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1.
Cell ; 187(2): 446-463.e16, 2024 01 18.
Artigo em Inglês | MEDLINE | ID: mdl-38242087

RESUMO

Treatment failure for the lethal brain tumor glioblastoma (GBM) is attributed to intratumoral heterogeneity and tumor evolution. We utilized 3D neuronavigation during surgical resection to acquire samples representing the whole tumor mapped by 3D spatial coordinates. Integrative tissue and single-cell analysis revealed sources of genomic, epigenomic, and microenvironmental intratumoral heterogeneity and their spatial patterning. By distinguishing tumor-wide molecular features from those with regional specificity, we inferred GBM evolutionary trajectories from neurodevelopmental lineage origins and initiating events such as chromothripsis to emergence of genetic subclones and spatially restricted activation of differential tumor and microenvironmental programs in the core, periphery, and contrast-enhancing regions. Our work depicts GBM evolution and heterogeneity from a 3D whole-tumor perspective, highlights potential therapeutic targets that might circumvent heterogeneity-related failures, and establishes an interactive platform enabling 360° visualization and analysis of 3D spatial patterns for user-selected genes, programs, and other features across whole GBM tumors.


Assuntos
Neoplasias Encefálicas , Glioblastoma , Modelos Biológicos , Humanos , Neoplasias Encefálicas/genética , Neoplasias Encefálicas/patologia , Epigenômica , Genômica , Glioblastoma/genética , Glioblastoma/patologia , Análise de Célula Única , Microambiente Tumoral , Heterogeneidade Genética
2.
Cell ; 184(8): 2239-2254.e39, 2021 04 15.
Artigo em Inglês | MEDLINE | ID: mdl-33831375

RESUMO

Intra-tumor heterogeneity (ITH) is a mechanism of therapeutic resistance and therefore an important clinical challenge. However, the extent, origin, and drivers of ITH across cancer types are poorly understood. To address this, we extensively characterize ITH across whole-genome sequences of 2,658 cancer samples spanning 38 cancer types. Nearly all informative samples (95.1%) contain evidence of distinct subclonal expansions with frequent branching relationships between subclones. We observe positive selection of subclonal driver mutations across most cancer types and identify cancer type-specific subclonal patterns of driver gene mutations, fusions, structural variants, and copy number alterations as well as dynamic changes in mutational processes between subclonal expansions. Our results underline the importance of ITH and its drivers in tumor evolution and provide a pan-cancer resource of comprehensively annotated subclonal events from whole-genome sequencing data.


Assuntos
Heterogeneidade Genética , Neoplasias/genética , Variações do Número de Cópias de DNA , DNA de Neoplasias/química , DNA de Neoplasias/metabolismo , Bases de Dados Genéticas , Resistencia a Medicamentos Antineoplásicos/genética , Humanos , Neoplasias/patologia , Polimorfismo de Nucleotídeo Único , Sequenciamento Completo do Genoma
3.
Cell ; 184(26): 6262-6280.e26, 2021 12 22.
Artigo em Inglês | MEDLINE | ID: mdl-34910928

RESUMO

Colorectal cancers (CRCs) arise from precursor polyps whose cellular origins, molecular heterogeneity, and immunogenic potential may reveal diagnostic and therapeutic insights when analyzed at high resolution. We present a single-cell transcriptomic and imaging atlas of the two most common human colorectal polyps, conventional adenomas and serrated polyps, and their resulting CRC counterparts. Integrative analysis of 128 datasets from 62 participants reveals adenomas arise from WNT-driven expansion of stem cells, while serrated polyps derive from differentiated cells through gastric metaplasia. Metaplasia-associated damage is coupled to a cytotoxic immune microenvironment preceding hypermutation, driven partly by antigen-presentation differences associated with tumor cell-differentiation status. Microsatellite unstable CRCs contain distinct non-metaplastic regions where tumor cells acquire stem cell properties and cytotoxic immune cells are depleted. Our multi-omic atlas provides insights into malignant progression of colorectal polyps and their microenvironment, serving as a framework for precision surveillance and prevention of CRC.


