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1.
Cell ; 186(25): 5620-5637.e16, 2023 12 07.
Artículo en Inglés | MEDLINE | ID: mdl-38065082

RESUMEN

Colorectal cancer exhibits dynamic cellular and genetic heterogeneity during progression from precursor lesions toward malignancy. Analysis of spatial multi-omic data from 31 human colorectal specimens enabled phylogeographic mapping of tumor evolution that revealed individualized progression trajectories and accompanying microenvironmental and clonal alterations. Phylogeographic mapping ordered genetic events, classified tumors by their evolutionary dynamics, and placed clonal regions along global pseudotemporal progression trajectories encompassing the chromosomal instability (CIN+) and hypermutated (HM) pathways. Integrated single-cell and spatial transcriptomic data revealed recurring epithelial programs and infiltrating immune states along progression pseudotime. We discovered an immune exclusion signature (IEX), consisting of extracellular matrix regulators DDR1, TGFBI, PAK4, and DPEP1, that charts with CIN+ tumor progression, is associated with reduced cytotoxic cell infiltration, and shows prognostic value in independent cohorts. This spatial multi-omic atlas provides insights into colorectal tumor-microenvironment co-evolution, serving as a resource for stratification and targeted treatments.


Asunto(s)
Neoplasias Colorrectales , Inestabilidad de Microsatélites , Microambiente Tumoral , Humanos , Inestabilidad Cromosómica/genética , Neoplasias Colorrectales/patología , Perfilación de la Expresión Génica , Quinasas p21 Activadas/genética , Filogenia , Mutación , Progresión de la Enfermedad , Pronóstico
2.
Cell ; 184(26): 6262-6280.e26, 2021 12 22.
Artículo en Inglés | MEDLINE | ID: mdl-34910928

RESUMEN

Colorectal cancers (CRCs) arise from precursor polyps whose cellular origins, molecular heterogeneity, and immunogenic potential may reveal diagnostic and therapeutic insights when analyzed at high resolution. We present a single-cell transcriptomic and imaging atlas of the two most common human colorectal polyps, conventional adenomas and serrated polyps, and their resulting CRC counterparts. Integrative analysis of 128 datasets from 62 participants reveals adenomas arise from WNT-driven expansion of stem cells, while serrated polyps derive from differentiated cells through gastric metaplasia. Metaplasia-associated damage is coupled to a cytotoxic immune microenvironment preceding hypermutation, driven partly by antigen-presentation differences associated with tumor cell-differentiation status. Microsatellite unstable CRCs contain distinct non-metaplastic regions where tumor cells acquire stem cell properties and cytotoxic immune cells are depleted. Our multi-omic atlas provides insights into malignant progression of colorectal polyps and their microenvironment, serving as a framework for precision surveillance and prevention of CRC.


Asunto(s)
Pólipos del Colon/patología , Neoplasias Colorrectales/patología , Microambiente Tumoral , Inmunidad Adaptativa , Adenoma/genética , Adenoma/patología , Adulto , Anciano , Animales , Carcinogénesis/genética , Carcinogénesis/patología , Muerte Celular , Diferenciación Celular , Pólipos del Colon/genética , Pólipos del Colon/inmunología , Neoplasias Colorrectales/genética , Neoplasias Colorrectales/inmunología , Progresión de la Enfermedad , Femenino , Regulación Neoplásica de la Expresión Génica , Redes Reguladoras de Genes , Heterogeneidad Genética , Humanos , Masculino , Ratones , Persona de Mediana Edad , Mutación/genética , Células Madre Neoplásicas/metabolismo , Células Madre Neoplásicas/patología , RNA-Seq , Reproducibilidad de los Resultados , Análisis de la Célula Individual , Microambiente Tumoral/inmunología
3.
Annu Rev Physiol ; 86: 479-504, 2024 Feb 12.
Artículo en Inglés | MEDLINE | ID: mdl-37863104

