Caroline Duchaine’s research while affiliated with Université Laval and other places

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Publications (380)


Implementing Bayesian inference on a stochastic CO2-based grey-box model
  • Article

March 2025

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31 Reads

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(a) Schematic representation of the droplet generation (VOAG) and the particle characterization (PDA). The reference coordinates are also displayed. The origin point was located 1 mm under the VOAG nozzle. (b) Overview of the experimental setup: (1) PDA laser and (2) receiver, (3) VOAG control box, (4) VOAG and measurement chamber, and (5) controls of the PDA and the traverse.
Experimental results of the mean diameter as a function of the residence time for different levels of relative humidity on pure droplets. The standard deviation of measurements is shown as shaded error bars. Results from the Balachandar et al. model and the Pruppacher–Klett model are also displayed.
Mean diameter as a function of residence time for pure water and cooling tower water. The standard deviation of measurements is shown as shaded error bars.
Mean diameter as a function of residence time for pure water and PBS droplets. The standard deviation of particle size measurements is shown as shaded error bars. Comparison of the experimental results with the Balachandar et al. and Pruppacher–Klett models.
(a) Left: Mean diameter as a function of residence time for different concentrations of surfactant compared to the Balachandar et al. and Pruppacher–Klett models for different concentrations of surfactant. The standard deviation of measurements is shown as shaded error bars. (b) Evaporation time as a function of surfactant concentration for the experimental results and the two models.

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Evaporation of aerosol droplets from contaminated cooling tower water
  • Article
  • Publisher preview available

February 2025

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98 Reads

The evaporation dynamics of water-based aerosol droplets carrying pathogens, such as Legionella from cooling towers, is critical for assessing the risks of airborne transmission. Yet, the evaporation of contaminated aerosol droplets remains poorly understood and is often overlooked by current risk assessment models. Changes in water properties, such as viscosity and surface tension, induced by the presence of nonvolatile solids or contaminants, affect the evaporation time, the droplet nuclei size, and the time resolved size evolution. The effect of these parameters was experimentally and analytically studied. Surfactants lowering surface tension introduced non-linearity in droplet size evolution, extending evaporation time by up to 14% and halting it at high concentrations. Increased viscosity delayed evaporation onset without affecting nuclei size, which remained around 8–9 μm compared to 0.5 μm for reference water droplets. High concentration of solids, covering over 60% of the droplet surface, nearly doubled the evaporation time and increased nuclei size to 20 μm. Existing evaporation models do not fully account for temporal size changes and the variability in nuclei size due to solids concentration. Improving evaporation models and incorporating them into microbial contamination risk assessments are critical to develop effective mitigation strategies, such as using efficient drift eliminators for cooling towers.

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SE-HPLC elution profile of dimeric and monomeric pembrolizumab. Oligomers and fragments are magnified in inset.
(A) IEX-HPLC elution profile of pembrolizumab. A number of peaks of the respective isoforms of pembrolizumab (main, acid and basic) are represented by the black tracing, with Day zero respective proportions. The same data are shown on Day fourteen at RT by the tracing in red. (B) Respective percentage of pembrolizumab’s same isoforms at Days zero, seven and fourteen with storage at RT. (C) The same data as in panel B but with vials stored at 4 °C.
(A). Peptide mapping chromatograms obtained by HPLC at 214 nm of pembrolizumab vial leftover solutions on Day zero (upper panel, blue) and on Day fourteen when refrigerated at 4 °C (middle panel, red) or at RT (lower panel, green). (B). Peptide mapping chromatograms obtained by HPLC at 280 nm of pembrolizumab vial leftover solutions on Day zero (upper panel, blue) and on Day fourteen when refrigerated at 4 °C (middle panel, red) or at RT (lower panel, green).
A Physicochemical Stability Study of Pembrolizumab Vial Leftovers: Let Us Stop Pouring Good Money Down the Drain

