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1.
Cell ; 186(7): 1417-1431.e20, 2023 03 30.
Artículo en Inglés | MEDLINE | ID: mdl-37001502

RESUMEN

Senescent cell accumulation has been implicated in the pathogenesis of aging-associated diseases, including cancer. The mechanism that prevents the accumulation of senescent cells in aging human organs is unclear. Here, we demonstrate that a virus-immune axis controls the senescent fibroblast accumulation in the human skin. Senescent fibroblasts increased in old skin compared with young skin. However, they did not increase with advancing age in the elderly. Increased CXCL9 and cytotoxic CD4+ T cells (CD4 CTLs) recruitment were significantly associated with reduced senescent fibroblasts in the old skin. Senescent fibroblasts expressed human leukocyte antigen class II (HLA-II) and human cytomegalovirus glycoprotein B (HCMV-gB), becoming direct CD4 CTL targets. Skin-resident CD4 CTLs eliminated HCMV-gB+ senescent fibroblasts in an HLA-II-dependent manner, and HCMV-gB activated CD4 CTLs from the human skin. Collectively, our findings demonstrate HCMV reactivation in senescent cells, which CD4 CTLs can directly eliminate through the recognition of the HCMV-gB antigen.


Asunto(s)
Antineoplásicos , Infecciones por Citomegalovirus , Humanos , Anciano , Citomegalovirus , Linfocitos T Citotóxicos , Antígenos HLA , Linfocitos T CD4-Positivos , Senescencia Celular
2.
Hum Mol Genet ; 31(12): 1946-1961, 2022 06 22.
Artículo en Inglés | MEDLINE | ID: mdl-34970970

RESUMEN

BACKGROUND: FCGR2A binds antibody-antigen complexes to regulate the abundance of circulating and deposited complexes along with downstream immune and autoimmune responses. Although the abundance of FCRG2A may be critical in immune-mediated diseases, little is known about whether its surface expression is regulated through cis genomic elements and non-coding variants. In the current study, we aimed to characterize the regulation of FCGR2A expression, the impact of genetic variation and its association with autoimmune disease. METHODS: We applied CRISPR-based interference and editing to scrutinize 1.7 Mb of open chromatin surrounding the FCGR2A gene to identify regulatory elements. Relevant transcription factors (TFs) binding to these regions were defined through public databases. Genetic variants affecting regulation were identified using luciferase reporter assays and were verified in a cohort of 1996 genotyped healthy individuals using flow cytometry. RESULTS: We identified a complex proximal region and five distal enhancers regulating FCGR2A. The proximal region split into subregions upstream and downstream of the transcription start site, was enriched in binding of inflammation-regulated TFs, and harbored a variant associated with FCGR2A expression in primary myeloid cells. One distal enhancer region was occupied by CCCTC-binding factor (CTCF) whose binding site was disrupted by a rare genetic variant, altering gene expression. CONCLUSIONS: The FCGR2A gene is regulated by multiple proximal and distal genomic regions, with links to autoimmune disease. These findings may open up novel therapeutic avenues where fine-tuning of FCGR2A levels may constitute a part of treatment strategies for immune-mediated diseases.


Asunto(s)
Enfermedades Autoinmunes , Elementos de Facilitación Genéticos , Receptores de IgG , Enfermedades Autoinmunes/genética , Sitios de Unión , Genómica , Genotipo , Humanos , Receptores de IgG/genética
3.
Cell ; 184(18): 4734-4752.e20, 2021 09 02.
Artículo en Inglés | MEDLINE | ID: mdl-34450029

RESUMEN

Immune responses to cancer are highly variable, with mismatch repair-deficient (MMRd) tumors exhibiting more anti-tumor immunity than mismatch repair-proficient (MMRp) tumors. To understand the rules governing these varied responses, we transcriptionally profiled 371,223 cells from colorectal tumors and adjacent normal tissues of 28 MMRp and 34 MMRd individuals. Analysis of 88 cell subsets and their 204 associated gene expression programs revealed extensive transcriptional and spatial remodeling across tumors. To discover hubs of interacting malignant and immune cells, we identified expression programs in different cell types that co-varied across tumors from affected individuals and used spatial profiling to localize coordinated programs. We discovered a myeloid cell-attracting hub at the tumor-luminal interface associated with tissue damage and an MMRd-enriched immune hub within the tumor, with activated T cells together with malignant and myeloid cells expressing T cell-attracting chemokines. By identifying interacting cellular programs, we reveal the logic underlying spatially organized immune-malignant cell networks.


