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1.
Cell ; 178(3): 714-730.e22, 2019 07 25.
Article in English | MEDLINE | ID: mdl-31348891

ABSTRACT

Genome-wide association studies (GWAS) have revealed risk alleles for ulcerative colitis (UC). To understand their cell type specificities and pathways of action, we generate an atlas of 366,650 cells from the colon mucosa of 18 UC patients and 12 healthy individuals, revealing 51 epithelial, stromal, and immune cell subsets, including BEST4+ enterocytes, microfold-like cells, and IL13RA2+IL11+ inflammatory fibroblasts, which we associate with resistance to anti-TNF treatment. Inflammatory fibroblasts, inflammatory monocytes, microfold-like cells, and T cells that co-express CD8 and IL-17 expand with disease, forming intercellular interaction hubs. Many UC risk genes are cell type specific and co-regulated within relatively few gene modules, suggesting convergence onto limited sets of cell types and pathways. Using this observation, we nominate and infer functions for specific risk genes across GWAS loci. Our work provides a framework for interrogating complex human diseases and mapping risk variants to cell types and pathways.


Subject(s)
Colitis, Ulcerative/pathology , Colon/metabolism , Adult , Aged , Antibodies, Monoclonal/therapeutic use , Bestrophins/metabolism , CD8 Antigens/metabolism , Case-Control Studies , Colitis, Ulcerative/drug therapy , Colitis, Ulcerative/metabolism , Colon/pathology , Enterocytes/cytology , Enterocytes/metabolism , Female , Genetic Loci , Genome-Wide Association Study , Humans , Interleukin-17/metabolism , Male , Middle Aged , Risk Factors , T-Lymphocytes/cytology , T-Lymphocytes/metabolism , Thrombospondins/metabolism , Tumor Necrosis Factor-alpha/immunology , Tumor Necrosis Factor-alpha/metabolism , Young Adult
2.
Nat Methods ; 20(3): 424-431, 2023 03.
Article in English | MEDLINE | ID: mdl-36864197

ABSTRACT

As spatially resolved multiplex profiling of RNA and proteins becomes more prominent, it is increasingly important to understand the statistical power available to test specific hypotheses when designing and interpreting such experiments. Ideally, it would be possible to create an oracle that predicts sampling requirements for generalized spatial experiments. However, the unknown number of relevant spatial features and the complexity of spatial data analysis make this challenging. Here, we enumerate multiple parameters of interest that should be considered in the design of a properly powered spatial omics study. We introduce a method for tunable in silico tissue (IST) generation and use it with spatial profiling data sets to construct an exploratory computational framework for spatial power analysis. Finally, we demonstrate that our framework can be applied across diverse spatial data modalities and tissues of interest. While we demonstrate ISTs in the context of spatial power analysis, these simulated tissues have other potential use cases, including spatial method benchmarking and optimization.


Subject(s)
Proteins , RNA , Proteins/chemistry , RNA/chemistry , In Vitro Techniques , Multiomics
3.
Nat Methods ; 18(11): 1352-1362, 2021 11.
Article in English | MEDLINE | ID: mdl-34711971

ABSTRACT

Charting an organs' biological atlas requires us to spatially resolve the entire single-cell transcriptome, and to relate such cellular features to the anatomical scale. Single-cell and single-nucleus RNA-seq (sc/snRNA-seq) can profile cells comprehensively, but lose spatial information. Spatial transcriptomics allows for spatial measurements, but at lower resolution and with limited sensitivity. Targeted in situ technologies solve both issues, but are limited in gene throughput. To overcome these limitations we present Tangram, a method that aligns sc/snRNA-seq data to various forms of spatial data collected from the same region, including MERFISH, STARmap, smFISH, Spatial Transcriptomics (Visium) and histological images. Tangram can map any type of sc/snRNA-seq data, including multimodal data such as those from SHARE-seq, which we used to reveal spatial patterns of chromatin accessibility. We demonstrate Tangram on healthy mouse brain tissue, by reconstructing a genome-wide anatomically integrated spatial map at single-cell resolution of the visual and somatomotor areas.


