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Title: Targeted metagenomic assessment reflects critical colonization in battlefield injuries

Journal Article · · Microbiology Spectrum
ORCiD logo [1];  [2];  [1];  [3];  [2];  [3];  [4];  [1];  [5];  [3]; ORCiD logo [1]
  1. Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
  2. Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States). Computing and Global Security Directorates
  3. Uniformed Services University of the Health Sciences, Bethesda, MD (United States); Henry M. Jackson Foundation for the Advancement of Military Sciences, Bethesda, MD (United States)
  4. Uniformed Services University of the Health Sciences, Bethesda, MD (United States); Henry M. Jackson Foundation for the Advancement of Military Sciences, Bethesda, MD (United States); Walter Reed National Military Medical Center, Bethesda, MD (United States)
  5. Uniformed Services University of the Health Sciences, Bethesda, MD (United States); Walter Reed National Military Medical Center, Bethesda, MD (United States)

Current diagnostics and clinical management strategies for combat wounds are based on decisions made by expert clinicians. However, even in the hands of experienced surgeons, wounds from combat injuries can exhibit failed healing and complications related to limitations in the rapid and comprehensive generation of diagnostic information. Previous studies have demonstrated the possible use of genomic sequencing approaches to detect microbial signatures involved in combat casualty care. While effective, whole metagenome sequencing is limited by the depth required to confidently detect all relevant signatures. To address this, we developed a targeted capture sequencing panel to detect microbial signatures relevant to wound healing. These targets include known microbial nosocomial pathogens, wound colonizers, and genes involved in virulence and antimicrobial resistance. A bioinformatics pipeline was built to identify genomic regions of interest and over 8,000 oligonucleotide probes were designed for capture. The panel was synthesized and validated using control reference genomes in human background and on wound-effluent samples from a cohort of combat-injured U.S. service members. Our panel was sensitive against wound-colonizing species, Acinetobacter baumannii and Pseudomonas aeruginosa, and was specific in detecting corresponding virulence and antimicrobial-resistance genes as well as other pathogenic species present in microflora mixtures. Random forest feature permutation confirmed the prevalence of Acinetobacter and Pseudomonas in critically colonized wounds and wounds that failed to heal, respectively. Our results demonstrate the capability of targeted sequencing tools and analysis platforms to profile and deliver information on pathogenic factors influencing wound progression, thereby guiding therapeutic intervention.

Research Organization:
Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA); Department of Defense (DoD)
Grant/Contract Number:
AC52-07NA27344
OSTI ID:
2283281
Report Number(s):
LLNL--JRNL-848599; 1073739
Journal Information:
Microbiology Spectrum, Journal Name: Microbiology Spectrum Journal Issue: 6 Vol. 11; ISSN 2165-0497
Publisher:
American Society for MicrobiologyCopyright Statement
Country of Publication:
United States
Language:
English

References (52)

