a lower mutation rate, which was increased with SETD2 mutation. Heterozygous conditional inactivation of Setd2 in a murine model decreased the latency of MLL-AF9-induced leukemia and caused resistance to cytarabine treatment in vivo, whereas homozygous loss delayed leukemia formation. Treatment with JIB-04, an inhibitor of the H3K9/36me3 demethylase KDM4A, restored H3K36me3 levels and sensitivity to cytarabine. These findings establish SETD2 alteration as a mechanism of resistance to DNA-damaging chemotherapy, consistent with a local loss of DDR, and identify a potential therapeutic strategy to target SETD2-mutant leukemias.
Subject(s)
DNA Damage , Drug Resistance, Neoplasm/genetics , Histone-Lysine N-Methyltransferase/genetics , Leukemia, Experimental/genetics , Aminopyridines/pharmacology , Animals , Antineoplastic Agents/pharmacology , Cell Line, Tumor , Cell Survival/drug effects , Cell Survival/genetics , Cytarabine/pharmacology , HEK293 Cells , Histone-Lysine N-Methyltransferase/deficiency , Histones/metabolism , Humans , Hydrazones/pharmacology , Leukemia, Experimental/drug therapy , Lysine/metabolism , Methylation/drug effects , Mice, Inbred C57BL , Mice, Knockout , Survival AnalysisABSTRACT
BACKGROUND: The incidence of hematologic cancers increases with age. These cancers are associated with recurrent somatic mutations in specific genes. We hypothesized that such mutations would be detectable in the blood of some persons who are not known to have hematologic disorders. METHODS: We analyzed whole-exome sequencing data from DNA in the peripheral-blood cells of 17,182 persons who were unselected for hematologic phenotypes. We looked for somatic mutations by identifying previously characterized single-nucleotide variants and small insertions or deletions in 160 genes that are recurrently mutated in hematologic cancers. The presence of mutations was analyzed for an association with hematologic phenotypes, survival, and cardiovascular events. RESULTS: Detectable somatic mutations were rare in persons younger than 40 years of age but rose appreciably in frequency with age. Among persons 70 to 79 years of age, 80 to 89 years of age, and 90 to 108 years of age, these clonal mutations were observed in 9.5% (219 of 2300 persons), 11.7% (37 of 317), and 18.4% (19 of 103), respectively. The majority of the variants occurred in three genes: DNMT3A, TET2, and ASXL1. The presence of a somatic mutation was associated with an increase in the risk of hematologic cancer (hazard ratio, 11.1; 95% confidence interval [CI], 3.9 to 32.6), an increase in all-cause mortality (hazard ratio, 1.4; 95% CI, 1.1 to 1.8), and increases in the risks of incident coronary heart disease (hazard ratio, 2.0; 95% CI, 1.2 to 3.4) and ischemic stroke (hazard ratio, 2.6; 95% CI, 1.4 to 4.8). CONCLUSIONS: Age-related clonal hematopoiesis is a common condition that is associated with increases in the risk of hematologic cancer and in all-cause mortality, with the latter possibly due to an increased risk of cardiovascular disease. (Funded by the National Institutes of Health and others.).
Subject(s)
Blood , Cell Transformation, Neoplastic/genetics , Hematologic Neoplasms/genetics , Hematopoiesis , Hematopoietic Stem Cells/physiology , Mutation , Adult , Age Factors , Aged , Aged, 80 and over , Clone Cells , DNA Mutational Analysis , Exome , Humans , Middle Aged , Risk Factors , Young AdultABSTRACT
Acute myeloid leukemia (AML) can develop after an antecedent myeloid malignancy (secondary AML [s-AML]), after leukemogenic therapy (therapy-related AML [t-AML]), or without an identifiable prodrome or known exposure (de novo AML). The genetic basis of these distinct pathways of AML development has not been determined. We performed targeted mutational analysis of 194 patients with rigorously defined s-AML or t-AML and 105 unselected AML patients. The presence of a mutation in SRSF2, SF3B1, U2AF1, ZRSR2, ASXL1, EZH2, BCOR, or STAG2 was >95% specific for the diagnosis of s-AML. Analysis of serial samples from individual patients revealed that these mutations occur early in leukemogenesis and often persist in clonal remissions. In t-AML and elderly de novo AML populations, these alterations define a distinct genetic subtype that shares clinicopathologic properties with clinically confirmed s-AML and highlights a subset of patients with worse clinical outcomes, including a lower complete remission rate, more frequent reinduction, and decreased event-free survival. This trial was registered at www.clinicaltrials.gov as #NCT00715637.