Assuntos
Pólipos do Colo/patologia , Neoplasias Colorretais/patologia , Microambiente Tumoral , Imunidade Adaptativa , Adenoma/genética , Adenoma/patologia , Adulto , Idoso , Animais , Carcinogênese/genética , Carcinogênese/patologia , Morte Celular , Diferenciação Celular , Pólipos do Colo/genética , Pólipos do Colo/imunologia , Neoplasias Colorretais/genética , Neoplasias Colorretais/imunologia , Progressão da Doença , Feminino , Regulação Neoplásica da Expressão Gênica , Redes Reguladoras de Genes , Heterogeneidade Genética , Humanos , Masculino , Camundongos , Pessoa de Meia-Idade , Mutação/genética , Células-Tronco Neoplásicas/metabolismo , Células-Tronco Neoplásicas/patologia , RNA-Seq , Reprodutibilidade dos Testes , Análise de Célula Única , Microambiente Tumoral/imunologia
4.
Cell ; 184(1): 226-242.e21, 2021 01 07.
Artigo em Inglês | MEDLINE | ID: mdl-33417860

RESUMO

Cancer cells enter a reversible drug-tolerant persister (DTP) state to evade death from chemotherapy and targeted agents. It is increasingly appreciated that DTPs are important drivers of therapy failure and tumor relapse. We combined cellular barcoding and mathematical modeling in patient-derived colorectal cancer models to identify and characterize DTPs in response to chemotherapy. Barcode analysis revealed no loss of clonal complexity of tumors that entered the DTP state and recurred following treatment cessation. Our data fit a mathematical model where all cancer cells, and not a small subpopulation, possess an equipotent capacity to become DTPs. Mechanistically, we determined that DTPs display remarkable transcriptional and functional similarities to diapause, a reversible state of suspended embryonic development triggered by unfavorable environmental conditions. Our study provides insight into how cancer cells use a developmentally conserved mechanism to drive the DTP state, pointing to novel therapeutic opportunities to target DTPs.


Assuntos
Antineoplásicos/uso terapêutico , Neoplasias Colorretais/tratamento farmacológico , Diapausa , Resistencia a Medicamentos Antineoplásicos , Animais , Antineoplásicos/farmacologia , Autofagia/efeitos dos fármacos , Autofagia/genética , Linhagem Celular Tumoral , Células Clonais , Neoplasias Colorretais/genética , Neoplasias Colorretais/patologia , Resistencia a Medicamentos Antineoplásicos/efeitos dos fármacos , Embrião de Mamíferos/efeitos dos fármacos , Embrião de Mamíferos/metabolismo , Perfilação da Expressão Gênica , Regulação Neoplásica da Expressão Gênica/efeitos dos fármacos , Heterogeneidade Genética/efeitos dos fármacos , Humanos , Irinotecano/farmacologia , Irinotecano/uso terapêutico , Camundongos Endogâmicos NOD , Camundongos SCID , Modelos Biológicos , Transdução de Sinais/efeitos dos fármacos , Regulação para Cima/efeitos dos fármacos , Regulação para Cima/genética , Ensaios Antitumorais Modelo de Xenoenxerto
5.
Cell ; 183(4): 890-904.e29, 2020 11 12.
Artigo em Inglês | MEDLINE | ID: mdl-33157037

RESUMO

The Eastern Eurasian Steppe was home to historic empires of nomadic pastoralists, including the Xiongnu and the Mongols. However, little is known about the region's population history. Here, we reveal its dynamic genetic history by analyzing new genome-wide data for 214 ancient individuals spanning 6,000 years. We identify a pastoralist expansion into Mongolia ca. 3000 BCE, and by the Late Bronze Age, Mongolian populations were biogeographically structured into three distinct groups, all practicing dairy pastoralism regardless of ancestry. The Xiongnu emerged from the mixing of these populations and those from surrounding regions. By comparison, the Mongols exhibit much higher eastern Eurasian ancestry, resembling present-day Mongolic-speaking populations. Our results illuminate the complex interplay between genetic, sociopolitical, and cultural changes on the Eastern Steppe.


