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1.
Annu Rev Immunol ; 37: 571-597, 2019 04 26.
Artigo em Inglês | MEDLINE | ID: mdl-30698999

RESUMO

CRISPR technology has opened a new era of genome interrogation and genome engineering. Discovered in bacteria, where it protects against bacteriophage by cleaving foreign nucleic acid sequences, the CRISPR system has been repurposed as an adaptable tool for genome editing and multiple other applications. CRISPR's ease of use, precision, and versatility have led to its widespread adoption, accelerating biomedical research and discovery in human cells and model organisms. Here we review CRISPR-based tools and discuss how they are being applied to decode the genetic circuits that control immune function in health and disease. Genetic variation in immune cells can affect autoimmune disease risk, infectious disease pathogenesis, and cancer immunotherapies. CRISPR provides unprecedented opportunities for functional mechanistic studies of coding and noncoding genome sequence function in immunity. Finally, we discuss the potential of CRISPR technology to engineer synthetic cellular immunotherapies for a wide range of human diseases.


Assuntos
Doenças Autoimunes/imunologia , Terapia Baseada em Transplante de Células e Tecidos/métodos , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas/genética , Infecções/imunologia , Neoplasias/imunologia , Animais , Doenças Autoimunes/genética , Sistemas CRISPR-Cas , Edição de Genes , Predisposição Genética para Doença , Variação Genética , Humanos , Imunidade , Infecções/genética , Neoplasias/genética
2.
Annu Rev Biochem ; 93(1): 367-387, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38594929

RESUMO

Lysosomes are the degradative endpoints of material delivered by endocytosis and autophagy and are therefore particularly prone to damage. Membrane permeabilization or full rupture of lysosomal or late endosomal compartments is highly deleterious because it threatens cellular homeostasis and can elicit cell death and inflammatory signaling. Cells have developed a complex response to endo-lysosomal damage that largely consists of three branches. Initially, a number of repair pathways are activated to restore the integrity of the lysosomal membrane. If repair fails or if damage is too extensive, lysosomes are isolated and degraded by a form of selective autophagy termed lysophagy. Meanwhile, an mTORC1-governed signaling cascade drives biogenesis and regeneration of new lysosomal components to reestablish the full lysosomal capacity of the cell. This damage response is vital to counteract the effects of various conditions, including neurodegeneration and infection, and can constitute a critical vulnerability in cancer cells.


Assuntos
Autofagia , Endossomos , Lisossomos , Alvo Mecanístico do Complexo 1 de Rapamicina , Transdução de Sinais , Lisossomos/metabolismo , Humanos , Animais , Alvo Mecanístico do Complexo 1 de Rapamicina/metabolismo , Alvo Mecanístico do Complexo 1 de Rapamicina/genética , Endossomos/metabolismo , Endocitose , Neoplasias/metabolismo , Neoplasias/patologia , Neoplasias/genética
3.
Annu Rev Biochem ; 93(1): 289-316, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38316136

RESUMO

RAF family protein kinases are a key node in the RAS/RAF/MAP kinase pathway, the signaling cascade that controls cellular proliferation, differentiation, and survival in response to engagement of growth factor receptors on the cell surface. Over the past few years, structural and biochemical studies have provided new understanding of RAF autoregulation, RAF activation by RAS and the SHOC2 phosphatase complex, and RAF engagement with HSP90-CDC37 chaperone complexes. These studies have important implications for pharmacologic targeting of the pathway. They reveal RAF in distinct regulatory states and show that the functional RAF switch is an integrated complex of RAF with its substrate (MEK) and a 14-3-3 dimer. Here we review these advances, placing them in the context of decades of investigation of RAF regulation. We explore the insights they provide into aberrant activation of the pathway in cancer and RASopathies (developmental syndromes caused by germline mutations in components of the pathway).


