Recent spatial gene expression technologies enable comprehensive measurement of transcriptomic profiles while retaining spatial context. However, existing analysis methods do not address the limited ...resolution of the technology or use the spatial information efficiently. Here, we introduce BayesSpace, a fully Bayesian statistical method that uses the information from spatial neighborhoods for resolution enhancement of spatial transcriptomic data and for clustering analysis. We benchmark BayesSpace against current methods for spatial and non-spatial clustering and show that it improves identification of distinct intra-tissue transcriptional profiles from samples of the brain, melanoma, invasive ductal carcinoma and ovarian adenocarcinoma. Using immunohistochemistry and an in silico dataset constructed from scRNA-seq data, we show that BayesSpace resolves tissue structure that is not detectable at the original resolution and identifies transcriptional heterogeneity inaccessible to histological analysis. Our results illustrate BayesSpace's utility in facilitating the discovery of biological insights from spatial transcriptomic datasets.
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GEOZS, IJS, IMTLJ, KISLJ, NLZOH, NUK, OILJ, PNG, SAZU, SBCE, SBMB, UL, UM, UPUK, ZAGLJ
Single-cell and spatial technologies that profile gene expression across a whole tissue are revolutionizing the resolution of molecular states in clinical samples. Current commercially available ...technologies provide whole transcriptome single-cell, whole transcriptome spatial, or targeted in situ gene expression analysis. Here, we combine these technologies to explore tissue heterogeneity in large, FFPE human breast cancer sections. This integrative approach allowed us to explore molecular differences that exist between distinct tumor regions and to identify biomarkers involved in the progression towards invasive carcinoma. Further, we study cell neighborhoods and identify rare boundary cells that sit at the critical myoepithelial border confining the spread of malignant cells. Here, we demonstrate that each technology alone provides information about molecular signatures relevant to understanding cancer heterogeneity; however, it is the integration of these technologies that leads to deeper insights, ushering in discoveries that will progress oncology research and the development of diagnostics and therapeutics.
Objective
To examine the genome‐wide distribution of hydroxymethylated cytosine (5hmC) in osteoarthritic (OA) and normal chondrocytes in order to investigate the effect on OA‐specific gene ...expression.
Methods
Cartilage was obtained from OA patients undergoing total knee arthroplasty or from control patients undergoing anterior cruciate ligament reconstruction. Genome‐wide sequencing of 5hmC‐enriched DNA was performed in a small cohort of normal and OA chondrocytes to identify differentially hydroxymethylated regions (DhMRs) in OA chondrocytes. Data from the genome‐wide sequencing of 5hmC‐enriched DNA were intersected with global OA gene expression data to define subsets of genes and pathways potentially affected by increased 5hmC levels in OA chondrocytes.
Results
A total of 70,591 DhMRs were identified in OA chondrocytes as compared to normal chondrocytes, 44,288 (63%) of which were increased in OA chondrocytes. The majority of DhMRs (66%) were gained in gene bodies. Increased DhMRs were observed in ∼50% of genes previously implicated in OA pathology including MMP3, LRP5, GDF5, and COL11A1. Furthermore, analyses of gene expression data revealed gene body gain of 5hmC appears to be preferentially associated with activated, but not repressed, genes in OA chondrocytes.
Conclusion
This study provides the first genome‐wide profiling of 5hmC distribution in OA chondrocytes. We had previously reported a global increase in 5hmC levels in OA chondrocytes. Gain of 5hmC in the gene body is found to be characteristic of activated genes in OA chondrocytes, highlighting the influence of 5hmC as an epigenetic mark in OA. In addition, this study identifies multiple OA‐associated genes that are potentially regulated either singularly by gain of DNA hydroxymethylation or in combination with loss of DNA methylation.
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BFBNIB, FZAB, GIS, IJS, KILJ, NLZOH, NUK, OILJ, SAZU, SBCE, SBMB, UL, UM, UPUK
Objective
To investigate the role of the newly discovered epigenetic mark 5‐hydroxymethylcytosine (5hmC) and its regulators in altered gene expression in osteoarthritis (OA).
