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1.
Cancer Discov ; 14(6): 1106-1131, 2024 Jun 03.
Artículo en Inglés | MEDLINE | ID: mdl-38416133

RESUMEN

Recent clinical trials have highlighted the limited efficacy of T cell-based immunotherapy in patients with glioblastoma (GBM). To better understand the characteristics of tumor-infiltrating lymphocytes (TIL) in GBM, we performed cellular indexing of transcriptomes and epitopes by sequencing and single-cell RNA sequencing with paired V(D)J sequencing, respectively, on TILs from two cohorts of patients totaling 15 patients with high-grade glioma, including GBM or astrocytoma, IDH-mutant, grade 4 (G4A). Analysis of the CD8+ TIL landscape reveals an enrichment of clonally expanded GZMK+ effector T cells in the tumor compared with matched blood, which was validated at the protein level. Furthermore, integration with other cancer types highlights the lack of a canonically exhausted CD8+ T-cell population in GBM TIL. These data suggest that GZMK+ effector T cells represent an important T-cell subset within the GBM microenvironment and may harbor potential therapeutic implications. SIGNIFICANCE: To understand the limited efficacy of immune-checkpoint blockade in GBM, we applied a multiomics approach to understand the TIL landscape. By highlighting the enrichment of GZMK+ effector T cells and the lack of exhausted T cells, we provide a new potential mechanism of resistance to immunotherapy in GBM. This article is featured in Selected Articles from This Issue, p. 897.


Asunto(s)
Linfocitos T CD8-positivos , Glioblastoma , Linfocitos Infiltrantes de Tumor , Humanos , Glioblastoma/inmunología , Glioblastoma/terapia , Linfocitos T CD8-positivos/inmunología , Linfocitos T CD8-positivos/metabolismo , Linfocitos Infiltrantes de Tumor/inmunología , Linfocitos Infiltrantes de Tumor/metabolismo , Neoplasias Encefálicas/inmunología , Microambiente Tumoral/inmunología
2.
Nat Commun ; 15(1): 478, 2024 Jan 12.
Artículo en Inglés | MEDLINE | ID: mdl-38216553

RESUMEN

Vestibular schwannomas (VS) are benign tumors that lead to significant neurologic and otologic morbidity. How VS heterogeneity and the tumor microenvironment (TME) contribute to VS pathogenesis remains poorly understood. In this study, we perform scRNA-seq on 15 VS, with paired scATAC-seq (n = 6) and exome sequencing (n = 12). We identify diverse Schwann cell (SC), stromal, and immune populations in the VS TME and find that repair-like and MHC-II antigen-presenting SCs are associated with myeloid cell infiltrate, implicating a nerve injury-like process. Deconvolution analysis of RNA-expression data from 175 tumors reveals Injury-like tumors are associated with larger tumor size, and scATAC-seq identifies transcription factors associated with nerve repair SCs from Injury-like tumors. Ligand-receptor analysis and in vitro experiments suggest that Injury-like VS-SCs recruit myeloid cells via CSF1 signaling. Our study indicates that Injury-like SCs may cause tumor growth via myeloid cell recruitment and identifies molecular pathways that may be therapeutically targeted.


Asunto(s)
Neuroma Acústico , Humanos , Neuroma Acústico/genética , Neuroma Acústico/metabolismo , Neuroma Acústico/patología , Ecosistema , Multiómica , Células de Schwann/metabolismo , Transducción de Señal/fisiología , Análisis de la Célula Individual , Microambiente Tumoral
3.
J Immunother Cancer ; 10(12)2022 12.
Artículo en Inglés | MEDLINE | ID: mdl-36543376

