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2.
Cell Syst ; 14(4): 285-301.e4, 2023 04 19.
Artículo en Inglés | MEDLINE | ID: mdl-37080163

RESUMEN

Recent advances in spatial transcriptomics (STs) enable gene expression measurements from a tissue sample while retaining its spatial context. This technology enables unprecedented in situ resolution of the regulatory pathways that underlie the heterogeneity in the tumor as well as the tumor microenvironment (TME). The direct characterization of cellular co-localization with spatial technologies facilities quantification of the molecular changes resulting from direct cell-cell interaction, as it occurs in tumor-immune interactions. We present SpaceMarkers, a bioinformatics algorithm to infer molecular changes from cell-cell interactions from latent space analysis of ST data. We apply this approach to infer the molecular changes from tumor-immune interactions in Visium spatial transcriptomics data of metastasis, invasive and precursor lesions, and immunotherapy treatment. Further transfer learning in matched scRNA-seq data enabled further quantification of the specific cell types in which SpaceMarkers are enriched. Altogether, SpaceMarkers can identify the location and context-specific molecular interactions within the TME from ST data.


Asunto(s)
Algoritmos , Microambiente Tumoral , Comunicación Celular , Biología Computacional , Perfilación de la Expresión Génica
3.
Cell Genom ; 2(9)2022 Sep 14.
Artículo en Inglés | MEDLINE | ID: mdl-36204155

RESUMEN

Cells require coordinated control over gene expression when responding to environmental stimuli. Here we apply scATAC-seq and single-cell RNA sequencing (scRNA-seq) in resting and stimulated human blood cells. Collectively, we generate ~91,000 single-cell profiles, allowing us to probe the cis-regulatory landscape of the immunological response across cell types, stimuli, and time. Advancing tools to integrate multi-omics data, we develop functional inference of gene regulation (FigR), a framework to computationally pair scA-TAC-seq with scRNA-seq cells, connect distal cis-regulatory elements to genes, and infer gene-regulatory networks (GRNs) to identify candidate transcription factor (TF) regulators. Utilizing these paired multi-omics data, we define domains of regulatory chromatin (DORCs) of immune stimulation and find that cells alter chromatin accessibility and gene expression at timescales of minutes. Construction of the stimulation GRN elucidates TF activity at disease-associated DORCs. Overall, FigR enables elucidation of regulatory interactions across single-cell data, providing new opportunities to understand the function of cells within tissues.

4.
Nat Genet ; 53(9): 1334-1347, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-34493872

RESUMEN

Breast cancers are complex cellular ecosystems where heterotypic interactions play central roles in disease progression and response to therapy. However, our knowledge of their cellular composition and organization is limited. Here we present a single-cell and spatially resolved transcriptomics analysis of human breast cancers. We developed a single-cell method of intrinsic subtype classification (SCSubtype) to reveal recurrent neoplastic cell heterogeneity. Immunophenotyping using cellular indexing of transcriptomes and epitopes by sequencing (CITE-seq) provides high-resolution immune profiles, including new PD-L1/PD-L2+ macrophage populations associated with clinical outcome. Mesenchymal cells displayed diverse functions and cell-surface protein expression through differentiation within three major lineages. Stromal-immune niches were spatially organized in tumors, offering insights into antitumor immune regulation. Using single-cell signatures, we deconvoluted large breast cancer cohorts to stratify them into nine clusters, termed 'ecotypes', with unique cellular compositions and clinical outcomes. This study provides a comprehensive transcriptional atlas of the cellular architecture of breast cancer.


Asunto(s)
Neoplasias de la Mama/genética , Neoplasias de la Mama/patología , Análisis de la Célula Individual , Transcriptoma/genética , Linfocitos B/inmunología , Antígeno B7-H1/genética , Biomarcadores de Tumor/genética , Neoplasias de la Mama/inmunología , Linfocitos T CD8-positivos/inmunología , Células Endoteliales/metabolismo , Femenino , Regulación Neoplásica de la Expresión Génica/genética , Humanos , Macrófagos/citología , Macrófagos/inmunología , Proteínas de la Membrana/genética , Células Mieloides/inmunología , Células Mieloides/metabolismo , Análisis de Secuencia de ARN , Microambiente Tumoral , Proteínas Supresoras de Tumor/genética
6.
Nat Neurosci ; 24(3): 425-436, 2021 03.
Artículo en Inglés | MEDLINE | ID: mdl-33558695

