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1.
Cell Genom ; 3(9): 100384, 2023 Sep 13.
Article in English | MEDLINE | ID: mdl-37719153

ABSTRACT

High-throughput spatial transcriptomics has emerged as a powerful tool for investigating the spatial distribution of mRNA expression and its effects on cellular function. There is a lack of standardized tools for analyzing spatial transcriptomics data, leading many groups to write their own in-house tools that are often poorly documented and not generalizable. To address this, we have expanded and improved the starfish library and used those tools to create PIPEFISH, a semi-automated and generalizable pipeline that performs transcript annotation for fluorescence in situ hybridization (FISH)-based spatial transcriptomics. We used this pipeline to annotate transcript locations from three real datasets from three different common types of FISH image-based experiments, MERFISH, seqFISH, and targeted in situ sequencing (ISS), and verified that the results were high quality using the internal quality metrics of the pipeline and also a comparison with an orthogonal method of measuring RNA expression. PIPEFISH is a publicly available and open-source tool.

2.
Bioinformatics ; 36(21): 5139-5144, 2021 01 29.
Article in English | MEDLINE | ID: mdl-33040146

ABSTRACT

MOTIVATION: Pangenomics is a growing field within computational genomics. Many pangenomic analyses use bidirected sequence graphs as their core data model. However, implementing and correctly using this data model can be difficult, and the scale of pangenomic datasets can be challenging to work at. These challenges have impeded progress in this field. RESULTS: Here, we present a stack of two C++ libraries, libbdsg and libhandlegraph, which use a simple, field-proven interface, designed to expose elementary features of these graphs while preventing common graph manipulation mistakes. The libraries also provide a Python binding. Using a diverse collection of pangenome graphs, we demonstrate that these tools allow for efficient construction and manipulation of large genome graphs with dense variation. For instance, the speed and memory usage are up to an order of magnitude better than the prior graph implementation in the VG toolkit, which has now transitioned to using libbdsg's implementations. AVAILABILITY AND IMPLEMENTATION: libhandlegraph and libbdsg are available under an MIT License from https://github.com/vgteam/libhandlegraph and https://github.com/vgteam/libbdsg.


Subject(s)
Libraries , Software , Genome , Genomics
3.
Sci Transl Med ; 11(508)2019 09 04.
Article in English | MEDLINE | ID: mdl-31484788

ABSTRACT

Hidradenitis suppurativa (HS), also known as acne inversa, is an incapacitating skin disorder of unknown etiology manifested as abscess-like nodules and boils resulting in fistulas and tissue scarring as it progresses. Given that neutrophils are the predominant leukocyte infiltrate in HS lesions, the role of neutrophil extracellular traps (NETs) in the induction of local and systemic immune dysregulation in this disease was examined. Immunofluorescence microscopy was performed in HS lesions and detected the prominent presence of NETs. NET complexes correlated with disease severity, as measured by Hurley staging. Neutrophils from the peripheral blood of patients with HS peripheral also displayed enhanced spontaneous NET formation when compared to healthy control neutrophils. Sera from patients recognized antigens present in NETs and harbored increased antibodies reactive to citrullinated peptides. B cell dysregulation, as evidenced by elevated plasma cells and IgG, was observed in the circulation and skin from patients with HS. Peptidylarginine deiminases (PADs) 1 to 4, enzymes involved in citrullination, were differentially expressed in HS skin, when compared to controls, in association with enhanced tissue citrullination. NETs in HS skin coexisted with plasmacytoid dendritic cells, in association with a type I interferon (IFN) gene signature. Enhanced NET formation and immune responses to neutrophil and NET-related antigens may promote immune dysregulation and contribute to inflammation. This, along with evidence of up-regulation of the type I IFN pathway in HS skin, suggests that the innate immune system may play important pathogenic roles in this disease.


Subject(s)
B-Lymphocytes/immunology , Extracellular Traps/metabolism , Hidradenitis Suppurativa/immunology , Interferon Type I/metabolism , Antigens/immunology , Autoantibodies/immunology , Citrullination , HeLa Cells , Hidradenitis Suppurativa/blood , Humans , Peptides/blood , Protein-Arginine Deiminase Type 2/genetics , Protein-Arginine Deiminase Type 2/metabolism , Severity of Illness Index
4.
JCI Insight ; 4(18)2019 09 19.
Article in English | MEDLINE | ID: mdl-31534047

