Your browser doesn't support javascript.
loading
Show: 20 | 50 | 100
Results 1 - 20 de 34
Filter
1.
Cell Rep ; 43(3): 113826, 2024 Mar 26.
Article in English | MEDLINE | ID: mdl-38412093

ABSTRACT

Anaplastic thyroid carcinoma is arguably the most lethal human malignancy. It often co-occurs with differentiated thyroid cancers, yet the molecular origins of its aggressivity are unknown. We sequenced tumor DNA from 329 regions of thyroid cancer, including 213 from patients with primary anaplastic thyroid carcinomas. We also whole genome sequenced 9 patients using multi-region sequencing of both differentiated and anaplastic thyroid cancer components. Using these data, we demonstrate thatanaplastic thyroid carcinomas have a higher burden of mutations than other thyroid cancers, with distinct mutational signatures and molecular subtypes. Further, different cancer driver genes are mutated in anaplastic and differentiated thyroid carcinomas, even those arising in a single patient. Finally, we unambiguously demonstrate that anaplastic thyroid carcinomas share a genomic origin with co-occurring differentiated carcinomas and emerge from a common malignant field through acquisition of characteristic clonal driver mutations.


Subject(s)
Adenocarcinoma , Thyroid Carcinoma, Anaplastic , Thyroid Neoplasms , Humans , Thyroid Carcinoma, Anaplastic/genetics , Thyroid Carcinoma, Anaplastic/pathology , Thyroid Neoplasms/genetics , Thyroid Neoplasms/pathology , Mutation/genetics , Genomics
2.
bioRxiv ; 2023 Dec 09.
Article in English | MEDLINE | ID: mdl-38106088

ABSTRACT

Sequencing of bulk tumor populations has improved genetic classification and risk assessment of B-ALL, but does not directly examine intratumor heterogeneity or infer leukemia cellular origins. We profiled 89 B-ALL samples by single-cell RNA-seq (scRNA-seq) and compared them to a reference map of normal human B-cell development established using both functional and molecular assays. Intra-sample heterogeneity was driven by cell cycle, metabolism, differentiation, and inflammation transcriptional programs. By inference of B lineage developmental state composition, nearly all samples possessed a high abundance of pro-B cells, with variation between samples mainly driven by sub-populations. However, ZNF384- r and DUX4- r B-ALL showed composition enrichment of hematopoietic stem cells, BCR::ABL1 and KMT2A -r ALL of Early Lymphoid progenitors, MEF2D -r and TCF3::PBX1 of Pre-B cells. Enrichment of Early Lymphoid progenitors correlated with high-risk clinical features. Understanding variation in transcriptional programs and developmental states of B-ALL by scRNA-seq refines existing clinical and genomic classifications and improves prediction of treatment outcome.

3.
Nat Genet ; 55(7): 1186-1197, 2023 07.
Article in English | MEDLINE | ID: mdl-37337105

ABSTRACT

In BCR-ABL1 lymphoblastic leukemia, treatment heterogeneity to tyrosine kinase inhibitors (TKIs), especially in the absence of kinase domain mutations in BCR-ABL1, is poorly understood. Through deep molecular profiling, we uncovered three transcriptomic subtypes of BCR-ABL1 lymphoblastic leukemia, each representing a maturation arrest at a stage of B-cell progenitor differentiation. An earlier arrest was associated with lineage promiscuity, treatment refractoriness and poor patient outcomes. A later arrest was associated with lineage fidelity, durable leukemia remissions and improved patient outcomes. Each maturation arrest was marked by specific genomic events that control different transition points in B-cell development. Interestingly, these events were absent in BCR-ABL1+ preleukemic stem cells isolated from patients regardless of subtype, which supports that transcriptomic phenotypes are determined downstream of the leukemia-initialing event. Overall, our data indicate that treatment response and TKI efficacy are unexpected outcomes of the differentiation stage at which this leukemia transforms.


