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1.
Article En | MEDLINE | ID: mdl-36791991

BACKGROUND & AIMS: Noninvasive modalities for assessing active endoscopic and histologic inflammation in Crohn's disease and ulcerative colitis patients are critically needed. Fecal wash host shed-cell transcriptomics has been shown to be a robust classifier of endoscopic and histologic inflammation in inflammatory bowel disease patients with distal colitis. Whether such fecal washes can inform on inflammatory processes occurring in more proximal intestinal segments is currently unknown. METHODS: Fifty-nine inflammatory bowel disease patients and 50 controls were prospectively enrolled. Biopsy specimens and fecal washes from the distal colon, proximal colon, and terminal ileum were compared. Host transcriptomics were performed on the biopsy specimens and fecal washes obtained during colonoscopy at predefined locations throughout the colon and terminal ileum and results were associated with concurrent clinical, endoscopic, and histologic parameters. RESULTS: We found that host transcriptomics of distal fecal washes robustly classify histologic inflammation in ileal and proximal colonic Crohn's disease, even without distal colonic involvement (area under the receiver operating characteristic curve, 0.94 ± 0.09). We further found that fecal washes consist of modules of co-expressed genes of immune, stromal, and epithelial origin that are indicative of endoscopic disease severity. Fecal wash host transcriptomics also captures expression of gene modules previously associated with a lack of response to biological therapies. CONCLUSIONS: Our study establishes the accuracy of distal colonic fecal washes for identifying and scoring inflammatory processes throughout the entire ileal-colonic axis.


Crohn Disease , Inflammatory Bowel Diseases , Humans , Crohn Disease/genetics , Crohn Disease/pathology , Transcriptome/genetics , Colon/pathology , Inflammation/genetics , Inflammation/pathology , Inflammatory Bowel Diseases/pathology , Ileum/pathology
2.
Cell Stem Cell ; 29(6): 973-989.e10, 2022 06 02.
Article En | MEDLINE | ID: mdl-35659879

The liver carries a remarkable ability to regenerate rapidly after acute zonal damage. Single-cell approaches are necessary to study this process, given the spatial heterogeneity of liver cell types. Here, we use spatially resolved single-cell RNA sequencing (scRNA-seq) to study the dynamics of mouse liver regeneration after acute acetaminophen (APAP) intoxication. We find that hepatocytes proliferate throughout the liver lobule, creating the mitotic pressure required to repopulate the necrotic pericentral zone rapidly. A subset of hepatocytes located at the regenerating front transiently upregulate fetal-specific genes, including Afp and Cdh17, as they reprogram to a pericentral state. Zonated endothelial, hepatic stellate cell (HSC), and macrophage populations are differentially involved in immune recruitment, proliferation, and matrix remodeling. We observe massive transient infiltration of myeloid cells, yet stability of lymphoid cell abundance, in accordance with a global decline in antigen presentation. Our study provides a resource for understanding the coordinated programs of zonal liver regeneration.


Chemical and Drug Induced Liver Injury , Liver Regeneration , Acetaminophen/metabolism , Acetaminophen/toxicity , Animals , Chemical and Drug Induced Liver Injury/metabolism , Hepatic Stellate Cells , Hepatocytes/metabolism , Liver/metabolism , Mice
3.
Gut ; 71(10)2022 01 19.
Article En | MEDLINE | ID: mdl-35046090

