Single-Cell RNAseq Reveals That Pancreatic β-Cells From Very Old Male Mice Have a Young Gene Signature
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ABSTRACT: Aging improves pancreatic β-cell function in mice. This is a surprising finding since aging is typically associated with functional decline. We performed single-cell RNA sequencing of β-cells from 3 and 26 month old mice to explore how changes in gene expression contribute to improved function with age. The old mice were healthy, had reduced blood glucose levels and increased β-cell mass, which correlated to their body weight. β-cells from young and old mice had similar transcriptome profiles. In fact, only 193 genes (0.89% of all detected genes) were significantly regulated (⥠2-fold; false discovery rate < 0.01; normalized counts > 5). Of these, 183 were downregulated and mainly associated with pathways regulating gene expression, cell cycle, cell death and survival as well as cellular movement, function and maintenance. Collectively, our data show that β-cells from very old mice have transcriptome profiles similar to those of young mice. These data support previous findings that aging is not associated with reduced β-cell mass or functional β-cell decline in mice. Single-cell RNA sequencing of mouse pancreatic islet beta cells
Project description:This study provides an assessment of the Fluidigm C1 platform for RNA sequencing of single mouse pancreatic islet cells. The system combines microfluidic technology and nanoliter-scale reactions. We sequenced 622 cells allowing identification of 341 islet cells with high-quality gene expression profiles. The cells clustered into populations of alpha-cells (5%), beta-cells (92%), delta-cells (1%) and PP-cells (2%). We identified cell-type specific transcription factors and pathways primarily involved in nutrient sensing and oxidation and cell signaling. Unexpectedly, 281 cells had to be removed from the analysis due to low viability (23%), low sequencing quality (13%) or contamination resulting in the detection of more than one islet hormone (64%). Collectively, we provide a resource for identification of high-quality gene expression datasets to help expand insights into genes and pathways characterizing islet cell types. We reveal limitations in the C1 Fluidigm cell capture process resulting in contaminated cells with altered gene expression patterns. This calls for caution when interpreting single-cell transcriptomics data using the C1 Fluidigm system. Single-cell RNA sequencing of mouse C57BL/6 pancreatic islet cells
Project description:We explored how aging impacts transcriptional dynamics using single-cell RNA-sequencing to profile hundreds of CD4+ T cells from young and old mice from two divergent species. In young animals, immunological challenge drives a conserved transcriptomic switch from highly variable to tightly regulated gene expression, characterized by a strong up-regulation of a core activation program, coupled with a decrease in cell-to-cell variability. Aging significantly perturbed the activation of this core program, and increased expression heterogeneity across the population of cells in both species.
Project description:Aging improves pancreatic β-cell function in mice. This is a surprising finding since aging is typically associated with functional decline. We performed single-cell RNA sequencing of β-cells from 3 and 26 month old mice to explore how changes in gene expression contribute to improved function with age. The old mice were healthy, had reduced blood glucose levels and increased β-cell mass, which correlated to their body weight. β-cells from young and old mice had similar transcriptome profiles. In fact, only 193 genes (0.89% of all detected genes) were significantly regulated (≥ 2-fold; false discovery rate < 0.01; normalized counts > 5). Of these, 183 were downregulated and mainly associated with pathways regulating gene expression, cell cycle, cell death and survival as well as cellular movement, function and maintenance. Collectively, our data show that β-cells from very old mice have transcriptome profiles similar to those of young mice. These data support previous findings that aging is not associated with reduced β-cell mass or functional β-cell decline in mice.
Project description:A subset of adipocytes residing within the inguinal white adipose tissue (ingWAT) of mice exhibit thermogenic activity in response to various external stimuli, including cold exposure. The inducible nature of this thermogenic response, coupled with its robust energy-depleting capacity have prompted investigation into the adipose precursor cells (APCs) from which thermogenic adipocytes derive. To this end, we performed single-cell transcriptomics on cells derived from ingWAT, interscapular brown adipose tissue (iBAT) and epididymal WAT. A subset of single cells collected from ingWAT and epiWAT of mice were chronically (4 days) treated with CL-316,243 (dose at 1 mg kg -1). Tissues of n=28, 10 week-old mice were digested and stromal cells were subsequently purified via differential centrifugation. Single-cell RNA extraction and mRNA amplification were performed on the C1™ Single-Cell Auto Prep Integrated Fluidic Circuit (IFC) following the protocol (PN 100-7168, http://www.fluidigm.com/). Following centrifugation and removal of the medium, cells were resuspended at a concentration of 150–500 cells/μL. This cell suspension was mixed with C1 Cell Suspension Reagent (Fluidigm, Cat # 634833) at the recommended ratio of 3:2 immediately before loading 5 μL of this final mix on the C1 IFC. We obtained, on average, 2.5 million mapped reads per one single cell and successfully reconstructed single-cell expression of ~9,000 genes. Our results revealed a unique cluster of cells that exhibited enriched expression of canonical thermogenic and adipogenic gene markers. Notably, we identified tetraspanin CD81 as a discretely expressed membrane-bound protein conserved specifically within this population. All experiments were performed at our facility at the University of California, San Francisco.
