Your browser doesn't support javascript.
loading
Show: 20 | 50 | 100
Results 1 - 20 de 228
Filter
Add more filters

Publication year range
1.
Immunity ; 54(12): 2676-2680, 2021 12 14.
Article in English | MEDLINE | ID: mdl-34739870

ABSTRACT

The 2005 Immunity paper by Karikó et al. has been hailed as a cornerstone insight that directly led to the design and delivery of the mRNA vaccines against COVID-19. We asked experts in pathogen sensing, vaccine development, and public health to provide their perspective on the study and its implications.


Subject(s)
COVID-19 Vaccines/immunology , COVID-19/immunology , SARS-CoV-2/physiology , Vaccine Development/history , mRNA Vaccines/immunology , Animals , History, 21st Century , Humans , RNA, Messenger/immunology , World Health Organization
2.
Proc Natl Acad Sci U S A ; 121(12): e2312404121, 2024 Mar 19.
Article in English | MEDLINE | ID: mdl-38478694

ABSTRACT

Plasmacytoid dendritic cells (pDCs) produce type I interferons (IFNs) after sensing viral/bacterial RNA or DNA by toll-like receptor (TLR) 7 or TLR9, respectively. However, aberrant pDCs activation can cause adverse effects on the host and contributes to the pathogenesis of type I IFN-related autoimmune diseases. Here, we show that heparin interacts with the human pDCs-specific blood dendritic cell antigen 2 (BDCA-2) but not with related lectins such as DCIR or dectin-2. Importantly, BDCA-2-heparin interaction depends on heparin sulfation and receptor glycosylation and results in inhibition of TLR9-driven type I IFN production in primary human pDCs and the pDC-like cell line CAL-1. This inhibition is mediated by unfractionated and low-molecular-weight heparin, as well as endogenous heparin from plasma, suggesting that the local blood environment controls the production of IFN-α in pDCs. Additionally, we identified an activation-dependent soluble form of BDCA-2 (solBDCA-2) in human plasma that functions as heparin antagonist and thereby increases TLR9-driven IFN-α production in pDCs. Of importance, solBDCA-2 levels in the serum were increased in patients with scrub typhus (an acute infectious disease caused by Orientia tsutsugamushi) compared to healthy control subjects and correlated with anti-dsDNA antibodies titers. In contrast, solBDCA-2 levels in plasma from patients with bullous pemphigoid or psoriasis were reduced. In summary, this work identifies a regulatory network consisting of heparin, membrane-bound and solBDCA-2 modulating TLR9-driven IFN-α production in pDCs. This insight into pDCs function and regulation may have implications for the treatment of pDCs-related autoimmune diseases.


Subject(s)
Autoimmune Diseases , Interferon Type I , Humans , Interferon Type I/metabolism , Heparin/metabolism , Toll-Like Receptor 9/metabolism , Dendritic Cells , Autoimmune Diseases/metabolism
3.
Mol Syst Biol ; 2024 Jun 18.
Article in English | MEDLINE | ID: mdl-38890548

ABSTRACT

Correlation is not causation: this simple and uncontroversial statement has far-reaching implications. Defining and applying causality in biomedical research has posed significant challenges to the scientific community. In this perspective, we attempt to connect the partly disparate fields of systems biology, causal reasoning, and machine learning to inform future approaches in the field of systems biology and molecular medicine.

4.
PLoS Comput Biol ; 19(1): e1010799, 2023 01.
Article in English | MEDLINE | ID: mdl-36689461

ABSTRACT

Simulating the spread of infectious diseases in human communities is critical for predicting the trajectory of an epidemic and verifying various policies to control the devastating impacts of the outbreak. Many existing simulators are based on compartment models that divide people into a few subsets and simulate the dynamics among those subsets using hypothesized differential equations. However, these models lack the requisite granularity to study the effect of intelligent policies that influence every individual in a particular way. In this work, we introduce a simulator software capable of modeling a population structure and controlling the disease's propagation at an individualistic level. In order to estimate the confidence of the conclusions drawn from the simulator, we employ a comprehensive probabilistic approach where the entire population is constructed as a hierarchical random variable. This approach makes the inferred conclusions more robust against sampling artifacts and gives confidence bounds for decisions based on the simulation results. To showcase potential applications, the simulator parameters are set based on the formal statistics of the COVID-19 pandemic, and the outcome of a wide range of control measures is investigated. Furthermore, the simulator is used as the environment of a reinforcement learning problem to find the optimal policies to control the pandemic. The obtained experimental results indicate the simulator's adaptability and capacity in making sound predictions and a successful policy derivation example based on real-world data. As an exemplary application, our results show that the proposed policy discovery method can lead to control measures that produce significantly fewer infected individuals in the population and protect the health system against saturation.