Assuntos
Transdução de Sinais , Quinases raf , Proteínas ras , Humanos , Proteínas ras/metabolismo , Proteínas ras/genética , Proteínas ras/química , Quinases raf/metabolismo , Quinases raf/genética , Animais , Neoplasias/metabolismo , Neoplasias/genética , Neoplasias/patologia , Proteínas 14-3-3/metabolismo , Proteínas 14-3-3/genética
4.
Annu Rev Biochem ; 93(1): 447-469, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38603559

RESUMO

Lysosomes catabolize and recycle lipids and other biological molecules to maintain cellular homeostasis in diverse nutrient environments. Lysosomal lipid catabolism relies on the stimulatory activity of bis(monoacylglycero)phosphate (BMP), an enigmatic lipid whose levels are altered across myriad lysosome-associated diseases. Here, we review the discovery of BMP over half a century ago and its structural properties that facilitate the activation of lipid hydrolases and recruitment of their coactivators. We further discuss the current, yet incomplete, understanding of BMP catabolism and anabolism. To conclude, we discuss its role in lysosome-associated diseases and the potential for modulating its levels by pharmacologically activating and inhibiting the BMP synthase to therapeutically target lysosomal storage disorders, drug-induced phospholipidosis, Alzheimer's disease, Parkinson's disease, frontotemporal dementia, cancer, and viral infection.


Assuntos
Lisofosfolipídeos , Doenças por Armazenamento dos Lisossomos , Lisossomos , Monoglicerídeos , Humanos , Lisossomos/metabolismo , Lisofosfolipídeos/metabolismo , Monoglicerídeos/metabolismo , Monoglicerídeos/química , Animais , Doenças por Armazenamento dos Lisossomos/metabolismo , Doenças por Armazenamento dos Lisossomos/patologia , Doenças por Armazenamento dos Lisossomos/genética , Doenças por Armazenamento dos Lisossomos/tratamento farmacológico , Neoplasias/metabolismo , Neoplasias/tratamento farmacológico , Neoplasias/genética , Doença de Alzheimer/metabolismo , Doença de Alzheimer/tratamento farmacológico , Doença de Alzheimer/patologia , Doença de Alzheimer/genética , Metabolismo dos Lipídeos
5.
Cell ; 187(7): 1584-1588, 2024 Mar 28.
Artigo em Inglês | MEDLINE | ID: mdl-38552608

RESUMO

Dramatic progress in treating childhood cancer has evolved over decades from initial empirically derived treatments to clinical investigations incorporating disease biology with rationally designed therapeutic programs. While cure is now possible for many, it remains elusive for others. Collaboration across numerous domains is necessary for cure to be a reality for all.


Assuntos
Neoplasias , Humanos , Criança , Neoplasias/genética , Neoplasias/terapia
6.
Cell ; 187(7): 1574-1577, 2024 Mar 28.
Artigo em Inglês | MEDLINE | ID: mdl-38552606

RESUMO

Discoveries of the roles of RAS oncogenes in cancer development four decades ago opened the door to proving that tumor development is driven by somatic mutations' altering the genomes of cancer cells. These discoveries led to illusions about the simplicity of cancer pathogenesis and how cancer could be cured.


Assuntos
Genes ras , Neoplasias , Humanos , Neoplasias/genética , Neoplasias/terapia , Oncogenes , Mutação
7.
Cell ; 187(7): 1589-1616, 2024 Mar 28.
Artigo em Inglês | MEDLINE | ID: mdl-38552609

RESUMO

The last 50 years have witnessed extraordinary developments in understanding mechanisms of carcinogenesis, synthesized as the hallmarks of cancer. Despite this logical framework, our understanding of the molecular basis of systemic manifestations and the underlying causes of cancer-related death remains incomplete. Looking forward, elucidating how tumors interact with distant organs and how multifaceted environmental and physiological parameters impinge on tumors and their hosts will be crucial for advances in preventing and more effectively treating human cancers. In this perspective, we discuss complexities of cancer as a systemic disease, including tumor initiation and promotion, tumor micro- and immune macro-environments, aging, metabolism and obesity, cancer cachexia, circadian rhythms, nervous system interactions, tumor-related thrombosis, and the microbiome. Model systems incorporating human genetic variation will be essential to decipher the mechanistic basis of these phenomena and unravel gene-environment interactions, providing a modern synthesis of molecular oncology that is primed to prevent cancers and improve patient quality of life and cancer outcomes.


Assuntos
Neoplasias , Humanos , Carcinogênese , Microbiota , Neoplasias/genética , Neoplasias/patologia , Neoplasias/terapia , Obesidade/complicações , Qualidade de Vida
8.
Cell ; 187(7): 1569-1573, 2024 Mar 28.
Artigo em Inglês | MEDLINE | ID: mdl-38552605

RESUMO

The story of p53 is illuminating. Despite widespread attention, the tumor-suppressive functions of wild-type p53 or the oncogenic activities of its cancer-associated mutants are still not fully understood, and our discoveries have not yet led to major therapeutic breakthroughs. There is still much to learn about this fascinating protein.