BACKGROUND: Colonoscopy is the gold standard for evaluation of inflammation in inflammatory bowel diseases (IBDs), yet entails cumbersome preparations and risks of injury. Existing non-invasive prognostic tools are limited in their diagnostic power. Moreover, transcriptomics of colonic biopsies have been inconclusive in their association with clinical features. AIMS: To assess the utility of host transcriptomics of faecal wash samples of patients with IBD compared with controls. METHODS: In this prospective cohort study, we obtained biopsies and faecal-wash samples from patients with IBD and controls undergoing lower endoscopy. We performed RNAseq of biopsies and matching faecal-washes, and associated them with endoscopic and histological inflammation status. We also performed faecal mass-spectrometry proteomics on a subset of samples. We inferred cell compositions using computational deconvolution and used classification algorithms to identify informative genes. RESULTS: We analysed biopsies and faecal washes from 39 patients (20 IBD, 19 controls). Host faecal-transcriptome carried information that was distinct from biopsy RNAseq and faecal proteomics. Transcriptomics of faecal washes, yet not of biopsies, from patients with histological inflammation were significantly correlated to one another (p=5.3×10-12). Faecal-transcriptome had significantly higher statistical power in identifying histological inflammation compared with transctiptome of intestinal biopsies (150 genes with area under the curve >0.9 in faecal samples vs 10 genes in biopsy RNAseq). These results were replicated in a validation cohort of 22 patients (10 IBD, 12 controls). Faecal samples were enriched in inflammatory monocytes, regulatory T cells, natural killer-cells and innate lymphoid cells. CONCLUSIONS: Faecal wash host transcriptome is a statistically powerful biomarker reflecting histological inflammation. Furthermore, it opens the way to identifying important correlates and therapeutic targets that may be obscured using biopsy transcriptomics.

4.
Nat Metab ; 3(12): 1680-1693, 2021 12.
Article En | MEDLINE | ID: mdl-34931081

The use of transcriptomes as reliable proxies for cellular proteomes is controversial. In the small intestine, enterocytes operate for 4 days as they migrate along villi, which are highly graded microenvironments. Spatial transcriptomics have demonstrated profound zonation in enterocyte gene expression, but how this variability translates to protein content is unclear. Here we show that enterocyte proteins and messenger RNAs along the villus axis are zonated, yet often spatially discordant. Using spatial sorting with zonated surface markers, together with a Bayesian approach to infer protein translation and degradation rates from the combined spatial profiles, we find that, while many genes exhibit proteins zonated toward the villus tip, mRNA is zonated toward the villus bottom. Finally, we demonstrate that space-independent protein synthesis delays can explain many of the mRNA-protein discordances. Our work provides a proteomic spatial blueprint of the intestinal epithelium, highlighting the importance of protein measurements for inferring cell states in tissues that operate outside of steady state.


Gene Expression Regulation , Intestinal Mucosa/metabolism , Proteome , Transcriptome , Animals , Enterocytes/metabolism , Gene Expression Profiling , Immunohistochemistry , Male , Mice , Protein Stability , Proteomics/methods , RNA Stability
5.
PLoS Biol ; 19(10): e3001214, 2021 10.
Article En | MEDLINE | ID: mdl-34634036

The intestine is lined with isolated lymphoid follicles (ILFs) that facilitate sampling of luminal antigens to elicit immune responses. Technical challenges related to the scarcity and small sizes of ILFs and their follicle-associated epithelium (FAE) impeded the characterization of their spatial gene expression programs. Here, we combined RNA sequencing of laser capture microdissected tissues with single-molecule transcript imaging to obtain a spatial gene expression map of the ILF and its associated FAE in the mouse small intestine. We identified zonated expression programs in both follicles and FAEs, with a decrease in enterocyte antimicrobial and absorption programs and a partial induction of expression programs normally observed at the villus tip. We further identified Lepr+ subepithelial telocytes at the FAE top, which are distinct from villus tip Lgr5+ telocytes. Our analysis exposes the epithelial and mesenchymal cell states associated with ILFs.