Asunto(s)
Neoplasias Colorrectales/inmunología , Neoplasias Colorrectales/patología , Proteínas Morfogenéticas Óseas/metabolismo , Fibroblastos Asociados al Cáncer/metabolismo , Fibroblastos Asociados al Cáncer/patología , Compartimento Celular , Línea Celular Tumoral , Quimiocinas/metabolismo , Estudios de Cohortes , Neoplasias Colorrectales/genética , Reparación de la Incompatibilidad de ADN/genética , Células Endoteliales/metabolismo , Regulación Neoplásica de la Expresión Génica , Humanos , Inmunidad , Inflamación/patología , Monocitos/patología , Células Mieloides/patología , Neutrófilos/patología , Células del Estroma/metabolismo , Linfocitos T/metabolismo , Transcripción Genética
4.
Cell Rep Med ; 2(5): 100287, 2021 05 18.
Artículo en Inglés | MEDLINE | ID: mdl-33969320

RESUMEN

Mechanisms underlying severe coronavirus disease 2019 (COVID-19) disease remain poorly understood. We analyze several thousand plasma proteins longitudinally in 306 COVID-19 patients and 78 symptomatic controls, uncovering immune and non-immune proteins linked to COVID-19. Deconvolution of our plasma proteome data using published scRNA-seq datasets reveals contributions from circulating immune and tissue cells. Sixteen percent of patients display reduced inflammation yet comparably poor outcomes. Comparison of patients who died to severely ill survivors identifies dynamic immune-cell-derived and tissue-associated proteins associated with survival, including exocrine pancreatic proteases. Using derived tissue-specific and cell-type-specific intracellular death signatures, cellular angiotensin-converting enzyme 2 (ACE2) expression, and our data, we infer whether organ damage resulted from direct or indirect effects of infection. We propose a model in which interactions among myeloid, epithelial, and T cells drive tissue damage. These datasets provide important insights and a rich resource for analysis of mechanisms of severe COVID-19 disease.

5.
Sci Transl Med ; 13(581)2021 02 17.
Artículo en Inglés | MEDLINE | ID: mdl-33597266

RESUMEN

Although immune checkpoint inhibitors (ICIs), such as anti-programmed cell death protein-1 (PD-1), can deliver durable antitumor effects, most patients with cancer fail to respond. Recent studies suggest that ICI efficacy correlates with a higher load of tumor-specific neoantigens and development of vitiligo in patients with melanoma. Here, we report that patients with low melanoma neoantigen burdens who responded to ICI had tumors with higher expression of pigmentation-related genes. Moreover, expansion of peripheral blood CD8+ T cell populations specific for melanocyte antigens was observed only in patients who responded to anti-PD-1 therapy, suggesting that ICI can promote breakdown of tolerance toward tumor-lineage self-antigens. In a mouse model of poorly immunogenic melanomas, spreading of epitope recognition toward wild-type melanocyte antigens was associated with markedly improved anti-PD-1 efficacy in two independent approaches: introduction of neoantigens by ultraviolet (UV) B radiation mutagenesis or the therapeutic combination of ablative fractional photothermolysis plus imiquimod. Complete responses against UV mutation-bearing tumors after anti-PD-1 resulted in protection from subsequent engraftment of melanomas lacking any shared neoantigens, as well as pancreatic adenocarcinomas forcibly overexpressing melanocyte-lineage antigens. Our data demonstrate that somatic mutations are sufficient to provoke strong antitumor responses after checkpoint blockade, but long-term responses are not restricted to these putative neoantigens. Epitope spreading toward T cell recognition of wild-type tumor-lineage self-antigens represents a common pathway for successful response to ICI, which can be evoked in neoantigen-deficient tumors by combination therapy with ablative fractional photothermolysis and imiquimod.


