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1.
bioRxiv ; 2024 Jan 16.
Artículo en Inglés | MEDLINE | ID: mdl-38260392

RESUMEN

Neuroblastoma is a pediatric cancer arising from the developing sympathoadrenal lineage with complex inter- and intra-tumoral heterogeneity. To chart this complexity, we generated a comprehensive cell atlas of 55 neuroblastoma patient tumors, collected from two pediatric cancer institutions, spanning a range of clinical, genetic, and histologic features. Our atlas combines single-cell/nucleus RNA-seq (sc/scRNA-seq), bulk RNA-seq, whole exome sequencing, DNA methylation profiling, spatial transcriptomics, and two spatial proteomic methods. Sc/snRNA-seq revealed three malignant cell states with features of sympathoadrenal lineage development. All of the neuroblastomas had malignant cells that resembled sympathoblasts and the more differentiated adrenergic cells. A subset of tumors had malignant cells in a mesenchymal cell state with molecular features of Schwann cell precursors. DNA methylation profiles defined four groupings of patients, which differ in the degree of malignant cell heterogeneity and clinical outcomes. Using spatial proteomics, we found that neuroblastomas are spatially compartmentalized, with malignant tumor cells sequestered away from immune cells. Finally, we identify spatially restricted signaling patterns in immune cells from spatial transcriptomics. To facilitate the visualization and analysis of our atlas as a resource for further research in neuroblastoma, single cell, and spatial-omics, all data are shared through the Human Tumor Atlas Network Data Commons at www.humantumoratlas.org.

2.
Nat Commun ; 14(1): 663, 2023 02 07.
Artículo en Inglés | MEDLINE | ID: mdl-36750562

RESUMEN

The treatment of low-risk primary prostate cancer entails active surveillance only, while high-risk disease requires multimodal treatment including surgery, radiation therapy, and hormonal therapy. Recurrence and development of metastatic disease remains a clinical problem, without a clear understanding of what drives immune escape and tumor progression. Here, we comprehensively describe the tumor microenvironment of localized prostate cancer in comparison with adjacent normal samples and healthy controls. Single-cell RNA sequencing and high-resolution spatial transcriptomic analyses reveal tumor context dependent changes in gene expression. Our data indicate that an immune suppressive tumor microenvironment associates with suppressive myeloid populations and exhausted T-cells, in addition to high stromal angiogenic activity. We infer cell-to-cell relationships from high throughput ligand-receptor interaction measurements within undissociated tissue sections. Our work thus provides a highly detailed and comprehensive resource of the prostate tumor microenvironment as well as tumor-stromal cell interactions.


Asunto(s)
Neoplasias de la Próstata , Transcriptoma , Masculino , Humanos , Próstata/patología , Microambiente Tumoral , Perfilación de la Expresión Génica , Neoplasias de la Próstata/genética
3.
Immunity ; 55(10): 1940-1952.e5, 2022 10 11.
Artículo en Inglés | MEDLINE | ID: mdl-36223726

RESUMEN

T cells mediate antigen-specific immune responses to disease through the specificity and diversity of their clonotypic T cell receptors (TCRs). Determining the spatial distributions of T cell clonotypes in tissues is essential to understanding T cell behavior, but spatial sequencing methods remain unable to profile the TCR repertoire. Here, we developed Slide-TCR-seq, a 10-µm-resolution method, to sequence whole transcriptomes and TCRs within intact tissues. We confirmed the ability of Slide-TCR-seq to map the characteristic locations of T cells and their receptors in mouse spleen. In human lymphoid germinal centers, we identified spatially distinct TCR repertoires. Profiling T cells in renal cell carcinoma and melanoma specimens revealed heterogeneous immune responses: T cell states and infiltration differed intra- and inter-clonally, and adjacent tumor and immune cells exhibited distinct gene expression. Altogether, our method yields insights into the spatial relationships between clonality, neighboring cell types, and gene expression that drive T cell responses.


Asunto(s)
Receptores de Antígenos de Linfocitos T , Transcriptoma , Inmunidad Adaptativa/genética , Animales , Humanos , Ratones , Linfocitos T
4.
Nat Methods ; 19(9): 1076-1087, 2022 09.
Artículo en Inglés | MEDLINE | ID: mdl-36050488

RESUMEN

A central problem in spatial transcriptomics is detecting differentially expressed (DE) genes within cell types across tissue context. Challenges to learning DE include changing cell type composition across space and measurement pixels detecting transcripts from multiple cell types. Here, we introduce a statistical method, cell type-specific inference of differential expression (C-SIDE), that identifies cell type-specific DE in spatial transcriptomics, accounting for localization of other cell types. We model gene expression as an additive mixture across cell types of log-linear cell type-specific expression functions. C-SIDE's framework applies to many contexts: DE due to pathology, anatomical regions, cell-to-cell interactions and cellular microenvironment. Furthermore, C-SIDE enables statistical inference across multiple/replicates. Simulations and validation experiments on Slide-seq, MERFISH and Visium datasets demonstrate that C-SIDE accurately identifies DE with valid uncertainty quantification. Last, we apply C-SIDE to identify plaque-dependent immune activity in Alzheimer's disease and cellular interactions between tumor and immune cells. We distribute C-SIDE within the R package https://github.com/dmcable/spacexr .