Subject(s)
COVID-19 , Communicable Diseases , Humans , COVID-19/epidemiology , COVID-19/prevention & control , Pandemics/prevention & control , Computer Simulation , Communicable Diseases/epidemiology , Policy
5.
Thorac Cardiovasc Surg ; 72(3): 188-196, 2024 Apr.
Article in English | MEDLINE | ID: mdl-36858066

ABSTRACT

BACKGROUND: Bioprosthetic stentless aortic valves may degenerate over time and will require replacement. This study aimed to evaluate early- and mid-term outcomes after isolated surgical redo aortic valve replacement (redo-SAVR) and transcatheter valve-in-valve implantation (TAVI-VIV) for degenerated stentless Freestyle bioprostheses. METHODS: We reviewed records of 56 patients at a single center. Overall, 37 patients (66.1%) received TAVI-VIV and 19 (33.9%) received redo-SAVR. RESULTS: Thirty-day survival was similar in both groups (100%). One-year survival was comparable between groups (97.3% in TAVI-VIV and 100% in redo-SAVR, p = 1.0). The difference in mid-term survival after adjusting for age and EuroScore II was not significant (p = 0.41). The incidence of pacemaker implantation after TAVI-VIV was higher than after redo-SAVR (19.4% vs. 0%, p = 0.08). CONCLUSION: The 30-day and 1-year survival rates after both procedures were outstanding, irrespective of baseline characteristics. Isolated redo-SAVR should be favored in young patients, as the pacemaker implantation rate is lower. TAVI-VIV for degenerated Freestyle prosthesis can be a method of choice in elderly patients and those with high operative risk.


Subject(s)
Aortic Valve Stenosis , Heart Valve Prosthesis Implantation , Transcatheter Aortic Valve Replacement , Aged , Humans , Aortic Valve/diagnostic imaging , Aortic Valve/surgery , Aortic Valve Stenosis/diagnostic imaging , Aortic Valve Stenosis/surgery , Bioprosthesis/adverse effects , Heart Valve Prosthesis/adverse effects , Prosthesis Failure , Reoperation/methods , Risk Factors , Transcatheter Aortic Valve Replacement/methods , Treatment Outcome
6.
J Shoulder Elbow Surg ; 33(4): 924-931, 2024 Apr.
Article in English | MEDLINE | ID: mdl-37648015

ABSTRACT

BACKGROUND: The popularity of team handball is increasing, with >10 million children playing this overhead throwing and collision sport with highest demands on the shoulder joint. Because of the risk of recurrent instability, the Latarjet-Patte (LP) procedure has been recommended to treat young competitive players. This is the first LP outcome study in professional handball players. METHODS: We retrospectively included 20 shoulders (18 players [17 male patients]; mean age, 22.9 years [range, 17-35 years]; minimum follow-up period, 2 years; mean follow-up period, 6.6 years) operated on by 3 expert surgeons (2011-2020) with the Walch LP technique. We documented preoperative hyperlaxity (25%, n = 5), affected throwing arm (55%, n = 11), position (backcourt, winger, and goalkeeper, 22% each; full back and pivot, 17% each), >2 dislocations prior (20%, n = 4), >10 dislocations prior (5%, n = 1), previous failed Bankart or humeral avulsion of glenohumeral ligament (HAGL) repair (10%, n = 2), and large Hill-Sachs lesions (HSLs) (20%, n = 4). Clinical and radiographic outcomes, visual analog scale score, Subjective Shoulder Value, Walch-Duplay score, Rowe score, and return-to-sport (RTS) rate were recorded. RESULTS: The RTS rate was 85% (17 of 20 shoulders); rate of RTS at the same level, 80% (16 of 20); and rate of RTS with no throwing pain, 73% (8 of 11). The time to training with a ball was 3.2 months, and the time to competition was 4.9 months. The mean Rowe score, Walch-Duplay score, and Subjective Shoulder Value were 90 points, 88 points, and 89%, respectively. Shoulder symptoms led players to give up handball in 2 cases (10%), whereas 1 player (5%) stopped playing handball for other reasons. We recorded 1 recurrent dislocation (5%) (non-throwing arm, winger, no recurrence after rehabilitation). Persistent apprehension occurred in 1 goalkeeper (5%). Residual pain was seen in 4 shoulders (20%); this was relieved by screw removal in 1. Resistant pain (throwing shoulder) was seen in 2 backcourt players (10%, 1 of whom had a large HSL) and 1 goalkeeper (5%; large HSL with >10 dislocations prior), all 3 of whom were aged > 30 years. Bone block positioning was correct (no lateral overhang) in all shoulders. At final follow-up, 1 shoulder (5%) showed mild arthritic changes (>10 dislocations, large HSL). CONCLUSION: The open LP procedure is consistent in providing shoulder stability combined with return-to-throwing performance in professional handball players with a short time to RTS and high same-level RTS rate without increasing the risk of arthritic changes. Throwing shoulders of backcourt players, large HSLs, or age > 30 years may have an increased risk of persistent symptoms.