Assuntos
Neoplasias , Proteína Supressora de Tumor p53 , Humanos , Proteína Supressora de Tumor p53/genética , Proteína Supressora de Tumor p53/metabolismo , Neoplasias/genética , Neoplasias/tratamento farmacológico , Mutação
9.
Cell ; 187(5): 1255-1277.e27, 2024 Feb 29.
Artigo em Inglês | MEDLINE | ID: mdl-38359819

RESUMO

Despite the successes of immunotherapy in cancer treatment over recent decades, less than <10%-20% cancer cases have demonstrated durable responses from immune checkpoint blockade. To enhance the efficacy of immunotherapies, combination therapies suppressing multiple immune evasion mechanisms are increasingly contemplated. To better understand immune cell surveillance and diverse immune evasion responses in tumor tissues, we comprehensively characterized the immune landscape of more than 1,000 tumors across ten different cancers using CPTAC pan-cancer proteogenomic data. We identified seven distinct immune subtypes based on integrative learning of cell type compositions and pathway activities. We then thoroughly categorized unique genomic, epigenetic, transcriptomic, and proteomic changes associated with each subtype. Further leveraging the deep phosphoproteomic data, we studied kinase activities in different immune subtypes, which revealed potential subtype-specific therapeutic targets. Insights from this work will facilitate the development of future immunotherapy strategies and enhance precision targeting with existing agents.


Assuntos
Neoplasias , Proteogenômica , Humanos , Terapia Combinada , Genômica , Neoplasias/genética , Neoplasias/imunologia , Neoplasias/terapia , Proteômica , Evasão Tumoral
10.
Cell ; 187(12): 2907-2918, 2024 Jun 06.
Artigo em Inglês | MEDLINE | ID: mdl-38848676

RESUMO

Cancer is a disease that stems from a fundamental liability inherent to multicellular life forms in which an individual cell is capable of reneging on the interests of the collective organism. Although cancer is commonly described as an evolutionary process, a less appreciated aspect of tumorigenesis may be the constraints imposed by the organism's developmental programs. Recent work from single-cell transcriptomic analyses across a range of cancer types has revealed the recurrence, plasticity, and co-option of distinct cellular states among cancer cell populations. Here, we note that across diverse cancer types, the observed cell states are proximate within the developmental hierarchy of the cell of origin. We thus posit a model by which cancer cell states are directly constrained by the organism's "developmental map." According to this model, a population of cancer cells traverses the developmental map, thereby generating a heterogeneous set of states whose interactions underpin emergent tumor behavior.


Assuntos
Modelos Biológicos , Neoplasias , Animais , Humanos , Carcinogênese/patologia , Carcinogênese/genética , Neoplasias/patologia , Neoplasias/genética , Neoplasias/metabolismo , Análise de Célula Única , Transcriptoma/genética , Células-Tronco Neoplásicas/patologia
11.
Cell ; 187(10): 2375-2392.e33, 2024 May 09.
Artigo em Inglês | MEDLINE | ID: mdl-38653238

RESUMO

Lysine lactylation is a post-translational modification that links cellular metabolism to protein function. Here, we find that AARS1 functions as a lactate sensor that mediates global lysine lacylation in tumor cells. AARS1 binds to lactate and catalyzes the formation of lactate-AMP, followed by transfer of lactate to the lysince acceptor residue. Proteomics studies reveal a large number of AARS1 targets, including p53 where lysine 120 and lysine 139 in the DNA binding domain are lactylated. Generation and utilization of p53 variants carrying constitutively lactylated lysine residues revealed that AARS1 lactylation of p53 hinders its liquid-liquid phase separation, DNA binding, and transcriptional activation. AARS1 expression and p53 lacylation correlate with poor prognosis among cancer patients carrying wild type p53. ß-alanine disrupts lactate binding to AARS1, reduces p53 lacylation, and mitigates tumorigenesis in animal models. We propose that AARS1 contributes to tumorigenesis by coupling tumor cell metabolism to proteome alteration.