Assuntos
Genética Populacional , Pradaria , Arqueologia , Europa (Continente) , Feminino , Frequência do Gene/genética , Pool Gênico , Heterogeneidade Genética , Genoma Humano , Geografia , Haplótipos/genética , História Antiga , Humanos , Masculino , Mongólia , Análise de Componente Principal , Fatores de Tempo
6.
Nat Immunol ; 23(2): 159-164, 2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-34667308

RESUMO

SARS-CoV-2 infections display tremendous interindividual variability, ranging from asymptomatic infections to life-threatening disease. Inborn errors of, and autoantibodies directed against, type I interferons (IFNs) account for about 20% of critical COVID-19 cases among SARS-CoV-2-infected individuals. By contrast, the genetic and immunological determinants of resistance to infection per se remain unknown. Following the discovery that autosomal recessive deficiency in the DARC chemokine receptor confers resistance to Plasmodium vivax, autosomal recessive deficiencies of chemokine receptor 5 (CCR5) and the enzyme FUT2 were shown to underlie resistance to HIV-1 and noroviruses, respectively. Along the same lines, we propose a strategy for identifying, recruiting, and genetically analyzing individuals who are naturally resistant to SARS-CoV-2 infection.


Assuntos
COVID-19/genética , Resistência à Doença/genética , Predisposição Genética para Doença , SARS-CoV-2/patogenicidade , Animais , COVID-19/imunologia , COVID-19/virologia , Heterogeneidade Genética , Interações Hospedeiro-Patógeno , Humanos , Fenótipo , Fatores de Proteção , Medição de Risco , Fatores de Risco , SARS-CoV-2/imunologia
7.
Cell ; 179(4): 846-863.e24, 2019 10 31.
Artigo em Inglês | MEDLINE | ID: mdl-31668803

RESUMO

Dendritic cells (DCs) play a critical role in orchestrating adaptive immune responses due to their unique ability to initiate T cell responses and direct their differentiation into effector lineages. Classical DCs have been divided into two subsets, cDC1 and cDC2, based on phenotypic markers and their distinct abilities to prime CD8 and CD4 T cells. While the transcriptional regulation of the cDC1 subset has been well characterized, cDC2 development and function remain poorly understood. By combining transcriptional and chromatin analyses with genetic reporter expression, we identified two principal cDC2 lineages defined by distinct developmental pathways and transcriptional regulators, including T-bet and RORγt, two key transcription factors known to define innate and adaptive lymphocyte subsets. These novel cDC2 lineages were characterized by distinct metabolic and functional programs. Extending our findings to humans revealed conserved DC heterogeneity and the presence of the newly defined cDC2 subsets in human cancer.


Assuntos
Diferenciação Celular/genética , Linhagem da Célula/genética , Heterogeneidade Genética , Neoplasias/imunologia , Imunidade Adaptativa/genética , Animais , Diferenciação Celular/imunologia , Cromatina/genética , Células Dendríticas/imunologia , Regulação da Expressão Gênica no Desenvolvimento , Humanos , Imunidade Inata/genética , Subpopulações de Linfócitos/imunologia , Subpopulações de Linfócitos/metabolismo , Camundongos , Neoplasias/genética , Linfócitos T/imunologia , Linfócitos T/metabolismo , Transcrição Gênica/imunologia
8.
Cell ; 178(4): 835-849.e21, 2019 08 08.
Artigo em Inglês | MEDLINE | ID: mdl-31327527