Subject(s)
Joint Dislocations , Joint Instability , Shoulder Dislocation , Shoulder Joint , Child , Humans , Male , Young Adult , Adult , Shoulder Joint/surgery , Shoulder Dislocation/surgery , Shoulder Dislocation/etiology , Joint Instability/surgery , Joint Instability/etiology , Follow-Up Studies , Retrospective Studies , Joint Dislocations/etiology , Pain/etiology , Arthroscopy/methods
7.
Cell Commun Signal ; 21(1): 65, 2023 03 28.
Article in English | MEDLINE | ID: mdl-36978183

ABSTRACT

Gram-negative bacteria naturally secrete nano-sized outer membrane vesicles (OMVs), which are important mediators of communication and pathogenesis. OMV uptake by host cells activates TLR signalling via transported PAMPs. As important resident immune cells, alveolar macrophages are located at the air-tissue interface where they comprise the first line of defence against inhaled microorganisms and particles. To date, little is known about the interplay between alveolar macrophages and OMVs from pathogenic bacteria. The immune response to OMVs and underlying mechanisms are still elusive. Here, we investigated the response of primary human macrophages to bacterial vesicles (Legionella pneumophila, Klebsiella pneumoniae, Escherichia coli, Salmonella enterica, Streptococcus pneumoniae) and observed comparable NF-κB activation across all tested vesicles. In contrast, we describe differential type I IFN signalling with prolonged STAT1 phosphorylation and strong Mx1 induction, blocking influenza A virus replication only for Klebsiella, E.coli and Salmonella OMVs. OMV-induced antiviral effects were less pronounced for endotoxin-free Clear coli OMVs and Polymyxin-treated OMVs. LPS stimulation could not mimic this antiviral status, while TRIF knockout abrogated it. Importantly, supernatant from OMV-treated macrophages induced an antiviral response in alveolar epithelial cells (AEC), suggesting OMV-induced intercellular communication. Finally, results were validated in an ex vivo infection model with primary human lung tissue. In conclusion, Klebsiella, E.coli and Salmonella OMVs induce antiviral immunity in macrophages via TLR4-TRIF-signaling to reduce viral replication in macrophages, AECs and lung tissue. These gram-negative bacteria induce antiviral immunity in the lung through OMVs, with a potential decisive and tremendous impact on bacterial and viral coinfection outcome. Video Abstract.


Subject(s)
Extracellular Vesicles , Toll-Like Receptor 4 , Humans , Adaptor Proteins, Vesicular Transport , Escherichia coli , Macrophages , Virus Replication
8.
Proc Natl Acad Sci U S A ; 117(16): 9042-9053, 2020 04 21.
Article in English | MEDLINE | ID: mdl-32241891

ABSTRACT

RNA has been proposed as an important scaffolding factor in the nucleus, aiding protein complex assembly in the dense intracellular milieu. Architectural contributions of RNA to cytosolic signaling pathways, however, remain largely unknown. Here, we devised a multidimensional gradient approach, which systematically locates RNA components within cellular protein networks. Among a subset of noncoding RNAs (ncRNAs) cosedimenting with the ubiquitin-proteasome system, our approach unveiled ncRNA MaIL1 as a critical structural component of the Toll-like receptor 4 (TLR4) immune signal transduction pathway. RNA affinity antisense purification-mass spectrometry (RAP-MS) revealed MaIL1 binding to optineurin (OPTN), a ubiquitin-adapter platforming TBK1 kinase. MaIL1 binding stabilized OPTN, and consequently, loss of MaIL1 blunted OPTN aggregation, TBK1-dependent IRF3 phosphorylation, and type I interferon (IFN) gene transcription downstream of TLR4. MaIL1 expression was elevated in patients with active pulmonary infection and was highly correlated with IFN levels in bronchoalveolar lavage fluid. Our study uncovers MaIL1 as an integral RNA component of the TLR4-TRIF pathway and predicts further RNAs to be required for assembly and progression of cytosolic signaling networks in mammalian cells.