Assuntos
Carcinogênese , Ácido Láctico , Proteína Supressora de Tumor p53 , Animais , Feminino , Humanos , Camundongos , Carcinogênese/metabolismo , Carcinogênese/genética , Linhagem Celular Tumoral , Ácido Láctico/metabolismo , Lisina/metabolismo , Neoplasias/metabolismo , Neoplasias/genética , Processamento de Proteína Pós-Traducional , Proteína Supressora de Tumor p53/metabolismo , Masculino
12.
Cell ; 187(21): 6035-6054.e27, 2024 Oct 17.
Artigo em Inglês | MEDLINE | ID: mdl-39305902

RESUMO

m6A modification is best known for its critical role in controlling multiple post-transcriptional processes of the mRNAs. Here, we discovered elevated levels of m6A modification on centromeric RNA (cenRNA) in cancerous cells compared with non-cancerous cells. We then identified CENPA, an H3 variant, as an m6A reader of cenRNA. CENPA is localized at centromeres and is essential in preserving centromere integrity and function during mitosis. The m6A-modified cenRNA stabilizes centromeric localization of CENPA in cancer cells during the S phase of the cell cycle. Mutations of CENPA at the Leu61 and the Arg63 or removal of cenRNA m6A modification lead to loss of centromere-bound CENPA during S phase. This in turn results in compromised centromere integrity and abnormal chromosome separation and hinders cancer cell proliferation and tumor growth. Our findings unveil an m6A reading mechanism by CENPA that epigenetically governs centromere integrity in cancer cells, providing potential targets for cancer therapy.


Assuntos
Proteína Centromérica A , Centrômero , Centrômero/metabolismo , Humanos , Proteína Centromérica A/metabolismo , Proteína Centromérica A/genética , Linhagem Celular Tumoral , Neoplasias/genética , Neoplasias/metabolismo , Neoplasias/patologia , Animais , Camundongos , Adenosina/metabolismo , Adenosina/análogos & derivados , Mitose , RNA/metabolismo , Proliferação de Células , Epigênese Genética , Segregação de Cromossomos , Proteínas Cromossômicas não Histona/metabolismo
13.
Cell ; 187(13): 3390-3408.e19, 2024 Jun 20.
Artigo em Inglês | MEDLINE | ID: mdl-38754421

RESUMO

Clinical trials have identified ARID1A mutations as enriched among patients who respond favorably to immune checkpoint blockade (ICB) in several solid tumor types independent of microsatellite instability. We show that ARID1A loss in murine models is sufficient to induce anti-tumor immune phenotypes observed in ARID1A mutant human cancers, including increased CD8+ T cell infiltration and cytolytic activity. ARID1A-deficient cancers upregulated an interferon (IFN) gene expression signature, the ARID1A-IFN signature, associated with increased R-loops and cytosolic single-stranded DNA (ssDNA). Overexpression of the R-loop resolving enzyme, RNASEH2B, or cytosolic DNase, TREX1, in ARID1A-deficient cells prevented cytosolic ssDNA accumulation and ARID1A-IFN gene upregulation. Further, the ARID1A-IFN signature and anti-tumor immunity were driven by STING-dependent type I IFN signaling, which was required for improved responsiveness of ARID1A mutant tumors to ICB treatment. These findings define a molecular mechanism underlying anti-tumor immunity in ARID1A mutant cancers.


Assuntos
Linfócitos T CD8-Positivos , Proteínas de Ligação a DNA , Interferon Tipo I , Proteínas de Membrana , Neoplasias , Transdução de Sinais , Fatores de Transcrição , Animais , Humanos , Camundongos , Linfócitos T CD8-Positivos/imunologia , Linfócitos T CD8-Positivos/metabolismo , Linhagem Celular Tumoral , Proteínas de Ligação a DNA/metabolismo , Exodesoxirribonucleases/metabolismo , Inibidores de Checkpoint Imunológico/farmacologia , Inibidores de Checkpoint Imunológico/uso terapêutico , Interferon Tipo I/metabolismo , Proteínas de Membrana/metabolismo , Proteínas de Membrana/genética , Camundongos Endogâmicos C57BL , Mutação , Neoplasias/imunologia , Neoplasias/genética , Proteínas Nucleares/metabolismo , Fosfoproteínas/metabolismo , Fatores de Transcrição/metabolismo , Masculino , Quimiocinas/genética , Quimiocinas/metabolismo
14.
Cell ; 187(16): 4389-4407.e15, 2024 Aug 08.
Artigo em Inglês | MEDLINE | ID: mdl-38917788