Subject(s)
Biomarkers, Tumor/genetics , Leukemia, Myeloid, Acute/genetics , Mutation/genetics , Neoplasms, Second Primary/genetics , Antigens, Nuclear/genetics , Cell Cycle Proteins , DNA Mutational Analysis , Enhancer of Zeste Homolog 2 Protein , Follow-Up Studies , Humans , Leukemia, Myeloid, Acute/diagnosis , Leukemia, Myeloid, Acute/mortality , Neoplasm Staging , Neoplasms, Second Primary/diagnosis , Neoplasms, Second Primary/mortality , Nuclear Proteins/genetics , Phosphoproteins/genetics , Polycomb Repressive Complex 2/genetics , Prognosis , Prospective Studies , Proto-Oncogene Proteins/genetics , RNA Splicing Factors , Remission Induction , Repressor Proteins/genetics , Ribonucleoprotein, U2 Small Nuclear/genetics , Ribonucleoproteins/genetics , Serine-Arginine Splicing Factors , Splicing Factor U2AF , Survival RateABSTRACT
T-cell acute lymphoblastic leukaemia (T-ALL) is a blood malignancy afflicting mainly children and adolescents. T-ALL patients present at diagnosis with increased white cell counts and hepatosplenomegaly, and are at an increased risk of central nervous system (CNS) relapse. For that reason, T-ALL patients usually receive cranial irradiation in addition to intensified intrathecal chemotherapy. The marked increase in survival is thought to be worth the considerable side-effects associated with this therapy. Such complications include secondary tumours, neurocognitive deficits, endocrine disorders and growth impairment. Little is known about the mechanism of leukaemic cell infiltration of the CNS, despite its clinical importance. Here we show, using T-ALL animal modelling and gene-expression profiling, that the chemokine receptor CCR7 (ref. 5) is the essential adhesion signal required for the targeting of leukaemic T-cells into the CNS. Ccr7 gene expression is controlled by the activity of the T-ALL oncogene Notch1 and is expressed in human tumours carrying Notch1-activating mutations. Silencing of either CCR7 or its chemokine ligand CCL19 (ref. 6) in an animal model of T-ALL specifically inhibits CNS infiltration. Furthermore, murine CNS-targeting by human T-ALL cells depends on their ability to express CCR7. These studies identify a single chemokine-receptor interaction as a CNS 'entry' signal, and open the way for future pharmacological targeting. Targeted inhibition of CNS involvement in T-ALL could potentially decrease the intensity of CNS-targeted therapy, thus reducing its associated short- and long-term complications.
