Predictors of carbapenemase-producing bacteria occurrence in
polluted coastal waters
*
Raphael P. Paschoal
a
, Eloiza H. Campana
a, b
, Laura de S. Castro
c
, Renata C. Pic
~
ao
a, *
a
LIMM, Laborat orio de Investigaç~ ao em Microbiologia M edica, Departamento de Microbiologia M edica, Instituto de Microbiologia Paulo de G oes,
Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
b
LMC, Laborat orio de Microbiologia Clínica (LMC), Departamento de Ci^ encias Farmac^ euticas, Centro de Ci^ encias da Saúde, Universidade Federal da Paraíba,
Jo~ ao Pessoa, Brazil
c
Departamento de Medicina, Universidade Federal de S~ ao Paulo, S~ ao Paulo, Brazil
article info
Article history:
Received 23 October 2019
Received in revised form
1 May 2020
Accepted 7 May 2020
Available online 10 May 2020
Keywords:
Antimicrobial resistance
Recreational waters
General estimating equation
abstract
The spread of carbapenemase-producing bacteria is a worldwide concern as it challenges healthcare,
especially considering the insufficient development of antimicrobials. These microorganisms have been
described not only in hospitals, but also in several environmental settings including recreational waters.
Community exposure to antimicrobial-resistant bacteria through recreation might be relevant for human
health, but risk assessment studies are lacking. Absence of effective and feasible monitoring in recrea-
tional aquatic matrices contributes to such a knowledge gap. Here, we aimed at assessing predictors of
occurrence of medically relevant carbapenemase-producing bacteria in coastal waters. We quantitatively
assessed recovery of carbapenemase-producing Enterobacteriaceae, Pseudomonas spp., Acinetobacter spp.
and Aeromonas spp. in superficial coastal waters showing distinct pollution history across one year, and
registered data regarding tide regimen, 7-days pluviosity, salinity, pH, water temperature. We analyzed
data using General Estimating Equation (GEE) to assess predictors of such occurrence. Our results suggest
that the sampling site had the strongest effect over concentration of these antimicrobial-resistant mi-
croorganisms, followed by pollution indexes and tide regimen. Increased salinity, advanced sampling
time, water temperature, rainfall and decrease of pH were related to decrease concentrations. We pro-
vide a list of factors that could be easily monitored and further included in models aiming at predicting
occurrence of carbapenemase producers in coastal waters. Our study may encourage researchers to
further improve this list and validate the model proposed, so that monitoring and future public policies
can be developed to control the spread of antimicrobial resistance in the environment.
© 2020 Elsevier Ltd. All rights reserved.
1. Introduction
Antimicrobial resistance is one of the main challenges of hu-
mankind in the 21st Century as it transcends the health sphere and
threatens global health, economy and security (The Review on
Antimicrobial Resistance, 2016; Laurence et al., 2019).
Carbapenemase-producing gram-negative rods represent one of
the greatest concerns regarding antimicrobial resistance in
nosocomial-acquired infections (Rello et al., 2019). However, their
dissemination is no longer restricted to hospital environments
(Mills and Lee, 2019). These microorganisms are increasingly found
in polluted aquatic environments, including those used for recre-
ational purposes (Falgenhauer et al., 2019; Mahon et al., 2017;
Mahon et al., 2019; Montezzi et al., 2015; Paschoal et al., 2017).
Although wildlife in contact with polluted waters were found to
carry antimicrobial-resistant bacteria (Dolejska & Papagiannitsis,
2018), consequences of such contact for humans remain un-
known (Leonard et al., 2018).
The study of antimicrobial resistance in health institutions en-
ables identifying risks related to healthcare associated infections,
the development of efficient therapeutic choices, and the estab-
lishment of measures to limit its spread (Fournier et al., 2018).
Antimicrobial resistance in the environment, on the other hand,
lacks such understanding. Although lack of sanitation is considered
the main factor favoring occurrence of carbapenemase producers in
water sources, other factors in this scenario are unknown. This gap
*
This paper has been recommended for acceptance by Sarah Harmon.
* Corresponding author.
E-mail address: renata.picao@micro.ufrj.br (R.C. Pic~ ao).
Contents lists available at ScienceDirect
Environmental Pollution
journal homepage: www.elsevier.com/locate/envpol
https://doi.org/10.1016/j.envpol.2020.114776
0269-7491/© 2020 Elsevier Ltd. All rights reserved.
Environmental Pollution 264 (2020) 114776