Epithelium/metabolism , Gene Expression Regulation , Intestines/metabolism , Lymphoid Tissue/metabolism , Animals , Down-Regulation/genetics , Enterocytes/metabolism , Male , Mice, Inbred C57BL , Telocytes/metabolism
6.
Dev Cell ; 56(11): 1677-1693.e10, 2021 06 07.
Article En | MEDLINE | ID: mdl-34038707

Single-cell transcriptomics (scRNA-seq) has revolutionized the understanding of the spatial architecture of tissue structure and function. Advancing the "transcript-centric" view of scRNA-seq analyses is presently restricted by the limited resolution of proteomics and genome-wide techniques to analyze post-translational modifications. Here, by combining spatial cell sorting with transcriptomics and quantitative proteomics/phosphoproteomics, we established the spatially resolved proteome landscape of the liver endothelium, yielding deep mechanistic insight into zonated vascular signaling mechanisms. Phosphorylation of receptor tyrosine kinases was detected preferentially in the central vein area, resulting in an atypical enrichment of tyrosine phosphorylation. Prototypic biological validation identified Tie receptor signaling as a selective and specific regulator of vascular Wnt activity orchestrating angiocrine signaling, thereby controlling hepatocyte function during liver regeneration. Taken together, the study has yielded fundamental insight into the spatial organization of liver endothelial cell signaling. Spatial sorting may be employed as a universally adaptable strategy for multiomic analyses of scRNA-seq-defined cellular (sub)-populations.


Liver Regeneration/genetics , Liver/growth & development , Phosphoproteins/genetics , Transcriptome/genetics , Endothelial Cells/metabolism , Endothelium/growth & development , Flow Cytometry , Gene Expression Regulation, Developmental/genetics , Hepatocytes/metabolism , Humans , Liver/metabolism , Liver/pathology , Phosphorylation/genetics , Proteomics/methods , RNA-Seq , Regeneration/genetics , Single-Cell Analysis , Wnt Signaling Pathway/genetics
7.
Elife ; 102021 01 15.
Article En | MEDLINE | ID: mdl-33448926

The mechanical challenge of attaching elastic tendons to stiff bones is solved by the formation of a unique transitional tissue. Here, we show that murine tendon-to-bone attachment cells are bi-fated, activating a mixture of chondrocyte and tenocyte transcriptomes, under regulation of shared regulatory elements and Krüppel-like factors (KLFs) transcription factors. High-throughput bulk and single-cell RNA sequencing of humeral attachment cells revealed expression of hundreds of chondrogenic and tenogenic genes, which was validated by in situ hybridization and single-molecule ISH. ATAC sequencing showed that attachment cells share accessible intergenic chromatin areas with either tenocytes or chondrocytes. Epigenomic analysis revealed enhancer signatures for most of these regions. Transgenic mouse enhancer reporter assays verified the shared activity of some of these enhancers. Finally, integrative chromatin and motif analyses and transcriptomic data implicated KLFs as regulators of attachment cells. Indeed, blocking expression of both Klf2 and Klf4 in developing limb mesenchyme impaired their differentiation.


Chondrocytes/metabolism , Kruppel-Like Transcription Factors/genetics , Tenocytes/metabolism , Transcriptome , Animals , Bone and Bones , Female , Kruppel-Like Factor 4/genetics , Kruppel-Like Factor 4/metabolism , Kruppel-Like Transcription Factors/metabolism , Mice , Regulatory Sequences, Nucleic Acid , Tendons
8.
Nat Metab ; 1(9): 899-911, 2019 09.
Article En | MEDLINE | ID: mdl-31535084

The mammalian liver is composed of repeating hexagonal units termed lobules. Spatially resolved single-cell transcriptomics revealed that about half of hepatocyte genes are differentially expressed across the lobule, yet technical limitations impeded reconstructing similar global spatial maps of other hepatocyte features. Here, we show how zonated surface markers can be used to sort hepatocytes from defined lobule zones with high spatial resolution. We apply transcriptomics, miRNA array measurements and mass spectrometry proteomics to reconstruct spatial atlases of multiple zonated features. We demonstrate that protein zonation largely overlaps with mRNA zonation, with the periportal HNF4α as an exception. We identify zonation of miRNAs such as miR-122, and inverse zonation of miRNAs and their hepatocyte target genes, highlighting potential regulation of protein levels through zonated mRNA degradation. Among the targets we find the pericentral Wnt receptors Fzd7 and Fzd8 and the periportal Wnt inhibitors Tcf7l1 and Ctnnbip1. Our approach facilitates reconstructing spatial atlases of multiple cellular features in the liver and other structured tissues.