February 2025

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90 Reads

Background: Pembrolizumab is a monoclonal antibody (mAb) approved for treating Non-Small Cell Lung Cancer (NSCLC), melanoma and lymphomas. Commercialized in single-size (100 mg/4 mL) vials, the pembrolizumab solution contains no preservative. As such, the manufacturer recommends using pembrolizumab vials only once, and thus, to rapidly dispose of any unused portion. Thus, appreciable amounts of this costly product are wasted. Objective: To evaluate the physical, chemical and microbiological stability of pembrolizumab vial leftovers stored at room temperature or at 4 °C, 7 and 14 days after first vial puncturing. Methods: Following pH assessments, submicronic aggregation and turbidity of pembrolizumab were measured by dynamic light scattering (DLS) and spectrophotometry, respectively. In addition, SE-HPLC (size-exclusion high-performance liquid chromatography), IEX-HPLC (ion exchange HPLC) and peptide mapping HPLC served to respectively evaluate aggregation and fragmentation, distribution of charge and primary structure of pembrolizumab. Incubation at 37 °C for 48 h of pembrolizumab vial leftovers on blood agar plates was used to determine their microbiological stability. Results: Physical, chemical and microbiological stability of pembrolizumab leftovers was demonstrated for at least two full weeks. Conclusions: These results argue forcefully in favor of allowing prolongation of pembrolizumab vial leftovers usage well beyond a single day.


Fig. 1. Indoor concentrations of GHG and NH3 gases across different systems: conventional cages (CC), enriched colonies (EC), and cage-free system (CF). Each boxplot represents the distribution of concentrations for the gas, while the red dots indicate the average concentration for each system. * Statistically different (p < 0.05).
Summary of hen housing conditions and manure management system.
Animal characteristics and environmental parameters of sampled farms.
Correlation Spearman coefficient matrix for the cold season of the six variables with gas concentrations and emissions.
Correlation Spearman coefficient matrix for the warm season of the six variables with gas concentrations and emissions.
Assessing greenhouse gas and ammonia emissions: A comparison of three egg production systems in Québec, Canada

February 2025

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51 Reads

Canadian Biosystems Engineering

In Quebec, the phase-out of the conventional cage (CC) system for egg production, is expected to be completed by 2036, with a transition to alternative systems such as enriched colonies (ECs) and cage-free (CF) housing. This study aimed to assess Greenhouse gas (GHG), and ammoniac (NH3) emissions associated with those systems. The investigation involved one visit per farm to 30 commercial laying hen facilities in Southern Québec, Canada. The findings revealed that the CF system exhibited the highest numerical average of CO2 emissions (3207 ± 2423 mg h-1 hen-1), followed by CCs (2835 ± 877 mg h-1 hen-1) and ECs (2597 ± 949 mg h-1 hen-1). Furthermore, the EC system had the lowest average CH4 emissions (0.93 ± 0.54 mg h-1 hen-1), while CC (1.07 ± 0.41 mg h-1 hen-1) and CF (1.27 ± 1.11 mg h-1 hen-1) facilities had higher values. Emissions of N2O were similar across all three systems (0.04 to 0.05 ± 0.05 mg h-1 hen-1). The study revealed significant differences in NH3 emissions among CC (2.0 ± 1.0 mg h-1 hen-1), EC (2.5 ± 2.0 mg h-1 hen-1), and CF egg production systems (11.2 ± 15.9 mg h-1 hen-1).