Methods
Cartilage was ...obtained from OA patients undergoing total knee arthroplasty and from control patients undergoing anterior cruciate ligament reconstruction. Global levels of 5hmC and 5‐methylcytosine (5mC) were investigated using immunoblotting, enzyme‐linked immunosorbent assays, and cellular staining. Gene expression changes were monitored by quantitative polymerase chain reaction (PCR) analysis. Levels of locus‐specific 5hmC and 5mC at CpG sites in the matrix metalloproteinase 1 (MMP‐1), MMP‐3, ADAMTS‐5, and hypoxanthine guanine phosphoribosyltransferase 1 (HPRT‐1) promoters were quantified using a glucosylation and enzyme digestion–based method followed by quantitative PCR analysis. Global and locus‐specific 5hmC levels and gene expression changes were monitored in normal chondrocytes stimulated with inflammatory cytokines to identify the effect of joint inflammation.
Results
A global 5–6‐fold increase in 5hmC concomitant with a loss of TET1 was observed in human OA chondrocytes compared to normal chondrocytes. Enrichment of 5hmC was observed in promoters of enzymes critical to OA pathology, MMP‐1 and MMP‐3. Short‐term treatment of normal chondrocytes with inflammatory cytokines induced a rapid decrease in TET1 expression but no global or locus‐specific 5hmC enrichment.
Conclusion
This study provides the first evidence of an epigenetic imbalance of the 5hmC homeostasis in OA leading to TET1 down‐regulation and 5hmC accumulation. Our experiments identify 5hmC and its regulators as potential diagnostic and therapeutic targets in OA.
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BFBNIB, FZAB, GIS, IJS, KILJ, NLZOH, NUK, OILJ, SAZU, SBCE, SBMB, UL, UM, UPUK
In a previous study, heart xenografts from 10-gene-edited pigs transplanted into two human decedents did not show evidence of acute-onset cellular- or antibody-mediated rejection. Here, to better ...understand the detailed molecular landscape following xenotransplantation, we carried out bulk and single-cell transcriptomics, lipidomics, proteomics and metabolomics on blood samples obtained from the transplanted decedents every 6 h, as well as histological and transcriptomic tissue profiling. We observed substantial early immune responses in peripheral blood mononuclear cells and xenograft tissue obtained from decedent 1 (male), associated with downstream T cell and natural killer cell activity. Longitudinal analyses indicated the presence of ischemia reperfusion injury, exacerbated by inadequate immunosuppression of T cells, consistent with previous findings of perioperative cardiac xenograft dysfunction in pig-to-nonhuman primate studies. Moreover, at 42 h after transplantation, substantial alterations in cellular metabolism and liver-damage pathways occurred, correlating with profound organ-wide physiological dysfunction. By contrast, relatively minor changes in RNA, protein, lipid and metabolism profiles were observed in decedent 2 (female) as compared to decedent 1. Overall, these multi-omics analyses delineate distinct responses to cardiac xenotransplantation in the two human decedents and reveal new insights into early molecular and immune responses after xenotransplantation. These findings may aid in the development of targeted therapeutic approaches to limit ischemia reperfusion injury-related phenotypes and improve outcomes.
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GEOZS, IJS, IMTLJ, KISLJ, NLZOH, NUK, OILJ, PNG, SAZU, SBCE, SBMB, UL, UM, UPUK, ZAGLJ
Although regeneration of human cartilage is inherently inefficient, age is an important risk factor for osteoarthritis. Recent reports have provided compelling evidence that juvenile chondrocytes ...(from donors below 13 years of age) are more efficient at generating articular cartilage as compared to adult chondrocytes. However, the molecular basis for such a superior regenerative capability is not understood. To identify the cell-intrinsic differences between juvenile and adult cartilage, we have systematically profiled global gene expression changes between a small cohort of human neonatal/juvenile and adult chondrocytes. No such study is available for human chondrocytes although young and old bovine and equine cartilage have been recently profiled. Our studies have identified and validated new factors enriched in juvenile chondrocytes as compared to adult chondrocytes including secreted extracellular matrix factors chordin-like 1 (CHRDL1) and microfibrillar-associated protein 4 (MFAP4). Network analyses identified cartilage development pathways, epithelial-mesenchymal transition, and innate immunity pathways to be overrepresented in juvenile-enriched genes. Finally, CHRDL1 was observed to aid the proliferation and survival of bone marrow-derived human mesenchymal stem cells (hMSC) while maintaining their stem cell potential. These studies, therefore, provide a mechanism for how young cartilage factors can potentially enhance stem cell function in cartilage repair.