RESUMO

Fewer than 200 proteins are targeted by cancer drugs approved by the Food and Drug Administration (FDA). We integrate Clinical Proteomic Tumor Analysis Consortium (CPTAC) proteogenomics data from 1,043 patients across 10 cancer types with additional public datasets to identify potential therapeutic targets. Pan-cancer analysis of 2,863 druggable proteins reveals a wide abundance range and identifies biological factors that affect mRNA-protein correlation. Integration of proteomic data from tumors and genetic screen data from cell lines identifies protein overexpression- or hyperactivation-driven druggable dependencies, enabling accurate predictions of effective drug targets. Proteogenomic identification of synthetic lethality provides a strategy to target tumor suppressor gene loss. Combining proteogenomic analysis and MHC binding prediction prioritizes mutant KRAS peptides as promising public neoantigens. Computational identification of shared tumor-associated antigens followed by experimental confirmation nominates peptides as immunotherapy targets. These analyses, summarized at https://targets.linkedomics.org, form a comprehensive landscape of protein and peptide targets for companion diagnostics, drug repurposing, and therapy development.


Assuntos
Neoplasias , Proteogenômica , Humanos , Proteogenômica/métodos , Neoplasias/genética , Neoplasias/tratamento farmacológico , Neoplasias/terapia , Neoplasias/metabolismo , Terapia de Alvo Molecular , Imunoterapia/métodos , Antígenos de Neoplasias/metabolismo , Antígenos de Neoplasias/genética , Linhagem Celular Tumoral , Antineoplásicos/uso terapêutico , Antineoplásicos/farmacologia , Peptídeos/metabolismo , Proteômica , Proteínas Proto-Oncogênicas p21(ras)/genética , Proteínas Proto-Oncogênicas p21(ras)/metabolismo
15.
Cell ; 187(21): 6055-6070.e22, 2024 Oct 17.
Artigo em Inglês | MEDLINE | ID: mdl-39181133

RESUMO

Chromothripsis describes the catastrophic shattering of mis-segregated chromosomes trapped within micronuclei. Although micronuclei accumulate DNA double-strand breaks and replication defects throughout interphase, how chromosomes undergo shattering remains unresolved. Using CRISPR-Cas9 screens, we identify a non-canonical role of the Fanconi anemia (FA) pathway as a driver of chromothripsis. Inactivation of the FA pathway suppresses chromosome shattering during mitosis without impacting interphase-associated defects within micronuclei. Mono-ubiquitination of FANCI-FANCD2 by the FA core complex promotes its mitotic engagement with under-replicated micronuclear chromosomes. The structure-selective SLX4-XPF-ERCC1 endonuclease subsequently induces large-scale nucleolytic cleavage of persistent DNA replication intermediates, which stimulates POLD3-dependent mitotic DNA synthesis to prime shattered fragments for reassembly in the ensuing cell cycle. Notably, FA-pathway-induced chromothripsis generates complex genomic rearrangements and extrachromosomal DNA that confer acquired resistance to anti-cancer therapies. Our findings demonstrate how pathological activation of a central DNA repair mechanism paradoxically triggers cancer genome evolution through chromothripsis.


Assuntos
Cromotripsia , Resistencia a Medicamentos Antineoplásicos , Anemia de Fanconi , Humanos , Resistencia a Medicamentos Antineoplásicos/genética , Anemia de Fanconi/metabolismo , Anemia de Fanconi/genética , Proteínas de Grupos de Complementação da Anemia de Fanconi/metabolismo , Proteínas de Grupos de Complementação da Anemia de Fanconi/genética , Mitose , Proteína do Grupo de Complementação D2 da Anemia de Fanconi/metabolismo , Proteína do Grupo de Complementação D2 da Anemia de Fanconi/genética , Sistemas CRISPR-Cas/genética , Replicação do DNA , Recombinases/metabolismo , Reparo do DNA , Linhagem Celular Tumoral , Endonucleases/metabolismo , Endonucleases/genética , Quebras de DNA de Cadeia Dupla , Animais , Camundongos , Neoplasias/genética , Neoplasias/tratamento farmacológico , Neoplasias/metabolismo , Neoplasias/patologia , Ubiquitinação
16.
Cell ; 186(2): 235-237, 2023 01 19.
Artigo em Inglês | MEDLINE | ID: mdl-36669470

RESUMO

Stochastic processes, such as genetic instability and microenvironment evolution, drive tumor heterogeneity, thereby creating the chaotic appearance of tumors in histopathology. In this issue of Cell, Lin et al. reveal that tumors are surprisingly spatially organized from a molecular to tissue scale, indicating that cancers evolve as autonomously patterned systems.