Subject(s)
Cell Cycle Proteins/metabolism , Interferon Type I/genetics , Membrane Transport Proteins/metabolism , RNA, Untranslated/metabolism , Respiratory Tract Infections/immunology , Toll-Like Receptor 4/metabolism , Adaptor Proteins, Vesicular Transport/metabolism , Adult , Aged , Blood Buffy Coat/cytology , Bronchoalveolar Lavage Fluid/immunology , Female , Gene Expression Regulation/immunology , Gene Knockdown Techniques , Humans , Interferon Regulatory Factor-3/metabolism , Interferon Type I/blood , Interferon Type I/immunology , Macrophages , Male , Middle Aged , Phosphorylation/genetics , Primary Cell Culture , Protein Serine-Threonine Kinases/metabolism , Protein Stability , RNA, Untranslated/blood , RNA, Untranslated/genetics , RNA-Seq , Respiratory Tract Infections/blood , Respiratory Tract Infections/microbiology , Signal Transduction/genetics , Signal Transduction/immunology , Young Adult
9.
Nucleic Acids Res ; 48(18): 10397-10412, 2020 10 09.
Article in English | MEDLINE | ID: mdl-32946572

ABSTRACT

The RNA helicase RIG-I plays a key role in sensing pathogen-derived RNA. Double-stranded RNA structures bearing 5'-tri- or diphosphates are commonly referred to as activating RIG-I ligands. However, endogenous RNA fragments generated during viral infection via RNase L also activate RIG-I. Of note, RNase-digested RNA fragments bear a 5'-hydroxyl group and a 2',3'-cyclic phosphate. How endogenous RNA fragments activate RIG-I despite the lack of 5'-phosphorylation has not been elucidated. Here we describe an endogenous RIG-I ligand (eRL) that is derived from the internal transcribed spacer 2 region (ITS2) of the 45S ribosomal RNA after partial RNase A digestion in vitro, RNase A protein transfection or RNase L activation. The immunostimulatory property of the eRL is dependent on 2',3'-cyclic phosphate and its sequence is characterized by a G-quadruplex containing sequence motif mediating guanosine-5'-triphosphate (GTP) binding. In summary, RNase generated self-RNA fragments with 2',3'-cyclic phosphate function as nucleotide-5'-triphosphate binding aptamers activating RIG-I.


Subject(s)
DEAD Box Protein 58/genetics , RNA Helicases/genetics , RNA, Ribosomal/genetics , RNA/genetics , Guanosine Triphosphate/genetics , Humans , Ligands , Phosphates/metabolism , RNA/chemistry , RNA Helicases/metabolism , Receptors, Immunologic , Ribonucleases/genetics
10.
Proc Natl Acad Sci U S A ; 116(51): 25405-25411, 2019 12 17.
Article in English | MEDLINE | ID: mdl-31776252

ABSTRACT

Learning kinetic systems from data is one of the core challenges in many fields. Identifying stable models is essential for the generalization capabilities of data-driven inference. We introduce a computationally efficient framework, called CausalKinetiX, that identifies structure from discrete time, noisy observations, generated from heterogeneous experiments. The algorithm assumes the existence of an underlying, invariant kinetic model, a key criterion for reproducible research. Results on both simulated and real-world examples suggest that learning the structure of kinetic systems benefits from a causal perspective. The identified variables and models allow for a concise description of the dynamics across multiple experimental settings and can be used for prediction in unseen experiments. We observe significant improvements compared to well-established approaches focusing solely on predictive performance, especially for out-of-sample generalization.