Subject(s)
Brain/metabolism , Chromatin/genetics , Deep Learning , Gene Expression Regulation , Single-Cell Analysis/methods , Software , Transcriptome , Animals , Chromatin/chemistry , Chromatin/metabolism , Female , Gene Expression Profiling , Male , Mice , Mice, Inbred C57BL , RNA-Seq , Regulatory Sequences, Nucleic Acid
4.
Nat Methods ; 16(10): 987-990, 2019 10.
Article in English | MEDLINE | ID: mdl-31501547

ABSTRACT

Spatial and molecular characteristics determine tissue function, yet high-resolution methods to capture both concurrently are lacking. Here, we developed high-definition spatial transcriptomics, which captures RNA from histological tissue sections on a dense, spatially barcoded bead array. Each experiment recovers several hundred thousand transcript-coupled spatial barcodes at 2-µm resolution, as demonstrated in mouse brain and primary breast cancer. This opens the way to high-resolution spatial analysis of cells and tissues.


Subject(s)
Gene Expression Profiling , Transcriptome , Animals , Breast Neoplasms/pathology , Female , Humans , Mice , Olfactory Bulb/cytology , Sequence Analysis, RNA/methods , Single-Cell Analysis/methods , Tissue Array Analysis
5.
Acta Clin Croat ; 55(3): 490-496, 2016 09.
Article in English | MEDLINE | ID: mdl-29046015

ABSTRACT

There is limited evidence showing that elevated arterial blood pressure in surgical patients may be associated with increased perioperative risk; however, cardiovascular instability frequently occurs during anesthesia. The most commonly used anesthetic agents, both intravenous and inhalation ones, produce a decrease in arterial blood pressure. Magnesium, acting as a natural calcium-channel blocker, induces direct and indirect vasodilatation, thus playing a role in the treatment of arterial hypertension. In this research, we assessed the effects of magnesium sulfate on cardiovascular stability in patients undergoing diverse planned surgical procedures (abdominal, orthopedic, urology) under general balanced anesthesia, who were diagnosed with arterial hypertension grade 1 and 2. The research encompassed 100 patients of both sexes, aged from 20 to 65. Immediately before induction of anesthesia with propofol, the patients in the experimental group (50 study subjects) received 30 mg/ kg bolus dose and magnesium sulfate infusion at 10 mg/kg/h, whereas the subjects in the control group (50 patients) were administered normal saline. Anesthesia was achieved and maintained with sevoflurane, fentanyl and rocuronium. The hemodynamic variables of mean arterial pressure and heart rate were measured every five minutes, starting immediately before magnesium infusion. Statistical analysis of the categorized values of mean arterial pressure and heart rate revealed a statistically significant between-group difference at 60th and 90th minute of anesthesia. In conclusion, magnesium sulfate as an adjuvant to anesthesia in patients with arterial hypertension reduces hemodynamic changes during anesthesia.


Subject(s)
Anesthesia/methods , Anesthetics, Combined/administration & dosage , Hemodynamics/drug effects , Hypertension/physiopathology , Magnesium Sulfate/administration & dosage , Adult , Anesthesiology , Blood Pressure , Double-Blind Method , Female , Heart Rate/drug effects , Humans , Male , Middle Aged , Surgical Procedures, Operative
6.
Proteomics ; 14(21-22): 2432-6, 2014 Nov.
Article in English | MEDLINE | ID: mdl-25263329

ABSTRACT

DNA-assisted proteomics technologies enable ultra-sensitive measurements in multiplex format using DNA-barcoded affinity reagents. Although numerous antibodies are available, nowadays targeting nearly the complete human proteome, the majority is not accessible at the quantity, concentration, or purity recommended for most bio-conjugation protocols. Here, we introduce a magnetic bead-assisted DNA-barcoding approach, applicable for several antibodies in parallel, as well as reducing required reagents quantities up to a thousand-fold. The success of DNA-barcoding and retained functionality of antibodies were demonstrated in sandwich immunoassays and standard quantitative Immuno-PCR assays. Specific DNA-barcoding of antibodies for multiplex applications was presented on suspension bead arrays with read-out on a massively parallel sequencing platform in a procedure denoted Immuno-Sequencing. Conclusively, human plasma samples were analyzed to indicate the functionality of barcoded antibodies in intended proteomics applications.