RESUMO

Diverse genetic, epigenetic, and developmental programs drive glioblastoma, an incurable and poorly understood tumor, but their precise characterization remains challenging. Here, we use an integrative approach spanning single-cell RNA-sequencing of 28 tumors, bulk genetic and expression analysis of 401 specimens from the The Cancer Genome Atlas (TCGA), functional approaches, and single-cell lineage tracing to derive a unified model of cellular states and genetic diversity in glioblastoma. We find that malignant cells in glioblastoma exist in four main cellular states that recapitulate distinct neural cell types, are influenced by the tumor microenvironment, and exhibit plasticity. The relative frequency of cells in each state varies between glioblastoma samples and is influenced by copy number amplifications of the CDK4, EGFR, and PDGFRA loci and by mutations in the NF1 locus, which each favor a defined state. Our work provides a blueprint for glioblastoma, integrating the malignant cell programs, their plasticity, and their modulation by genetic drivers.


Assuntos
Neoplasias Encefálicas/genética , Plasticidade Celular/genética , Glioblastoma/genética , Adolescente , Idoso , Animais , Neoplasias Encefálicas/patologia , Linhagem Celular Tumoral , Linhagem da Célula/genética , Criança , Estudos de Coortes , Modelos Animais de Doenças , Feminino , Heterogeneidade Genética , Glioblastoma/patologia , Xenoenxertos , Humanos , Lactente , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Endogâmicos NOD , Pessoa de Meia-Idade , Mutação , RNA-Seq , Análise de Célula Única/métodos , Microambiente Tumoral/genética
9.
Cell ; 179(1): 219-235.e21, 2019 09 19.
Artigo em Inglês | MEDLINE | ID: mdl-31522890

RESUMO

Although clonal neo-antigen burden is associated with improved response to immune therapy, the functional basis for this remains unclear. Here we study this question in a novel controlled mouse melanoma model that enables us to explore the effects of intra-tumor heterogeneity (ITH) on tumor aggressiveness and immunity independent of tumor mutational burden. Induction of UVB-derived mutations yields highly aggressive tumors with decreased anti-tumor activity. However, single-cell-derived tumors with reduced ITH are swiftly rejected. Their rejection is accompanied by increased T cell reactivity and a less suppressive microenvironment. Using phylogenetic analyses and mixing experiments of single-cell clones, we dissect two characteristics of ITH: the number of clones forming the tumor and their clonal diversity. Our analysis of melanoma patient tumor data recapitulates our results in terms of overall survival and response to immune checkpoint therapy. These findings highlight the importance of clonal mutations in robust immune surveillance and the need to quantify patient ITH to determine the response to checkpoint blockade.


Assuntos
Heterogeneidade Genética/efeitos da radiação , Melanoma/genética , Melanoma/imunologia , Neoplasias Cutâneas/genética , Neoplasias Cutâneas/imunologia , Raios Ultravioleta/efeitos adversos , Animais , Carcinogênese/genética , Linhagem Celular Tumoral , Estudos de Coortes , Modelos Animais de Doenças , Feminino , Humanos , Linfócitos do Interstício Tumoral , Melanoma/mortalidade , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Endogâmicos NOD , Camundongos Knockout , Mutação/efeitos da radiação , Filogenia , Neoplasias Cutâneas/mortalidade , Taxa de Sobrevida , Linfócitos T/imunologia , Microambiente Tumoral/imunologia , Microambiente Tumoral/efeitos da radiação
10.
Cell ; 172(1-2): 373-386.e10, 2018 01 11.
Artigo em Inglês | MEDLINE | ID: mdl-29224780

RESUMO

Breast cancer (BC) comprises multiple distinct subtypes that differ genetically, pathologically, and clinically. Here, we describe a robust protocol for long-term culturing of human mammary epithelial organoids. Using this protocol, >100 primary and metastatic BC organoid lines were generated, broadly recapitulating the diversity of the disease. BC organoid morphologies typically matched the histopathology, hormone receptor status, and HER2 status of the original tumor. DNA copy number variations as well as sequence changes were consistent within tumor-organoid pairs and largely retained even after extended passaging. BC organoids furthermore populated all major gene-expression-based classification groups and allowed in vitro drug screens that were consistent with in vivo xeno-transplantations and patient response. This study describes a representative collection of well-characterized BC organoids available for cancer research and drug development, as well as a strategy to assess in vitro drug response in a personalized fashion.