11.
J Shoulder Elbow Surg ; 31(12): 2638-2646, 2022 Dec.
Article in English | MEDLINE | ID: mdl-35931331

ABSTRACT

BACKGROUND: Range of motion (ROM) and prevention of notching remain a challenge for reverse shoulder arthroplasty (RSA). Both may be affected by the morphology of the scapula. The purpose of this study was to define anteroinferior (a) and posteroinferior (p) relevant scapular neck offset (RSNO) and to examine the hypothesis that pRSNO is significantly smaller than aRSNO, and influences rigid body motion (RBM). Adapting glenosphere implantation strategies may therefore be of value. MATERIAL AND METHODS: In this computer model study, we used deidentified computed tomographic scans of 22 patients (11 male and 11 female; mean age: 72.9 years) with massive cuff tears without joint space narrowing. Eight RSA glenoid configurations were tested with a constant neck-shaft angle (145°). Two baseplate types (25 mm; 25 + 3 mm lateralized) and 4 glenospheres (GS) (36 mm; 36 +2 mm of eccentricity; 39 mm; 39 + 3 mm) were used. RSNO was defined as the standardized measurement of the horizontal distance from the inferior extent of the GS to the bony margin of the scapula after baseplate positioning (flush to inferior glenoid extent; neutral position: 0° inclination and 0° version-both software computed). RESULTS: There was a highly significant difference between pRSNO and aRSNO for both genders (P < .001). pRSNO was always smaller than aRSNO. pRSNO was strongly correlated with external rotation (ERO: 0.84) and extension (EXT: 0.74) and moderately correlated with global ROM (GROM: 0.68). There was a moderately strong correlation between aRSNO and internal rotation (IRO: 0.69). pRSNO was strongly correlated with aRSNO, EXT, ERO, IRO, adduction (ADD) and GROM (0.82, 0.72, 0,8, 0.71, 0.82, 0.76) in female patients and with EXT and ERO (0.82, 0.89) in male patients. The median pRSNO allowing for at least 45° ERO and 40° EXT was 14.2 mm for men and 13.8 mm for women. For all patients and models, pRSNO ≥14 mm increased EXT, ERO, and GROM significantly compared with pRSNO <14 mm (P < .001). The combination of lateralization and inferior overhang (eccentricity) led to the most significant increase of pRSNO for each GS size (P < .001). CONCLUSION: This is one of the first RSA modeling studies evaluating nonarthritic glenoids of both genders. The lateral scapular extent to glenoid relationship is asymmetric. pRSNO is always smaller than aRSNO for both genders and was a critical variable for EXT and ERO, demonstrating additional strong correlation with aRSNO, IRO, ADD, and GROM in female patients. pRSNO ≥14 mm was a safe value to prevent friction-type impingement. Combining increased glenosphere size, lateralization, and inferior overhang gives the best results in this computer-simulated setting.


Subject(s)
Arthroplasty, Replacement, Shoulder , Shoulder Impingement Syndrome , Shoulder Joint , Humans , Female , Male , Aged , Arthroplasty, Replacement, Shoulder/adverse effects , Shoulder Joint/diagnostic imaging , Shoulder Joint/surgery , Shoulder Impingement Syndrome/diagnostic imaging , Shoulder Impingement Syndrome/etiology , Shoulder Impingement Syndrome/surgery , Friction , Scapula/diagnostic imaging , Scapula/surgery , Range of Motion, Articular , Computer Simulation
12.
Int J Mol Sci ; 23(19)2022 Sep 22.
Article in English | MEDLINE | ID: mdl-36232437

ABSTRACT

Recognition of RNA by receptors of the innate immune system is regulated by various posttranslational modifications. Different single 2'-O-ribose (2'-O-) methylations have been shown to convert TLR7/TLR8 ligands into specific TLR8 ligands, so we investigated whether the position of 2'-O-methylation is crucial for its function. To this end, we designed different 2'-O-methylated RNA oligoribonucleotides (ORN), investigating their immune activity in various cell systems and analyzing degradation under RNase T2 treatment. We found that the 18S rRNA-derived TLR7/8 ligand, RNA63, was differentially digested as a result of 2'-O-methylation, leading to variations in TLR8 and TLR7 inhibition. The suitability of certain 2'-O-methylated RNA63 derivatives as TLR8 agonists was further demonstrated by the fact that other RNA sequences were only weak TLR8 agonists. We were thus able to identify specific 2'-O-methylated RNA derivatives as optimal TLR8 ligands.