Subject(s)
Antibodies/chemistry , Blood Proteins/analysis , DNA/chemistry , Proteomics/methods , High-Throughput Nucleotide Sequencing/methods , Humans , Immunoassay/methods , Immunoconjugates/chemistry , Immunomagnetic Separation/methods , Polymerase Chain Reaction/methods
7.
Proteomics ; 14(1): 14-8, 2014 Jan.
Article in English | MEDLINE | ID: mdl-24307663

ABSTRACT

There are currently several initiatives that aim to produce binding reagents for proteome-wide analysis. To enable protein detection, visualization, and target quantification, covalent coupling of reporter molecules to antibodies is essential. However, current labeling protocols recommend considerable amount of antibodies, require antibody purity and are not designed for automation. Given that small amounts of antibodies are often sufficient for downstream analysis, we developed a labeling protocol that combines purification and modification of antibodies at submicrogram quantities. With the support of magnetic microspheres, automated labeling of antibodies in parallel using biotin or fluorescent dyes was achieved.


Subject(s)
Antibodies, Immobilized/chemistry , Biotechnology/methods , Immunomagnetic Separation/methods , Nanotechnology/methods , Biotin , Fluorescent Dyes
8.
bioRxiv ; 2024 Apr 26.
Article in English | MEDLINE | ID: mdl-38712088

ABSTRACT

Tissue structure and molecular circuitry in the colon can be profoundly impacted by systemic age-related effects, but many of the underlying molecular cues remain unclear. Here, we built a cellular and spatial atlas of the colon across three anatomical regions and 11 age groups, encompassing ~1,500 mouse gut tissues profiled by spatial transcriptomics and ~400,000 single nucleus RNA-seq profiles. We developed a new computational framework, cSplotch, which learns a hierarchical Bayesian model of spatially resolved cellular expression associated with age, tissue region, and sex, by leveraging histological features to share information across tissue samples and data modalities. Using this model, we identified cellular and molecular gradients along the adult colonic tract and across the main crypt axis, and multicellular programs associated with aging in the large intestine. Our multi-modal framework for the investigation of cell and tissue organization can aid in the understanding of cellular roles in tissue-level pathology.

9.
Mol Biol Rep ; 40(7): 4349-60, 2013 Jul.
Article in English | MEDLINE | ID: mdl-23649761

ABSTRACT

Proper detection and subsequent analysis of biological evidence is crucial for crime scene reconstruction. The number of different criminal acts is increasing rapidly. Therefore, forensic geneticists are constantly on the battlefield, trying hard to find solutions how to solve them. One of the essential defensive lines in the fight against the invasion of crime is relying on DNA methylation. In this review, the role of DNA methylation in body fluid identification and other DNA methylation applications are discussed. Among other applications of DNA methylation, age determination of the donor of biological evidence, analysis of the parent-of-origin specific DNA methylation markers at imprinted loci for parentage testing and personal identification, differentiation between monozygotic twins due to their different DNA methylation patterns, artificial DNA detection and analyses of DNA methylation patterns in the promoter regions of circadian clock genes are the most important ones. Nevertheless, there are still a lot of open chapters in DNA methylation research that need to be closed before its final implementation in routine forensic casework.


Subject(s)
DNA Methylation , Forensic Genetics , Body Fluids/chemistry , Epigenomics , Genetic Markers , Humans
10.
Nat Biotechnol ; 2023 Nov 20.
Article in English | MEDLINE | ID: mdl-37985876

ABSTRACT

Mucosal and barrier tissues, such as the gut, lung or skin, are composed of a complex network of cells and microbes forming a tight niche that prevents pathogen colonization and supports host-microbiome symbiosis. Characterizing these networks at high molecular and cellular resolution is crucial for understanding homeostasis and disease. Here we present spatial host-microbiome sequencing (SHM-seq), an all-sequencing-based approach that captures tissue histology, polyadenylated RNAs and bacterial 16S sequences directly from a tissue by modifying spatially barcoded glass surfaces to enable simultaneous capture of host transcripts and hypervariable regions of the 16S bacterial ribosomal RNA. We applied our approach to the mouse gut as a model system, used a deep learning approach for data mapping and detected spatial niches defined by cellular composition and microbial geography. We show that subpopulations of gut cells express specific gene programs in different microenvironments characteristic of regional commensal bacteria and impact host-bacteria interactions. SHM-seq should enhance the study of native host-microbe interactions in health and disease.