RESUMEN

Tuft cells are a rare and morphologically distinct chemosensory cell type found throughout many organs, including the gastrointestinal tract. These cells were identified by their unique morphologies distinguished by large apical protrusions. Ultrastructural data have begun to describe the molecular underpinnings of their cytoskeletal features, and tuft cell-enriched cytoskeletal proteins have been identified, although the connection of tuft cell morphology to tuft cell functionality has not yet been established. Furthermore, tuft cells display variations in function and identity between and within tissues, leading to the delineation of distinct tuft cell populations. As a chemosensory cell type, they display receptors that are responsive to ligands specific for their environment. While many studies have demonstrated the tuft cell response to protists and helminths in the intestine, recent research has highlighted other roles of tuft cells as well as implicated tuft cells in other disease processes including inflammation, cancer, and viral infections. Here, we review the literature on the cytoskeletal structure of tuft cells. Additionally, we focus on new research discussing tuft cell lineage, ligand-receptor interactions, tuft cell tropism, and the role of tuft cells in intestinal disease. Finally, we discuss the implication of tuft cell-targeted therapies in human health and how the morphology of tuft cells may contribute to their functionality.


Asunto(s)
Mucosa Intestinal , Células en Penacho , Humanos , Mucosa Intestinal/metabolismo , Intestinos , Tracto Gastrointestinal , Linaje de la Célula
4.
Cytometry A ; 101(6): 521-528, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-35084791

RESUMEN

Increasingly, highly multiplexed tissue imaging methods are used to profile protein expression at the single-cell level. However, a critical limitation is the lack of robust cell segmentation tools for tissue sections. We present Multiplexed Image Resegmentation of Internal Aberrant Membranes (MIRIAM) that combines (a) a pipeline for cell segmentation and quantification that incorporates machine learning-based pixel classification to define cellular compartments, (b) a novel method for extending incomplete cell membranes, and (c) a deep learning-based cell shape descriptor. Using human colonic adenomas as an example, we show that MIRIAM is superior to widely utilized segmentation methods and provides a pipeline that is broadly applicable to different imaging platforms and tissue types.


Asunto(s)
Aprendizaje Profundo , Forma de la Célula , Humanos , Procesamiento de Imagen Asistido por Computador/métodos , Aprendizaje Automático
5.
BMC Genomics ; 21(1): 456, 2020 Jul 02.
Artículo en Inglés | MEDLINE | ID: mdl-32616006

RESUMEN

BACKGROUND: The increasing demand of single-cell RNA-sequencing (scRNA-seq) experiments, such as the number of experiments and cells queried per experiment, necessitates higher sequencing depth coupled to high data quality. New high-throughput sequencers, such as the Illumina NovaSeq 6000, enables this demand to be filled in a cost-effective manner. However, current scRNA-seq library designs present compatibility challenges with newer sequencing technologies, such as index-hopping, and their ability to generate high quality data has yet to be systematically evaluated. RESULTS: Here, we engineered a dual-indexed library structure, called TruDrop, on top of the inDrop scRNA-seq platform to solve these compatibility challenges, such that TruDrop libraries and standard Illumina libraries can be sequenced alongside each other on the NovaSeq. On scRNA-seq libraries, we implemented a previously-documented countermeasure to the well-described problem of index-hopping, demonstrated significant improvements in base-calling accuracy on the NovaSeq, and provided an example of multiplexing twenty-four scRNA-seq libraries simultaneously. We showed favorable comparisons in transcriptional diversity of TruDrop compared with prior inDrop libraries. CONCLUSIONS: Our approach enables cost-effective, high throughput generation of sequencing data with high quality, which should enable more routine use of scRNA-seq technologies.


Asunto(s)
Secuenciación de Nucleótidos de Alto Rendimiento , Análisis de Secuencia de ARN/métodos , Análisis de la Célula Individual/métodos , Animales , Humanos , Ratones , Alineación de Secuencia , Análisis de Secuencia de ARN/normas , Análisis de la Célula Individual/normas
6.
Nat Commun ; 15(1): 7204, 2024 Aug 22.
Artículo en Inglés | MEDLINE | ID: mdl-39169060

RESUMEN

Crohn's disease (CD) is a complex chronic inflammatory disorder with both gastrointestinal and extra-intestinal manifestations associated immune dysregulation. Analyzing 202,359 cells from 170 specimens across 83 patients, we identify a distinct epithelial cell type in both terminal ileum and ascending colon (hereon as 'LND') with high expression of LCN2, NOS2, and DUOX2 and genes related to antimicrobial response and immunoregulation. LND cells, confirmed by in-situ RNA and protein imaging, are rare in non-IBD controls but expand in active CD, and actively interact with immune cells and specifically express IBD/CD susceptibility genes, suggesting a possible function in CD immunopathogenesis. Furthermore, we discover early and late LND subpopulations with different origins and developmental potential. A higher ratio of late-to-early LND cells correlates with better response to anti-TNF treatment. Our findings thus suggest a potential pathogenic role for LND cells in both Crohn's ileitis and colitis.