Asunto(s)
Perfilación de la Expresión Génica , Transcriptoma , Perfilación de la Expresión Génica/métodos
5.
Am Heart J ; 254: 112-121, 2022 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-36007566

RESUMEN

BACKGROUND: Heart Failure with Preserved Ejection Fraction (HFpEF) is a heterogenous disease with few therapies proven to provide clinical benefit. Machine learning can characterize distinct phenotypes and compare outcomes among patients with HFpEF who are hospitalized for acute HF. METHODS: We applied hierarchical clustering using demographics, comorbidities, and clinical data on admission to identify distinct clusters in hospitalized HFpEF (ejection fraction >40%) in the ASCEND-HF trial. We separately applied a previously developed latent class analysis (LCA) clustering method and compared in-hospital and long-term outcomes across cluster groups. RESULTS: Of 7141 patients enrolled in the ASCEND-HF trial, 812 (11.4%) were hospitalized for HFpEF and met the criteria for complete case analysis. Hierarchical Cluster 1 included older women with atrial fibrillation (AF). Cluster 2 had elevated resting blood pressure. Cluster 3 had young men with obesity and diabetes. Cluster 4 had low resting blood pressure. Mortality at 180 days was lowest among Cluster 3 (KM event-rate 6.2 [95% CI: 3.5, 10.9]) and highest among Cluster 4 (18.8 [14.6, 24.0], P < .001). Twenty four-hour urine output was higher in Cluster 3 (2700 mL [1800, 3975]) than Cluster 4 (2100 mL [1400, 3055], P < .001). LCA also identified four clusters: A) older White or Asian women, B) younger men with few comorbidities, C) older individuals with AF and renal impairment, and D) patients with obesity and diabetes. Mortality at 180 days was lowest among LCA Cluster B (KM event-rate 5.5 [2.0, 10.3]) and highest among LCA Cluster C (26.3 [19.2, 35.4], P < .001). CONCLUSIONS: In patients hospitalized for HFpEF, cluster analysis demonstrated distinct phenotypes with differing clinical profiles and outcomes.


Asunto(s)
Fibrilación Atrial , Insuficiencia Cardíaca , Femenino , Humanos , Aprendizaje Automático , Obesidad , Pronóstico , Volumen Sistólico/fisiología , Masculino , Ensayos Clínicos como Asunto
6.
Nature ; 601(7891): 85-91, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-34912115

RESUMEN

The state and behaviour of a cell can be influenced by both genetic and environmental factors. In particular, tumour progression is determined by underlying genetic aberrations1-4 as well as the makeup of the tumour microenvironment5,6. Quantifying the contributions of these factors requires new technologies that can accurately measure the spatial location of genomic sequence together with phenotypic readouts. Here we developed slide-DNA-seq, a method for capturing spatially resolved DNA sequences from intact tissue sections. We demonstrate that this method accurately preserves local tumour architecture and enables the de novo discovery of distinct tumour clones and their copy number alterations. We then apply slide-DNA-seq to a mouse model of metastasis and a primary human cancer, revealing that clonal populations are confined to distinct spatial regions. Moreover, through integration with spatial transcriptomics, we uncover distinct sets of genes that are associated with clone-specific genetic aberrations, the local tumour microenvironment, or both. Together, this multi-modal spatial genomics approach provides a versatile platform for quantifying how cell-intrinsic and cell-extrinsic factors contribute to gene expression, protein abundance and other cellular phenotypes.


Asunto(s)
Células Clonales/metabolismo , Neoplasias Colorrectales/genética , Neoplasias Colorrectales/patología , Genómica/métodos , Animales , Células Clonales/patología , Variaciones en el Número de Copia de ADN/genética , Humanos , Ratones , Fenotipo , RNA-Seq , Análisis de Secuencia de ADN , Transcripción Genética , Transcriptoma
7.
J Neuropsychiatry Clin Neurosci ; 25(1): 68-71, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-23487196

RESUMEN

The authors present the case of a 37-year-old man who developed a psychotic manic episode and was found to have bilateral basal ganglia calcification (BGC). The authors present this case report along with a discussion of the literature on the neuropsychiatry of BGC.


Asunto(s)
Ganglios Basales/patología , Trastorno Bipolar/patología , Calcinosis/patología , Deluciones/patología , Adulto , Ganglios Basales/diagnóstico por imagen , Trastorno Bipolar/complicaciones , Calcinosis/complicaciones , Calcinosis/diagnóstico por imagen , Deluciones/complicaciones , Humanos , Masculino , Tomografía Computarizada por Rayos X
8.
J ECT ; 25(3): 208-9, 2009 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-19145209

RESUMEN

The present case report describes a 53-year-old male patient with long-standing, refractory major depressive disorder admitted for electroconvulsive therapy. The patient had a history of head trauma and was status-post craniofacial surgery with mesh and metallic implants. We describe the patient's history and the concerns associated with performing electroconvulsive therapy on a patient with metallic skull implants, and we conclude with an account of successful treatment.


Asunto(s)
Traumatismos Craneocerebrales/cirugía , Trastorno Depresivo Mayor/terapia , Terapia Electroconvulsiva , Procedimientos de Cirugía Plástica , Accidentes de Tránsito , Antidepresivos/uso terapéutico , Trastorno por Déficit de Atención con Hiperactividad/complicaciones , Placas Óseas , Traumatismos Craneocerebrales/complicaciones , Traumatismos Craneocerebrales/psicología , Trastorno Depresivo Mayor/complicaciones , Trastorno Depresivo Mayor/psicología , Traumatismos Faciales/cirugía , Humanos , Masculino , Persona de Mediana Edad
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