Asunto(s)
Inhibidores de Puntos de Control Inmunológico , Melanoma , Animales , Antígenos de Neoplasias , Epítopos , Humanos , Melanocitos , Melanoma/terapia , Ratones
6.
Nat Cancer ; 2(11): 1124-1135, 2021 11.
Artículo en Inglés | MEDLINE | ID: mdl-35122060

RESUMEN

Overcoming intrinsic resistance to immune checkpoint blockade for microsatellite stable (MSS) colorectal cancer (CRC) and pancreatic ductal adenocarcinoma (PDAC) remains challenging. We conducted a single-arm, non-randomized, phase II trial (NCT03104439) combining radiation, ipilimumab and nivolumab to treat patients with metastatic MSS CRC (n = 40) and PDAC (n = 25) with an Eastern Cooperative Oncology Group (ECOG) performance status of 0 or 1. The primary endpoint was disease control rate (DCR) by intention to treat. DCRs were 25% for CRC (ten of 40; 95% confidence interval (CI), 13-41%) and 20% for PDAC (five of 25; 95% CI, 7-41%). In the per-protocol analysis, defined as receipt of radiation, DCR was 37% (ten of 27; 95% CI, 19-58%) in CRC and 29% (five of 17; 95% CI, 10-56%) in PDAC. Pretreatment biopsies revealed low tumor mutational burden for all samples but higher numbers of natural killer (NK) cells and expression of the HERVK repeat RNA in patients with disease control. This study provides proof of concept of combining radiation with immune checkpoint blockade in immunotherapy-resistant cancers.


Asunto(s)
Adenocarcinoma , Carcinoma Ductal Pancreático , Neoplasias Colorrectales , Neoplasias Pancreáticas , Adenocarcinoma/genética , Adenocarcinoma/terapia , Carcinoma Ductal Pancreático/terapia , Neoplasias Colorrectales/terapia , Humanos , Inhibidores de Puntos de Control Inmunológico , Factores Inmunológicos/uso terapéutico , Inmunoterapia , Repeticiones de Microsatélite/genética , Neoplasias Pancreáticas/terapia , Radioterapia , Resultado del Tratamiento , Neoplasias Pancreáticas
7.
Nat Commun ; 11(1): 6319, 2020 12 09.
Artículo en Inglés | MEDLINE | ID: mdl-33298930

RESUMEN

The relationship of SARS-CoV-2 pulmonary infection and severity of disease is not fully understood. Here we show analysis of autopsy specimens from 24 patients who succumbed to SARS-CoV-2 infection using a combination of different RNA and protein analytical platforms to characterize inter-patient and intra-patient heterogeneity of pulmonary virus infection. There is a spectrum of high and low virus cases associated with duration of disease. High viral cases have high activation of interferon pathway genes and a predominant M1-like macrophage infiltrate. Low viral cases are more heterogeneous likely reflecting inherent patient differences in the evolution of host response, but there is consistent indication of pulmonary epithelial cell recovery based on napsin A immunohistochemistry and RNA expression of surfactant and mucin genes. Using a digital spatial profiling platform, we find the virus corresponds to distinct spatial expression of interferon response genes demonstrating the intra-pulmonary heterogeneity of SARS-CoV-2 infection.


Asunto(s)
COVID-19 , Interacciones Microbiota-Huesped , Interferones/metabolismo , Pulmón , Adulto , Anciano , Anciano de 80 o más Años , Ácido Aspártico Endopeptidasas/metabolismo , Autopsia , COVID-19/inmunología , COVID-19/metabolismo , Células Epiteliales/metabolismo , Células Epiteliales/patología , Células Epiteliales/virología , Femenino , Humanos , Inmunidad , Inmunohistoquímica , Hibridación in Situ , Interferones/genética , Pulmón/patología , Pulmón/virología , Macrófagos/inmunología , Masculino , Persona de Mediana Edad , Mucinas/genética , Mucinas/metabolismo , Tensoactivos/metabolismo , Transcriptoma , Carga Viral
8.
bioRxiv ; 2020 Nov 03.
Artículo en Inglés | MEDLINE | ID: mdl-33173871

RESUMEN

COVID-19 has caused over 1 million deaths globally, yet the cellular mechanisms underlying severe disease remain poorly understood. By analyzing several thousand plasma proteins in 306 COVID-19 patients and 78 symptomatic controls over serial timepoints using two complementary approaches, we uncover COVID-19 host immune and non-immune proteins not previously linked to this disease. Integration of plasma proteomics with nine published scRNAseq datasets shows that SARS-CoV-2 infection upregulates monocyte/macrophage, plasmablast, and T cell effector proteins. By comparing patients who died to severely ill patients who survived, we identify dynamic immunomodulatory and tissue-associated proteins associated with survival, providing insights into which host responses are beneficial and which are detrimental to survival. We identify intracellular death signatures from specific tissues and cell types, and by associating these with angiotensin converting enzyme 2 (ACE2) expression, we map tissue damage associated with severe disease and propose which damage results from direct viral infection rather than from indirect effects of illness. We find that disease severity in lung tissue is driven by myeloid cell phenotypes and cell-cell interactions with lung epithelial cells and T cells. Based on these results, we propose a model of immune and epithelial cell interactions that drive cell-type specific and tissue-specific damage in severe COVID-19.

