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2 changes: 1 addition & 1 deletion index.qmd
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Expand Up @@ -6,7 +6,7 @@ This is the first presentation of this material, and we would be very grateful t

## Overview

This workshop asks you to carry out common bioinformatics analyses to trace the likely source of _Pseudomonas aeruginosa_ infection in a hospital burns unit.
This workshop asks you to carry out common bioinformatics analyses to trace the likely source of a _Pseudomonas aeruginosa_ infection in a hospital burns unit.
You will be using online bioinformatics services to do this.

::: { .callout-warning title="Important Note"}
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60 changes: 48 additions & 12 deletions intro.qmd
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# Introduction

The Introduction page is intended as a short introduction to the book.
## Sick burns

Like most Quarto books, this is a book created from markdown and executable code.
It's been a couple of years since your local mayor proudly opened the new burns ward at your local hospital (@fig-mayor).

This kind of book is an example of literate programming - the intertwining of nicely-formatted text and images, and executable code. For example, the `R` code cell below executes and produces output when the book is compiled:
::: {.column-margin}
![This is apparently what Bing Image Generator thinks a mayor opening a burns unit looks like.](assets/images/mayor_opens_burns_unit.jpg){#fig-mayor}
:::

```{r}
1 + 1
```
The unit is a modern, purpose-built 15 bed ward, with 11 side-rooms and two dual-bedded rooms (@fig-ward-layout). Any patients requiring mechanical ventilation or organ support are usually treated in two self-contained cubicles, located in the trauma critical care unit. As is typical in the UK, burns patients receive shower cart hydrotherapy as a central part of their treatment.

But the `R` code cell below does not:
Unfortunately, _Pseudomonas aeruginosa_ is a ubiquitous opportunistic pathogen in healthcare settings, and the ward has rapidly regressed to the mean situation of UK hospitals in which up to one in three burns patients become colonised with _P. aeruginosa_, typically leading to bacteraemia, soft tissue infection or pneumonia (@Mahar2010-xu, @Reynolds2021-zs, @Roy2024-vj, @fig-effects).

```{r}
#| eval: false
::: {.column-margin}
![The 15 bed burns ward layout. Beds 1-4 are located in dual-bedded rooms, and beds 5-15 are located in side-rooms. Water supply pipes are indicated by the blue lines](assets/images/ward_layout.png){#fig-ward-layout .lightbox}
:::

summary(cars)
```
![Burn wound infection microbes and their effects on burns patients. Reproduced from @Roy2024-vj (CC-BY-NC-4.0)](assets/images/acc-2023-01571f1.png){#fig-effects width=80% .lightbox}

See @knuth84 for additional discussion of literate programming.
## The study

In a nosocomial setting _P. aeruginosa_ especially affects patients with impaired immunity. Outbreaks are frequently reported to be associated with water sources such as taps, showers, mixer valves, sink traps and drains (@Trautmann2005-qp, @Breathnach2012-nn). Outbreaks transmitted _via_ water have resulted in fatal cases such as at a [neonatal critical care unit in Belfast](https://doi.org/10.1136/bmj.e592) (@Wise2012-wb).

You are part of a team conducting an observational, prospective study into the occurrence and spread of _P. aeruginosa_ on this burns ward. Patients were recruited from arrivals presenting with burns injuries covering greater than 7% of of their total body surface area.

All recruited patients were screened for whether they already carried _P. aeruginosa_ in their wounds, urine, or stool. Samples were then taken from each patient during their stay on the ward. If _P. aeruginosa_ was found while the patient was on the ward, then wound swabs and twice-weekly urine samples were taken from the patient.

::: { .callout-important }
## Patient samples

- wound swabs
- urine
- stool
:::

Samples were also taken from the patient's environment and water from outlets in their bed space, at weekly intervals, during their stay.

::: { .callout-note }
## Environment samples

- shower head rosette
- shower drain
- shower chair/trolley
- tap
- bedside table
- patient chair
- instruments
:::

## The samples

During the course of the study, five patients and a number of individual samples were found to be positive for _P. aeruginosa_ (@fig-results).

![A schematic view of samples found to be positive for _P. aeruginosa_ in the study. Time in days is shown along the _x_ axis. The _y_ axis shows bed numbers in the burns unit (upper, @fig-ward-layout) and the critical care unity. Each circular icon indicates a positive isolate of _P. aeruginosa_. The letter in the icon indicates the MLST clade to which the _P. aeruginosa_ sample belongs. The colour of the icon indicates the environment from which it was sampled: red = wound, purple = sputum, yellow = urine, blue = water, green = environment. Patient icons indicate individual patient enrolments in the study, and their locations (arrows indicate movement between beds). Boxes 1-5 indicate patients infected with _P. aeruginosa_.](assets/images/sampling.jpg){#fig-results width=80% .lightbox}