Subject(s)
Central Nervous System/metabolism , Central Nervous System/pathology , Leukemia, T-Cell/metabolism , Leukemia, T-Cell/pathology , Receptors, CCR7/metabolism , Signal Transduction , Animals , Cell Adhesion , Cell Line, Tumor , Chemokine CCL19/deficiency , Chemokine CCL19/metabolism , Chemokine CCL21/metabolism , Humans , Mice , Mice, Inbred C57BL , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/metabolism , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/pathology , Receptor, Notch1/genetics , Receptor, Notch1/metabolism , Receptors, CCR7/deficiencyABSTRACT
PIK3CA (PI3Kα) is a lipid kinase commonly mutated in cancer, including â¼40% of hormone receptor-positive breast cancer. The most frequently observed mutants occur in the kinase and helical domains. Orthosteric PI3Kα inhibitors suffer from poor selectivity leading to undesirable side effects, most prominently hyperglycemia due to inhibition of wild-type (WT) PI3Kα. Here, we used molecular dynamics simulations and cryo-electron microscopy to identify an allosteric network that provides an explanation for how mutations favor PI3Kα activation. A DNA-encoded library screen leveraging electron microscopy-optimized constructs, differential enrichment, and an orthosteric-blocking compound led to the identification of RLY-2608, a first-in-class allosteric mutant-selective inhibitor of PI3Kα. RLY-2608 inhibited tumor growth in PIK3CA-mutant xenograft models with minimal impact on insulin, a marker of dysregulated glucose homeostasis. RLY-2608 elicited objective tumor responses in two patients diagnosed with advanced hormone receptor-positive breast cancer with kinase or helical domain PIK3CA mutations, with no observed WT PI3Kα-related toxicities. SIGNIFICANCE: Treatments for PIK3CA-mutant cancers are limited by toxicities associated with the inhibition of WT PI3Kα. Molecular dynamics, cryo-electron microscopy, and DNA-encoded libraries were used to develop RLY-2608, a first-in-class inhibitor that demonstrates mutant selectivity in patients. This marks the advance of clinical mutant-selective inhibition that overcomes limitations of orthosteric PI3Kα inhibitors. See related commentary by Gong and Vanhaesebroeck, p. 204 . See related article by Varkaris et al., p. 227 . This article is featured in Selected Articles from This Issue, p. 201.
Subject(s)
Breast Neoplasms , Hyperinsulinism , Humans , Female , Phosphoinositide-3 Kinase Inhibitors/therapeutic use , Cryoelectron Microscopy , Breast Neoplasms/drug therapy , Class I Phosphatidylinositol 3-Kinases/genetics , Hyperinsulinism/drug therapy , Hyperinsulinism/genetics , DNAABSTRACT
PURPOSE: Patients with relapsed or refractory T-cell acute lymphoblastic leukemia (T-ALL) or lymphoblastic lymphoma (T-LBL) have limited therapeutic options. Clinical use of genomic profiling provides an opportunity to identify targetable alterations to inform therapy. EXPERIMENTAL DESIGN: We describe a cohort of 14 pediatric patients with relapsed or refractory T-ALL enrolled on the Leukemia Precision-based Therapy (LEAP) Consortium trial (NCT02670525) and a patient with T-LBL, discovering alterations in platelet-derived growth factor receptor-α (PDGFRA) in 3 of these patients. We identified a novel mutation in PDGFRA, p.D842N, and used an integrated structural modeling and molecular biology approach to characterize mutations at D842 to guide therapeutic targeting. We conducted a preclinical study of avapritinib in a mouse patient-derived xenograft (PDX) model of FIP1L1-PDGFRA and PDGFRA p.D842N leukemia. RESULTS: Two patients with T-ALL in the LEAP cohort (14%) had targetable genomic alterations affecting PDGFRA, a FIP1-like 1 protein/PDGFRA (FIP1L1-PDGFRA) fusion and a novel mutation in PDGFRA, p.D842N. The D842N mutation resulted in PDGFRA activation and sensitivity to tested PDGFRA inhibitors. In a T-ALL PDX model, avapritinib treatment led to decreased leukemia burden, significantly prolonged survival, and even cured a subset of mice. Avapritinib treatment was well tolerated and yielded clinical benefit in a patient with refractory T-ALL. CONCLUSIONS: Refractory T-ALL has not been fully characterized. Alterations in PDGFRA or other targetable kinases may inform therapy for patients with refractory T-ALL who otherwise have limited treatment options. Clinical genomic profiling, in real time, is needed for fully informed therapeutic decision making.