11.
J Med Biochem ; 42(3): 469-475, 2023 Aug 25.
Article in English | MEDLINE | ID: mdl-37790204

ABSTRACT

Background: Surgical stress and pain result in activation of hypothalamus-pituitary-adrenal axis. The aim of this study was to establish the effects of postoperative pain and various modalities of analgesic administration on salivary and serum cortisol levels, as well as to establish the validity of salivary cortisol as a stress indicator in surgical patients. Methods: A randomized controlled trial involved 60 patients scheduled for elective abdominal aortic aneurysm surgery. Patients were randomly divided into two groups depending on the model of postoperative analgesia. The first group (MI - morphine intermittently) included patients given morphine doses 0.1 mg/kg/6h s.c. intermittently. The second group (MPCA - morphine patient-controlled analgesia) included patients who received morphine via the PCA system - intravenous administration of morphine adjusted to a dose of 1 mg per shot and a lockout interval of 6 minutes.

12.
Commun Biol ; 5(1): 129, 2022 02 11.
Article in English | MEDLINE | ID: mdl-35149753

ABSTRACT

The inflamed rheumatic joint is a highly heterogeneous and complex tissue with dynamic recruitment and expansion of multiple cell types that interact in multifaceted ways within a localized area. Rheumatoid arthritis synovium has primarily been studied either by immunostaining or by molecular profiling after tissue homogenization. Here, we use Spatial Transcriptomics, where tissue-resident RNA is spatially labeled in situ with barcodes in a transcriptome-wide fashion, to study local tissue interactions at the site of chronic synovial inflammation. We report comprehensive spatial RNA-Seq data coupled to cell type-specific localization patterns at and around organized structures of infiltrating leukocyte cells in the synovium. Combining morphological features and high-throughput spatially resolved transcriptomics may be able to provide higher statistical power and more insights into monitoring disease severity and treatment-specific responses in seropositive and seronegative rheumatoid arthritis.


Subject(s)
Arthritis, Rheumatoid , Transcriptome , Arthritis, Rheumatoid/genetics , Arthritis, Rheumatoid/metabolism , Humans , Synovial Membrane/metabolism
13.
J Med Biochem ; 39(3): 346-354, 2020 Sep 02.
Article in English | MEDLINE | ID: mdl-33269023

ABSTRACT

BACKGROUND: The goal of this study was to assess the oxidative stress status through the values of antioxidant defense parameters: superoxide dismutase (SOD), glutathione peroxidase (GPx), glutathione reductase (GR) and total antioxidant status (TAS), as well as cardiovascular risk factors (total cholesterol, LDL-cholesterol, VLDL-cholesterol, non-HDL-cholesterol and triglycerides), anthropometric parameters (Body mass index-BMI, waist circumference-WC, hipp circumferemce-HC, waist-to-hipp ratio-WHR and inflammatory markers (high sensitive C-reactive protein) in a group of obese adolescents. METHODS: A total of 238 students of both sexes, age of 22.32 ± 1.85 yr. were included in the study. According to the values of BMI lower and higher than 25 kg/m2 and WC higher and lower than 94 cm (males)/80 cm (females) the tested group of students was divided into 2 subgroups: Group 1 (increased risk for CVD) and Group 2 (lower risk for CVD). RESULTS: Significantly reduced SOD and GPx with increased GR, TAS, inflammatory and lipoprotein parameters were obtained in Group 1 compared to Group 2. Significant positive association of hsCRP (OR:1.41; 95%CI 1.08-1.83; P=0.007), TAS (OR:827.2; 95%CI 19.27-35498; P=0.007) and GR (OR:1.13; 95%CI 1.05-1.21; P=0.002) and negative association of GPx (OR:0.97; 95%CI 0.94-1.003; P=0.043) and HDL-cholesterol (OR:0.41; 95%CI 0.176-0.963; P=0.0014) with cardiovascular risk factors were found in obese students. According to the ROC analysis GR>44.8 U/L, TAS>1.35 mmol/L, hsCRP>1.71 mg/L and HDL-cholesterol <1.13 mmol/L have sufficient predictive ability for cardiovascular disease in obese students. CONCLUSIONS: Significant association of antioxidant defense parameters with anthropometric, lipid and inflammatory markers in obese students with increased cardiovascular risk suggest that screening of these parameters is necessary and highly recommended.