Subject(s)
Toll-Like Receptor 7 , Toll-Like Receptor 8 , Ligands , Methylation , Oligoribonucleotides/metabolism , Protein Processing, Post-Translational , RNA/metabolism , RNA, Ribosomal, 18S/metabolism , Ribose , Toll-Like Receptor 7/metabolism , Toll-Like Receptor 8/metabolism
13.
Immunity ; 36(2): 159-61, 2012 Feb 24.
Article in English | MEDLINE | ID: mdl-22365660

ABSTRACT

In this issue of Immunity, Silver et al. (2012) provide evidence that murine Toll-like receptor 9 (TLR9) expression and function in innate and adaptive immunity is controlled by the circadian cycle.

14.
Immunity ; 37(5): 867-79, 2012 Nov 16.
Article in English | MEDLINE | ID: mdl-23142781

ABSTRACT

The genome of vertebrates contains endogenous retroviruses (ERVs) that are largely nonfunctional relicts of ancestral germline infection by exogenous retroviruses. However, in some mouse strains ERVs are actively involved in disease. Here we report that nucleic acid-recognizing Toll-like receptors 3, 7, and 9 (TLR 3, TLR7, and TLR9) are essential for the control of ERVs. Loss of TLR7 function caused spontaneous retroviral viremia that coincided with the absence of ERV-specific antibodies. Importantly, additional TLR3 and TLR9 deficiency led to acute T cell lymphoblastic leukemia, underscoring a prominent role for TLR3 and TLR9 in surveillance of ERV-induced tumors. Experimental ERV infection induced a TLR3-, TLR7-, and TLR9-dependent group of "acute-phase" genes previously described in HIV and SIV infections. Our study suggests that in addition to their role in innate immunity against exogenous pathogens, nucleic acid-recognizing TLRs contribute to the immune control of activated ERVs and ERV-induced tumors.


Subject(s)
Endogenous Retroviruses/genetics , Nucleic Acids/genetics , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/genetics , Toll-Like Receptors/genetics , Toll-Like Receptors/metabolism , Viremia/genetics , Animals , Antibodies, Viral/genetics , Antibodies, Viral/immunology , Cell Line , Endogenous Retroviruses/immunology , Endogenous Retroviruses/metabolism , Immunity, Innate/genetics , Immunity, Innate/immunology , Killer Cells, Natural/immunology , Killer Cells, Natural/metabolism , Male , Mice , Mice, Inbred C57BL , Nucleic Acids/immunology , Nucleic Acids/metabolism , Oncogenes/genetics , Oncogenes/immunology , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/immunology , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/metabolism , Toll-Like Receptors/immunology , Viremia/immunology , Viremia/metabolism
15.
J Immunol ; 202(4): 1099-1111, 2019 02 15.
Article in English | MEDLINE | ID: mdl-30651342

ABSTRACT

RNA editing by adenosine deaminases acting on dsRNA (ADAR) has become of increasing medical relevance, particularly because aberrant ADAR1 activity has been associated with autoimmunity and malignancies. However, the role of ADAR1 in dendritic cells (DC), representing critical professional APCs, is unknown. We have established conditional murine CD11c Cre-mediated ADAR1 gene ablation, which did not induce general apoptosis in CD11c+ cells but instead manifests in cell type-specific effects in DC subpopulations. Bone marrow-derived DC subset analysis revealed an incapacity to differentiate CD103 DC+ in both bulk bone marrow and purified pre-DC lineage progenitor assays. ADAR1 deficiency further resulted in a preferential systemic loss of CD8+/CD103+ DCs, revealing critical dependency on ADAR1, whereas other DC subpopulations were moderately affected or unaffected. Additionally, alveolar macrophages were depleted and dysfunctional, resembling pulmonary alveolar proteinosis. These results reveal an unrecognized role of ADAR1 in DC subset homeostasis and unveils the cell type-specific effects of RNA editing.