ABSTRACT

Osteoarthritis (OA) is the leading cause of joint failure, yet the underlying mechanisms remain elusive, and no approved therapies that slow progression exist. Dysregulated integrin function was previously implicated in OA pathogenesis. However, the roles of integrin αVß3 and the integrin-associated receptor CD47 in OA remain largely unknown. Here, transcriptomic and proteomic analyses of human and murine osteoarthritic tissues revealed dysregulated expression of αVß3, CD47, and their ligands. Using genetically deficient mice and pharmacologic inhibitors, we showed that αVß3, CD47, and the downstream signaling molecules Fyn and FAK are crucial to OA pathogenesis. MicroPET/CT imaging of a mouse model showed elevated ligand-binding capacities of integrin αVß3 and CD47 in osteoarthritic joints. Further, our in vitro studies demonstrated that chondrocyte breakdown products, derived from articular cartilage of individuals with OA, induced αVß3/CD47-dependent expression of inflammatory and degradative mediators, and revealed the downstream signaling network. Our findings identify a central role for dysregulated αVß3 and CD47 signaling in OA pathogenesis and suggest that activation of αVß3 and CD47 signaling in many articular cell types contributes to inflammation and joint destruction in OA. Thus, the data presented here provide a rationale for targeting αVß3, CD47, and their signaling pathways as a disease-modifying therapy.


Subject(s)
CD47 Antigen/metabolism , Cartilage, Articular/pathology , Integrin alphaVbeta3/metabolism , Osteoarthritis/immunology , Signal Transduction/immunology , Animals , CD47 Antigen/genetics , CD47 Antigen/immunology , Cartilage, Articular/cytology , Cartilage, Articular/diagnostic imaging , Cartilage, Articular/immunology , Cells, Cultured , Chondrocytes , Datasets as Topic , Disease Models, Animal , Disease Progression , Gene Expression Profiling , Humans , Integrin alphaVbeta3/genetics , Integrin alphaVbeta3/immunology , Male , Mice , Osteoarthritis/diagnostic imaging , Osteoarthritis/pathology , Positron Emission Tomography Computed Tomography , Primary Cell Culture , Proteomics , Synovial Membrane/cytology , Synovial Membrane/immunology , Synovial Membrane/pathology , Synoviocytes , X-Ray Microtomography
5.
J Orthop Res ; 37(8): 1760-1770, 2019 08.
Article in English | MEDLINE | ID: mdl-31042308

ABSTRACT

There is intense clinical interest in the potential effects of platelet-rich plasma (PRP) for the treatment of osteoarthritis (OA). This study tested the hypotheses that (i) "lower" levels of the inflammatory mediators (IMs), interleukin-1ß, and tumor necrosis factor α (TNF-α) and (ii) "higher" levels of the growth factors (GFs), insulin-like growth factor 1, and transforming growth factor ß1 within leukocyte-poor PRP correlate with more favorable chondrocyte and macrophage responses in vitro. Samples were collected from 10 "healthy" young male (23-33 years old) human subjects (H-PRP) and nine older (62-85 years old) male patients with severe knee OA (OA-PRP). The samples were separated into groups of "high" or "low" levels of IM and GF based on multiplex cytokine and enzyme-linked immunosorbent assay data. Three-dimensional (3D) alginate bead chondrocyte cultures and monocyte-derived macrophage cultures were treated with 10% PRP from donors in different groups. Gene expression was analyzed by quantitative polymerase chain reaction. Contrary to our hypotheses, the effect of PRP on chondrocytes and macrophages was mainly influenced by the age and disease status of the PRP donor as opposed to the IM or GF groupings. While H-PRP showed similar effects on expression of chondrogenic markers (Col2a1 and Sox9) as the negative control group (p > 0.05), OA-PRP decreased chondrocyte expression of Col2a1 and Sox-9 messenger RNA by 40% and 30%, respectively (Col2a1, p = 0.015; Sox9, p = 0.037). OA-PRP also upregulated TNF-α and matrix metallopeptidase 9 (p < 0.001) gene expression in macrophages while H-PRP did not. This data suggests that PRP from older individuals with OA contain factors that may suppress chondrocyte matrix synthesis and promote macrophage inflammation in vitro. © 2019 Orthopaedic Research Society. Published by Wiley Periodicals, Inc. J Orthop Res 37:1760-1770, 2019.


Subject(s)
Chondrocytes/metabolism , Cytokines/metabolism , Intercellular Signaling Peptides and Proteins/metabolism , Osteoarthritis, Knee/metabolism , Platelet-Rich Plasma/metabolism , Adult , Aged , Aged, 80 and over , Case-Control Studies , Humans , Macrophages/metabolism , Male , Middle Aged , Young Adult
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