Subject(s)
Precursor Cell Lymphoblastic Leukemia-Lymphoma , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma , Humans , Child , Animals , Mice , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/genetics , Receptor, Platelet-Derived Growth Factor alpha/genetics , Mutation , Receptor Protein-Tyrosine Kinases/genetics , T-LymphocytesABSTRACT
Advanced systemic mastocytosis (AdvSM) is a rare hematologic neoplasm driven by the KIT D816V mutation and associated with poor survival. This phase 1 study ( NCT02561988 ) evaluated avapritinib (BLU-285), a selective KIT D816V inhibitor, in patients with AdvSM. The primary endpoints were the maximum tolerated dose, recommended phase 2 dose and safety of avapritinib. Secondary endpoints included overall response rate and changes in measures of mast cell burden. Avapritinib was evaluated at doses of 30-400 mg once daily in 86 patients, 69 with centrally confirmed AdvSM. Maximum tolerated dose was not reached, and 200 mg and 300 mg daily were studied in dose-expansion cohorts. The most frequent adverse events observed were periorbital edema (69%), anemia (55%), diarrhea (45%), thrombocytopenia (44%) and nausea (44%). Intracranial bleeding occurred in 13% overall, but in only 1% of patients without severe thrombocytopenia (platelets <50 × 109/l). In 53 response-evaluable patients, the overall response rate was 75%. The complete remission rate was 36%. Avapritinib elicited ≥50% reductions in marrow mast cells and serum tryptase in 92% and 99% of patients, respectively. Avapritinib induced deep and durable responses, including molecular remission of KIT D816V in patients with AdvSM, and was well tolerated at the recommended phase 2 dose of 200 mg daily.
Subject(s)
Mastocytosis, Systemic/drug therapy , Pyrazoles/therapeutic use , Pyrroles/therapeutic use , Triazines/therapeutic use , Adult , Aged , Aged, 80 and over , Clinical Trials, Phase I as Topic , Dose-Response Relationship, Drug , Female , Humans , Male , Middle Aged , Pyrazoles/administration & dosage , Pyrazoles/adverse effects , Pyrazoles/pharmacokinetics , Pyrroles/administration & dosage , Pyrroles/adverse effects , Pyrroles/pharmacokinetics , Triazines/administration & dosage , Triazines/adverse effects , Triazines/pharmacokineticsABSTRACT
Advanced systemic mastocytosis (AdvSM) is a rare, KIT D816V-driven hematologic neoplasm characterized by mast cell infiltration and shortened survival. We report the results of a prespecified interim analysis of an ongoing pivotal single-arm phase 2 trial (no. NCT03580655 ) of avapritinib, a potent, selective KIT D816V inhibitor administered primarily at a once-daily starting dose of 200 mg in patients with AdvSM (n = 62). The primary endpoint was overall response rate (ORR). Secondary endpoints included mean baseline change in AdvSM-Symptom Assessment Form Total Symptom Score and quality of life, time to response, duration of response, progression-free survival, overall survival, changes in measures of disease burden and safety. The primary endpoint was successfully met (P = 1.6 × 10-9), with an ORR of 75% (95% confidence interval 57-89) in 32 response-evaluable patients with AdvSM who had sufficient follow-up for response assessment, including 19% with complete remission with full or partial hematologic recovery. Reductions of ≥50% from baseline in serum tryptase (93%), bone marrow mast cells (88%) and KIT D816V variant allele fraction (60%) were observed. The most frequent grade ≥3 adverse events were neutropenia (24%), thrombocytopenia (16%) and anemia (16%). Avapritinib demonstrated a high rate of clinical, morphological and molecular responses and was generally well tolerated in patients with AdvSM.