Asunto(s)
Colon , Enfermedad de Crohn , Oxidasas Duales , Células Epiteliales , Íleon , Lipocalina 2 , Enfermedad de Crohn/patología , Enfermedad de Crohn/genética , Enfermedad de Crohn/inmunología , Humanos , Células Epiteliales/metabolismo , Células Epiteliales/patología , Colon/patología , Íleon/patología , Lipocalina 2/metabolismo , Lipocalina 2/genética , Oxidasas Duales/genética , Oxidasas Duales/metabolismo , Masculino , Óxido Nítrico Sintasa de Tipo II/metabolismo , Óxido Nítrico Sintasa de Tipo II/genética , Femenino , Adulto , Factor de Necrosis Tumoral alfa/metabolismo , Mucosa Intestinal/patología , Mucosa Intestinal/metabolismo , Persona de Mediana Edad
7.
bioRxiv ; 2023 Oct 02.
Artículo en Inglés | MEDLINE | ID: mdl-37873404

RESUMEN

Crohn's disease (CD) is a complex chronic inflammatory disorder that may affect any part of gastrointestinal tract with extra-intestinal manifestations and associated immune dysregulation. To characterize heterogeneity in CD, we profiled single-cell transcriptomics of 170 samples from 65 CD patients and 18 non-inflammatory bowel disease (IBD) controls in both the terminal ileum (TI) and ascending colon (AC). Analysis of 202,359 cells identified a novel epithelial cell type in both TI and AC, featuring high expression of LCN2, NOS2, and DUOX2, and thus is named LND. LND cells, confirmed by high-resolution in-situ RNA imaging, were rarely found in non-IBD controls, but expanded significantly in active CD. Compared to other epithelial cells, genes defining LND cells were enriched in antimicrobial response and immunoregulation. Moreover, multiplexed protein imaging demonstrated that LND cell abundance was associated with immune infiltration. Cross-talk between LND and immune cells was explored by ligand-receptor interactions and further evidenced by their spatial colocalization. LND cells showed significant enrichment of expression specificity of IBD/CD susceptibility genes, revealing its role in immunopathogenesis of CD. Investigating lineage relationships of epithelial cells detected two LND cell subpopulations with different origins and developmental potential, early and late LND. The ratio of the late to early LND cells was related to anti-TNF response. These findings emphasize the pathogenic role of the specialized LND cell type in both Crohn's ileitis and Crohn's colitis and identify novel biomarkers associated with disease activity and treatment response.

8.
Front Oncol ; 12: 878920, 2022.
Artículo en Inglés | MEDLINE | ID: mdl-35600339

RESUMEN

The tumor microenvironment plays a key role in the pathogenesis of colorectal tumors and contains various cell types including epithelial, immune, and mesenchymal cells. Characterization of the interactions between these cell types is necessary for revealing the complex nature of tumors. In this study, we used single-cell RNA-seq (scRNA-seq) to compare the tumor microenvironments between a mouse model of sporadic colorectal adenoma (Lrig1CreERT2/+;Apc2lox14/+) and a mouse model of inflammation-driven colorectal cancer induced by azoxymethane and dextran sodium sulfate (AOM/DSS). While both models develop tumors in the distal colon, we found that the two tumor types have distinct microenvironments. AOM/DSS tumors have an increased abundance of two populations of cancer-associated fibroblasts (CAFs) compared with APC tumors, and we revealed their divergent spatial association with tumor cells using multiplex immunofluorescence (MxIF) imaging. We also identified a unique squamous cell population in AOM/DSS tumors, whose origins were distinct from anal squamous epithelial cells. These cells were in higher proportions upon administration of a chemotherapy regimen of 5-Fluorouracil/Irinotecan. We used computational inference algorithms to predict cell-cell communication mediated by ligand-receptor interactions and downstream pathway activation, and identified potential mechanistic connections between CAFs and tumor cells, as well as CAFs and squamous epithelial cells. This study provides important preclinical insight into the microenvironment of two distinct models of colorectal tumors and reveals unique roles for CAFs and squamous epithelial cells in the AOM/DSS model of inflammation-driven cancer.