Subject(s)
Adenosine Deaminase/metabolism , Dendritic Cells/immunology , Homeostasis/immunology , Macrophages, Alveolar/immunology , Animals , Cell Proliferation , Dendritic Cells/cytology , Mice , Mice, Inbred C57BL , Mice, Transgenic , RNA Editing , T-Lymphocytes/cytology , T-Lymphocytes/immunology
16.
PLoS Comput Biol ; 15(4): e1006968, 2019 04.
Article in English | MEDLINE | ID: mdl-30998681

ABSTRACT

Understanding sleep and its perturbation by environment, mutation, or medication remains a central problem in biomedical research. Its examination in animal models rests on brain state analysis via classification of electroencephalographic (EEG) signatures. Traditionally, these states are classified by trained human experts by visual inspection of raw EEG recordings, which is a laborious task prone to inter-individual variability. Recently, machine learning approaches have been developed to automate this process, but their generalization capabilities are often insufficient, especially across animals from different experimental studies. To address this challenge, we crafted a convolutional neural network-based architecture to produce domain invariant predictions, and furthermore integrated a hidden Markov model to constrain state dynamics based upon known sleep physiology. Our method, which we named SPINDLE (Sleep Phase Identification with Neural networks for Domain-invariant LEearning) was validated using data of four animal cohorts from three independent sleep labs, and achieved average agreement rates of 99%, 98%, 93%, and 97% with scorings from five human experts from different labs, essentially duplicating human capability. It generalized across different genetic mutants, surgery procedures, recording setups and even different species, far exceeding state-of-the-art solutions that we tested in parallel on this task. Moreover, we show that these scored data can be processed for downstream analyzes identical to those from human-scored data, in particular by demonstrating the ability to detect mutation-induced sleep alteration. We provide to the scientific community free usage of SPINDLE and benchmarking datasets as an online server at https://sleeplearning.ethz.ch. Our aim is to catalyze high-throughput and well-standardized experimental studies in order to improve our understanding of sleep.


Subject(s)
Electroencephalography , Electromyography , Neural Networks, Computer , Signal Processing, Computer-Assisted , Sleep/physiology , Animals , Computational Biology , Humans , Machine Learning , Mice , Models, Animal , Rats , Wakefulness/physiology
17.
J Med Internet Res ; 22(10): e21439, 2020 10 06.
Article in English | MEDLINE | ID: mdl-32976111

ABSTRACT

BACKGROUND: COVID-19 is a rapidly emerging respiratory disease caused by SARS-CoV-2. Due to the rapid human-to-human transmission of SARS-CoV-2, many health care systems are at risk of exceeding their health care capacities, in particular in terms of SARS-CoV-2 tests, hospital and intensive care unit (ICU) beds, and mechanical ventilators. Predictive algorithms could potentially ease the strain on health care systems by identifying those who are most likely to receive a positive SARS-CoV-2 test, be hospitalized, or admitted to the ICU. OBJECTIVE: The aim of this study is to develop, study, and evaluate clinical predictive models that estimate, using machine learning and based on routinely collected clinical data, which patients are likely to receive a positive SARS-CoV-2 test or require hospitalization or intensive care. METHODS: Using a systematic approach to model development and optimization, we trained and compared various types of machine learning models, including logistic regression, neural networks, support vector machines, random forests, and gradient boosting. To evaluate the developed models, we performed a retrospective evaluation on demographic, clinical, and blood analysis data from a cohort of 5644 patients. In addition, we determined which clinical features were predictive to what degree for each of the aforementioned clinical tasks using causal explanations. RESULTS: Our experimental results indicate that our predictive models identified patients that test positive for SARS-CoV-2 a priori at a sensitivity of 75% (95% CI 67%-81%) and a specificity of 49% (95% CI 46%-51%), patients who are SARS-CoV-2 positive that require hospitalization with 0.92 area under the receiver operator characteristic curve (AUC; 95% CI 0.81-0.98), and patients who are SARS-CoV-2 positive that require critical care with 0.98 AUC (95% CI 0.95-1.00). CONCLUSIONS: Our results indicate that predictive models trained on routinely collected clinical data could be used to predict clinical pathways for COVID-19 and, therefore, help inform care and prioritize resources.


Subject(s)
Betacoronavirus , Coronavirus Infections/diagnosis , Intensive Care Units/statistics & numerical data , Machine Learning , Pneumonia, Viral/diagnosis , Algorithms , Area Under Curve , Brazil , COVID-19 , COVID-19 Testing , Clinical Laboratory Techniques , Hospitalization , Humans , Neural Networks, Computer , Pandemics , Predictive Value of Tests , Public Health Informatics , ROC Curve , Respiration, Artificial , Retrospective Studies , SARS-CoV-2 , Sensitivity and Specificity
18.
BMC Plant Biol ; 19(1): 320, 2019 Jul 18.
Article in English | MEDLINE | ID: mdl-31319813