Liver/metabolism , Animals , Gene Expression Profiling , Hepatocytes/metabolism , Humans , MicroRNAs/metabolism , Protein Transport , RNA, Messenger/metabolism , Single-Cell Analysis/methods
9.
Nat Rev Gastroenterol Hepatol ; 16(7): 395-410, 2019 07.
Article En | MEDLINE | ID: mdl-30936469

Hepatocytes operate in highly structured repeating anatomical units termed liver lobules. Blood flow along the lobule radial axis creates gradients of oxygen, nutrients and hormones, which, together with morphogenetic fields, give rise to a highly variable microenvironment. In line with this spatial variability, key liver functions are expressed non-uniformly across the lobules, a phenomenon termed zonation. Technologies based on single-cell transcriptomics have constructed a global spatial map of hepatocyte gene expression in mice revealing that ~50% of hepatocyte genes are expressed in a zonated manner. This broad spatial heterogeneity suggests that hepatocytes in different lobule zones might have not only different gene expression profiles but also distinct epigenetic features, regenerative capacities, susceptibilities to damage and other functional aspects. Here, we present genomic approaches for studying liver zonation, describe the principles of liver zonation and discuss the intrinsic and extrinsic factors that dictate zonation patterns. We also explore the challenges and solutions for obtaining zonation maps of liver non-parenchymal cells. These approaches facilitate global characterization of liver function with high spatial resolution along physiological and pathological timescales.


Gene Expression Profiling/methods , Genome/genetics , Hepatocytes/metabolism , Liver/cytology , Animals , Hepatocytes/cytology , Humans , Liver/metabolism , Single Molecule Imaging , Single-Cell Analysis , Transcriptome/genetics
10.
Dev Cell ; 48(1): 115-125.e4, 2019 01 07.
Article En | MEDLINE | ID: mdl-30503750

Pancreatic beta cells have been shown to be heterogeneous at multiple levels. However, spatially interrogating transcriptional heterogeneity in the intact tissue has been challenging. Here, we developed an optimized protocol for single-molecule transcript imaging in the intact pancreas and used it to identify a sub-population of "extreme" beta cells with elevated mRNA levels of insulin and other secretory genes. Extreme beta cells contain higher ribosomal and proinsulin content but lower levels of insulin protein in fasted states, suggesting they may be tuned for basal insulin secretion. They exhibit a distinctive intra-cellular polarization pattern, with elevated mRNA concentrations in an apical ER-enriched compartment, distinct from the localization of nascent and mature proteins. The proportion of extreme cells increases in db/db diabetic mice, potentially facilitating the required increase in basal insulin. Our results thus highlight a sub-population of beta cells that may carry distinct functional roles along physiological and pathological timescales.


Genetic Heterogeneity , Insulin-Secreting Cells/metabolism , Islets of Langerhans/metabolism , Pancreas/metabolism , Animals , Diabetes Mellitus, Experimental/metabolism , Glucose/metabolism , Insulin/metabolism , Insulin Secretion/physiology , Mice, Transgenic , Proinsulin/metabolism
11.
Cell ; 175(4): 1156-1167.e15, 2018 11 01.
Article En | MEDLINE | ID: mdl-30270040

The intestinal epithelium is a highly structured tissue composed of repeating crypt-villus units. Enterocytes perform the diverse tasks of absorbing a wide range of nutrients while protecting the body from the harsh bacterium-rich environment. It is unknown whether these tasks are spatially zonated along the villus axis. Here, we extracted a large panel of landmark genes characterized by transcriptomics of laser capture microdissected villus segments and utilized it for single-cell spatial reconstruction, uncovering broad zonation of enterocyte function along the villus. We found that enterocytes at villus bottoms express an anti-bacterial gene program in a microbiome-dependent manner. They next shift to sequential expression of carbohydrates, peptides, and fat absorption machineries in distinct villus compartments. Finally, they induce a Cd73 immune-modulatory program at the villus tips. Our approach can be used to uncover zonation patterns in other organs when prior knowledge of landmark genes is lacking.