Assuntos
Neoplasias , Dinâmica não Linear , Humanos , Neoplasias/genética , Neoplasias/patologia , Microambiente Tumoral
17.
Cell ; 186(8): 1755-1771, 2023 04 13.
Artigo em Inglês | MEDLINE | ID: mdl-37059071

RESUMO

A core mission of cancer genomics is to comprehensively chart molecular underpinnings of cancer-driving events and to provide personalized therapeutic strategies. Primarily focused on cancer cells, cancer genomics studies have successfully uncovered many drivers for major cancer types. Since the emergence of cancer immune evasion as a critical cancer hallmark, the paradigm has been elevated to the holistic tumor ecosystem, with distinct cellular components and their functional states elucidated. We highlight the milestones of cancer genomics, depict the evolving path of the field, and discuss future directions in completing the understanding of the tumor ecosystem and in advancing therapeutic strategies.


Assuntos
Neoplasias , Humanos , Genômica , Neoplasias/genética , Neoplasias/terapia , Medicina de Precisão
18.
Cell ; 186(18): 3921-3944.e25, 2023 08 31.
Artigo em Inglês | MEDLINE | ID: mdl-37582357

RESUMO

Cancer driver events refer to key genetic aberrations that drive oncogenesis; however, their exact molecular mechanisms remain insufficiently understood. Here, our multi-omics pan-cancer analysis uncovers insights into the impacts of cancer drivers by identifying their significant cis-effects and distal trans-effects quantified at the RNA, protein, and phosphoprotein levels. Salient observations include the association of point mutations and copy-number alterations with the rewiring of protein interaction networks, and notably, most cancer genes converge toward similar molecular states denoted by sequence-based kinase activity profiles. A correlation between predicted neoantigen burden and measured T cell infiltration suggests potential vulnerabilities for immunotherapies. Patterns of cancer hallmarks vary by polygenic protein abundance ranging from uniform to heterogeneous. Overall, our work demonstrates the value of comprehensive proteogenomics in understanding the functional states of oncogenic drivers and their links to cancer development, surpassing the limitations of studying individual cancer types.


Assuntos
Neoplasias , Proteogenômica , Humanos , Neoplasias/genética , Oncogenes , Transformação Celular Neoplásica/genética , Variações do Número de Cópias de DNA
19.
Cell ; 186(9): 1985-2001.e19, 2023 04 27.
Artigo em Inglês | MEDLINE | ID: mdl-37075754

RESUMO

Aneuploidy, the presence of chromosome gains or losses, is a hallmark of cancer. Here, we describe KaryoCreate (karyotype CRISPR-engineered aneuploidy technology), a system that enables the generation of chromosome-specific aneuploidies by co-expression of an sgRNA targeting chromosome-specific CENPA-binding ɑ-satellite repeats together with dCas9 fused to mutant KNL1. We design unique and highly specific sgRNAs for 19 of the 24 chromosomes. Expression of these constructs leads to missegregation and induction of gains or losses of the targeted chromosome in cellular progeny, with an average efficiency of 8% for gains and 12% for losses (up to 20%) validated across 10 chromosomes. Using KaryoCreate in colon epithelial cells, we show that chromosome 18q loss, frequent in gastrointestinal cancers, promotes resistance to TGF-ß, likely due to synergistic hemizygous deletion of multiple genes. Altogether, we describe an innovative technology to create and study chromosome missegregation and aneuploidy in the context of cancer and beyond.


Assuntos
Centrômero , Técnicas Genéticas , Humanos , Aneuploidia , Centrômero/genética , Deleção Cromossômica , Neoplasias/genética , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas
20.
Cell ; 186(8): 1772-1791, 2023 04 13.
Artigo em Inglês | MEDLINE | ID: mdl-36905928

RESUMO

Machine learning (ML) is increasingly used in clinical oncology to diagnose cancers, predict patient outcomes, and inform treatment planning. Here, we review recent applications of ML across the clinical oncology workflow. We review how these techniques are applied to medical imaging and to molecular data obtained from liquid and solid tumor biopsies for cancer diagnosis, prognosis, and treatment design. We discuss key considerations in developing ML for the distinct challenges posed by imaging and molecular data. Finally, we examine ML models approved for cancer-related patient usage by regulatory agencies and discuss approaches to improve the clinical usefulness of ML.


Assuntos
Aprendizado de Máquina , Neoplasias , Humanos , Neoplasias/diagnóstico , Neoplasias/genética , Neoplasias/terapia , Diagnóstico por Imagem , Oncologia
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