Subject(s)
Fusion Proteins, bcr-abl , Precursor Cell Lymphoblastic Leukemia-Lymphoma , Humans , Fusion Proteins, bcr-abl/genetics , Fusion Proteins, bcr-abl/metabolism , Transcriptome/genetics , Precursor Cell Lymphoblastic Leukemia-Lymphoma/genetics , Gene Expression Profiling , Cell Differentiation/genetics , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use
4.
Leukemia ; 36(11): 2690-2704, 2022 11.
Article in English | MEDLINE | ID: mdl-36131042

ABSTRACT

Many cancers are organized as cellular hierarchies sustained by cancer stem cells (CSC), whose eradication is crucial for achieving long-term remission. Difficulties to isolate and undertake in vitro and in vivo experimental studies of rare CSC under conditions that preserve their original properties currently constitute a bottleneck for identifying molecular mechanisms involving coding and non-coding genomic regions that govern stemness. We focussed on acute myeloid leukemia (AML) as a paradigm of the CSC model and developed a patient-derived system termed OCI-AML22 that recapitulates the cellular hierarchy driven by leukemia stem cells (LSC). Through classical flow sorting and functional analyses, we established that a single phenotypic population is highly enriched for LSC. The LSC fraction can be easily isolated and serially expanded in culture or in xenografts while faithfully recapitulating functional, transcriptional and epigenetic features of primary LSCs. A novel non-coding regulatory element was identified with a new computational approach using functionally validated primary AML LSC fractions and its role in LSC stemness validated through efficient CRISPR editing using methods optimized for OCI-AML22 LSC. Collectively, OCI-AML22 constitutes a valuable resource to uncover mechanisms governing CSC driven malignancies.


Subject(s)
Leukemia, Myeloid, Acute , Neoplastic Stem Cells , Humans , Neoplastic Stem Cells/pathology , Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/pathology
5.
Nat Med ; 28(6): 1212-1223, 2022 06.
Article in English | MEDLINE | ID: mdl-35618837

ABSTRACT

The treatment landscape of acute myeloid leukemia (AML) is evolving, with promising therapies entering clinical translation, yet patient responses remain heterogeneous, and biomarkers for tailoring treatment are lacking. To understand how disease heterogeneity links with therapy response, we determined the leukemia cell hierarchy makeup from bulk transcriptomes of more than 1,000 patients through deconvolution using single-cell reference profiles of leukemia stem, progenitor and mature cell types. Leukemia hierarchy composition was associated with functional, genomic and clinical properties and converged into four overall classes, spanning Primitive, Mature, GMP and Intermediate. Critically, variation in hierarchy composition along the Primitive versus GMP or Primitive versus Mature axes were associated with response to chemotherapy or drug sensitivity profiles of targeted therapies, respectively. A seven-gene biomarker derived from the Primitive versus Mature axis was associated with response to 105 investigational drugs. Cellular hierarchy composition constitutes a novel framework for understanding disease biology and advancing precision medicine in AML.


Subject(s)
Leukemia, Myeloid, Acute , Biomarkers , Humans , Leukemia, Myeloid, Acute/drug therapy , Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/metabolism
6.
Blood Cancer Discov ; 3(1): 16-31, 2022 01.
Article in English | MEDLINE | ID: mdl-35019858

ABSTRACT

Central nervous system (CNS) dissemination of B-precursor acute lymphoblastic leukemia (B-ALL) has poor prognosis and remains a therapeutic challenge. Here we performed targeted DNA sequencing as well as transcriptional and proteomic profiling of paired leukemia-infiltrating cells in the bone marrow (BM) and CNS of xenografts. Genes governing mRNA translation were upregulated in CNS leukemia, and subclonal genetic profiling confirmed this in both BM-concordant and BM-discordant CNS mutational populations. CNS leukemia cells were exquisitely sensitive to the translation inhibitor omacetaxine mepesuccinate, which reduced xenograft leptomeningeal disease burden. Proteomics demonstrated greater abundance of secreted proteins in CNS-infiltrating cells, including complement component 3 (C3), and drug targeting of C3 influenced CNS disease in xenografts. CNS-infiltrating cells also exhibited selection for stemness traits and metabolic reprogramming. Overall, our study identifies targeting of mRNA translation as a potential therapeutic approach for B-ALL leptomeningeal disease. SIGNIFICANCE: Cancer metastases are often driven by distinct subclones with unique biological properties. Here we show that in B-ALL CNS disease, the leptomeningeal environment selects for cells with unique functional dependencies. Pharmacologic inhibition of mRNA translation signaling treats CNS disease and offers a new therapeutic approach for this condition.This article is highlighted in the In This Issue feature, p. 1.


