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Investigating the Effects of Hyperbaric Oxygen Treatment in Necrotizing Soft Tissue Infection With Transcriptomics and Machine Learning (the HBOmic Study): Protocol for a Prospective Cohort Study With Data Validation

BACKGROUND: Necrotizing soft tissue infections (NSTIs) are complex multifactorial diseases characterized by rapid bacterial proliferation and progressive tissue death. Treatment is multidisciplinary, including surgery, broad-spectrum antibiotics, and intensive care; adjunctive treatment with hyperba...

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Autores principales: Vinkel, Julie, Rib, Leonor, Buil, Alfonso, Hedetoft, Morten, Hyldegaard, Ole
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9736759/
https://www.ncbi.nlm.nih.gov/pubmed/36427229
http://dx.doi.org/10.2196/39252
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author Vinkel, Julie
Rib, Leonor
Buil, Alfonso
Hedetoft, Morten
Hyldegaard, Ole
author_facet Vinkel, Julie
Rib, Leonor
Buil, Alfonso
Hedetoft, Morten
Hyldegaard, Ole
author_sort Vinkel, Julie
collection PubMed
description BACKGROUND: Necrotizing soft tissue infections (NSTIs) are complex multifactorial diseases characterized by rapid bacterial proliferation and progressive tissue death. Treatment is multidisciplinary, including surgery, broad-spectrum antibiotics, and intensive care; adjunctive treatment with hyperbaric oxygen (HBO(2)) may also be applied. Recent advances in molecular technology and biological computation have given rise to new approaches to infectious diseases based on identifying target groups defined by activated pathophysiological mechanisms. OBJECTIVE: We aim to capture NSTI disease signatures and mechanisms and responses to treatment in patients that receive the highest standard of care; therefore, we set out to investigate genome-wide transcriptional responses to HBO(2) treatment during NSTI in the host and bacteria. METHODS: The Effects of Hyperbaric Oxygen Treatment Studied with Omics (HBOmic) study is a prospective cohort study including 95 patients admitted for NSTI at the intensive care unit of Copenhagen University Hospital (Rigshospitalet), Denmark, between January 2013 and June 2017. All participants were treated according to a local protocol for management of NSTI, and biological samples were obtained and stored according to a standard operational procedure. In the proposed study, we will generate genome-wide expression profiles of whole-blood samples and samples of infected tissue taken before and after HBO(2) treatment administered during the initial acute phase of infection, and we will analyze the profiles with unsupervised hierarchical clustering and machine learning. Differential gene expression will be compared in samples taken before and after HBO(2) treatment (N=85), and integration of profiles from blood and tissue samples will be performed. Furthermore, findings will be compared to NSTI patients who did not receive HBO(2) treatment (N=10). Transcriptomic data will be integrated with clinical data to investigate associations and predictors. RESULTS: The first participant was enrolled on July 27, 2021, and data analysis is expected to begin during autumn 2022, with publication of results immediately thereafter. CONCLUSIONS: The HBOmic study will provide new insights into personalized patient management in NSTIs. TRIAL REGISTRATION: ClinicalTrials.gov NCT01790698; https://clinicaltrials.gov/ct2/show/NCT01790698 INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/39252
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spelling pubmed-97367592022-12-11 Investigating the Effects of Hyperbaric Oxygen Treatment in Necrotizing Soft Tissue Infection With Transcriptomics and Machine Learning (the HBOmic Study): Protocol for a Prospective Cohort Study With Data Validation Vinkel, Julie Rib, Leonor Buil, Alfonso Hedetoft, Morten Hyldegaard, Ole JMIR Res Protoc Protocol BACKGROUND: Necrotizing soft tissue infections (NSTIs) are complex multifactorial diseases characterized by rapid bacterial proliferation and progressive tissue death. Treatment is multidisciplinary, including surgery, broad-spectrum antibiotics, and intensive care; adjunctive treatment with hyperbaric oxygen (HBO(2)) may also be applied. Recent advances in molecular technology and biological computation have given rise to new approaches to infectious