9.
medRxiv ; 2020 Aug 02.
Artículo en Inglés | MEDLINE | ID: mdl-32766600

RESUMEN

The relationship of SARS-CoV-2 lung infection and severity of pulmonary disease is not fully understood. We analyzed autopsy specimens from 24 patients who succumbed to SARS-CoV-2 infection using a combination of different RNA and protein analytical platforms to characterize inter- and intra- patient heterogeneity of pulmonary virus infection. There was a spectrum of high and low virus cases that was associated with duration of disease and activation of interferon pathway genes. Using a digital spatial profiling platform, the virus corresponded to distinct spatial expression of interferon response genes and immune checkpoint genes demonstrating the intra-pulmonary heterogeneity of SARS-CoV-2 infection.

11.
Nat Immunol ; 20(7): 902-914, 2019 07.
Artículo en Inglés | MEDLINE | ID: mdl-31209404

RESUMEN

Lupus nephritis is a potentially fatal autoimmune disease for which the current treatment is ineffective and often toxic. To develop mechanistic hypotheses of disease, we analyzed kidney samples from patients with lupus nephritis and from healthy control subjects using single-cell RNA sequencing. Our analysis revealed 21 subsets of leukocytes active in disease, including multiple populations of myeloid cells, T cells, natural killer cells and B cells that demonstrated both pro-inflammatory responses and inflammation-resolving responses. We found evidence of local activation of B cells correlated with an age-associated B-cell signature and evidence of progressive stages of monocyte differentiation within the kidney. A clear interferon response was observed in most cells. Two chemokine receptors, CXCR4 and CX3CR1, were broadly expressed, implying a potentially central role in cell trafficking. Gene expression of immune cells in urine and kidney was highly correlated, which would suggest that urine might serve as a surrogate for kidney biopsies.


Asunto(s)
Riñón/inmunología , Nefritis Lúpica/inmunología , Biomarcadores , Biopsia , Análisis por Conglomerados , Biología Computacional/métodos , Células Epiteliales/metabolismo , Citometría de Flujo , Perfilación de la Expresión Génica , Regulación de la Expresión Génica , Humanos , Inmunofenotipificación , Interferones/metabolismo , Riñón/metabolismo , Riñón/patología , Leucocitos/inmunología , Leucocitos/metabolismo , Nefritis Lúpica/genética , Nefritis Lúpica/metabolismo , Nefritis Lúpica/patología , Linfocitos/inmunología , Linfocitos/metabolismo , Anotación de Secuencia Molecular , Células Mieloides/inmunología , Células Mieloides/metabolismo , Análisis de la Célula Individual , Transcriptoma
12.
Nat Immunol ; 20(7): 928-942, 2019 07.
Artículo en Inglés | MEDLINE | ID: mdl-31061532

RESUMEN

To define the cell populations that drive joint inflammation in rheumatoid arthritis (RA), we applied single-cell RNA sequencing (scRNA-seq), mass cytometry, bulk RNA sequencing (RNA-seq) and flow cytometry to T cells, B cells, monocytes, and fibroblasts from 51 samples of synovial tissue from patients with RA or osteoarthritis (OA). Utilizing an integrated strategy based on canonical correlation analysis of 5,265 scRNA-seq profiles, we identified 18 unique cell populations. Combining mass cytometry and transcriptomics revealed cell states expanded in RA synovia: THY1(CD90)+HLA-DRAhi sublining fibroblasts, IL1B+ pro-inflammatory monocytes, ITGAX+TBX21+ autoimmune-associated B cells and PDCD1+ peripheral helper T (TPH) cells and follicular helper T (TFH) cells. We defined distinct subsets of CD8+ T cells characterized by GZMK+, GZMB+, and GNLY+ phenotypes. We mapped inflammatory mediators to their source cell populations; for example, we attributed IL6 expression to THY1+HLA-DRAhi fibroblasts and IL1B production to pro-inflammatory monocytes. These populations are potentially key mediators of RA pathogenesis.