Your role, as the bioinformatician attached to the study, is to investigate the genome sequences of bacteria from these samples, and determine what evidence there is for transmission of _P. aeruginosa_ to patients.
222 changes: 206 additions & 16 deletions references.bib
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@article{knuth84,
author = {Knuth, Donald E.},
title = {Literate Programming},
year = {1984},
issue_date = {May 1984},
publisher = {Oxford University Press, Inc.},
address = {USA},
volume = {27},
number = {2},
issn = {0010-4620},
url = {https://doi.org/10.1093/comjnl/27.2.97},
doi = {10.1093/comjnl/27.2.97},
journal = {Comput. J.},
month = may,
pages = {97–111},
numpages = {15}
@ARTICLE{Mahar2010-xu,
title = "Pseudomonas aeruginosa bacteraemia in burns patients: Risk
factors and outcomes",
author = "Mahar, Patrick and Padiglione, Alexander A and Cleland, Heather
and Paul, Eldho and Hinrichs, Melissa and Wasiak, Jason",
abstract = "INTRODUCTION: We aimed to identify the risk factors for, and
outcomes of Pseudomonas aeruginosa bacteraemia in adult burns
patients. METHOD: All adult burns patients who developed a
Gram-negative bacteraemia over a period of 7 years were
included. Retrospective data analysed included patient
demographics, organisms cultured, antibiotic susceptibility
patterns, isolation of P. aeruginosa in non-blood isolates,
treatment, length of stay and mortality. RESULTS: Forty-three
patients developed a Gram-negative bacteraemia over the study
period, 12 of whom had Pseudomonas bacteraemia during the course
of their admission. In eight patients (18.6\%) P. aeruginosa was
the first Gram-negative isolated. The only factor predicting P.
aeruginosa bacteraemia as a first episode (compared to another
Gram-negative) was prior isolation of Pseudomonas at other sites
(wound sites, urine or sputum). Overall length of stay was less
in patients who developed P. aeruginosa as a first episode,
mainly because of increased mortality in this group. Prior
non-blood isolates of P. aeruginosa could have correctly
predicted the sensitivity pattern of the strain of P. aeruginosa
organism in 75\% of patients who did not receive appropriate
initial antibiotics. CONCLUSION: Prior colonisation with P.
aeruginosa predicts P. aeruginosa in blood cultures, as opposed
to other Gram-negative bacteria. Clinicians should have a high
index of suspicion for P. aeruginosa bacteraemia where a septic
burns patient has a prior history of non-blood P. aeruginosa
cultures. Empirical antibiotic regimes based on the
antibiotic-sensitivity patterns of previous non-blood P.
aeruginosa isolates in each patient should be given at the time
blood cultures are taken.",
journal = "Burns",
publisher = "Elsevier BV",
volume = 36,
number = 8,
pages = "1228--1233",
month = dec,
year = 2010,
language = "en"
}

@ARTICLE{Reynolds2021-zs,
title = "The epidemiology and pathogenesis and treatment of Pseudomonas
aeruginosa infections: An update",
author = "Reynolds, Dan and Kollef, Marin",
abstract = "Pseudomonas aeruginosa is a Gram-negative bacterial pathogen
that is a common cause of nosocomial infections, particularly
pneumonia, infection in immunocompromised hosts, and in those
with structural lung disease such as cystic fibrosis.
Epidemiological studies have identified increasing trends of
antimicrobial resistance, including multi-drug resistant (MDR)
isolates in recent years. P. aeruginosa has several virulence
mechanisms that increase its ability to cause severe infections,
such as secreted toxins, quorum sensing and biofilm formation.
Management of P. aeruginosa infections focuses on prevention
when possible, obtaining cultures, and prompt initiation of
antimicrobial therapy, occasionally with combination therapy
depending on the clinical scenario to ensure activity against P.
aeruginosa. Newer anti-pseudomonal antibiotics are available and
are increasingly being used in the management of MDR P.
aeruginosa.",
journal = "Drugs",
publisher = "Springer Science and Business Media LLC",
volume = 81,
number = 18,
pages = "2117--2131",
month = dec,
year = 2021,
language = "en"
}