Enterocytes/metabolism , Transcriptome , Animals , Cell Differentiation , Cell Movement , Enterocytes/cytology , Enterocytes/physiology , Male , Mice , Mice, Inbred C57BL , Single-Cell Analysis
12.
Cell ; 174(6): 1388-1405.e21, 2018 09 06.
Article En | MEDLINE | ID: mdl-30193112

Empiric probiotics are commonly consumed by healthy individuals as means of life quality improvement and disease prevention. However, evidence of probiotic gut mucosal colonization efficacy remains sparse and controversial. We metagenomically characterized the murine and human mucosal-associated gastrointestinal microbiome and found it to only partially correlate with stool microbiome. A sequential invasive multi-omics measurement at baseline and during consumption of an 11-strain probiotic combination or placebo demonstrated that probiotics remain viable upon gastrointestinal passage. In colonized, but not germ-free mice, probiotics encountered a marked mucosal colonization resistance. In contrast, humans featured person-, region- and strain-specific mucosal colonization patterns, hallmarked by predictive baseline host and microbiome features, but indistinguishable by probiotics presence in stool. Consequently, probiotics induced a transient, individualized impact on mucosal community structure and gut transcriptome. Collectively, empiric probiotics supplementation may be limited in universally and persistently impacting the gut mucosa, meriting development of new personalized probiotic approaches.


Gastrointestinal Microbiome , Probiotics/administration & dosage , Adolescent , Adult , Aged , Animals , Bacteria/genetics , Bacteria/isolation & purification , Feces/microbiology , Female , Gastric Mucosa/microbiology , Humans , Intestinal Mucosa/microbiology , Male , Metagenomics , Mice , Mice, Inbred C57BL , Middle Aged , Placebo Effect , Principal Component Analysis , RNA, Ribosomal, 16S/genetics , RNA, Ribosomal, 16S/metabolism , Transcriptome , Young Adult
13.
Cell Stem Cell ; 23(3): 436-443.e7, 2018 09 06.
Article En | MEDLINE | ID: mdl-30100168

The intestinal epithelium is largely maintained by self-renewing stem cells but with apparently committed progenitors also contributing, particularly following tissue damage. However, the mechanism of, and requirement for, progenitor plasticity in mediating pathological response remain unknown. Here we show that phosphorylation of the transcription factor Atoh1 is required for both the contribution of secretory progenitors to the stem cell pool and for a robust regenerative response. As confirmed by lineage tracing, Atoh1+ cells (Atoh1(WT)CreERT2 mice) give rise to multilineage intestinal clones both in the steady state and after tissue damage. In a phosphomutant Atoh1(9S/T-A)CreERT2 line, preventing phosphorylation of ATOH1 protein acts to promote secretory differentiation and inhibit the contribution of progenitors to self-renewal. Following chemical colitis, Atoh1+ cells of Atoh1(9S/T-A)CreERT2 mice have reduced clonogenicity that affects overall regeneration. Progenitor plasticity maintains robust self-renewal in the intestinal epithelium, and the balance between stem and progenitor fate is directly coordinated by ATOH1 multisite phosphorylation.


Basic Helix-Loop-Helix Transcription Factors/metabolism , Intestinal Mucosa/metabolism , Regeneration , Animals , Basic Helix-Loop-Helix Transcription Factors/genetics , Cell Differentiation , Cell Line, Tumor , Female , Humans , Male , Mice , Mice, Inbred C57BL , Phosphorylation
14.
Mol Syst Biol ; 13(1): 902, 2017 01 03.
Article En | MEDLINE | ID: mdl-28049136

