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Risk Assesment of Bacterial Sepsis using multiomic and bioinformatics tools: an approach towards the Precision Medicine in Infectious Diseases
19th national competition for scientific and technical research
Sepsis: Early Warning, Prevention and Treatment
Senior Researcher : María Teresa Coque González
Abstract
The BioMetaSEP consortium proposes a prospective spatio-temporal analysis of metagenomic biomarkers of abundance and diversity of opportunistic pathogens in the intestinal and respiratory microbiota. The objective is to quantify the risk of sepsis (based on hypercolonization pressure), to predict the success of the antimicrobial therapy (based on the intestinal and/or respiratory resistomes), and to determine the influence of interventions (eg. use of antibiotics, enteral and parenteral nutrition, immunosuppressants, catheters and other devices, mechanical ventilation) in the dynamics of the individual microbiomes. The experimental approach relies in multiomic and metadata analysis using next generation tools.
The study includes 476 patients (302 patients with clinical samples, 170 episodes of sepsis, 25% with bacteremia) recruited in two periods: pre-COVID confinement (March 2019-February 2020) and June 2021-January 2022. The second phase of the study was implemented during the project to increase the sample size and to avoid the underestimation of sepsis with a respiratory portal of entry (high prevalence in the analysis of the first data) and to analyze the drastic change in the pattern of hospital infection and sepsis observed during the COVID pandemic. The activities carried out correspond to objectives #1 (Categorization of the intestinal and respiratory microbiota using taxonomic markers of group, species, gene), #2 (Identification of the diversity of bacterial species with high invasiveness capacity), #3 (Development of platforms for metadata analysis).
In objective #1, the metagenomic patterns (16SRNA, enterotypes, resistotypes) of the intestinal and respiratory microbiome of all septic patients was characterized, as well as the "poolings" of patients admitted each week. The results revealed dysbiosis patterns associated with several colonization pressure indices and, eventually, the endogenous acquisition of microorganisms. In objective #2, we detect a predominance of enterobacteria in microbiotas of septic and non-septic patients and also in patients with certain nosocomial infections (with a predominance of Escherichia coli in newly admitted patients and of Klebsiella and other enterobacteria, Serratia, Pseudomonas and Chryseobacteria, in long-term hospitalized patients) and events of bystander selection. Subpopulations were associated with the infection episodes, and the transmission routes of these pathogens were linked to both endogenous and exogenous acquisition from biotic and abiotic reservoirs. Within objective #3, we generated a metadata collection platform (clinical, microbiological, pharmacy, protocol and intervention data including electronic medical records) was created using the REDCap software, and a metadata analysis platform with ADONIS, SparCC, and GLMM-MiRKA software to explain the impact of metadata variables on differences in taxonomic composition between specific groups. Objective #4 aims to create a predictive model of infection and depends on the achievement of the first three, currently in progress.
Scientific Production |
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Magazine Articles | 6 |
Communications at national conferences | 8 |
Communications at international conferences | 10 |
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Jornada online Especialidad genética clínica: una urgencia en España ONLINE, Thursday, 11 March 2021, 19:00 hours
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26
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Conference Terapia génica y celular avanzada… Más allá de la última frontera Madrid, Monday, 26 September 2022, 19:00 hours
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Conference Genes de mosca y genes humanos: una comparación Madrid, Jueves 09 de mayo de 2024, 19:00 horas
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- Molecular imaging of the infection by Clostridiodes difficile 2020 Senior Researcher : Beatriz Salinas Rodríguez Research Centre or Institution : Fundación para la Investigación Biomédica del Hospital Gregorio Marañón. Madrid
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Eric D. Green: “La genómica debe integrarse en la medicina convencional”
Published on 03/12/2021
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