RESUMEN

We used the 10x Genomics Visium platform to define the spatial topography of gene expression in the six-layered human dorsolateral prefrontal cortex. We identified extensive layer-enriched expression signatures and refined associations to previous laminar markers. We overlaid our laminar expression signatures on large-scale single nucleus RNA-sequencing data, enhancing spatial annotation of expression-driven clusters. By integrating neuropsychiatric disorder gene sets, we showed differential layer-enriched expression of genes associated with schizophrenia and autism spectrum disorder, highlighting the clinical relevance of spatially defined expression. We then developed a data-driven framework to define unsupervised clusters in spatial transcriptomics data, which can be applied to other tissues or brain regions in which morphological architecture is not as well defined as cortical laminae. Last, we created a web application for the scientific community to explore these raw and summarized data to augment ongoing neuroscience and spatial transcriptomics research ( http://research.libd.org/spatialLIBD ).


Asunto(s)
Expresión Génica , Corteza Prefrontal/metabolismo , Transcriptoma , Redes Reguladoras de Genes , Humanos
7.
Nat Commun ; 12(1): 463, 2021 01 19.
Artículo en Inglés | MEDLINE | ID: mdl-33469025

RESUMEN

Splicing varies across brain regions, but the single-cell resolution of regional variation is unclear. We present a single-cell investigation of differential isoform expression (DIE) between brain regions using single-cell long-read sequencing in mouse hippocampus and prefrontal cortex in 45 cell types at postnatal day 7 ( www.isoformAtlas.com ). Isoform tests for DIE show better performance than exon tests. We detect hundreds of DIE events traceable to cell types, often corresponding to functionally distinct protein isoforms. Mostly, one cell type is responsible for brain-region specific DIE. However, for fewer genes, multiple cell types influence DIE. Thus, regional identity can, although rarely, override cell-type specificity. Cell types indigenous to one anatomic structure display distinctive DIE, e.g. the choroid plexus epithelium manifests distinct transcription-start-site usage. Spatial transcriptomics and long-read sequencing yield a spatially resolved splicing map. Our methods quantify isoform expression with cell-type and spatial resolution and it contributes to further our understanding of how the brain integrates molecular and cellular complexity.


Asunto(s)
Empalme Alternativo/fisiología , Regulación del Desarrollo de la Expresión Génica/fisiología , Hipocampo/metabolismo , Corteza Prefrontal/metabolismo , Isoformas de Proteínas/metabolismo , Animales , Animales Recién Nacidos , Biología Computacional , Femenino , Hipocampo/citología , Hipocampo/crecimiento & desarrollo , Ratones , Modelos Animales , Corteza Prefrontal/citología , Corteza Prefrontal/crecimiento & desarrollo , Isoformas de Proteínas/análisis , Isoformas de Proteínas/genética , Análisis de la Célula Individual/métodos , Análisis Espacial
8.
Artículo en Inglés | MEDLINE | ID: mdl-32664244

RESUMEN

Preanaesthesia health assessment is gradually transitioning from paper-based, face-to-face assessment to digitized assessment, self-administered by the patient. This transition could potentially optimize the various goals of assessment, notably facilitating the efficient collection of the patient's health information. We have previously developed and validated a tablet application (PreAnaesThesia Computerized Health assessment application or "PATCH") for patients to conduct preanaesthesia self-assessment. In a randomized controlled trial, we sought to compare the duration of nurse-patient consultation and patient satisfaction between patients who underwent PATCH self-assessment vs. standard care nurse-led assessment. Fifty-two elective surgical patients were randomized to complete either PATCH assessment or standard care nurse-led assessment at an outpatient preoperative clinic. The duration of nurse-patient consultation was subsequently noted for all patients who also completed a satisfaction survey. The mean (SD) nurse-patient consultation times in the PATCH and standard care groups were comparable, at 11.5 (3.6) min and 12.2 (2.9) min, respectively (p = 0.703). Overall satisfaction scores were also comparable, at 23.9 and 27.0 respectively (p = 0.451) for the PATCH and standard nurse assessment groups. Favorable perceptions of PATCH among users ranged between 41.7% and 79.2%. In conclusion, PATCH self-assessment can feasibly be introduced into current practice with comparable nurse-patient consultation times and patient satisfaction.