@ARTICLE{Roy2024-vj,
title = "Microbial infections in burn patients",
author = "Roy, Souvik and Mukherjee, Preeti and Kundu, Sutrisha and
Majumder, Debashrita and Raychaudhuri, Vivek and Choudhury,
Lopamudra",
abstract = "Polymicrobial infections are the leading causes of complications
incurred from injuries that burn patients develop. Such patients
admitted to the hospital have a high risk of developing
hospital-acquired infections, with longer patient stays leading
to increased chances of acquiring such drug-resistant
infections. Acinetobacter baumannii, Klebsiella pneumoniae,
Pseudomonas aeruginosa, and Proteus mirabilis are the most
common multidrug-resistant (MDR) Gram-negative bacteria
identified in burn wound infections (BWIs). BWIs caused by
viruses, like Herpes Simplex and Varicella Zoster, and
fungi-like Candida spp. appear to occur occasionally. However,
the preponderance of infection by opportunistic pathogens is
very high in burn patients. Variations in the causative agents
of BWIs are due to differences in geographic location and
infection control measures. Overall, burn injuries are
characterized by elevated serum cytokine levels, systemic immune
response, and immunosuppression. Hence, early detection and
treatment can accelerate the wound-healing process and reduce
the risk of further infections at the site of injury. A
multidisciplinary collaboration between burn surgeons and
infectious disease specialists is also needed to properly
monitor antibiotic resistance in BWI pathogens, help check the
super-spread of MDR pathogens, and improve treatment outcomes as
a result.",
journal = "Acute Crit. Care",
publisher = "The Korean Society of Critical Care Medicine",
volume = 39,
number = 2,
pages = "214--225",
month = may,
year = 2024,
keywords = "biofilm; burn wound infections; epidermis; hospital;
opportunistic infection",
language = "en"
}

@ARTICLE{Trautmann2005-qp,
title = "Ecology of Pseudomonas aeruginosa in the intensive care unit and
the evolving role of water outlets as a reservoir of the
organism",
author = "Trautmann, Matthias and Lepper, Philipp M and Haller, Mathias",
abstract = "In spite of the significant changes in the spectrum of organisms
causing intensive care unit (ICU)-associated infections,
Pseudomonas aeruginosa has held a nearly unchanged position in
the rank order of pathogens causing ICU-related infections
during the last 4 decades. Horizontal transmissions between
patients have long been considered the most frequent source of P
aeruginosa colonizations/infections. The application of
molecular typing methods made it possible, during the last
approximately 7 years, to identify ICU tap water as a
significant source of exogenous P aeruginosa isolates. A review
of prospective studies published between 1998 and 2005 showed
that between 9.7\% and 68.1\% of randomly taken tap water
samples on different types of ICUs were positive for P
aeruginosa , and between 14.2\% and 50\% of
infection/colonization episodes in patients were due to
genotypes found in ICU water. Faucets are easily accessible for
preventive measures, and the installation of single-use filters
on ICU water outlets appears to be an effective concept to
reduce water-to-patient transmissions of this important
nosocomial pathogen.",
journal = "Am. J. Infect. Control",
publisher = "Elsevier BV",
volume = 33,
number = "5 Suppl 1",
pages = "S41--9",
month = jun,
year = 2005,
language = "en"
}

@ARTICLE{Wise2012-wb,
title = "Three babies die in pseudomonas outbreak at Belfast neonatal
unit",
author = "Wise, Jacqui",
journal = "BMJ",
publisher = "BMJ",
volume = 344,
number = "jan24 1",
pages = "e592",
month = jan,
year = 2012,
language = "en"
}

@ARTICLE{Breathnach2012-nn,
title = "Multidrug-resistant Pseudomonas aeruginosa outbreaks in two
hospitals: association with contaminated hospital waste-water
systems",
author = "Breathnach, A S and Cubbon, M D and Karunaharan, R N and Pope, C
F and Planche, T D",
abstract = "BACKGROUND: Multidrug-resistant Pseudomonas aeruginosa (MDR-P)
expressing VIM-metallo-beta-lactamase is an emerging infection
control problem. The source of many such infections is unclear,
though there are reports of hospital outbreaks of P. aeruginosa
related to environmental contamination, including tap water.
AIM: We describe two outbreaks of MDR-P, sensitive only to
colistin, in order to highlight the potential for hospital
waste-water systems to harbour this organism. METHODS: The
outbreaks were investigated by a combination of descriptive
epidemiology, inspection and microbiological sampling of the
environment, and molecular strain typing. FINDINGS: The
outbreaks occurred in two English hospitals; each involved a
distinct genotype of MDR-P. One outbreak was hospital-wide,
involving 85 patients, and the other was limited to four cases
in one specialized medical unit. Extensive environmental
sampling in each outbreak yielded MDR-P only from the
waste-water systems. Inspection of the environment and estates
records revealed many factors that may have contributed to
contamination of clinical areas, including faulty sink, shower
and toilet design, clean items stored near sluices, and frequent
blockages and leaks from waste pipes. Blockages were due to
paper towels, patient wipes, or improper use of bedpan
macerators. Control measures included replacing sinks and
toilets with easier-to-clean models less prone to splashback,
educating staff to reduce blockages and inappropriate storage,
reviewing cleaning protocols, and reducing shower flow rates to
reduce flooding. These measures were followed by significant
reductions in cases. CONCLUSION: The outbreaks highlight the
potential of hospital waste systems to act as a reservoir of
MDR-P and other nosocomial pathogens.",
journal = "J. Hosp. Infect.",
publisher = "Elsevier BV",
volume = 82,
number = 1,
pages = "19--24",
month = sep,
year = 2012,
language = "en"
}

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