Tissue stem cells produce a constant flux of differentiated cells with distinct proportions. Here, we show that stem cells in colonic crypts differentiate early to form precisely 1:3 ratio of secretory to absorptive cells. This precision is surprising, as there are only eight stem cells making irreversible fate decisions, and so large stochastic effects of this small pool should have yielded much larger noise in cell proportions. We use single molecule FISH, lineage-tracing mice and simulations to identify the homeostatic mechanisms facilitating robust proportions. We find that Delta-Notch lateral inhibition operates in a restricted spatial zone to reduce initial noise in cell proportions. Increased dwell time and dispersive migration of secretory cells further averages additional variability added during progenitor divisions and breaks up continuous patches of same-fate cells. These noise-reducing mechanisms resolve the trade-off between early commitment and robust differentiation and ensure spatially uniform spread of secretory cells. Our findings may apply to other cases where small progenitor pools expand to give rise to precise tissue cell proportions.


Colon/cytology , Intracellular Signaling Peptides and Proteins/metabolism , Membrane Proteins/metabolism , Receptors, Notch/metabolism , Stem Cells/cytology , Animals , Cell Differentiation , Cell Lineage , Colon/metabolism , Colon/ultrastructure , Homeostasis , In Situ Hybridization, Fluorescence/methods , Mice , Single Molecule Imaging/methods , Stem Cells/metabolism , Stem Cells/ultrastructure
15.
Cell Tissue Res ; 368(2): 405-410, 2017 05.
Article En | MEDLINE | ID: mdl-27301446

The liver is a polyploid organ, consisting of hepatocytes with one or two nuclei each containing 2, 4, 8 or more haploid chromosome sets. The dynamic changes in the spatial distributions of polyploid classes across the liver lobule, its repeating anatomical unit, have not been characterized. Identifying these spatial patterns is important for understanding liver homeostatic and regenerative turnover, as well as potential division of labor among ploidy classes. Here, we use single molecule-based tissue imaging to reconstruct the spatial zonation profiles of liver polyploid classes in mice of different ages. We find that liver polyploidy proceeds in spatial waves, advancing more rapidly in the mid-lobule zone compared to the periportal and perivenous zones. We also measure the spatial zonation profiles of S-phase entry at different ages and identify more rapid S-phase entry in the mid-lobule zone at older ages. Our findings reveal fundamental features of liver spatial heterogeneity and highlight their dynamic changes during development and aging.


Liver/anatomy & histology , Polyploidy , Animals , Hepatocytes/cytology , Male , Mice, Inbred C57BL , S Phase , Time Factors
16.
Elife ; 52016 08 15.
Article En | MEDLINE | ID: mdl-27525483

Host shutoff is a common strategy used by viruses to repress cellular mRNA translation and concomitantly allow the efficient translation of viral mRNAs. Here we use RNA-sequencing and ribosome profiling to explore the mechanisms that are being utilized by the Influenza A virus (IAV) to induce host shutoff. We show that viral transcripts are not preferentially translated and instead the decline in cellular protein synthesis is mediated by viral takeover on the mRNA pool. Our measurements also uncover strong variability in the levels of cellular transcripts reduction, revealing that short transcripts are less affected by IAV. Interestingly, these mRNAs that are refractory to IAV infection are enriched in cell maintenance processes such as oxidative phosphorylation. Furthermore, we show that the continuous oxidative phosphorylation activity is important for viral propagation. Our results advance our understanding of IAV-induced shutoff, and suggest a mechanism that facilitates the translation of genes with important housekeeping functions.


Gene Expression Regulation , Host-Pathogen Interactions , Influenza A virus/physiology , Protein Biosynthesis , RNA, Viral/biosynthesis , Transcription, Genetic , Viral Proteins/biosynthesis , Cell Line , Epithelial Cells/physiology , Epithelial Cells/virology , Humans , Influenza A virus/genetics , Influenza A virus/growth & development , Oxidative Phosphorylation
17.
Elife ; 5: e14953, 2016 03 07.
Article En | MEDLINE | ID: mdl-26950945

How are cells able to maintain constant levels of mRNA when the number of genes in a cell doubles ahead of cell division?


Cell Cycle , Cell Division , RNA, Messenger
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