Subject(s)
Mastocytosis, Systemic/drug therapy , Pyrazoles/therapeutic use , Pyrroles/therapeutic use , Triazines/therapeutic use , Adult , Aged , Aged, 80 and over , Clinical Trials, Phase II as Topic , Female , Humans , Male , Middle Aged , Pyrazoles/adverse effects , Pyrroles/adverse effects , Triazines/adverse effectsABSTRACT
Purpose Clonal hematopoiesis of indeterminate potential (CHIP) is an age-related condition characterized by somatic mutations in the blood of otherwise healthy adults. We hypothesized that in patients undergoing autologous stem-cell transplantation (ASCT) for lymphoma, CHIP at the time of ASCT would be associated with an increased risk of myelodysplastic syndrome and acute myeloid leukemia, collectively termed therapy-related myeloid neoplasm (TMN), and other adverse outcomes. Methods We performed whole-exome sequencing on pre- and post-ASCT samples from 12 patients who developed TMN after autologous transplantation for Hodgkin lymphoma or non-Hodgkin lymphoma and targeted sequencing on cryopreserved aliquots of autologous stem-cell products from 401 patients who underwent ASCT for non-Hodgkin lymphoma between 2003 and 2010. We assessed the effect of CHIP at the time of ASCT on subsequent outcomes, including TMN, cause-specific mortality, and overall survival. Results For six of 12 patients in the exome sequencing cohort, mutations found in the TMN specimen were also detectable in the pre-ASCT specimen. In the targeted sequencing cohort, 120 patients (29.9%) had CHIP at the time of ASCT, which was associated with an increased rate of TMN (10-year cumulative incidence, 14.1% v 4.3% for those with and without CHIP, respectively; P = .002). Patients with CHIP had significantly inferior overall survival compared with those without CHIP (10-year overall survival, 30.4% v 60.9%, respectively; P < .001), including increased risk of death from TMN and cardiovascular disease. Conclusion In patients undergoing ASCT for lymphoma, CHIP at the time of transplantation is associated with inferior survival and increased risk of TMN.
Subject(s)
Hematopoietic Stem Cell Transplantation/adverse effects , Hodgkin Disease/therapy , Leukemia, Myeloid, Acute/etiology , Lymphoma, Non-Hodgkin/therapy , Myelodysplastic Syndromes/etiology , Neoplasms, Second Primary/etiology , Adolescent , Adult , Aged , Clone Cells , DNA (Cytosine-5-)-Methyltransferases/genetics , DNA Methyltransferase 3A , DNA Mutational Analysis , DNA-Binding Proteins/genetics , Dioxygenases , Exome , Female , Hematopoiesis , Humans , Leukemia, Myeloid, Acute/genetics , Male , Middle Aged , Myelodysplastic Syndromes/genetics , Neoplasms, Second Primary/genetics , Protein Phosphatase 2C/genetics , Proto-Oncogene Proteins/genetics , Repressor Proteins/genetics , Survival Rate , Transplantation, Autologous/adverse effects , Tumor Suppressor Protein p53/geneticsABSTRACT
The identification of membrane-associated and secreted genes that are differentially expressed is a useful step in defining new targets for the diagnosis and treatment of cancer. Extracting information on the subcellular localization of genes represented on DNA microarrays is difficult and is limited by the incomplete sequence and annotation that is available in existing databases. Here we combine a biochemical and bioinformatic approach to identify membrane-associated and secreted genes expressed in the MCF-7 breast cancer cell line. Our approach is based on the analysis of differential hybridization levels of RNAs that have been physically separated by virtue of their association with polysomes on the endoplasmic reticulum. This approach is specifically applicable to oligonucleotide microarrays such as Affymetrix, which use single-color hybridization instead of dual-color competitive hybridizations. Assignment to membrane-associated and secreted class membership is based on both the differential hybridization levels and an expression threshold, which are calculated empirically from data collected on a reference set of known cytoplasmic and membrane proteins. This method enabled the identification of 755 membrane-associated and secreted probe sets expressed in MCF-7 cells for which this annotation did not previously exist. The data were used to filter a previously reported expression dataset to identify membrane-associated and secreted genes which are associated with poor prognosis in breast cancer and represent potential targets for diagnosis and treatment. The approach reported here should provide a useful tool for the analysis of gene expression patterns, identifying membrane-associated or secreted genes with biological relevance that have the potential for clinical applications in diagnosis or treatment.