Asunto(s)
Artritis Reumatoide/genética , Artritis Reumatoide/metabolismo , Perfilación de la Expresión Génica , Membrana Sinovial/metabolismo , Transcriptoma , Artritis Reumatoide/patología , Autoinmunidad/genética , Biomarcadores , Biología Computacional/métodos , Estudios Transversales , Citocinas/metabolismo , Fibroblastos/metabolismo , Citometría de Flujo , Expresión Génica , Perfilación de la Expresión Génica/métodos , Secuenciación de Nucleótidos de Alto Rendimiento , Antígenos de Histocompatibilidad Clase II/genética , Antígenos de Histocompatibilidad Clase II/inmunología , Humanos , Leucocitos/inmunología , Leucocitos/metabolismo , Monocitos/inmunología , Monocitos/metabolismo , Transducción de Señal , Análisis de la Célula Individual/métodos , Membrana Sinovial/patología , Subgrupos de Linfocitos T/inmunología , Subgrupos de Linfocitos T/metabolismo , Flujo de Trabajo
14.
Cell ; 175(4): 998-1013.e20, 2018 11 01.
Artículo en Inglés | MEDLINE | ID: mdl-30388456

RESUMEN

Treatment of cancer has been revolutionized by immune checkpoint blockade therapies. Despite the high rate of response in advanced melanoma, the majority of patients succumb to disease. To identify factors associated with success or failure of checkpoint therapy, we profiled transcriptomes of 16,291 individual immune cells from 48 tumor samples of melanoma patients treated with checkpoint inhibitors. Two distinct states of CD8+ T cells were defined by clustering and associated with patient tumor regression or progression. A single transcription factor, TCF7, was visualized within CD8+ T cells in fixed tumor samples and predicted positive clinical outcome in an independent cohort of checkpoint-treated patients. We delineated the epigenetic landscape and clonality of these T cell states and demonstrated enhanced antitumor immunity by targeting novel combinations of factors in exhausted cells. Our study of immune cell transcriptomes from tumors demonstrates a strategy for identifying predictors, mechanisms, and targets for enhancing checkpoint immunotherapy.


Asunto(s)
Linfocitos T CD8-positivos/inmunología , Inmunoterapia/métodos , Melanoma/inmunología , Transcriptoma , Animales , Anticuerpos Monoclonales Humanizados/inmunología , Anticuerpos Monoclonales Humanizados/farmacología , Antígenos CD/inmunología , Antineoplásicos Inmunológicos/inmunología , Antineoplásicos Inmunológicos/farmacología , Apirasa/antagonistas & inhibidores , Apirasa/inmunología , Línea Celular Tumoral , Humanos , Antígenos Comunes de Leucocito/antagonistas & inhibidores , Antígenos Comunes de Leucocito/inmunología , Melanoma/terapia , Ratones , Ratones Endogámicos BALB C , Ratones Endogámicos C57BL , Factor 1 de Transcripción de Linfocitos T/metabolismo
15.
Arthritis Res Ther ; 20(1): 139, 2018 07 11.
Artículo en Inglés | MEDLINE | ID: mdl-29996944