diseases based on identifying target groups defined by activated pathophysiological mechanisms. OBJECTIVE: We aim to capture NSTI disease signatures and mechanisms and responses to treatment in patients that receive the highest standard of care; therefore, we set out to investigate genome-wide transcriptional responses to HBO(2) treatment during NSTI in the host and bacteria. METHODS: The Effects of Hyperbaric Oxygen Treatment Studied with Omics (HBOmic) study is a prospective cohort study including 95 patients admitted for NSTI at the intensive care unit of Copenhagen University Hospital (Rigshospitalet), Denmark, between January 2013 and June 2017. All participants were treated according to a local protocol for management of NSTI, and biological samples were obtained and stored according to a standard operational procedure. In the proposed study, we will generate genome-wide expression profiles of whole-blood samples and samples of infected tissue taken before and after HBO(2) treatment administered during the initial acute phase of infection, and we will analyze the profiles with unsupervised hierarchical clustering and machine learning. Differential gene expression will be compared in samples taken before and after HBO(2) treatment (N=85), and integration of profiles from blood and tissue samples will be performed. Furthermore, findings will be compared to NSTI patients who did not receive HBO(2) treatment (N=10). Transcriptomic data will be integrated with clinical data to investigate associations and predictors. RESULTS: The first participant was enrolled on July 27, 2021, and data analysis is expected to begin during autumn 2022, with publication of results immediately thereafter. CONCLUSIONS: The HBOmic study will provide new insights into personalized patient management in NSTIs. TRIAL REGISTRATION: ClinicalTrials.gov NCT01790698; https://clinicaltrials.gov/ct2/show/NCT01790698 INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/39252 JMIR Publications 2022-11-25 /pmc/articles/PMC9736759/ /pubmed/36427229 http://dx.doi.org/10.2196/39252 Text en ©Julie Vinkel, Leonor Rib, Alfonso Buil, Morten Hedetoft, Ole Hyldegaard. Originally published in JMIR Research Protocols (https://www.researchprotocols.org), 25.11.2022. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Research Protocols, is properly cited. The complete bibliographic information, a link to the original publication on https://www.researchprotocols.org, as well as this copyright and license information must be included.
spellingShingle Protocol
Vinkel, Julie
Rib, Leonor
Buil, Alfonso
Hedetoft, Morten
Hyldegaard, Ole
Investigating the Effects of Hyperbaric Oxygen Treatment in Necrotizing Soft Tissue Infection With Transcriptomics and Machine Learning (the HBOmic Study): Protocol for a Prospective Cohort Study With Data Validation
title Investigating the Effects of Hyperbaric Oxygen Treatment in Necrotizing Soft Tissue Infection With Transcriptomics and Machine Learning (the HBOmic Study): Protocol for a Prospective Cohort Study With Data Validation
title_full Investigating the Effects of Hyperbaric Oxygen Treatment in Necrotizing Soft Tissue Infection With Transcriptomics and Machine Learning (the HBOmic Study): Protocol for a Prospective Cohort Study With Data Validation
title_fullStr Investigating the Effects of Hyperbaric Oxygen Treatment in Necrotizing Soft Tissue Infection With Transcriptomics and Machine Learning (the HBOmic Study): Protocol for a Prospective Cohort Study With Data Validation
title_full_unstemmed Investigating the Effects of Hyperbaric Oxygen Treatment in Necrotizing Soft Tissue Infection With Transcriptomics and Machine Learning (the HBOmic Study): Protocol for a Prospective Cohort Study With Data Validation
title_short Investigating the Effects of Hyperbaric Oxygen Treatment in Necrotizing Soft Tissue Infection With Transcriptomics and Machine Learning (the HBOmic Study): Protocol for a Prospective Cohort Study With Data Validation
title_sort investigating the effects of hyperbaric oxygen treatment in necrotizing soft tissue infection with transcriptomics and machine learning (the hbomic study): protocol for a prospective cohort study with data validation
topic Protocol
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9736759/
https://www.ncbi.nlm.nih.gov/pubmed/36427229
http://dx.doi.org/10.2196/39252
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