Subject(s)
Breast Neoplasms/genetics , Membrane Proteins/genetics , Neoplasm Proteins/genetics , Oligonucleotide Array Sequence Analysis/methods , Cell Line, Tumor , Cell Membrane/metabolism , Computational Biology , Cytoplasm/metabolism , Humans , Membrane Proteins/biosynthesis , Neoplasm Proteins/biosynthesis , Nucleic Acid Hybridization/methods , Oligonucleotide Array Sequence Analysis/standards , Polyribosomes/genetics , RNA, Messenger/genetics , RNA, Messenger/metabolism , Reference ValuesABSTRACT
Upfront resistance to chemotherapy and relapse following remission are critical problems in leukemia that are generally attributed to subpopulations of chemoresistant tumor cells. There are, however, limited means for prospectively identifying these subpopulations, which hinders an understanding of therapeutic resistance. BH3 profiling is a functional single-cell analysis using synthetic BCL-2 BH3 domain-like peptides that measures mitochondrial apoptotic sensitivity or "priming." Here, we observed that the extent of apoptotic priming is heterogeneous within multiple cancer cell lines and is not the result of experimental noise. Apoptotic priming was also heterogeneous in treatment-naive primary human acute myeloid leukemia (AML) myeloblasts, and this heterogeneity decreased in chemotherapy-treated AML patients. The priming of the most apoptosis-resistant tumor cells, rather than the median priming of the population, best predicted patient response to induction chemotherapy. For several patients, these poorly primed subpopulations of AML tumor cells were enriched for antiapoptotic proteins. Developing techniques to identify and understand these apoptosis-insensitive subpopulations of tumor cells may yield insights into clinical chemoresistance and potentially improve therapeutic outcomes in AML.
Subject(s)
Apoptosis/drug effects , Leukemia, Myeloid, Acute/pathology , Antineoplastic Agents, Phytogenic/pharmacology , Cell Line, Tumor , Cell Survival/drug effects , Drug Resistance, Neoplasm , Drug Screening Assays, Antitumor , Etoposide/pharmacology , Granulocyte Precursor Cells/drug effects , Granulocyte Precursor Cells/physiology , Humans , Inhibitory Concentration 50 , Leukemia, Myeloid, Acute/drug therapy , Mitochondria/drug effects , Single-Cell AnalysisABSTRACT
Relapsed paediatric acute lymphoblastic leukaemia (ALL) has high rates of treatment failure. Epigenetic regulators have been proposed as modulators of chemoresistance, here, we sequence genes encoding epigenetic regulators in matched diagnosis-remission-relapse ALL samples. We find significant enrichment of mutations in epigenetic regulators at relapse with recurrent somatic mutations in SETD2, CREBBP, MSH6, KDM6A and MLL2, mutations in signalling factors are not enriched. Somatic alterations in SETD2, including frameshift and nonsense mutations, are present at 12% in a large de novo ALL patient cohort. We conclude that the enrichment of mutations in epigenetic regulators at relapse is consistent with a role in mediating therapy resistance.