Fan Exhaust Air Sampling of Livestock Operations as a Proxy for Indoor Bioaerosol Monitoring

January 2025

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7 Reads

Journal of Agricultural Safety and Health

Highlights Fan exhaust air sampling is a reliable monitoring proxy for indoor bioaerosols from livestock operations. Air samples collected indoors and at fan exhaust have highly similar bacterial diversity. At low indoor concentrations, specific microbial markers are still detectable in the air collected at the fan exhaust. Abstract. The incidence of animal and zoonotic diseases is expected to increase in the coming years, imposing the reinforcement of biosecurity measures for livestock operations. Airborne transmission of certain infectious agents underscores the importance of surveilling bioaerosols. However, having access to livestock operations for monitoring purposes is now challenging. Hence, it has become imperative to explore alternative strategies to assess indoor bioaerosols. This study aimed to compare bacterial diversity and quantify microbial markers found in bioaerosols indoors and at the fan exhausts of pig-finishing buildings (PFBs) and broiler chicken barns (BCBs). Bioaerosols were collected using a filter-based, high-flow rate air sampler in 12 facilities (10 PFBs and 2 BCBs) during the warm season in Eastern Canada, corresponding to maximal ventilation rate operations. Four farms—PFB-1, PFB-2, BCB-1, and BCB-2—were visited multiple times, while the other eight PFBs (PFB-3 to PFB-10) were visited once. At each farm, indoor air samples were paired with samples from the corresponding sidewall extraction fans. Amplicon-based sequencing and quantitative PCR (qPCR) were performed to describe bacterial diversity and quantify specific microbial (bacterial and archaeal 16S rRNA genes, Enterococcus spp., and a phage of Aerococcus viridans) and animal (swine and poultry DNA) markers. No significant differences in OTUs abundance and diversity between indoor bioaerosols and their corresponding fan exhaust samples were observed. There were also no significant differences between an indoor and its corresponding fan exhaust air sample when comparing OTUs relative abundance and their presence-absence. Similarly, concentrations of bacterial 16S rRNA genes in indoor samples (10 ⁶ –10 ⁸ ) did not significantly differ from those found in samples collected at the fan exhaust (10 ⁵ –10 ⁸ ) for both PFBs and BCBs. Strong correlations were observed between sampling sites for Archaea, Enterococcus, and A. viridans phage concentrations while poultry and swine DNA concentrations at fan exhausts did not correlate with indoor levels. All investigated markers were detectable at fan exhausts, even at low indoor concentrations (10 ² –10 ³ ). Our study suggests that air sampling at the fan exhaust of barns provides a representative picture of the indoor bioaerosols both for bacterial diversity and barn-specific indicators when the fans are in use. This method appears promising for characterizing indoor air quality based on emissions and could be highly valuable in cases where biosecurity measures or outbreaks restrict access to barns. Keywords: Air sampling, Airborne microbiota, Bioaerosols, Broiler, Fan exhaust, Livestock operations, Pig.




Impact of Predation by Ciliate Tetrahymena borealis on Conjugation in Aeromonas salmonicida subsp. salmonicida

October 2024

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32 Reads

Background/Objectives: Antibiotic resistance gene (ARG) spread is driven by horizontal gene transfer (HGT). Ciliated protozoa may contribute to this process, as their predation has been shown to facilitate HGT in certain bacteria. Here, this phenomenon was further investigated using A. salmonicida subsp. salmonicida. This fish pathogen bears an extensive and dynamic plasmidome, suggesting a high potential for HGT. Methods: A. salmonicida strains carrying one of three conjugative plasmids bearing ARGs (pSN254b, pRAS1b or pAsa4b) were cocultured with a recipient, either A. salmonicida, E. coli or A. hydrophila. Conjugation rates were assessed in the presence and absence of the ciliate Tetrahymena borealis. PCR genotyping confirmed the acquisition of the conjugative plasmids and was used to verify the mobilization of other plasmids. Results: The basal rate of conjugation observed was high. Under the conditions studied, ciliate predation did not appear to influence the conjugation rate, except at higher proportions of ciliates, which typically hampered conjugation. Microscopy revealed that most bacteria were digested in these conditions. PCR screening demonstrated that small mobilizable plasmids from A. salmonicida (pAsa1, pAsa2, pAsa3, and pAsal1) were acquired by the recipients along with the conjugative plasmids, with a slight effect of the ciliates in some donor/recipient cell combination. Conclusions: These results highlight how A. salmonicida can conjugate efficiently with different species and how complex its relationship with ciliates is.