Subject(s)
Central Nervous System Diseases , Central Nervous System Neoplasms , Meningeal Neoplasms , Precursor Cell Lymphoblastic Leukemia-Lymphoma , Central Nervous System/metabolism , Central Nervous System Diseases/pathology , Central Nervous System Neoplasms/drug therapy , Humans , Meningeal Neoplasms/pathology , Precursor Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , Protein Biosynthesis/genetics , Proteomics
7.
Cell Stem Cell ; 28(10): 1838-1850.e10, 2021 10 07.
Article in English | MEDLINE | ID: mdl-34343492

ABSTRACT

It is critical to understand how human quiescent long-term hematopoietic stem cells (LT-HSCs) sense demand from daily and stress-mediated cues and then transition into bioenergetically active progeny to differentiate and meet these cellular needs. However, the demand-adapted regulatory circuits of these early steps of hematopoiesis are largely unknown. Here we show that lysosomes, sophisticated nutrient-sensing and signaling centers, are regulated dichotomously by transcription factor EB (TFEB) and MYC to balance catabolic and anabolic processes required for activating LT-HSCs and guiding their lineage fate. TFEB-mediated induction of the endolysosomal pathway causes membrane receptor degradation, limiting LT-HSC metabolic and mitogenic activation, promoting quiescence and self-renewal, and governing erythroid-myeloid commitment. In contrast, MYC engages biosynthetic processes while repressing lysosomal catabolism, driving LT-HSC activation. Our study identifies TFEB-mediated control of lysosomal activity as a central regulatory hub for proper and coordinated stem cell fate determination.


Subject(s)
Basic Helix-Loop-Helix Leucine Zipper Transcription Factors , Hematopoiesis , Hematopoietic Stem Cells , Cell Differentiation , Hematopoietic Stem Cells/cytology , Humans , Lysosomes , Signal Transduction
8.
Science ; 373(6551)2021 07 09.
Article in English | MEDLINE | ID: mdl-34244384

ABSTRACT

Children with Down syndrome have a 150-fold increased risk of developing myeloid leukemia, but the mechanism of predisposition is unclear. Because Down syndrome leukemogenesis initiates during fetal development, we characterized the cellular and developmental context of preleukemic initiation and leukemic progression using gene editing in human disomic and trisomic fetal hematopoietic cells and xenotransplantation. GATA binding protein 1 (GATA1) mutations caused transient preleukemia when introduced into trisomy 21 long-term hematopoietic stem cells, where a subset of chromosome 21 microRNAs affected predisposition to preleukemia. By contrast, progression to leukemia was independent of trisomy 21 and originated in various stem and progenitor cells through additional mutations in cohesin genes. CD117+/KIT proto-oncogene (KIT) cells mediated the propagation of preleukemia and leukemia, and KIT inhibition targeted preleukemic stem cells.


Subject(s)
Cell Cycle Proteins/genetics , Down Syndrome/genetics , GATA1 Transcription Factor/genetics , Hematopoietic Stem Cells/physiology , Leukemia, Myeloid/genetics , Preleukemia/genetics , Animals , Antigens, CD34/analysis , Cell Cycle Proteins/metabolism , Cell Lineage , Cell Proliferation , Cell Transformation, Neoplastic , Chromosomal Proteins, Non-Histone/genetics , Chromosomes, Human, Pair 21/genetics , Chromosomes, Human, Pair 21/metabolism , Disease Models, Animal , Disease Progression , Down Syndrome/complications , Female , GATA1 Transcription Factor/metabolism , Hematopoiesis , Hematopoietic Stem Cell Transplantation , Heterografts , Humans , Leukemia, Myeloid/metabolism , Leukemia, Myeloid/pathology , Liver/embryology , Male , Megakaryocytes/physiology , Mice , MicroRNAs/genetics , MicroRNAs/metabolism , Mutation , Preleukemia/metabolism , Preleukemia/pathology , Protein Kinase Inhibitors/pharmacology , Proto-Oncogene Mas , Proto-Oncogene Proteins c-kit/analysis , Proto-Oncogene Proteins c-kit/antagonists & inhibitors , Cohesins
9.
Nat Immunol ; 22(6): 723-734, 2021 06.
Article in English | MEDLINE | ID: mdl-33958784