RESUMEN

BACKGROUND: Glioblastoma is a fatal disease despite aggressive multimodal therapy. PD-1 blockade, a therapy that reinvigorates hypofunctional exhausted CD8 T cells (Tex) in many malignancies, has not shown efficacy in glioblastoma. Loss of CD4 T cells can lead to an exhausted CD8 T-cell phenotype, and terminally exhausted CD8 T cells (Tex term) do not respond to PD-1 blockade. GL261 and CT2A are complementary orthotopic models of glioblastoma. GL261 has a functional CD4 T-cell compartment and is responsive to PD-1 blockade; notably, CD4 depletion abrogates this survival benefit. CT2A is composed of dysfunctional CD4 T cells and is PD-1 blockade unresponsive. We leverage these models to understand the impact of CD4 T cells on CD8 T-cell exhaustion and PD-1 blockade sensitivity in glioblastoma. METHODS: Single-cell RNA sequencing was performed on flow sorted tumor-infiltrating lymphocytes from female C57/BL6 mice implanted with each model, with and without PD-1 blockade therapy. CD8+ and CD4+ T cells were identified and separately analyzed. Survival analyses were performed comparing PD-1 blockade therapy, CD40 agonist or combinatorial therapy. RESULTS: The CD8 T-cell compartment of the models is composed of heterogenous CD8 Tex subsets, including progenitor exhausted CD8 T cells (Tex prog), intermediate Tex, proliferating Tex, and Tex term. GL261 is enriched with the PD-1 responsive Tex prog subset relative to the CT2A and CD4-depleted GL261 models, which are composed predominantly of the PD-1 blockade refractory Tex term subset. Analysis of the CD4 T-cell compartments revealed that the CT2A microenvironment is enriched with a suppressive Treg subset and an effector CD4 T-cell subset that expresses an inhibitory interferon-stimulated (Isc) signature. Finally, we demonstrate that addition of CD40 agonist to PD-1 blockade therapy improves survival in CT2A tumor-bearing mice. CONCLUSIONS: Here, we describe that dysfunctional CD4 T cells are associated with terminal CD8 T-cell exhaustion, suggesting CD4 T cells impact PD-1 blockade efficacy by controlling the severity of exhaustion. Given that CD4 lymphopenia is frequently observed in patients with glioblastoma, this may represent a basis for resistance to PD-1 blockade. We demonstrate that CD40 agonism may circumvent a dysfunctional CD4 compartment to improve PD-1 blockade responsiveness, supporting a novel synergistic immunotherapeutic approach.


Asunto(s)
Neoplasias Encefálicas , Glioblastoma , Femenino , Ratones , Animales , Linfocitos T CD4-Positivos , Receptor de Muerte Celular Programada 1 , Glioblastoma/tratamiento farmacológico , Agotamiento de Células T , Linfocitos T CD8-positivos , Neoplasias Encefálicas/tratamiento farmacológico , Microambiente Tumoral
4.
Genome Med ; 14(1): 49, 2022 05 10.
Artículo en Inglés | MEDLINE | ID: mdl-35534852

RESUMEN

BACKGROUND: Recent investigations of the meninges have highlighted the importance of the dura layer in central nervous system immune surveillance beyond a purely structural role. However, our understanding of the meninges largely stems from the use of pre-clinical models rather than human samples. METHODS: Single-cell RNA sequencing of seven non-tumor-associated human dura samples and six primary meningioma tumor samples (4 matched and 2 non-matched) was performed. Cell type identities, gene expression profiles, and T cell receptor expression were analyzed. Copy number variant (CNV) analysis was performed to identify putative tumor cells and analyze intratumoral CNV heterogeneity. Immunohistochemistry and imaging mass cytometry was performed on selected samples to validate protein expression and reveal spatial localization of select protein markers. RESULTS: In this study, we use single-cell RNA sequencing to perform the first characterization of both non-tumor-associated human dura and primary meningioma samples. First, we reveal a complex immune microenvironment in human dura that is transcriptionally distinct from that of meningioma. In addition, we characterize a functionally diverse and heterogenous landscape of non-immune cells including endothelial cells and fibroblasts. Through imaging mass cytometry, we highlight the spatial relationship among immune cell types and vasculature in non-tumor-associated dura. Utilizing T cell receptor sequencing, we show significant TCR overlap between matched dura and meningioma samples. Finally, we report copy number variant heterogeneity within our meningioma samples. CONCLUSIONS: Our comprehensive investigation of both the immune and non-immune cellular landscapes of human dura and meningioma at single-cell resolution builds upon previously published data in murine models and provides new insight into previously uncharacterized roles of human dura.