Microbial antibiotic resistance genes across an anthropogenic gradient in a Canadian High Arctic watershed

August 2024

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62 Reads

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3 Citations

Antibiotic resistance is one of the biggest challenges to public health. While the discovery of antibiotics has decreased pathogen-caused mortality, the overuse of these drugs has resulted in the increased transfer and evolution of antibiotic resistance genes (ARGs) in bacteria. ARGs naturally occur in wild bacterial communities, but are also found in increased concentrations in environments contaminated by wastewater effluent. Although such ARGs are relatively well described in temperate environments, little is known about the distribution and dissemination of these genes in the Arctic. We characterized the ARGs in microbial communities from aerosols, lakes and microbial mats around a remote Arctic hamlet using metagenomic approaches. Specific objectives were to (i) compare ARGs across habitats, (ii) to characterize ARG populations along a continuum of anthropogenically influenced environments, and (iii) to identify ARGs of viral origin. We identified ARGs in all habitats throughout the watershed, and found that microbial mats in the most impacted area had the highest diversity of ARGs relative to uncontaminated sites, which may be a remnant signal of wastewater effluent inputs in the area during the 20th century. Although we identified ARGs predominantly in bacterial genomes, our data suggests that mimiviruses may also harbor ARGs.


Citations (70)


... In fact, particulate matter concentrations in aviary systems can be up to 7-12 times higher than in conventional cages [30], primarily due to the presence of litter on the floor and increased freedom of movement of the hens, which may resuspend the particulate matter in the litter and create bioaerosols [16,31]. Previous studies have compared gas and particulate matter levels across different housing systems for laying hens under commercial conditions, including colony cages, conventional cages, and aviaries [31][32][33]. However, there is limited information regarding the environmental gradients that may develop within distinct zones of an aviary system. ...

Reference:

Environmental Gradients and Hen Spatial Distribution in a Cage-Free Aviary System: Internet of Things-Based Real-Time Monitoring for Proactive Management
Airborne dust and bioaerosols in Canadian conventional and alternative houses for laying hens
  • Citing Article
  • October 2024

... Previous studies reported that anthropogenic pollution enhanced the relative abundance of dominant ARG hosts and increased the co-occurrence of multiple ARGs from pristine to urban rivers [88]. Accordingly, Provencher et al. [89] profiled ARGs in the Canadian High Arctic and observed similar findings where areas with higher anthropogenic impact had greater ARG diversity than less impacted areas. Environmental stressors can further exacerbate these effects by disrupting microbial communities, favoring more resilient and resistant organisms, which might lead to ecosystem imbalances, affecting critical functions, e.g., nutrient cycling, and promoting the spread of resistance across ecosystems. ...

Microbial antibiotic resistance genes across an anthropogenic gradient in a Canadian High Arctic watershed
  • Citing Article
  • August 2024

... The crucial question is how best to recover viruses from the air. While many methods have been used for airborne virus sampling, no standardized methods currently exist [41,42]. Wet impingers, such as the Coriolis µ and the BioSampler (SKC), have been shown to be effective for sampling airborne viruses [43,44], and they are also compatible with our filter-based concentration method without modification. ...

Filling the knowledge gap: Scoping review regarding sampling methods, assays, and further requirements to assess airborne viruses
  • Citing Article
  • June 2024

The Science of The Total Environment

... A potential tool to inform of tolerable viral loads of SARS-CoV-2 in wastewater is quantitative microbial risk assessment (QMRA). This risk assessment framework has been extensively used to assess environmental exposures to pathogenic microorganisms and associated health risks (62,63), and more recently has been utilized to assess potential exposure to SARS-CoV-2 in bioaerosols and incidental water ingestion by wastewater treatment plant workers (64)(65)(66). Specifically, a reverse-QMRA approach is being developed by the TWC to interpret wastewater viral loads in the context of estimated infection levels, and ultimately, to be able to propose a threshold viral load for community infections based on a tolerable risk level. Additionally, the framework for this work would employ a mechanistic model that incorporates several parameters, including shedding rates, viral decay, recovery, dose-response model for infectivity, and morbidity, to account for inherent variability and uncertainty, thereby strengthening the application of the model to guide public health decision-making. ...