ABSTRACT

Continuous supply of immune cells throughout life relies on the delicate balance in the hematopoietic stem cell (HSC) pool between long-term maintenance and meeting the demands of both normal blood production and unexpected stress conditions. Here we identified distinct subsets of human long-term (LT)-HSCs that responded differently to regeneration-mediated stress: an immune checkpoint ligand CD112lo subset that exhibited a transient engraftment restraint (termed latency) before contributing to hematopoietic reconstitution and a primed CD112hi subset that responded rapidly. This functional heterogeneity and CD112 expression are regulated by INKA1 through direct interaction with PAK4 and SIRT1, inducing epigenetic changes and defining an alternative state of LT-HSC quiescence that serves to preserve self-renewal and regenerative capacity upon regeneration-mediated stress. Collectively, our data uncovered the molecular intricacies underlying HSC heterogeneity and self-renewal regulation and point to latency as an orchestrated physiological response that balances blood cell demands with preserving a stem cell reservoir.


Subject(s)
Cell Self Renewal/immunology , Hematopoietic Stem Cells/physiology , Immune Reconstitution , Multipotent Stem Cells/physiology , Stress, Physiological/immunology , Adult , Animals , Cell Self Renewal/genetics , Cells, Cultured , Epigenesis, Genetic/immunology , Female , Fetal Blood/cytology , Flow Cytometry , Gene Knockdown Techniques , Hematopoiesis , Hematopoietic Stem Cell Transplantation/adverse effects , Humans , Immunomagnetic Separation , Infant, Newborn , Intracellular Signaling Peptides and Proteins/genetics , Intracellular Signaling Peptides and Proteins/metabolism , Male , Mice , Middle Aged , Nectins/metabolism , Primary Cell Culture , RNA-Seq , Single-Cell Analysis , Sirtuin 1/metabolism , Stress, Physiological/genetics , Transplantation, Heterologous , p21-Activated Kinases/genetics , p21-Activated Kinases/metabolism
10.
Blood Cancer Discov ; 2(1): 32-53, 2021 01 01.
Article in English | MEDLINE | ID: mdl-33458693

ABSTRACT

Acute myeloid leukemia (AML) is a caricature of normal hematopoiesis, driven from leukemia stem cells (LSC) that share some hematopoietic stem cell (HSC) programs including responsiveness to inflammatory signaling. Although inflammation dysregulates mature myeloid cells and influences stemness programs and lineage determination in HSC by activating stress myelopoiesis, such roles in LSC are poorly understood. Here, we show that S1PR3, a receptor for the bioactive lipid sphingosine-1-phosphate, is a central regulator which drives myeloid differentiation and activates inflammatory programs in both HSC and LSC. S1PR3-mediated inflammatory signatures varied in a continuum from primitive to mature myeloid states across AML patient cohorts, each with distinct phenotypic and clinical properties. S1PR3 was high in LSC and blasts of mature myeloid samples with linkages to chemosensitivity, while S1PR3 activation in primitive samples promoted LSC differentiation leading to eradication. Our studies open new avenues for therapeutic target identification specific for each AML subset.


Subject(s)
Leukemia, Myeloid, Acute , Neoplastic Stem Cells , Sphingosine-1-Phosphate Receptors , Cell Differentiation , Hematopoietic Stem Cells , Humans , Leukemia, Myeloid, Acute/drug therapy , Sphingosine-1-Phosphate Receptors/metabolism
11.
Cell Stem Cell ; 28(3): 488-501.e10, 2021 03 04.
Article in English | MEDLINE | ID: mdl-33242413