Asunto(s)
Neoplasias Meníngeas , Meningioma , Animales , Células Endoteliales/patología , Humanos , Inmunidad , Neoplasias Meníngeas/genética , Neoplasias Meníngeas/patología , Meninges/patología , Meningioma/genética , Meningioma/patología , Ratones , Microambiente Tumoral
5.
Sci Transl Med ; 14(633): eabm1375, 2022 02 23.
Artículo en Inglés | MEDLINE | ID: mdl-35196021

RESUMEN

Natural killer (NK) cells are innate lymphoid cells that eliminate cancer cells, produce cytokines, and are being investigated as a nascent cellular immunotherapy. Impaired NK cell function, expansion, and persistence remain key challenges for optimal clinical translation. One promising strategy to overcome these challenges is cytokine-induced memory-like (ML) differentiation, whereby NK cells acquire enhanced antitumor function after stimulation with interleukin-12 (IL-12), IL-15, and IL-18. Here, reduced-intensity conditioning (RIC) for HLA-haploidentical hematopoietic cell transplantation (HCT) was augmented with same-donor ML NK cells on day +7 and 3 weeks of N-803 (IL-15 superagonist) to treat patients with relapsed/refractory acute myeloid leukemia (AML) in a clinical trial (NCT02782546). In 15 patients, donor ML NK cells were well tolerated, and 87% of patients achieved a composite complete response at day +28, which corresponded with clearing high-risk mutations, including TP53 variants. NK cells were the major blood lymphocytes for 2 months after HCT with 1104-fold expansion (over 1 to 2 weeks). Phenotypic and transcriptional analyses identified donor ML NK cells as distinct from conventional NK cells and showed that ML NK cells persisted for over 2 months. ML NK cells expressed CD16, CD57, and high granzyme B and perforin, along with a unique transcription factor profile. ML NK cells differentiated in patients had enhanced ex vivo function compared to conventional NK cells from both patients and healthy donors. Overall, same-donor ML NK cell therapy with 3 weeks of N-803 support safely augmented RIC haplo-HCT for AML.


Asunto(s)
Trasplante de Células Madre Hematopoyéticas , Leucemia Mieloide Aguda , Humanos , Inmunidad Innata , Interleucina-15 , Células Asesinas Naturales , Leucemia Mieloide Aguda/patología , Leucemia Mieloide Aguda/terapia
6.
Blood Cancer Discov ; 3(1): 32-49, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-35019859

RESUMEN

To better understand clonal and transcriptional adaptations after relapse in patients with acute myeloid leukemia (AML), we collected presentation and relapse samples from six normal karyotype AML cases. We performed enhanced whole-genome sequencing to characterize clonal evolution, and deep-coverage single-cell RNA sequencing on the same samples, which yielded 142,642 high-quality cells for analysis. Identifying expressed mutations in individual cells enabled us to discriminate between normal and AML cells, to identify coordinated changes in the genome and transcriptome, and to identify subclone-specific cell states. We quantified the coevolution of genetic and transcriptional heterogeneity during AML progression, and found that transcriptional changes were significantly correlated with genetic changes. However, transcriptional adaptation sometimes occurred independently, suggesting that clonal evolution does not represent all relevant biological changes. In three cases, we identified cells at diagnosis that likely seeded the relapse. Finally, these data revealed a conserved relapse-enriched leukemic cell state bearing markers of stemness, quiescence, and adhesion. SIGNIFICANCE: These data enabled us to identify a relapse-enriched leukemic cell state with distinct transcriptional properties. Detailed case-by-case analyses elucidated the complex ways in which the AML genome, transcriptome, and immune microenvironment interact to evade chemotherapy. These analyses provide a blueprint for evaluating these factors in larger cohorts.This article is highlighted in the In This Issue feature, p. 1.


Asunto(s)
Leucemia Mieloide Aguda , Evolución Clonal , Humanos , Cariotipo , Leucemia Mieloide Aguda/diagnóstico , Mutación , Recurrencia , Microambiente Tumoral
7.
Lancet Digit Health ; 4(1): e64-e74, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-34772649

