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1.
EBioMedicine ; 67: 103352, 2021 May.
Article in English | MEDLINE | ID: covidwho-1205123

ABSTRACT

BACKGROUND: Precise differential diagnosis between acute viral and bacterial infections is important to enable appropriate therapy, avoid unnecessary antibiotic prescriptions and optimize the use of hospital resources. A systems view of host response to infections provides opportunities for discovering sensitive and robust molecular diagnostics. METHODS: We combine blood transcriptomes from six independent datasets (n = 756) with a knowledge-based human protein-protein interaction network, identifies subnetworks capturing host response to each infection class, and derives common response cores separately for viral and bacterial infections. We subject the subnetworks to a series of computational filters to identify a parsimonious gene panel and a standalone diagnostic score that can be applied to individual samples. We rigorously validate the panel and the diagnostic score in a wide range of publicly available datasets and in a newly developed Bangalore-Viral Bacterial (BL-VB) cohort. FINDING: We discover a 10-gene blood-based biomarker panel (Panel-VB) that demonstrates high predictive performance to distinguish viral from bacterial infections, with a weighted mean AUROC of 0.97 (95% CI: 0.96-0.99) in eleven independent datasets (n = 898). We devise a new stand-alone patient-wise score (VB10) based on the panel, which shows high diagnostic accuracy with a weighted mean AUROC of 0.94 (95% CI 0.91-0.98) in 2996 patient samples from 56 public datasets from 19 different countries. Further, we evaluate VB10 in a newly generated South Indian (BL-VB, n = 56) cohort and find 97% accuracy in the confirmed cases of viral and bacterial infections. We find that VB10 is (a) capable of accurately identifying the infection class in culture-negative indeterminate cases, (b) reflects recovery status, and (c) is applicable across different age groups, covering a wide spectrum of acute bacterial and viral infections, including uncharacterized pathogens. We tested our VB10 score on publicly available COVID-19 data and find that our score detected viral infection in patient samples. INTERPRETATION: Our results point to the promise of VB10 as a diagnostic test for precise diagnosis of acute infections and monitoring recovery status. We expect that it will provide clinical decision support for antibiotic prescriptions and thereby aid in antibiotic stewardship efforts. FUNDING: Grand Challenges India, Biotechnology Industry Research Assistance Council (BIRAC), Department of Biotechnology, Govt. of India.


Subject(s)
Bacterial Infections/diagnosis , Biomarkers/blood , Computational Biology/methods , Virus Diseases/diagnosis , Adult , Bacterial Infections/blood , Bacterial Infections/genetics , Databases, Factual , Decision Support Systems, Clinical , Diagnosis, Differential , Female , Gene Expression Profiling , Humans , India , Male , Middle Aged , Observational Studies as Topic , Predictive Value of Tests , Protein Interaction Maps , Virus Diseases/blood , Virus Diseases/genetics
2.
Biomolecules ; 11(4)2021 04 15.
Article in English | MEDLINE | ID: covidwho-1196027

ABSTRACT

Matrix metalloproteinases (MMPs) cleave extracellular matrix proteins, growth factors, cytokines, and receptors to influence organ development, architecture, function, and the systemic and cell-specific responses to diseases and pharmacological drugs. Conversely, many diseases (such as atherosclerosis, arthritis, bacterial infections (tuberculosis), viral infections (COVID-19), and cancer), cholesterol-lowering drugs (such as statins), and tetracycline-class antibiotics (such as doxycycline) alter MMP activity through transcriptional, translational, and post-translational mechanisms. In this review, we summarize evidence that the aforementioned diseases and drugs exert significant epigenetic pressure on genes encoding MMPs, tissue inhibitors of MMPs, and factors that transcriptionally regulate the expression of MMPs. Our understanding of human pathologies associated with alterations in the proteolytic activity of MMPs must consider that these pathologies and their medicinal treatments may impose epigenetic pressure on the expression of MMP genes. Whether the epigenetic mechanisms affecting the activity of MMPs can be therapeutically targeted warrants further research.


Subject(s)
Anti-Bacterial Agents/pharmacology , Drug Discovery , Epigenesis, Genetic/drug effects , Hydroxymethylglutaryl-CoA Reductase Inhibitors/pharmacology , Matrix Metalloproteinases/genetics , Tetracyclines/pharmacology , Animals , Anti-Bacterial Agents/therapeutic use , Bacterial Infections/drug therapy , Bacterial Infections/genetics , Bone Diseases/drug therapy , Bone Diseases/genetics , COVID-19/drug therapy , COVID-19/genetics , Cardiovascular Diseases/drug therapy , Cardiovascular Diseases/genetics , Humans , Hydroxymethylglutaryl-CoA Reductase Inhibitors/therapeutic use , Molecular Targeted Therapy , Neoplasms/drug therapy , Neoplasms/genetics , Tetracyclines/therapeutic use , Virus Diseases/drug therapy , Virus Diseases/genetics
3.
Exp Cell Res ; 396(1): 112276, 2020 11 01.
Article in English | MEDLINE | ID: covidwho-752714

ABSTRACT

Autophagy is an evolutionary conserved catabolic process devoted to the removal of unnecessary and harmful cellular components. In its general form, autophagy governs cellular lifecycle through the formation of double membrane vesicles, termed autophagosomes, that enwrap and deliver unwanted intracellular components to lysosomes. In addition to this omniscient role, forms of selective autophagy, relying on specialized receptors for cargo recognition, exert fine-tuned control over cellular homeostasis. In this regard, xenophagy plays a pivotal role in restricting the replication of intracellular pathogens, thus acting as an ancient innate defense system against infections. Recently, selective autophagy of the endoplasmic reticulum (ER), more simply ER-phagy, has been uncovered as a critical mechanism governing ER network shape and function. Six ER-resident proteins have been characterized as ER-phagy receptors and their orchestrated function enables ER homeostasis and turnover overtime. Unfortunately, ER is also the preferred site for viral replication and several viruses hijack ER machinery for their needs. Thus, it is not surprising that some ER-phagy receptors can act to counteract viral replication and minimize the spread of infection throughout the organism. On the other hand, evolutionary pressure has armed pathogens with strategies to evade and subvert xenophagy and ER-phagy. Although ER-phagy biology is still in its infancy, the present review aims to summarize recent ER-phagy literature, with a special focus on its role in counteracting viral infections. Moreover, we aim to offer some hints for future targeted approaches to counteract host-pathogen interactions by modulating xenophagy and ER-phagy pathways.


Subject(s)
Autophagosomes/immunology , Bacterial Infections/immunology , Endoplasmic Reticulum/immunology , Host-Pathogen Interactions/immunology , Macroautophagy/immunology , Virus Diseases/immunology , Autophagosomes/metabolism , Bacteria/immunology , Bacterial Infections/genetics , Bacterial Infections/microbiology , Endoplasmic Reticulum/genetics , Endoplasmic Reticulum/microbiology , Endoplasmic Reticulum/virology , Endoplasmic Reticulum Stress/genetics , Endoplasmic Reticulum Stress/immunology , Homeostasis/genetics , Homeostasis/immunology , Host-Pathogen Interactions/genetics , Humans , Immunity, Innate , Lysosomes/immunology , Lysosomes/metabolism , Macroautophagy/genetics , Virus Diseases/genetics , Virus Diseases/virology , Viruses/immunology
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