14.
J Chemother ; 32(6): 294-303, 2020 Oct.
Article in English | MEDLINE | ID: mdl-32321359

ABSTRACT

A surveillance study was performed in an intensive care unit in the largest tertiary health care center in Vojvodina, Serbia from 2014 to 2018. Antibiotic prescription data were collated in the WHO anatomical therapeutic chemical (ATC)/defined daily dose (DDD) format, while antibiotic resistance was expressed as incidence density adjusted for total inpatient-days. Individual trends were determined by linear regression, while possible associations between antibiotic prescription and resistance were evaluated using cross-correlation analysis. An overall decrease in antibiotic utilization was observed. The prescription rates of piperacillin-tazobactam increased significantly, while consumption of 3rd and 4th generation cephalosporins and fluoroquinolones decreased. There were rising incidence densities of doripenem resistant Acinetobacter spp., piperacillin-tazobactam resistant Pseudomonas aeruginosa and carbapenem and colistin resistant Klebsiella pneumoniae. These results can serve as a basis for the development of antimicrobial stewardship strategies in the current setting.


Subject(s)
Anti-Bacterial Agents/administration & dosage , Gram-Negative Bacteria/drug effects , Gram-Negative Bacterial Infections/drug therapy , Gram-Negative Bacterial Infections/microbiology , Anti-Bacterial Agents/pharmacology , Drug Resistance, Bacterial , Gram-Negative Bacteria/isolation & purification , Gram-Negative Bacterial Infections/epidemiology , Humans , Intensive Care Units/statistics & numerical data , Microbial Sensitivity Tests , Population Surveillance , Retrospective Studies , Serbia/epidemiology
15.
Science ; 364(6435): 89-93, 2019 04 05.
Article in English | MEDLINE | ID: mdl-30948552

ABSTRACT

Paralysis occurring in amyotrophic lateral sclerosis (ALS) results from denervation of skeletal muscle as a consequence of motor neuron degeneration. Interactions between motor neurons and glia contribute to motor neuron loss, but the spatiotemporal ordering of molecular events that drive these processes in intact spinal tissue remains poorly understood. Here, we use spatial transcriptomics to obtain gene expression measurements of mouse spinal cords over the course of disease, as well as of postmortem tissue from ALS patients, to characterize the underlying molecular mechanisms in ALS. We identify pathway dynamics, distinguish regional differences between microglia and astrocyte populations at early time points, and discern perturbations in several transcriptional pathways shared between murine models of ALS and human postmortem spinal cords.


Subject(s)
Amyotrophic Lateral Sclerosis/genetics , Gene Expression , Motor Neurons/metabolism , Spinal Cord/metabolism , Amyotrophic Lateral Sclerosis/pathology , Animals , Astrocytes/metabolism , Astrocytes/pathology , Disease Models, Animal , Gene Expression Profiling , Humans , Mice , Microglia/metabolism , Microglia/pathology , Motor Neurons/pathology , Muscle, Skeletal/pathology , Muscle, Skeletal/physiopathology , Nerve Degeneration/genetics , Nerve Degeneration/physiopathology , Neuroglia/metabolism , Neuroglia/pathology , Postmortem Changes , Spatio-Temporal Analysis , Spinal Cord/pathology , Transcriptome
16.
Nat Protoc ; 13(11): 2501-2534, 2018 11.
Article in English | MEDLINE | ID: mdl-30353172