RESUMEN

Publicly available skin image datasets are increasingly used to develop machine learning algorithms for skin cancer diagnosis. However, the total number of datasets and their respective content is currently unclear. This systematic review aimed to identify and evaluate all publicly available skin image datasets used for skin cancer diagnosis by exploring their characteristics, data access requirements, and associated image metadata. A combined MEDLINE, Google, and Google Dataset search identified 21 open access datasets containing 106 950 skin lesion images, 17 open access atlases, eight regulated access datasets, and three regulated access atlases. Images and accompanying data from open access datasets were evaluated by two independent reviewers. Among the 14 datasets that reported country of origin, most (11 [79%]) originated from Europe, North America, and Oceania exclusively. Most datasets (19 [91%]) contained dermoscopic images or macroscopic photographs only. Clinical information was available regarding age for 81 662 images (76·4%), sex for 82 848 (77·5%), and body site for 79 561 (74·4%). Subject ethnicity data were available for 1415 images (1·3%), and Fitzpatrick skin type data for 2236 (2·1%). There was limited and variable reporting of characteristics and metadata among datasets, with substantial under-representation of darker skin types. This is the first systematic review to characterise publicly available skin image datasets, highlighting limited applicability to real-life clinical settings and restricted population representation, precluding generalisability. Quality standards for characteristics and metadata reporting for skin image datasets are needed.


Asunto(s)
Conjuntos de Datos como Asunto , Aprendizaje Automático , Neoplasias Cutáneas/diagnóstico , Dermoscopía , Humanos
8.
Curr Opin Ophthalmol ; 32(5): 445-451, 2021 Sep 01.
Artículo en Inglés | MEDLINE | ID: mdl-34265784

RESUMEN

PURPOSE OF REVIEW: This article aims to discuss the current state of resources enabling the democratization of artificial intelligence (AI) in ophthalmology. RECENT FINDINGS: Open datasets, efficient labeling techniques, code-free automated machine learning (AutoML) and cloud-based platforms for deployment are resources that enable clinicians with scarce resources to drive their own AI projects. SUMMARY: Clinicians are the use-case experts who are best suited to drive AI projects tackling patient-relevant outcome measures. Taken together, open datasets, efficient labeling techniques, code-free AutoML and cloud platforms break the barriers for clinician-driven AI. As AI becomes increasingly democratized through such tools, clinicians and patients stand to benefit greatly.


Asunto(s)
Inteligencia Artificial , Accesibilidad a los Servicios de Salud , Oftalmología , Nube Computacional , Conjuntos de Datos como Asunto , Atención a la Salud , Recursos en Salud , Humanos , Aprendizaje Automático
9.
Lancet Digit Health ; 3(1): e51-e66, 2021 01.
Artículo en Inglés | MEDLINE | ID: mdl-33735069

RESUMEN

Health data that are publicly available are valuable resources for digital health research. Several public datasets containing ophthalmological imaging have been frequently used in machine learning research; however, the total number of datasets containing ophthalmological health information and their respective content is unclear. This Review aimed to identify all publicly available ophthalmological imaging datasets, detail their accessibility, describe which diseases and populations are represented, and report on the completeness of the associated metadata. With the use of MEDLINE, Google's search engine, and Google Dataset Search, we identified 94 open access datasets containing 507 724 images and 125 videos from 122 364 patients. Most datasets originated from Asia, North America, and Europe. Disease populations were unevenly represented, with glaucoma, diabetic retinopathy, and age-related macular degeneration disproportionately overrepresented in comparison with other eye diseases. The reporting of basic demographic characteristics such as age, sex, and ethnicity was poor, even at the aggregate level. This Review provides greater visibility for ophthalmological datasets that are publicly available as powerful resources for research. Our paper also exposes an increasing divide in the representation of different population and disease groups in health data repositories. The improved reporting of metadata would enable researchers to access the most appropriate datasets for their needs and maximise the potential of such resources.


Asunto(s)
Bases de Datos Factuales , Conjuntos de Datos como Asunto , Diagnóstico por Imagen/métodos , Oftalmopatías/diagnóstico por imagen , Oftalmología , Humanos , Metadatos/normas
10.
Int J Radiat Oncol Biol Phys ; 109(4): 932-940, 2021 03 15.
Artículo en Inglés | MEDLINE | ID: mdl-33127491