ABSTRACT

Lifelong blood production requires long-term hematopoietic stem cells (LT-HSCs), marked by stemness states involving quiescence and self-renewal, to transition into activated short-term HSCs (ST-HSCs) with reduced stemness. As few transcriptional changes underlie this transition, we used single-cell and bulk assay for transposase-accessible chromatin sequencing (ATAC-seq) on human HSCs and hematopoietic stem and progenitor cell (HSPC) subsets to uncover chromatin accessibility signatures, one including LT-HSCs (LT/HSPC signature) and another excluding LT-HSCs (activated HSPC [Act/HSPC] signature). These signatures inversely correlated during early hematopoietic commitment and differentiation. The Act/HSPC signature contains CCCTC-binding factor (CTCF) binding sites mediating 351 chromatin interactions engaged in ST-HSCs, but not LT-HSCs, enclosing multiple stemness pathway genes active in LT-HSCs and repressed in ST-HSCs. CTCF silencing derepressed stemness genes, restraining quiescent LT-HSCs from transitioning to activated ST-HSCs. Hence, 3D chromatin interactions centrally mediated by CTCF endow a gatekeeper function that governs the earliest fate transitions HSCs make by coordinating disparate stemness pathways linked to quiescence and self-renewal.


Subject(s)
Chromatin , Hematopoietic Stem Cells , Cell Differentiation , Cell Division , Hematopoiesis , Humans
12.
Cancer Discov ; 10(4): 568-587, 2020 04.
Article in English | MEDLINE | ID: mdl-32086311

ABSTRACT

Disease recurrence causes significant mortality in B-progenitor acute lymphoblastic leukemia (B-ALL). Genomic analysis of matched diagnosis and relapse samples shows relapse often arising from minor diagnosis subclones. However, why therapy eradicates some subclones while others survive and progress to relapse remains obscure. Elucidation of mechanisms underlying these differing fates requires functional analysis of isolated subclones. Here, large-scale limiting dilution xenografting of diagnosis and relapse samples, combined with targeted sequencing, identified and isolated minor diagnosis subclones that initiate an evolutionary trajectory toward relapse [termed diagnosis Relapse Initiating clones (dRI)]. Compared with other diagnosis subclones, dRIs were drug-tolerant with distinct engraftment and metabolic properties. Transcriptionally, dRIs displayed enrichment for chromatin remodeling, mitochondrial metabolism, proteostasis programs, and an increase in stemness pathways. The isolation and characterization of dRI subclones reveals new avenues for eradicating dRI cells by targeting their distinct metabolic and transcriptional pathways before further evolution renders them fully therapy-resistant. SIGNIFICANCE: Isolation and characterization of subclones from diagnosis samples of patients with B-ALL who relapsed showed that relapse-fated subclones had increased drug tolerance and distinct metabolic and survival transcriptional programs compared with other diagnosis subclones. This study provides strategies to identify and target clinically relevant subclones before further evolution toward relapse.


Subject(s)
Leukemia, Myeloid, Acute/genetics , Clone Cells , Female , Humans , Male , Recurrence
14.
Nat Genet ; 52(2): 231-240, 2020 02.
Article in English | MEDLINE | ID: mdl-31932696

ABSTRACT

Pancreatic adenocarcinoma presents as a spectrum of a highly aggressive disease in patients. The basis of this disease heterogeneity has proved difficult to resolve due to poor tumor cellularity and extensive genomic instability. To address this, a dataset of whole genomes and transcriptomes was generated from purified epithelium of primary and metastatic tumors. Transcriptome analysis demonstrated that molecular subtypes are a product of a gene expression continuum driven by a mixture of intratumoral subpopulations, which was confirmed by single-cell analysis. Integrated whole-genome analysis uncovered that molecular subtypes are linked to specific copy number aberrations in genes such as mutant KRAS and GATA6. By mapping tumor genetic histories, tetraploidization emerged as a key mutational process behind these events. Taken together, these data support the premise that the constellation of genomic aberrations in the tumor gives rise to the molecular subtype, and that disease heterogeneity is due to ongoing genomic instability during progression.


Subject(s)
Carcinoma, Pancreatic Ductal/genetics , Carcinoma, Pancreatic Ductal/pathology , Pancreatic Neoplasms/genetics , Pancreatic Neoplasms/pathology , Adult , Aged , Aged, 80 and over , Carcinoma, Pancreatic Ductal/drug therapy , Carcinoma, Pancreatic Ductal/mortality , Cohort Studies , Female , GATA6 Transcription Factor/genetics , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Genomic Instability , Humans , Male , Middle Aged , Pancreatic Neoplasms/drug therapy , Pancreatic Neoplasms/mortality , Phenotype , Proto-Oncogene Proteins p21(ras)/genetics , Smad4 Protein/genetics
16.
BMC Bioinformatics ; 20(1): 42, 2019 Jan 21.
Article in English | MEDLINE | ID: mdl-30665349