Subject(s)
Epigenesis, Genetic/genetics , Histone-Lysine N-Methyltransferase/genetics , Mutation/genetics , Precursor Cell Lymphoblastic Leukemia-Lymphoma/genetics , Treatment Failure , Base Sequence , DNA Primers/genetics , Exons/genetics , Humans , Molecular Sequence Data , Precursor Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , Recurrence , Sequence Analysis, DNAABSTRACT
PURPOSE: Recurrently mutated genes in myelodysplastic syndrome (MDS) are pathogenic drivers and powerfully associated with clinical phenotype and prognosis. Whether these types of mutations predict outcome after allogeneic hematopoietic stem-cell transplantation (HSCT) in patients with MDS is not known. PATIENTS AND METHODS: We used massively parallel sequencing to examine tumor samples collected from 87 patients with MDS before HSCT for coding mutations in 40 recurrently mutated MDS genes. RESULTS: Mutations were identified in 92% of patients, most frequently in the ASXL1 (29%), TP53 (21%), DNMT3A (18%), and RUNX1 (16%) genes. In univariable analyses, only TP53 mutations were associated with shorter overall (OS; hazard ratio [HR], 3.74; P < .001) and progression-free survival (HR, 3.97; P < .001). After adjustment for clinical variables associated with these end points, mutations in TP53 (HR, 2.30; P = .027), TET2 (HR, 2.40; P = .033), and DNMT3A (HR, 2.08; P = .049) were associated with decreased OS. In multivariable analysis including clinical variables, complex karyotype status, and candidate genes, mutations in TP53 (HR, 4.22; P ≤ .001) and TET2 (HR, 1.68; P = .037) were each independently associated with shorter OS. Nearly one half of patients (46%) carried a mutation in TP53, DNMT3A, or TET2 and accounted for 64% of deaths. Three-year OS in patients without these mutations was 59% (95% CI, 43% to 72%), versus 19% (95% CI, 9% to 33%) in patients with these mutations. CONCLUSION: Mutations in TP53, TET2, or DNMT3A identify patients with MDS with shorter OS after HSCT.
Subject(s)
Hematopoietic Stem Cell Transplantation/methods , Mutation , Myelodysplastic Syndromes/genetics , Myelodysplastic Syndromes/therapy , Adult , Aged , Disease-Free Survival , Female , Humans , Male , Middle Aged , Prognosis , Transplantation Conditioning , Transplantation, Autologous , Treatment Outcome , Young AdultABSTRACT
A key characteristic of hematopoietic stem cells (HSC) is the ability to self-renew. Several genes and signaling pathways control the fine balance between self-renewal and differentiation in HSC and potentially also in leukemic stem cells. Besides pathways such as Wnt signaling, Hedgehog signaling and Notch signaling, transcription factors (FoxOs) and cell fate determinants may also play a role in stem cells. While some of these pathways seem to be dispensable for maintenance of adult HSC, there may be a distinct requirement in leukemia stem cells for leukemic self-renewal. Here we will focus on self-renewal related signaling in myeloid leukemia stem cells and its therapeutic relevance.
Subject(s)
Hematopoietic Stem Cells/cytology , Leukemia, Myeloid/pathology , Neoplastic Stem Cells/pathology , Signal Transduction , Cell Proliferation , Homeostasis , Humans , Molecular Targeted TherapyABSTRACT
Transcription factors (TFs) and the regulatory proteins that control them play key roles in hematopoiesis, controlling basic processes of cell growth and differentiation; disruption of these processes may lead to leukemogenesis. Here we attempt to identify functionally novel and partially characterized TFs/regulatory proteins that are expressed in undifferentiated hematopoietic tissue. We surveyed our database of 15 970 genes/expressed sequence tags (ESTs) representing the normal human CD34(+) cells transcriptosome (http://westsun.hema.uic.edu/cd34.html), using the UniGene annotation text descriptor, to identify genes with motifs consistent with transcriptional regulators; 285 genes were identified. We also extracted the human homologues of the TFs reported in the murine stem cell database (SCdb; http://stemcell.princeton.edu/), selecting an additional 45 genes/ESTs. An exhaustive literature search of each of these 330 unique genes was performed to determine if any had been previously reported and to obtain additional characterizing information. Of the resulting gene list, 106 were considered to be potential TFs. Overall, the transcriptional regulator dataset consists of 165 novel or poorly characterized genes, including 25 that appeared to be TFs. Among these novel and poorly characterized genes are a cell growth regulatory with ring finger domain protein (CGR19, Hs.59106), an RB-associated CRAB repressor (RBAK, Hs.7222), a death-associated transcription factor 1 (DATF1, Hs.155313), and a p38-interacting protein (P38IP, Hs. 171185). The identification of these novel and partially characterized potential transcriptional regulators adds a wealth of information to understanding the molecular aspects of hematopoiesis and hematopoietic disorders.