Project description:Skeletal muscle aging is characterized by a progressive decline in muscle mass and function, which is referred to as sarcopenia. However, the molecular mechanisms implicated in sarcopenia remain unclear. In this dataset, we include the expression data obtained from gastrocnemius muscle of young, mature adult and old C57BL6 male mice.
Project description:Muscle stem cells (MuSCs) are required for muscle regeneration. In resting muscles, MuSCs are kept in quiescence. After injury, MuSCs undergo rapid activation, proliferation and differentiation to repair damaged muscles. Age-associated impairments in stem cell functions correlate with a decline in somatic tissue regeneration capacity during aging. However, the mechanisms underlying the molecular regulation of adult stem cell aging remain elusive. Here, we obtained quisecent MuSCs from young, old, geriatric mice for high resolution mass spectrometry Bruker timsTOF Pro. By comparison of young proteome to old MuSCs proteome or geriatric MuSC proteome, we identified the pathways that are differentially during aging.
Project description:Aging promotes lung function decline and susceptibility to chronic lung diseases, which are the third leading cause of death worldwide. We used single cell transcriptomics and mass spectrometry to quantify changes in cellular activity states of 30 cell types and the tissue proteome from lungs of young and old mice. Aging led to increased transcriptional noise, indicating deregulated epigenetic control. We observed highly distinct effects of aging on cell type level, uncovering increased cholesterol biosynthesis in type-2 pneumocytes and lipofibroblasts as a novel hallmark of lung aging. Proteomic profiling revealed extracellular matrix remodeling in old mice, including increased collagen IV and XVI and decreased Fraser syndrome complex proteins and Collagen XIV. Computational integration of the aging proteome and single cell transcriptomes predicted the cellular source of regulated proteins and created a first unbiased reference of the aging lung. The lung aging atlas can be accessed via an interactive user-friendly webtool at: https://theislab.github.io/LungAgingAtlas
Project description:single cell RNA-seq was performed on tumour and stromal cells from a single patient with ovarian cancer to establish gene expression profile differences between the two cell types and also heterogeneity within the tumour population.
Project description:Aging is a process accompanied by functional decline in tissues and organs with great social and medical consequences. Previous studies have demonstrated that aged hematopoietic stem cells (HSCs) are functionally compromised, which at least partly contributes to aging-related decline of the body health. However, the underlying mechanism is largely unknown. Here we reveal a clear heterogeneity of old HSCs, which can be marked by the CD150 levels. Comparative molecular and functional analyses revealed that CD150low HSCs from old mice have a younger aging clock, transcriptome, and better repopulation capacity compared to that of the CD150high HSCs. Mechanistically, CD150high HSCs from old mice have greatly compromised differentiation capacity compared to that of the CD150low HSCs. Importantly, decreasing the CD150high HSC ratio in old mice can alleviate aging-related functional decline. Thus, our study not only reveals how HSC heterogeneity contributes to aging, but also points to a potential way for rejuvenation.
Project description:GLP-1 analogues, such as exendin-4, preserve functional β-cell mass in various model systems and are revolutionising management of type 2 diabetes. Yet, comparatively little is known about effectiveness in the face of severe β-cell depletion. Moreover, direct and sequential effects of exendin-4 on islet-specific gene expression over time in vivo are not well characterised. To address these issues and others, we have examined the time-dependent effects of exendin-4 treatment on β-cell mass regulation alongside accompanying changes in islet gene expression in vivo. Context-dependent actions were assessed by comparing effects on normal islets and also following massive toxigenetic β-cell ablation in pIns-MYCERTAM transgenic mice in vivo. Despite over 90% loss of β-cell mass, exendin-4 treatment normalised blood glucose and insulin levels in hyperglycaemic mice, though benefits rapidly waned on withdrawal of treatment. As exendin-4 did not arrest the decline in β-cell mass or turnover in this study, we could directly isolate effects on function of surviving β-cells. Improved glucose homeostasis was associated with dynamic changes in multiple islet genes and pathways in vivo favouring glucose-stimulated insulin secretion, such as Irs2, Pdx1, Sox4, glucokinase, and glycolysis pathway. Several key growth pathways and epigenetic regulators were also differentially expressed. Thus, even in the face of extensive β-cell loss exendin-4 can markedly improve hyperglycaemia by differential gene expression in surviving islet cells. Activation of MYCERTAM was achieved through administration of 1mg of 4 hydroxytamoxifen (4OHT; Sigma-Aldrich, St. Louis, MO) by daily intraperitoneal injection. To assess the effect of exendin-4 on MYCER-induced hyperglycaemia, mice were given either twice-daily subcutaneous (sc) injections of exendin-4 (50ug/kg dissolved in 5mls water), or equivalent volumes of water vehicle, starting 2 days prior to 4OHT injections. For microarray analyses parallel mouse experiments were set up using 8-12 week old pIns-MYCERTAM male mice either treated with 4OHT or vehicle (peanut oil) and exendin-4 or vehicle, as described, for 4, 8, 16, 32 and 72 hours (n=3 for each time point and for each of four conditions; 4OHT and exendin-4 treated, peanut oil and exendin-4 treated, 4OHT and water treated, peanut oil and water treated). !Sample_data_processing = After the quality control step, the following 8 samples out of 60 showing poor reproducibility were excluded from our further study: GSM930242, GSM930247, GSM930251, GSM930263, GSM930264, GSM930289, GSM930291, GSM930298.