ABSTRACT

BACKGROUND: We introduce BPG, a framework for generating publication-quality, highly-customizable plots in the R statistical environment. RESULTS: This open-source package includes multiple methods of displaying high-dimensional datasets and facilitates generation of complex multi-panel figures, making it suitable for complex datasets. A web-based interactive tool allows online figure customization, from which R code can be downloaded for integration with computational pipelines. CONCLUSION: BPG provides a new approach for linking interactive and scripted data visualization and is available at http://labs.oicr.on.ca/boutros-lab/software/bpg or via CRAN at https://cran.r-project.org/web/packages/BoutrosLab.plotting.general.


Subject(s)
Data Analysis , Simulation Training/methods , Humans , Software
17.
Cancer Cell ; 35(2): 267-282.e7, 2019 02 11.
Article in English | MEDLINE | ID: mdl-30686769

ABSTRACT

We integrated clinical, genomic, and transcriptomic data from 224 primaries and 95 metastases from 289 patients to characterize progression of pancreatic ductal adenocarcinoma (PDAC). Driver gene alterations and mutational and expression-based signatures were preserved, with truncations, inversions, and translocations most conserved. Cell cycle progression (CCP) increased with sequential inactivation of tumor suppressors, yet remained higher in metastases, perhaps driven by cell cycle regulatory gene variants. Half of the cases were hypoxic by expression markers, overlapping with molecular subtypes. Paired tumor heterogeneity showed cancer cell migration by Halstedian progression. Multiple PDACs arising synchronously and metachronously in the same pancreas were actually intra-parenchymal metastases, not independent primary tumors. Established clinical co-variates dominated survival analyses, although CCP and hypoxia may inform clinical practice.


Subject(s)
Biomarkers, Tumor/genetics , Carcinoma, Pancreatic Ductal/genetics , Cell Cycle/genetics , Cell Movement/genetics , Cell Proliferation/genetics , Gene Expression Regulation, Neoplastic , Liver Neoplasms/genetics , Mutation , Pancreatic Neoplasms/genetics , Transcription, Genetic , Animals , Biomarkers, Tumor/metabolism , Carcinoma, Pancreatic Ductal/metabolism , Carcinoma, Pancreatic Ductal/secondary , Cell Cycle Proteins/genetics , Cell Cycle Proteins/metabolism , Genetic Predisposition to Disease , Humans , Israel , Liver Neoplasms/metabolism , Liver Neoplasms/secondary , Mice , Neoplasm Invasiveness , North America , Pancreatic Neoplasms/metabolism , Pancreatic Neoplasms/pathology , Phenotype , Transcription Factors/genetics , Transcription Factors/metabolism , Transcriptome , Tumor Hypoxia
19.
Int J Cancer ; 140(3): 662-673, 2017 Feb 01.
Article in English | MEDLINE | ID: mdl-27750381

ABSTRACT

Availability of lung cancer models that closely mimic human tumors remains a significant gap in cancer research, as tumor cell lines and mouse models may not recapitulate the spectrum of lung cancer heterogeneity seen in patients. We aimed to establish a patient-derived tumor xenograft (PDX) resource from surgically resected non-small cell lung cancer (NSCLC). Fresh tumor tissue from surgical resection was implanted and grown in the subcutaneous pocket of non-obese severe combined immune deficient (NOD SCID) gamma mice. Subsequent passages were in NOD SCID mice. A subset of matched patient and PDX tumors and non-neoplastic lung tissues were profiled by whole exome sequencing, single nucleotide polymorphism (SNP) and methylation arrays, and phosphotyrosine (pY)-proteome by mass spectrometry. The data were compared to published NSCLC datasets of NSCLC primary and cell lines. 127 stable PDXs were established from 441 lung carcinomas representing all major histological subtypes: 52 adenocarcinomas, 62 squamous cell carcinomas, one adeno-squamous carcinoma, five sarcomatoid carcinomas, five large cell neuroendocrine carcinomas, and two small cell lung cancers. Somatic mutations, gene copy number and expression profiles, and pY-proteome landscape of 36 PDXs showed greater similarity with patient tumors than with established cell lines. Novel somatic mutations on cancer associated genes were identified but only in PDXs, likely due to selective clonal growth in the PDXs that allows detection of these low allelic frequency mutations. The results provide the strongest evidence yet that PDXs established from lung cancers closely mimic the characteristics of patient primary tumors.