Assuntos
Neoplasias da Mama/patologia , Heterogeneidade Genética , Organoides/patologia , Bancos de Tecidos , Animais , Antineoplásicos/farmacologia , Neoplasias da Mama/genética , Células Cultivadas , Ensaios de Seleção de Medicamentos Antitumorais/métodos , Feminino , Humanos , Camundongos , Camundongos Nus , Organoides/efeitos dos fármacos , Medicina de Precisão/métodos
11.
Cell ; 173(3): 595-610.e11, 2018 04 19.
Artigo em Inglês | MEDLINE | ID: mdl-29656894

RESUMO

The evolutionary features of clear-cell renal cell carcinoma (ccRCC) have not been systematically studied to date. We analyzed 1,206 primary tumor regions from 101 patients recruited into the multi-center prospective study, TRACERx Renal. We observe up to 30 driver events per tumor and show that subclonal diversification is associated with known prognostic parameters. By resolving the patterns of driver event ordering, co-occurrence, and mutual exclusivity at clone level, we show the deterministic nature of clonal evolution. ccRCC can be grouped into seven evolutionary subtypes, ranging from tumors characterized by early fixation of multiple mutational and copy number drivers and rapid metastases to highly branched tumors with >10 subclonal drivers and extensive parallel evolution associated with attenuated progression. We identify genetic diversity and chromosomal complexity as determinants of patient outcome. Our insights reconcile the variable clinical behavior of ccRCC and suggest evolutionary potential as a biomarker for both intervention and surveillance.


Assuntos
Carcinoma de Células Renais/genética , Carcinoma de Células Renais/patologia , Neoplasias Renais/genética , Neoplasias Renais/patologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Alelos , Biomarcadores Tumorais , Cromossomos , Evolução Clonal , Progressão da Doença , Evolução Molecular , Feminino , Heterogeneidade Genética , Variação Genética , Humanos , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Modelos Estatísticos , Mutação , Metástase Neoplásica , Fenótipo , Filogenia , Prognóstico , Estudos Prospectivos , Análise de Sequência de DNA
12.
Cell ; 175(2): 372-386.e17, 2018 10 04.
Artigo em Inglês | MEDLINE | ID: mdl-30270042

RESUMO

Intestinal mesenchymal cells play essential roles in epithelial homeostasis, matrix remodeling, immunity, and inflammation. But the extent of heterogeneity within the colonic mesenchyme in these processes remains unknown. Using unbiased single-cell profiling of over 16,500 colonic mesenchymal cells, we reveal four subsets of fibroblasts expressing divergent transcriptional regulators and functional pathways, in addition to pericytes and myofibroblasts. We identified a niche population located in proximity to epithelial crypts expressing SOX6, F3 (CD142), and WNT genes essential for colonic epithelial stem cell function. In colitis, we observed dysregulation of this niche and emergence of an activated mesenchymal population. This subset expressed TNF superfamily member 14 (TNFSF14), fibroblastic reticular cell-associated genes, IL-33, and Lysyl oxidases. Further, it induced factors that impaired epithelial proliferation and maturation and contributed to oxidative stress and disease severity in vivo. Our work defines how the colonic mesenchyme remodels to fuel inflammation and barrier dysfunction in IBD.