9.
JCI Insight ; 7(10)2022 05 23.
Artículo en Inglés | MEDLINE | ID: mdl-35503250

RESUMEN

Aberrant epithelial differentiation and regeneration contribute to colon pathologies, including inflammatory bowel disease (IBD) and colitis-associated cancer (CAC). Myeloid translocation gene 16 (MTG16, also known as CBFA2T3) is a transcriptional corepressor expressed in the colonic epithelium. MTG16 deficiency in mice exacerbates colitis and increases tumor burden in CAC, though the underlying mechanisms remain unclear. Here, we identified MTG16 as a central mediator of epithelial differentiation, promoting goblet and restraining enteroendocrine cell development in homeostasis and enabling regeneration following dextran sulfate sodium-induced (DSS-induced) colitis. Transcriptomic analyses implicated increased Ephrussi box-binding transcription factor (E protein) activity in MTG16-deficient colon crypts. Using a mouse model with a point mutation that attenuates MTG16:E protein interactions (Mtg16P209T), we showed that MTG16 exerts control over colonic epithelial differentiation and regeneration by repressing E protein-mediated transcription. Mimicking murine colitis, MTG16 expression was increased in biopsies from patients with active IBD compared with unaffected controls. Finally, uncoupling MTG16:E protein interactions partially phenocopied the enhanced tumorigenicity of Mtg16-/- colon in the azoxymethane/DSS-induced model of CAC, indicating that MTG16 protects from tumorigenesis through additional mechanisms. Collectively, our results demonstrate that MTG16, via its repression of E protein targets, is a key regulator of cell fate decisions during colon homeostasis, colitis, and cancer.


Asunto(s)
Colitis , Enfermedades Inflamatorias del Intestino , Animales , Carcinogénesis/genética , Carcinogénesis/metabolismo , Transformación Celular Neoplásica/genética , Colitis/inducido químicamente , Colitis/genética , Colitis/metabolismo , Sulfato de Dextran/toxicidad , Humanos , Enfermedades Inflamatorias del Intestino/genética , Ratones , Ratones Endogámicos C57BL , Ratones Noqueados , Factores de Transcripción/genética
10.
NPJ Biofilms Microbiomes ; 6(1): 33, 2020 09 24.
Artículo en Inglés | MEDLINE | ID: mdl-32973205

RESUMEN

Microbial influences on host cells depend upon the identities of the microbes, their spatial localization, and the responses they invoke on specific host cell populations. Multimodal analyses of both microbes and host cells in a spatially resolved fashion would enable studies into these complex interactions in native tissue environments, potentially in clinical specimens. While techniques to preserve each of the microbial and host cell compartments have been used to examine tissues and microbes separately, we endeavored to develop approaches to simultaneously analyze both compartments. Herein, we established an original method for mucus preservation using Poloxamer 407 (also known as Pluronic F-127), a thermoreversible polymer with mucus-adhesive characteristics. We demonstrate that this approach can preserve spatially-defined compartments of the mucus bi-layer in the colon and the bacterial communities within, compared with their marked absence when tissues were processed with traditional formalin-fixed paraffin-embedded (FFPE) pipelines. Additionally, antigens for antibody staining of host cells were preserved and signal intensity for 16S rRNA fluorescence in situ hybridization (FISH) was enhanced in poloxamer-fixed samples. This in turn enabled us to integrate multimodal analysis using a modified multiplex immunofluorescence (MxIF) protocol. Importantly, we have formulated Poloxamer 407 to polymerize and cross-link at room temperature for use in clinical workflows. These results suggest that the fixative formulation of Poloxamer 407 can be integrated into biospecimen collection pipelines for simultaneous analysis of microbes and host cells.


Asunto(s)
Bacterias/aislamiento & purificación , Biopelículas/crecimiento & desarrollo , Colon/microbiología , Poloxámero/química , ARN Ribosómico 16S/genética , Animales , Bacterias/clasificación , Bacterias/genética , Biopelículas/clasificación , Técnica del Anticuerpo Fluorescente , Interacciones Huésped-Patógeno , Humanos , Hibridación Fluorescente in Situ , Ratones , Moco , Adhesión en Parafina , Fijación del Tejido
11.
Sci Signal ; 13(643)2020 08 04.
Artículo en Inglés | MEDLINE | ID: mdl-32753478