Asunto(s)
Anestesia General , Relaciones Enfermero-Paciente , Satisfacción del Paciente , Cuidados Preoperatorios , Derivación y Consulta , Procedimientos Quirúrgicos Electivos , Humanos , Proyectos Piloto , Encuestas y Cuestionarios , Factores de Tiempo , Interfaz Usuario-Computador
9.
Nat Biotechnol ; 37(8): 916-924, 2019 08.
Artículo en Inglés | MEDLINE | ID: mdl-31235917

RESUMEN

Recent technical advancements have facilitated the mapping of epigenomes at single-cell resolution; however, the throughput and quality of these methods have limited their widespread adoption. Here we describe a high-quality (105 nuclear fragments per cell) droplet-microfluidics-based method for single-cell profiling of chromatin accessibility. We use this approach, named 'droplet single-cell assay for transposase-accessible chromatin using sequencing' (dscATAC-seq), to assay 46,653 cells for the unbiased discovery of cell types and regulatory elements in adult mouse brain. We further increase the throughput of this platform by combining it with combinatorial indexing (dsciATAC-seq), enabling single-cell studies at a massive scale. We demonstrate the utility of this approach by measuring chromatin accessibility across 136,463 resting and stimulated human bone marrow-derived cells to reveal changes in the cis- and trans-regulatory landscape across cell types and under stimulatory conditions at single-cell resolution. Altogether, we describe a total of 510,123 single-cell profiles, demonstrating the scalability and flexibility of this droplet-based platform.


Asunto(s)
Cromatina/química , Epigenómica/métodos , Microfluídica/métodos , Análisis de la Célula Individual/métodos , Animales , Encéfalo/citología , Línea Celular , Supervivencia Celular , Cromatina/metabolismo , Técnicas Químicas Combinatorias , Desoxirribonucleasas/farmacología , Epigénesis Genética/efectos de los fármacos , Regulación de la Expresión Génica/efectos de los fármacos , Ensayos Analíticos de Alto Rendimiento , Humanos , Leucocitos Mononucleares/metabolismo , Macrófagos/metabolismo , Ratones
10.
J Exp Biol ; 220(Pt 24): 4681-4688, 2017 Dec 15.
Artículo en Inglés | MEDLINE | ID: mdl-29061685

RESUMEN

Many species perform elaborate physical displays to court mates and compete with rivals, but the biomechanical mechanisms underlying such behavior are poorly understood. We address this issue by studying the neuromuscular origins of display behavior in a small tropical passerine bird, the golden-collared manakin (Manacus vitellinus). Males of this species court females by dancing around the forest floor and rapidly snapping their wings together above their back. Using radio-telemetry, we collected electromyographic (EMG) recordings from the three main muscles that control avian forelimb movement, and found how these different muscles are activated to generate various aspects of display behavior. The muscle that raises the wing (supracoracoideus, SC) and the primary muscle that retracts the wing (scapulohumeralis caudalis, SH) were activated during the wing-snap, whereas the pectoralis (PEC), the main wing depressor, was not. SC activation began before wing elevation commenced, with further activation occurring gradually. By contrast, SH activation was swift, starting soon after wing elevation and peaking shortly after the snap. The intensity of this SH activation was comparable to that which occurs during flapping, whereas the SC activation was much lower. Thus, light activation of the SC likely helps position the wings above the back, so that quick, robust SH activation can drive these appendages together to generate the firecracker-like snap sonation. This is one of the first looks at the neuromuscular mechanisms that underlie the actuation of a dynamic courtship display, and it demonstrates that even complex, whole-body display movements can be studied with transmitter-aided EMG techniques.