Quantitative microbial risk assessment (QMRA) tool for modelling pathogen infection risk to wastewater treatment plant workers
  • Citing Article
  • May 2024

Water Research

... The present study confirms the strong environmental contribution to dust ARG profiles, particularly regarding quinolone resistance . Previous molecular analyses by our team have detected high proportions of qepA in bioaerosols from outdoor air (Rossi et al. 2023(Rossi et al. , 2024, in the free troposhere (Pal et al. 2016) as well as wastewater and phyllosphere samples (George et al. 2024). Profiles of ARGs in clouds showed lower qepA contributions when transiting over the European continent as compared to those originating over the Atlantic (Rossi et al. 2024). ...

Needles in haystacks: monitoring the potential escape of bioaerosolised antibacterial resistance genes from wastewater treatment plants with air and phyllosphere sampling

... They are important components of aerosols involved in various ecological and atmospheric processes, such as climate change and the hydrological and biogeochemical cycles (Xie et al., 2021b;Kanakidou et al., 2018;Morris et al., 2011;Smets et al., 2016). Atmospheric microorganisms are usually freely floating or attached to the surface of particulate matter and can be transported over long distances by wind (Hu et al., 2020;Ruiz-Gil et al., 2020). Bacteria are emitted into the atmosphere from Earth's surfaces through aerosolization. ...

Temporal variations of antimicrobial resistance genes in aerosols: A one-year monitoring at the puy de Dôme summit (Central France)
  • Citing Article
  • December 2023

The Science of The Total Environment

... The viral genome has three open reading frames (ORFs) consisting of ORF1a, ORF1b, and ORF2, of which ORF2 encodes phage proteins, and ORF1a and ORF1b encode species of PoRV [37,38]. In addition, multiplex RT-qPCR assays have been established to detect PoSaV/PoNoV [39], PoNoV/PoRVA [40], and PoAstV/PoSaV/PoRVA [28]. However, to date, no multiplex RT-qPCR has been reported for the simultaneous detection of PoAstV, PoSaV, PoNoV, and PoRVA. ...

Hunting for a viral proxy in bioaerosols of swine buildings using molecular detection and metagenomics
  • Citing Article
  • August 2023

Journal of Environmental Sciences

... Studies have shown a high abundance of tetracycline resistance genes in bioaerosols captured downwind of agricultural operations (McEachran et al. 2015). Moreover, tetracycline resistance genes have been observed in bioaerosols produced during manure spreading operations, with a particularly high prevalence in pig manure (Baghdadi et al. 2023). Sulfonamide resistance genes were also highly abundant in Québec, likely due to their use in swine and poultry farming, which are common in the province (Statistics Canada 2022a). ...

Contribution of Manure-Spreading Operations to Bioaerosols and Antibiotic Resistance Genes’ Emission

... Bioinformatics analysis of 16S rRNA gene sequences was carried out as reported by Laforge et al. (2023). Briefly, amplicon sequence variants (ASVs) were generated using the DADA2 workflow package (version 1.22.0; ...

Contribution of farms to the microbiota in the swine value chain

Frontiers in Systems Biology

... Pollution, food insecurity and poor mental health are some of the major public health issues affecting individuals globally [4,5,9,27,29], with children and women being at greater risk [6,9,15]. Literature on the association between pollution and mental health have yielded divergent results. ...

Air quality and mental health: evidence, challenges and future directions

BJPsych Open