RESUMEN

PURPOSE: The required elective nodal dose and volumes for head and neck intensity modulated radiation therapy have largely been extrapolated from conventional radiation therapy fields. In this prospective, dual-center, phase 2 study, we investigated the efficacy and tolerability of reduced elective nodal volume and dose in oropharyngeal and laryngeal squamous cell carcinoma. METHODS AND MATERIALS: Patients with newly diagnosed squamous cell carcinoma of the oropharynx and larynx were eligible for enrollment. Each lymph node was characterized as involved or suspicious based on imaging criteria. For oropharynx cancer, only involved and immediately adjacent stations were treated to 40 Gy in 20 fractions. In larynx patients, at least bilateral levels II and III were treated to 40 Gy, with level IV treated only if level III was involved. Involved and suspicious nodes were then boosted with 30 Gy and 24 Gy in 15 fractions, respectively. Concurrent chemotherapy was required for stage T3N0-1 and IVA/B patients. The primary endpoint of the study was solitary elective volume recurrence, with secondary endpoints including patterns of failure and patient-reported outcomes. RESULTS: A total of 72 (51 oropharynx, 21 larynx) patients completed treatment on this trial from January 2017 through November 2018. The stages at presentations were 5, 17, and 50 stage I-II, III, and IV, respectively, with 90% treated with chemoradiation therapy. At a median follow-up of 24.7 months for surviving patients, there have been no solitary elective nodal recurrences. Seven patients developed a nodal recurrence, 5 of which were in-field and 2 were elective with synchronous in-field recurrence. Patient-reported outcomes assessment at 1 year showed superior or equivalent outcomes compared with baseline, except for saliva and taste measures. CONCLUSIONS: The results of this trial suggest that elective dose and volume reduction is oncologically sound for oropharyngeal and laryngeal cancer treated with intensity modulated radiation therapy, with promising quality-of-life outcomes.


Asunto(s)
Neoplasias Laríngeas/radioterapia , Neoplasias Orofaríngeas/radioterapia , Radioterapia de Intensidad Modulada/métodos , Carcinoma de Células Escamosas de Cabeza y Cuello/radioterapia , Adulto , Anciano , Femenino , Humanos , Neoplasias Laríngeas/mortalidad , Ganglios Linfáticos/efectos de la radiación , Masculino , Persona de Mediana Edad , Cuello , Recurrencia Local de Neoplasia/epidemiología , Neoplasias Orofaríngeas/mortalidad , Medición de Resultados Informados por el Paciente , Estudios Prospectivos , Dosificación Radioterapéutica , Carcinoma de Células Escamosas de Cabeza y Cuello/mortalidad
11.
Eur J Cardiothorac Surg ; 56(1): 101-109, 2019 Jul 01.
Artículo en Inglés | MEDLINE | ID: mdl-30657877

RESUMEN

OBJECTIVES: Tetralogy of Fallot is characterized by anterocephalad deviation of the outlet septum, along with abnormal septoparietal trabeculations, which lead to subpulmonary infundibular stenosis. Archives of retained hearts are an important resource for improving our understanding of congenital heart defects and their morphological variability. This study aims to define variations in aortic override, coronary arterial patterns and ventricular septal defects in tetralogy of Fallot as observed in a morphological archive, highlighting implications for surgical management. METHODS: The Birmingham Children's Hospital archive contains 211 hearts with tetralogy of Fallot, of which 164 were analysed [69 (42.1%) unrepaired and 95 (57.9%) operated specimens]. A detailed morphological and geometric analysis was performed using a rigorous 5-layer review process. RESULTS: Anomalies were observed in the orifices, origins and course of the coronary arteries: 20 hearts (13.0%) had more than 2 orifices and 3 hearts (1.9%) had a single orifice. In 7 hearts (4.3%), a coronary artery crossed the right ventricular outflow tract. The extent of aortic override ranged from 31.0% to 100% (median of 59.5%). The ventricular septal defect was most often perimembranous (139, 84.8%), but we also found muscular (14, 8.5%), atrioventricular (7, 4.3%) and doubly committed juxta-arterial (2, 1.2%) variants. CONCLUSIONS: Anatomical variations are common and can impact surgical management. Anomalous coronary arteries may require a conduit rather than a transannular patch. Variability in aortic override determines the size of patch used to baffle blood to the aorta. The type of ventricular septal defect affects patch closure and the risk of postoperative conduction defects.


Asunto(s)
Tetralogía de Fallot , Adolescente , Niño , Preescolar , Estudios de Cohortes , Anomalías de los Vasos Coronarios/patología , Anomalías de los Vasos Coronarios/cirugía , Vasos Coronarios/patología , Vasos Coronarios/cirugía , Femenino , Humanos , Lactante , Recién Nacido , Masculino , Tetralogía de Fallot/epidemiología , Tetralogía de Fallot/patología , Tetralogía de Fallot/cirugía
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