Asunto(s)
Músculo Esquelético/fisiología , Passeriformes/fisiología , Conducta Sexual Animal , Alas de Animales , Animales , Electromiografía , Femenino , Masculino
11.
Front Zool ; 13: 25, 2016.
Artículo en Inglés | MEDLINE | ID: mdl-27293470

RESUMEN

BACKGROUND: Through the actions of one or more isoforms of the enzyme 5α-reductase in many male reproductive tissues, circulating testosterone (T) undergoes metabolic conversion into 5α-dihydrotestosterone (DHT), which binds to and activates androgen receptors (AR) with greater potency than T. In birds, T is also subject to local inactivation into 5ß-DHT by the enzyme 5ß-reductase. Male golden-collared manakins perform an androgen-dependent and physically elaborate courtship display, and these birds express androgen receptors in skeletal muscles and spinal cord at levels far greater than those expressed in species with more limited courtship routines, including male zebra finches. To determine if local T metabolism facilitates or impedes activation of male manakin courtship, we examined expression of two isoforms of 5α-reductase, as well as 5ß-reductase, in forelimb muscles and spinal cords of males and females of the two aforementioned species. RESULTS: We found that all enzymes were expressed in all tissues, with patterns that partially predict a functional role for 5α-reductase in these birds, especially in both muscle and spinal cord of male manakins. Moreover, we found that 5ß-reductase was markedly different between species, with far lower levels in golden-collared manakins, compared to zebra finches. Thus, modification to neuromuscular deactivation of T may also play a functional role in adaptive behavioral modulation. CONCLUSIONS: Given that such a role for 5α-reductase in androgen-sensitive mammalian skeletal muscle is in dispute, our data suggest that, in birds, local metabolism may play a key role in providing active androgenic substrates to peripheral neuromuscular systems. Similarly, we provide the first evidence that 5ß-reductase is expressed broadly through an organism and may be an important factor that regulates androgenic modulation of neuromuscular functioning.

12.
Endocrinology ; 154(9): 3168-77, 2013 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-23782945

RESUMEN

Androgenic hormones regulate many aspects of animal social behavior, including the elaborate display routines on which many species rely for advertisement and competition. One way that this might occur is through peripheral effects of androgens, particularly on skeletal muscles that control complex movements and postures of the body and its limbs. However, the specific contribution of peripheral androgen-muscle interactions to the performance of elaborate behavioral displays in the natural world has never been examined. We study this issue in one of the only natural physiological models of animal acrobatics: the golden-collared manakin (Manacus vitellinus). In this tropical bird, males compete with each other and court females by producing firecracker-like wing- snaps and by rapidly dancing among saplings over the forest floor. To test how activation of peripheral androgen receptors (AR) influences this display, we treat reproductively active adult male birds with the peripherally selective antiandrogen bicalutamide (BICAL) and observe the effects of this manipulation on male display performance. We not only validate the peripheral specificity of BICAL in this species, but we also show that BICAL treatment reduces the frequency with which adult male birds perform their acrobatic display maneuvers and disrupts the overall structure and fine-scale patterning of these birds' main complex wing-snap sonation. In addition, this manipulation has no effect on the behavioral metrics associated with male motivation to display. Together, our findings help differentiate the various effects of peripheral and central AR on the performance of a complex sociosexual behavioral phenotype by indicating that peripheral AR can optimize the motor skills necessary for the production of an elaborate animal display.


Asunto(s)
Animales Salvajes/fisiología , Proteínas Aviares/metabolismo , Destreza Motora , Músculo Esquelético/metabolismo , Receptores Androgénicos/metabolismo , Conducta Sexual Animal , Pájaros Cantores/fisiología , Antagonistas de Receptores Androgénicos/administración & dosificación , Antagonistas de Receptores Androgénicos/farmacología , Anilidas/administración & dosificación , Anilidas/farmacología , Animales , Animales Salvajes/crecimiento & desarrollo , Proteínas Aviares/antagonistas & inhibidores , Proteínas Aviares/genética , Implantes de Medicamentos , Plumas/crecimiento & desarrollo , Plumas/metabolismo , Infusiones Subcutáneas , Masculino , Destreza Motora/efectos de los fármacos , Músculo Esquelético/efectos de los fármacos , Nitrilos/administración & dosificación , Nitrilos/farmacología , Antiandrógenos no Esteroides/administración & dosificación , Antiandrógenos no Esteroides/farmacología , Panamá , Pigmentos Biológicos/metabolismo , ARN Mensajero/metabolismo , Distribución Aleatoria , Receptores Androgénicos/química , Receptores Androgénicos/genética , Conducta Sexual Animal/efectos de los fármacos , Pájaros Cantores/crecimiento & desarrollo , Compuestos de Tosilo/administración & dosificación , Compuestos de Tosilo/farmacología , Árboles
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