ABSTRACT

BACKGROUND: Plant cell walls participate in all plant-environment interactions. Maintaining cell wall integrity (CWI) during these interactions is essential. This realization led to increased interest in CWI and resulted in knowledge regarding early perception and signalling mechanisms active during CWI maintenance. By contrast, knowledge regarding processes mediating changes in cell wall metabolism upon CWI impairment is very limited. RESULTS: To identify genes involved and to investigate their contributions to the processes we selected 23 genes with altered expression in response to CWI impairment and characterized the impact of T-DNA insertions in these genes on cell wall composition using Fourier-Transform Infrared Spectroscopy (FTIR) in Arabidopsis thaliana seedlings. Insertions in 14 genes led to cell wall phenotypes detectable by FTIR. A detailed analysis of four genes found that their altered expression upon CWI impairment is dependent on THE1 activity, a key component of CWI maintenance. Phenotypic characterizations of insertion lines suggest that the four genes are required for particular aspects of CWI maintenance, cell wall composition or resistance to Plectosphaerella cucumerina infection in adult plants. CONCLUSION: Taken together, the results implicate the genes in responses to CWI impairment, cell wall metabolism and/or pathogen defence, thus identifying new molecular components and processes relevant for CWI maintenance.


Subject(s)
Arabidopsis/genetics , Cell Wall/metabolism , Genes, Plant/physiology , Arabidopsis/metabolism , Arabidopsis/physiology , Ascomycota , Cell Wall/physiology , Disease Resistance/genetics , Gene Expression Profiling , Gene Expression Regulation, Plant/genetics , Gene Knockdown Techniques , Host-Pathogen Interactions , Plant Diseases/immunology , Seedlings/metabolism , Seedlings/physiology , Spectroscopy, Fourier Transform Infrared
19.
BMC Plant Biol ; 19(1): 385, 2019 09 05.
Article in English | MEDLINE | ID: mdl-31488059

ABSTRACT

Following publication of the original article [1], the author reported that the two curves in the sub-diagram WSR4 in Fig. 2a should be the other way round.

20.
J Immunol ; 198(2): 916-926, 2017 01 15.
Article in English | MEDLINE | ID: mdl-27956531

ABSTRACT

The mouse gut epithelium represents a constitutively challenged environment keeping intestinal commensal microbiota at bay and defending against invading enteric pathogens. The complex immunoregulatory network of the epithelial barrier surveillance also involves NK gene complex (NKC)-encoded C-type lectin-like molecules such as NKG2D and Nkrp1 receptors. To our knowledge, in this study, we report the first characterization of the orphan C-type lectin-like molecule Clr-a encoded by the Clec2e gene in the mouse NKC. Screening of a panel of mouse tissues revealed that Clec2e transcripts are restricted to the gastrointestinal tract. Using Clr-a-specific mAb, we characterize Clr-a as a disulfide-linked homodimeric cell surface glycoprotein. Of note, a substantial fraction of Clr-a molecules are retained intracellularly, and analyses of Clr-a/Clr-f hybrids attribute intracellular retention to both the stalk region and parts of the cytoplasmic domain. Combining quantitative PCR analyses with immunofluorescence studies revealed exclusive expression of Clr-a by intestinal epithelial cells and crypt cells throughout the gut. Challenge with polyinosinic-polycytidylic acid results in a rapid and strong downregulation of intestinal Clr-a expression in contrast to the upregulation of Clr-f, a close relative of Clr-a, that also is specifically expressed by the intestinal epithelium and acts as a ligand of the inhibitory Nkrp1g receptor. Collectively, we characterize expression of the mouse NKC-encoded glycoprotein Clr-a as strictly associated with mouse intestinal epithelium. Downregulation upon polyinosinic-polycytidylic acid challenge and expression by crypt cells clearly distinguish Clr-a from the likewise intestinal epithelium-restricted Clr-f, pointing to a nonredundant function of these highly related C-type lectin-like molecules in the context of intestinal immunosurveillance.


Subject(s)
Intestinal Mucosa/immunology , Lectins, C-Type/biosynthesis , Animals , Cell Separation , Flow Cytometry , Fluorescent Antibody Technique , Immunoblotting , Lectins, C-Type/immunology , Mice , Mice, Inbred BALB C , Mice, Inbred C57BL , Reverse Transcriptase Polymerase Chain Reaction
SELECTION OF CITATIONS
SEARCH DETAIL