RESUMEN

Anti-tumor necrosis factor (anti-TNF) therapy resistance is a major clinical challenge in inflammatory bowel disease (IBD), due, in part, to insufficient understanding of disease-site, protein-level mechanisms. Although proteomics data from IBD mouse models exist, data and phenotype discrepancies contribute to confounding translation from preclinical animal models of disease to clinical cohorts. We developed an approach called translatable components regression (TransComp-R) to overcome interspecies and trans-omic discrepancies between mouse models and human subjects. TransComp-R combines mouse proteomic data with patient pretreatment transcriptomic data to identify molecular features discernable in the mouse data that are predictive of patient response to therapy. Interrogating the TransComp-R models revealed activated integrin pathway signaling in patients with anti-TNF-resistant colonic Crohn's disease (cCD) and ulcerative colitis (UC). As a step toward validation, we performed single-cell RNA sequencing (scRNA-seq) on biopsies from a patient with cCD and analyzed publicly available immune cell proteomics data to characterize the immune and intestinal cell types contributing to anti-TNF resistance. We found that ITGA1 was expressed in T cells and that interactions between these cells and intestinal cell types were associated with resistance to anti-TNF therapy. We experimentally showed that the α1 integrin subunit mediated the effectiveness of anti-TNF therapy in human immune cells. Thus, TransComp-R identified an integrin signaling mechanism with potential therapeutic implications for overcoming anti-TNF therapy resistance. We suggest that TransComp-R is a generalizable framework for addressing species, molecular, and phenotypic discrepancies between model systems and patients to translationally deliver relevant biological insights.


Asunto(s)
Resistencia a Medicamentos/genética , Enfermedades Inflamatorias del Intestino/tratamiento farmacológico , Infliximab/uso terapéutico , Integrina alfa1/genética , Integrinas/genética , Transducción de Señal/genética , Animales , Células Cultivadas , Modelos Animales de Enfermedad , Fármacos Gastrointestinales/uso terapéutico , Perfilación de la Expresión Génica/métodos , Humanos , Enfermedades Inflamatorias del Intestino/genética , Enfermedades Inflamatorias del Intestino/metabolismo , Integrina alfa1/metabolismo , Integrinas/metabolismo , Masculino , Ratones , Proteómica/métodos , RNA-Seq/métodos , Análisis de la Célula Individual/métodos , Especificidad de la Especie , Investigación Biomédica Traslacional/métodos
12.
Nat Commun ; 10(1): 5549, 2019 12 05.
Artículo en Inglés | MEDLINE | ID: mdl-31804471

RESUMEN

Dysplasia is considered a key transition state between pre-cancer and cancer in gastric carcinogenesis. However, the cellular or phenotypic heterogeneity and mechanisms of dysplasia progression have not been elucidated. We have established metaplastic and dysplastic organoid lines, derived from Mist1-Kras(G12D) mouse stomach corpus and studied distinct cellular behaviors and characteristics of metaplastic and dysplastic organoids. We also examined functional roles for Kras activation in dysplasia progression using Selumetinib, a MEK inhibitor, which is a downstream mediator of Kras signaling. Here, we report that dysplastic organoids die or show altered cellular behaviors and diminished aggressive behavior in response to MEK inhibition. However, the organoids surviving after MEK inhibition maintain cellular heterogeneity. Two dysplastic stem cell (DSC) populations are also identified in dysplastic cells, which exhibited different clonogenic potentials. Therefore, Kras activation controls cellular dynamics and progression to dysplasia, and DSCs might contribute to cellular heterogeneity in dysplastic cell lineages.


Asunto(s)
Linaje de la Célula/genética , Transformación Celular Neoplásica/genética , Mucosa Gástrica/metabolismo , Proteínas Proto-Oncogénicas p21(ras)/genética , Neoplasias Gástricas/genética , Animales , Bencimidazoles/farmacología , Linaje de la Célula/efectos de los fármacos , Proliferación Celular/genética , Transformación Celular Neoplásica/metabolismo , Mucosa Gástrica/patología , Regulación Neoplásica de la Expresión Génica , Heterogeneidad Genética/efectos de los fármacos , Humanos , Cinética , Ratones Endogámicos C57BL , Ratones Transgénicos , Proteínas Proto-Oncogénicas p21(ras)/metabolismo , Transducción de Señal/efectos de los fármacos , Transducción de Señal/genética , Estómago/patología , Neoplasias Gástricas/metabolismo
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