Assuntos
Doenças Inflamatórias Intestinais/fisiopatologia , Mesoderma/fisiologia , Animais , Proliferação de Células , Colite/genética , Colite/fisiopatologia , Colo/fisiologia , Células Epiteliais/metabolismo , Fibroblastos/fisiologia , Heterogeneidade Genética , Homeostase , Humanos , Inflamação , Mucosa Intestinal/imunologia , Mucosa Intestinal/fisiologia , Intestinos/imunologia , Intestinos/fisiologia , Células-Tronco Mesenquimais/fisiologia , Mesoderma/metabolismo , Camundongos , Camundongos Endogâmicos C57BL , Miofibroblastos , Pericitos , Células RAW 264.7 , Fatores de Transcrição SOXD/fisiologia , Análise de Célula Única/métodos , Tromboplastina/fisiologia , Membro 14 da Superfamília de Ligantes de Fatores de Necrose Tumoral/genética , Via de Sinalização Wnt/fisiologia
13.
Cell ; 168(4): 613-628, 2017 02 09.
Artigo em Inglês | MEDLINE | ID: mdl-28187284

RESUMO

Intratumor heterogeneity, which fosters tumor evolution, is a key challenge in cancer medicine. Here, we review data and technologies that have revealed intra-tumor heterogeneity across cancer types and the dynamics, constraints, and contingencies inherent to tumor evolution. We emphasize the importance of macro-evolutionary leaps, often involving large-scale chromosomal alterations, in driving tumor evolution and metastasis and consider the role of the tumor microenvironment in engendering heterogeneity and drug resistance. We suggest that bold approaches to drug development, harnessing the adaptive properties of the immune-microenvironment while limiting those of the tumor, combined with advances in clinical trial-design, will improve patient outcome.


Assuntos
Heterogeneidade Genética , Neoplasias/tratamento farmacológico , Neoplasias/genética , Animais , Resistencia a Medicamentos Antineoplásicos , Instabilidade Genômica , Humanos , Mutação , Neoplasias/patologia
14.
Cell ; 169(2): 229-242.e21, 2017 04 06.
Artigo em Inglês | MEDLINE | ID: mdl-28388408

RESUMO

Phenotypic variability is a hallmark of diseases involving chromosome gains and losses, such as Down syndrome and cancer. Allelic variances have been thought to be the sole cause of this heterogeneity. Here, we systematically examine the consequences of gaining and losing single or multiple chromosomes to show that the aneuploid state causes non-genetic phenotypic variability. Yeast cell populations harboring the same defined aneuploidy exhibit heterogeneity in cell-cycle progression and response to environmental perturbations. Variability increases with degree of aneuploidy and is partly due to gene copy number imbalances, suggesting that subtle changes in gene expression impact the robustness of biological networks and cause alternate behaviors when they occur across many genes. As inbred trisomic mice also exhibit variable phenotypes, we further propose that non-genetic individuality is a universal characteristic of the aneuploid state that may contribute to variability in presentation and treatment responses of diseases caused by aneuploidy.


Assuntos
Aneuploidia , Heterogeneidade Genética , Fenótipo , Animais , Ciclo Celular , Divisão Celular , Dano ao DNA , Regulação da Expressão Gênica , Cinética , Camundongos , Saccharomyces cerevisiae/citologia , Saccharomyces cerevisiae/genética
15.
Cell ; 168(4): 584-599, 2017 02 09.
Artigo em Inglês | MEDLINE | ID: mdl-28187282

RESUMO

Early successes in identifying and targeting individual oncogenic drivers, together with the increasing feasibility of sequencing tumor genomes, have brought forth the promise of genome-driven oncology care. As we expand the breadth and depth of genomic analyses, the biological and clinical complexity of its implementation will be unparalleled. Challenges include target credentialing and validation, implementing drug combinations, clinical trial designs, targeting tumor heterogeneity, and deploying technologies beyond DNA sequencing, among others. We review how contemporary approaches are tackling these challenges and will ultimately serve as an engine for biological discovery and increase our insight into cancer and its treatment.