ABSTRACT

Spatial resolution of gene expression enables gene expression events to be pinpointed to a specific location in biological tissue. Spatially resolved gene expression in tissue sections is traditionally analyzed using immunohistochemistry (IHC) or in situ hybridization (ISH). These technologies are invaluable tools for pathologists and molecular biologists; however, their throughput is limited to the analysis of only a few genes at a time. Recent advances in RNA sequencing (RNA-seq) have made it possible to obtain unbiased high-throughput gene expression data in bulk. Spatial Transcriptomics combines the benefits of traditional spatially resolved technologies with the massive throughput of RNA-seq. Here, we present a protocol describing how to apply the Spatial Transcriptomics technology to mammalian tissue. This protocol combines histological staining and spatially resolved RNA-seq data from intact tissue sections. Once suitable tissue-specific conditions have been established, library construction and sequencing can be completed in ~5-6 d. Data processing takes a few hours, with the exact timing dependent on the sequencing depth. Our method requires no special instruments and can be performed in any laboratory with access to a cryostat, microscope and next-generation sequencing.


Subject(s)
DNA Barcoding, Taxonomic/methods , Olfactory Bulb/metabolism , RNA/genetics , Tissue Array Analysis/methods , Transcriptome , Animals , DNA Barcoding, Taxonomic/instrumentation , Gene Library , High-Throughput Nucleotide Sequencing , Mice , Microtomy , Olfactory Bulb/ultrastructure , RNA/metabolism , Reverse Transcriptase Polymerase Chain Reaction , Solid Phase Microextraction/methods , Staining and Labeling/methods , Tissue Array Analysis/instrumentation , Tissue Fixation/methods
19.
Nat Commun ; 9(1): 2419, 2018 06 20.
Article in English | MEDLINE | ID: mdl-29925878

ABSTRACT

Intra-tumor heterogeneity is one of the biggest challenges in cancer treatment today. Here we investigate tissue-wide gene expression heterogeneity throughout a multifocal prostate cancer using the spatial transcriptomics (ST) technology. Utilizing a novel approach for deconvolution, we analyze the transcriptomes of nearly 6750 tissue regions and extract distinct expression profiles for the different tissue components, such as stroma, normal and PIN glands, immune cells and cancer. We distinguish healthy and diseased areas and thereby provide insight into gene expression changes during the progression of prostate cancer. Compared to pathologist annotations, we delineate the extent of cancer foci more accurately, interestingly without link to histological changes. We identify gene expression gradients in stroma adjacent to tumor regions that allow for re-stratification of the tumor microenvironment. The establishment of these profiles is the first step towards an unbiased view of prostate cancer and can serve as a dictionary for future studies.


Subject(s)
Adenocarcinoma/genetics , Gene Expression Regulation, Neoplastic , Prostatic Neoplasms/genetics , Transcriptome/genetics , Adenocarcinoma/pathology , Adenocarcinoma/surgery , Computational Biology , Disease Progression , Gene Expression Profiling , Humans , Male , Prostate/cytology , Prostate/pathology , Prostate/surgery , Prostatectomy , Prostatic Neoplasms/pathology , Prostatic Neoplasms/surgery , RNA, Messenger/genetics , Stromal Cells/pathology , Tumor Microenvironment/genetics
20.
Sci Rep ; 7(1): 12941, 2017 10 11.
Article in English | MEDLINE | ID: mdl-29021611

ABSTRACT

Heart failure is a major health problem linked to poor quality of life and high mortality rates. Hence, novel biomarkers, such as fetal marker genes with low expression levels, could potentially differentiate disease states in order to improve therapy. In many studies on heart failure, cardiac biopsies have been analyzed as uniform pieces of tissue with bulk techniques, but this homogenization approach can mask medically relevant phenotypes occurring only in isolated parts of the tissue. This study examines such spatial variations within and between regions of cardiac biopsies. In contrast to standard RNA sequencing, this approach provides a spatially resolved transcriptome- and tissue-wide perspective of the adult human heart, and enables detection of fetal marker genes expressed by minor subpopulations of cells within the tissue. Analysis of patients with heart failure, with preserved ejection fraction, demonstrated spatially divergent expression of fetal genes in cardiac biopsies.


Subject(s)
Biomarkers/metabolism , Fetus/metabolism , Gene Expression Regulation, Developmental , Myocardium/metabolism , Adult , Aged , Humans , Male , Middle Aged
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