Attributable Cost and Length of Stay Associated with Nosocomial Gram-Negative Bacterial Cultures journal November 2018
Epidemiology and antimicrobial susceptibilities of wound isolates of obligate anaerobes from combat casualties journal February 2016
Infection-Associated Clinical Outcomes in Hospitalized Medical Evacuees After Traumatic Injury: Trauma Infectious Disease Outcome Study journal July 2011
Respiratory Syncytial Virus whole-genome sequencing identifies convergent evolution of sequence duplication in the C-terminus of the G gene journal May 2016
Rapid, label-free pathogen identification system for multidrug-resistant bacterial wound infection detection on military members in the battlefield journal May 2022
Bilateral lower-extremity amputation wounds are associated with distinct local and systemic cytokine response journal August 2013
Biofilm Formation Caused by Clinical Acinetobacter baumannii Isolates Is Associated with Overexpression of the AdeFGH Efflux Pump journal August 2015
Capturing sequence diversity in metagenomes with comprehensive and scalable probe design journal February 2019
Genome-Based Prediction of Bacterial Antibiotic Resistance journal October 2018
Biomarkers to Predict Wound Healing: The Future of Complex War Wound Management journal January 2011
Multidrug-Resistant and Virulent Organisms Trauma Infections: Trauma Infectious Disease Outcomes Study Initiative journal May 2022
Molecular drug resistance profiles of Mycobacterium tuberculosis from sputum specimens using ion semiconductor sequencing journal February 2018
Serum Inflammatory Cytokine Markers of Invasive Fungal Infection in Previously Immunocompetent Battle Casualties journal October 2015
Lessons of War: Turning Data Into Decisions journal September 2015
Detection of antimicrobial resistance genes associated with the International Space Station environmental surfaces journal January 2018
ggplot2: ggplot2 journal February 2011
mikropml: User-Friendly R Package for Supervised Machine Learning Pipelines journal May 2021
VFDB 2022: a general classification scheme for bacterial virulence factors journal November 2021
The Genetic Analysis of an Acinetobacter johnsonii Clinical Strain Evidenced the Presence of Horizontal Genetic Transfer journal August 2016
Development of next generation sequencing panel for UMOD and association with kidney disease journal June 2017
Burden of different beta-lactamase classes among clinical isolates of AmpC-producing Pseudomonas aeruginosa in burn patients: A prospective study journal January 2012
Dynamic evolution of ceftazidime–avibactam resistance due to interchanges between blaKPC-2 and blaKPC-145 during treatment of Klebsiella pneumoniae infection journal August 2023
Patient genetics is linked to chronic wound microbiome composition and healing journal June 2020
Application of a pathogen microarray for the analysis of viruses and bacteria in clinical diagnostic samples from pigs journal April 2015
Multidrug-Resistant Bacterial Colonization of Combat-Injured Personnel at Admission to Medical Centers After Evacuation From Afghanistan and Iraq journal January 2011
VFDB 2016: hierarchical and refined dataset for big data analysis—10 years on journal November 2015
A Longitudinal Evaluation of the Bacterial Pathogens Colonizing Chronic Non-Healing Wound Sites at a United States Military Treatment Facility in the Pacific Region journal January 2021
Inflammatory Biomarkers in Combat Wound Healing journal January 2009
Metagenomic features of bioburden serve as outcome indicators in combat extremity wounds journal August 2022
Detection of somatic variants and EGFR mutations in cell-free DNA from non-small cell lung cancer patients by ultra-deep sequencing using the ion ampliseq cancer hotspot panel and droplet digital polymerase chain reaction journal November 2017
Introduction, Evolution, and Dissemination of Influenza A Viruses in Exhibition Swine in the United States during 2009 to 2013 journal September 2016
Economic burden of healthcare-associated infections: an American perspective journal October 2009
Microbial Profiling of Combat Wound Infection through Detection Microarray and Next-Generation Sequencing journal May 2014
After the Battlefield: Infectious Complications among Wounded Warriors in the Trauma Infectious Disease Outcomes Study journal November 2019
Nosocomial infections and their control strategies journal July 2015
Metagenomics to Identify Pathogens in Diabetic Foot Ulcers and the Potential Impact for Clinical Care journal June 2021
Comparative genomic analysis of Acinetobacter baumannii clinical isolates reveals extensive genomic variation and diverse antibiotic resistance determinants journal January 2014
Axiom Microbiome Array, the next generation microarray for high-throughput pathogen and microbiome analysis journal February 2019
Susceptibility of Acinetobacter Strains Isolated from Deployed U.S. Military Personnel journal January 2007
Inflammatory Response Is Associated with Critical Colonization in Combat Wounds journal October 2011
Genomic and phenotypic analyses of diverse non-clinical Acinetobacter baumannii strains reveals strain-specific virulence and resistance capacity journal February 2022
Microbiology of combat-related extremity wounds: Trauma Infectious Disease Outcomes Study journal June 2019
Autofluorescence Imaging for Evaluating Debridement in Military and Trauma Wounds journal March 2018
Welcome to the Tidyverse journal November 2019
VEGAN, a package of R functions for community ecology journal April 2003
Two Novel Mutations Associated With Ataxia-Telangiectasia Identified Using an Ion AmpliSeq Inherited Disease Panel journal October 2017
Building Predictive Models in R Using the caret Package journal January 2008
Multiple bacterial species reside in chronic wounds: a longitudinal study journal September 2006
Presepsin as a predictor of critical colonization in CLI hemodialysis patients journal January 2016
MUSCLE: a multiple sequence alignment method with reduced time and space complexity journal August 2004
Scalable metagenomic taxonomy classification using a reference genome database journal July 2013
2018 Ebola virus disease outbreak in Équateur Province, Democratic Republic of the Congo: a retrospective genomic characterisation journal June 2019