Assuntos
Genômica , Neoplasias/tratamento farmacológico , Neoplasias/genética , Medicina de Precisão , Animais , Resistencia a Medicamentos Antineoplásicos , Heterogeneidade Genética , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Terapia de Alvo Molecular , Mutação de Sentido Incorreto , Análise de Sequência de DNA
16.
Physiol Rev ; 103(1): 433-513, 2023 01 01.
Artigo em Inglês | MEDLINE | ID: mdl-35951482

RESUMO

Developmental and epileptic encephalopathies (DEEs) are a heterogeneous group of disorders characterized by early-onset, often severe epileptic seizures and EEG abnormalities on a background of developmental impairment that tends to worsen as a consequence of epilepsy. DEEs may result from both nongenetic and genetic etiologies. Genetic DEEs have been associated with mutations in many genes involved in different functions including cell migration, proliferation, and organization, neuronal excitability, and synapse transmission and plasticity. Functional studies performed in different animal models and clinical trials on patients have contributed to elucidate pathophysiological mechanisms underlying many DEEs and have explored the efficacy of different treatments. Here, we provide an extensive review of the phenotypic spectrum included in the DEEs and of the genetic determinants and pathophysiological mechanisms underlying these conditions. We also provide a brief overview of the most effective treatment now available and of the emerging therapeutic approaches.


Assuntos
Epilepsia , Animais , Epilepsia/genética , Heterogeneidade Genética , Mutação
17.
Cell ; 162(1): 184-97, 2015 Jul 02.
Artigo em Inglês | MEDLINE | ID: mdl-26095251

RESUMO

Acute myeloid leukemia (AML) manifests as phenotypically and functionally diverse cells, often within the same patient. Intratumor phenotypic and functional heterogeneity have been linked primarily by physical sorting experiments, which assume that functionally distinct subpopulations can be prospectively isolated by surface phenotypes. This assumption has proven problematic, and we therefore developed a data-driven approach. Using mass cytometry, we profiled surface and intracellular signaling proteins simultaneously in millions of healthy and leukemic cells. We developed PhenoGraph, which algorithmically defines phenotypes in high-dimensional single-cell data. PhenoGraph revealed that the surface phenotypes of leukemic blasts do not necessarily reflect their intracellular state. Using hematopoietic progenitors, we defined a signaling-based measure of cellular phenotype, which led to isolation of a gene expression signature that was predictive of survival in independent cohorts. This study presents new methods for large-scale analysis of single-cell heterogeneity and demonstrates their utility, yielding insights into AML pathophysiology.


Assuntos
Biologia Computacional/métodos , Leucemia Mieloide Aguda/genética , Leucemia Mieloide Aguda/fisiopatologia , Análise de Célula Única/métodos , Medula Óssea/patologia , Criança , Estudos de Coortes , Heterogeneidade Genética , Humanos , Leucemia Mieloide Aguda/diagnóstico , Leucemia Mieloide Aguda/patologia , Células-Tronco Neoplásicas/patologia , Transcriptoma
18.
Nature ; 629(8012): 679-687, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38693266

RESUMO

Pancreatic intraepithelial neoplasias (PanINs) are the most common precursors of pancreatic cancer, but their small size and inaccessibility in humans make them challenging to study1. Critically, the number, dimensions and connectivity of human PanINs remain largely unknown, precluding important insights into early cancer development. Here, we provide a microanatomical survey of human PanINs by analysing 46 large samples of grossly normal human pancreas with a machine-learning pipeline for quantitative 3D histological reconstruction at single-cell resolution. To elucidate genetic relationships between and within PanINs, we developed a workflow in which 3D modelling guides multi-region microdissection and targeted and whole-exome sequencing. From these samples, we calculated a mean burden of 13 PanINs per cm3 and extrapolated that the normal intact adult pancreas harbours hundreds of PanINs, almost all with oncogenic KRAS hotspot mutations. We found that most PanINs originate as independent clones with distinct somatic mutation profiles. Some spatially continuous PanINs were found to contain multiple KRAS mutations; computational and in situ analyses demonstrated that different KRAS mutations localize to distinct cell subpopulations within these neoplasms, indicating their polyclonal origins. The extensive multifocality and genetic heterogeneity of PanINs raises important questions about mechanisms that drive precancer initiation and confer differential progression risk in the human pancreas. This detailed 3D genomic mapping of molecular alterations in human PanINs provides an empirical foundation for early detection and rational interception of pancreatic cancer.