Subject(s)
Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/pathology , Heterografts/pathology , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Adult , Aged , Animals , Cell Line, Tumor , Disease Models, Animal , Female , Humans , Male , Mice , Mice, Inbred NOD , Mice, SCID , Middle Aged , Mutation/genetics , Polymorphism, Single Nucleotide/genetics , Xenograft Model Antitumor Assays/methods
20.
JAMA Oncol ; 3(6): 774-783, 2017 Jun 01.
Article in English | MEDLINE | ID: mdl-27768182

ABSTRACT

IMPORTANCE: Outcomes for patients with pancreatic ductal adenocarcinoma (PDAC) remain poor. Advances in next-generation sequencing provide a route to therapeutic approaches, and integrating DNA and RNA analysis with clinicopathologic data may be a crucial step toward personalized treatment strategies for this disease. OBJECTIVE: To classify PDAC according to distinct mutational processes, and explore their clinical significance. DESIGN, SETTING, AND PARTICIPANTS: We performed a retrospective cohort study of resected PDAC, using cases collected between 2008 and 2015 as part of the International Cancer Genome Consortium. The discovery cohort comprised 160 PDAC cases from 154 patients (148 primary; 12 metastases) that underwent tumor enrichment prior to whole-genome and RNA sequencing. The replication cohort comprised 95 primary PDAC cases that underwent whole-genome sequencing and expression microarray on bulk biospecimens. MAIN OUTCOMES AND MEASURES: Somatic mutations accumulate from sequence-specific processes creating signatures detectable by DNA sequencing. Using nonnegative matrix factorization, we measured the contribution of each signature to carcinogenesis, and used hierarchical clustering to subtype each cohort. We examined expression of antitumor immunity genes across subtypes to uncover biomarkers predictive of response to systemic therapies. RESULTS: The discovery cohort was 53% male (n = 79) and had a median age of 67 (interquartile range, 58-74) years. The replication cohort was 50% male (n = 48) and had a median age of 68 (interquartile range, 60-75) years. Five predominant mutational subtypes were identified that clustered PDAC into 4 major subtypes: age related, double-strand break repair, mismatch repair, and 1 with unknown etiology (signature 8). These were replicated and validated. Signatures were faithfully propagated from primaries to matched metastases, implying their stability during carcinogenesis. Twelve of 27 (45%) double-strand break repair cases lacked germline or somatic events in canonical homologous recombination genes-BRCA1, BRCA2, or PALB2. Double-strand break repair and mismatch repair subtypes were associated with increased expression of antitumor immunity, including activation of CD8-positive T lymphocytes (GZMA and PRF1) and overexpression of regulatory molecules (cytotoxic T-lymphocyte antigen 4, programmed cell death 1, and indolamine 2,3-dioxygenase 1), corresponding to higher frequency of somatic mutations and tumor-specific neoantigens. CONCLUSIONS AND RELEVANCE: Signature-based subtyping may guide personalized therapy of PDAC in the context of biomarker-driven prospective trials.


Subject(s)
Carcinoma, Pancreatic Ductal/genetics , Mutation , Pancreatic Neoplasms/genetics , Aged , CD8-Positive T-Lymphocytes/immunology , CTLA-4 Antigen/metabolism , Carcinoma, Pancreatic Ductal/immunology , DNA Breaks, Double-Stranded/drug effects , DNA Mismatch Repair/genetics , Fanconi Anemia Complementation Group N Protein , Female , Genes, BRCA1/physiology , Genes, BRCA2/physiology , Genetic Predisposition to Disease/genetics , Genome-Wide Association Study , Humans , Male , Middle Aged , Nuclear Proteins/genetics , Pancreatic Neoplasms/immunology , Prognosis , Programmed Cell Death 1 Receptor/metabolism , Retrospective Studies , Tumor Suppressor Proteins/genetics , Pancreatic Neoplasms
SELECTION OF CITATIONS
SEARCH DETAIL