It has long been known that core body temperature declines with age, with temperatures of 35.5°C or below common in the elderly. However, the effects of temperature reduction on bone cell function ...and skeletal homeostasis have been little studied. We investigated the effects of mild hypothermia (35.5°C) and severe hypothermia (34°C) on bone-forming osteoblasts, and bone-resorbing osteoclasts. Formation of ‘trabecular’ bone structures by rat calvarial osteoblasts was reduced by 75% at 35.5°C and by 95% at 34°C after 14–16 days culture, compared to 37°C. In addition to reductions in osteoblast cell number, expression of mRNAs for Runx2, alkaline phosphatase, osteocalcin and type I collagen were also down-regulated in hypothermia. In contrast, formation of osteoclasts in mononuclear cell cultures derived from mouse marrow, showed a 1.5 to 2-fold stimulation in hypothermia; resorption pit formation was similarly increased. Taken together, these data show that hypothermia exerts reciprocal effects on bone cell function by retarding osteoblast differentiation and bone formation, whilst increasing osteoclastogenesis and thus resorption. These results suggest the possibility that hypothermia in the elderly could potentially have a direct, negative impact on bone metabolism.
► Chronic hypothermia is common in elderly humans but its effects on bone are unclear. ► We studied the effects of hypothermia on bone cell function in primary culture. ► Bone formation by osteoblasts was retarded by 75% at 35.5°C and 95% at 34°C. ► Formation of osteoclasts and resorption pits increased up to 90% at 34°C–35.5°C. ► This suggests that mild hypothermia could have a negative impact on bone turnover.
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GEOZS, IJS, IMTLJ, KILJ, KISLJ, NUK, OILJ, PNG, SAZU, SBCE, SBJE, UL, UM, UPCLJ, UPUK
The Great Bear Magmatic Zone, in northwest Canada, contains numerous polymetallic mineral occurrences, prospects, and deposits of the iron oxide copper-gold deposit (IOCG) family. The mineralization ...is hosted by the Treasure Lake Group and igneous rocks of the Great Bear arc and was deposited concomitantly with the arc magmatism (ca. 1.88 to 1.87 Ga). In situ
δ
34
S (
n
= 48) and
δ
65
Cu (
n
= 79) analyses were carried out on ore-related sulfides from a number of these systems. The
δ
34
S values mainly vary between 0 and +5‰, consistent with derivation of sulfur from the mantle. Lower
δ
34
S values (−7.7 to +1.4‰) from the Sue-Dianne breccia may indicate SO
2
disproportionation of a magmatic hydrothermal fluid. The
δ
65
Cu values vary between −1.2 and −0.3‰, and are lower than the igneous
δ
65
Cu range of values (0.0 ± 0.27‰). The S and Cu isotopic data are decoupled, which suggests that Cu (and possibly some S) was dissolved and remobilized from supracrustal rocks during early stages of alteration (e.g., sodic alteration) and then precipitated by lower temperature, more oxidizing fluids (e.g., Ca-Fe-K alteration). A limited fluid inclusion dataset and
δ
13
C and
δ
18
O values are also presented. The
δ
18
O
fluid
values are consistent with a magmatic origin or a host-rock equilibrated meteoric water source, whereas the
δ
13
C
fluid
values support a marine carbonate source. Combined, the S and Cu isotopic data indicate that while the emplacement of the Great Bear magmatic bodies may have driven fluid convection and may be the source of fluids and sulfur, metals such as Cu could have been recycled from crustal sources.
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EMUNI, FIS, FZAB, GEOZS, GIS, IJS, IMTLJ, KILJ, KISLJ, MFDPS, NLZOH, NUK, OBVAL, OILJ, PNG, SAZU, SBCE, SBJE, SBMB, SBNM, UKNU, UL, UM, UPUK, VKSCE, ZAGLJ