Assuntos
Heterogeneidade Genética , Genômica , Imageamento Tridimensional , Neoplasias Pancreáticas , Lesões Pré-Cancerosas , Análise de Célula Única , Adulto , Feminino , Humanos , Masculino , Células Clonais/metabolismo , Células Clonais/patologia , Sequenciamento do Exoma , Aprendizado de Máquina , Mutação , Pâncreas/anatomia & histologia , Pâncreas/citologia , Pâncreas/metabolismo , Pâncreas/patologia , Neoplasias Pancreáticas/genética , Neoplasias Pancreáticas/patologia , Lesões Pré-Cancerosas/genética , Lesões Pré-Cancerosas/patologia , Fluxo de Trabalho , Progressão da Doença , Detecção Precoce de Câncer , Oncogenes/genética
19.
Nat Immunol ; 18(4): 422-432, 2017 04.
Artigo em Inglês | MEDLINE | ID: mdl-28218746

RESUMO

During microbial infection, responding CD8+ T lymphocytes differentiate into heterogeneous subsets that together provide immediate and durable protection. To elucidate the dynamic transcriptional changes that underlie this process, we applied a single-cell RNA-sequencing approach and analyzed individual CD8+ T lymphocytes sequentially throughout the course of a viral infection in vivo. Our analyses revealed a striking transcriptional divergence among cells that had undergone their first division and identified previously unknown molecular determinants that controlled the fate specification of CD8+ T lymphocytes. Our findings suggest a model for the differentiation of terminal effector cells initiated by an early burst of transcriptional activity and subsequently refined by epigenetic silencing of transcripts associated with memory lymphocytes, which highlights the power and necessity of single-cell approaches.


Assuntos
Linfócitos T CD8-Positivos/citologia , Linfócitos T CD8-Positivos/metabolismo , Diferenciação Celular/genética , Epigênese Genética , Transcrição Gênica , Animais , Linfócitos T CD8-Positivos/imunologia , Diferenciação Celular/imunologia , Análise por Conglomerados , Biologia Computacional/métodos , Perfilação da Expressão Gênica , Inativação Gênica , Heterogeneidade Genética , Histonas/metabolismo , Memória Imunológica/genética , Memória Imunológica/imunologia , Ativação Linfocitária/genética , Ativação Linfocitária/imunologia , Camundongos , Análise de Sequência de RNA , Análise de Célula Única , Subpopulações de Linfócitos T/citologia , Subpopulações de Linfócitos T/imunologia , Subpopulações de Linfócitos T/metabolismo , Transcriptoma
20.
Cell ; 156(5): 872-7, 2014 Feb 27.
Artigo em Inglês | MEDLINE | ID: mdl-24581488

RESUMO

Medical genetics typically entails the detailed characterization of a patient's phenotypes followed by genotyping to discover the responsible gene or mutation. Here, we propose that the systematic discovery of genetic variants associated with complex diseases such as autism are progressing to a point where a reverse strategy may be fruitful in assigning the pathogenic effects of many different genes and in determining whether particular genotypes manifest as clinically recognizable phenotypes. This "genotype-first" approach for complex disease necessitates the development of large, highly integrated networks of researchers, clinicians, and patient families, with the promise of improved therapies for subsets of patients.


Assuntos
Transtorno Autístico/genética , Heterogeneidade Genética , Genótipo , Transtorno Autístico/classificação , Transtorno Autístico/diagnóstico , Redes Comunitárias , Exoma , Humanos , Mutação , Fenótipo
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