RESUMEN

BACKGROUND: Detailed molecular analyses of cells from rheumatoid arthritis (RA) synovium hold promise in identifying cellular phenotypes that drive tissue pathology and joint damage. The Accelerating Medicines Partnership RA/SLE Network aims to deconstruct autoimmune pathology by examining cells within target tissues through multiple high-dimensional assays. Robust standardized protocols need to be developed before cellular phenotypes at a single cell level can be effectively compared across patient samples. METHODS: Multiple clinical sites collected cryopreserved synovial tissue fragments from arthroplasty and synovial biopsy in a 10% DMSO solution. Mechanical and enzymatic dissociation parameters were optimized for viable cell extraction and surface protein preservation for cell sorting and mass cytometry, as well as for reproducibility in RNA sequencing (RNA-seq). Cryopreserved synovial samples were collectively analyzed at a central processing site by a custom-designed and validated 35-marker mass cytometry panel. In parallel, each sample was flow sorted into fibroblast, T-cell, B-cell, and macrophage suspensions for bulk population RNA-seq and plate-based single-cell CEL-Seq2 RNA-seq. RESULTS: Upon dissociation, cryopreserved synovial tissue fragments yielded a high frequency of viable cells, comparable to samples undergoing immediate processing. Optimization of synovial tissue dissociation across six clinical collection sites with ~ 30 arthroplasty and ~ 20 biopsy samples yielded a consensus digestion protocol using 100 µg/ml of Liberase™ TL enzyme preparation. This protocol yielded immune and stromal cell lineages with preserved surface markers and minimized variability across replicate RNA-seq transcriptomes. Mass cytometry analysis of cells from cryopreserved synovium distinguished diverse fibroblast phenotypes, distinct populations of memory B cells and antibody-secreting cells, and multiple CD4+ and CD8+ T-cell activation states. Bulk RNA-seq of sorted cell populations demonstrated robust separation of synovial lymphocytes, fibroblasts, and macrophages. Single-cell RNA-seq produced transcriptomes of over 1000 genes/cell, including transcripts encoding characteristic lineage markers identified. CONCLUSIONS: We have established a robust protocol to acquire viable cells from cryopreserved synovial tissue with intact transcriptomes and cell surface phenotypes. A centralized pipeline to generate multiple high-dimensional analyses of synovial tissue samples collected across a collaborative network was developed. Integrated analysis of such datasets from large patient cohorts may help define molecular heterogeneity within RA pathology and identify new therapeutic targets and biomarkers.


Asunto(s)
Artritis Reumatoide/patología , Citometría de Flujo/métodos , Ensayos Analíticos de Alto Rendimiento/métodos , Membrana Sinovial/patología , Criopreservación , Humanos
17.
Nature ; 547(7662): 217-221, 2017 07 13.
Artículo en Inglés | MEDLINE | ID: mdl-28678778

RESUMEN

Effective anti-tumour immunity in humans has been associated with the presence of T cells directed at cancer neoantigens, a class of HLA-bound peptides that arise from tumour-specific mutations. They are highly immunogenic because they are not present in normal tissues and hence bypass central thymic tolerance. Although neoantigens were long-envisioned as optimal targets for an anti-tumour immune response, their systematic discovery and evaluation only became feasible with the recent availability of massively parallel sequencing for detection of all coding mutations within tumours, and of machine learning approaches to reliably predict those mutated peptides with high-affinity binding of autologous human leukocyte antigen (HLA) molecules. We hypothesized that vaccination with neoantigens can both expand pre-existing neoantigen-specific T-cell populations and induce a broader repertoire of new T-cell specificities in cancer patients, tipping the intra-tumoural balance in favour of enhanced tumour control. Here we demonstrate the feasibility, safety, and immunogenicity of a vaccine that targets up to 20 predicted personal tumour neoantigens. Vaccine-induced polyfunctional CD4+ and CD8+ T cells targeted 58 (60%) and 15 (16%) of the 97 unique neoantigens used across patients, respectively. These T cells discriminated mutated from wild-type antigens, and in some cases directly recognized autologous tumour. Of six vaccinated patients, four had no recurrence at 25 months after vaccination, while two with recurrent disease were subsequently treated with anti-PD-1 (anti-programmed cell death-1) therapy and experienced complete tumour regression, with expansion of the repertoire of neoantigen-specific T cells. These data provide a strong rationale for further development of this approach, alone and in combination with checkpoint blockade or other immunotherapies.


Asunto(s)
Antígenos de Neoplasias/genética , Antígenos de Neoplasias/inmunología , Vacunas contra el Cáncer/inmunología , Melanoma/inmunología , Melanoma/terapia , Medicina de Precisión/métodos , Secuencia de Aminoácidos , Anticuerpos Monoclonales Humanizados/farmacología , Anticuerpos Monoclonales Humanizados/uso terapéutico , Antígenos de Neoplasias/química , Linfocitos T CD4-Positivos/inmunología , Linfocitos T CD8-positivos/inmunología , Vacunas contra el Cáncer/efectos adversos , Vacunas contra el Cáncer/química , Secuenciación de Nucleótidos de Alto Rendimiento , Antígenos de Histocompatibilidad Clase II/inmunología , Humanos , Aprendizaje Automático , Melanoma/genética , Mutación , Recurrencia Local de Neoplasia/inmunología , Recurrencia Local de Neoplasia/prevención & control , Seguridad del Paciente , Receptor de Muerte Celular Programada 1/antagonistas & inhibidores
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