Chen Yin V. Walker’s research while affiliated with Fisheries and Oceans Canada and other places

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Publications (3)


Continuous sea surface temperature (SST) and dissolved oxygen (DO) conditions (logged at 15 min intervals) between June 1 and September 15, 2022 at the subtidal site at the Deep Bay Marine Field Station farm during the common garden experiment. SST and DO values represent means of logger data (n = 2). The horizontal red and blue lines indicate 20 °C (onset of thermal stress) and 2 mg/L oxygen (hypoxia), respectively. The black dashed boxes indicate marine heatwave events. The yellow squares indicate gene expression sampling timepoints with pre-heatwave, heatwave, and post-heatwave samples taken May 31, July 26, and September 15, respectively. Microbiome sampling timepoints occurred on April 12 (pre-transfer, not shown) and in parallel with gene expression sampling on May 31 (pre-heatwave) and September 15 (post-heatwave). Note that SST and DO data visualized in this plot were previously presented in Fig. 3b of Mackenzie et al. (2024), as part of a parallel study
Principal components analysis of gene expression in Pacific oysters from Intertidal → Subtidal (I → S) and Subtidal (S) treatments across all timepoints (pre-heatwave (Pre-HW), heatwave (HW), and post-heatwave (Post-HW)) in the common garden experiment. Refer to Table 1 for full gene names
Heatmap and hierarchical cluster analyses of gene expression in Pacific oysters from Intertidal → Subtidal (I → S) and Subtidal (S) culture treatments across all timepoints (pre-heatwave (Pre-HW), heatwave (HW), and post-heatwave (Post-HW)) in the common garden experiment. Cluster analyses suggested four sub-groups (SG1 – SG4), indicated by the light grey boxes. SG1 largely comprised pre-HW samples, SG2 mostly HW samples, and SG3 predominantly post-HW samples, while SG4 included a mix of samples across treatment groups and timepoints. Refer to Table 1 for full gene names
Principal components analysis of gene expression in Pacific oysters from Intertidal → Subtidal (I → S) and Subtidal (S) treatments at the post-heatwave timepoint in the common garden experiment. Refer to Table 1 for full gene names
Microbiome characteristics of Pacific oysters from Intertidal → Subtidal (I → S) and Subtidal (S) culture treatments across all timepoints (pre-transfer (Pre-T), pre-heatwave (Pre-HW), and post-heatwave (Post-HW)) in the common garden experiment: (a) Violin plots of observed amplicon sequence variant (ASV) richness (after removing rare and singleton ASVs), with letters indicating the results of a Tukey’s HSD post-hoc test. Groups with the same letter(s) are not significantly different and sample groups that are significantly different have different letters; (b) Principal coordinates analysis highlighting variability in oyster microbiome bacterial genera across culture treatments and timepoints; (c) Boxplots of the 25 most abundant bacteria, agglomerated at the genus level, in the oyster microbiomes, grouped by timepoint (across culture treatment) and displayed in descending order of average relative abundance across the dataset. Note that where genus-level ASV groups could not be confidently annotated to genus, groups were labeled with the next most confident annotation (order, class, or family level). The median is indicated by the horizontal lines in the boxplot, the lower and upper hinges correspond to the first and third quartiles, the whiskers extend from the upper or lower hinge to the largest or smallest value no further than 1.5 × the interquartile range (IQR) from the hinge. Outliers, exceeding 1.5 × IQR are shown as black circles. Taxonomic groups are bolded if at least one significant difference was observed between timepoints. The between timepoint comparisons and their significance level are shown above the boxplots. * indicates a Holm-adjusted p-value of ≤ 0.05, ** indicates p-adjusted ≤ 0.01, *** indicates p-adjusted ≤ 0.001, and **** indicates p-adjusted ≤ 0.0001 of a Wilcoxon Rank Sums Test

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A common garden comparison of the microbiome and gene expression of intertidally- and subtidally-cultured Pacific oysters (Crassostrea gigas) in relation to extreme warming events
  • Article
  • Full-text available

May 2025

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28 Reads

Clara L. Mackenzie

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Monique R. Raap

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Christopher M. Pearce

In order to investigate how shellfish culture in the intertidal zone may serve as a means of conferring resilience prior to subtidal deployment for commercial grow-out, a common garden experiment was carried out with juvenile Pacific oysters. Individuals were cultured under intertidal or subtidal conditions for one year, following which intertidal animals were transplanted to the subtidal site and both treatment groups were cultured together under subtidal conditions for a period of five months. During that time, microbiome and gene expression were tracked in relation to a marine heatwave event. Multivariate analyses of samples indicated a significant effect of time on gene expression, but no significant effect of culture treatment prior to and during the heatwave. Significant differences in the expression of oxidative stress and immune response genes in post-heatwave samples in comparison to pre-heatwave and heatwave samples, and between culture treatment groups post-heatwave, were detected. Results also indicated significant differences in microbiome according to culture treatment and timepoint, with increased richness observed in intertidally-cultured oysters and over time. Similarly, while the overall composition of the oyster microbiome did not vary between culture treatments, changes were observed over time. At the end of the field trial, a laboratory-based temperature and Vibrio challenge experiment was conducted to compare genomic responses of both culture treatment groups following 24-h exposure to coinciding acute warming and pathogen stressor conditions. A significant interactive effect of temperature and culture treatment on gene expression was observed, further suggesting that stress response may be influenced by prior culture treatment.

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Development of a nature-based solution for mitigation of Pacific oyster summer mortality: use of the intertidal zone to improve resilience to environmental stressors

March 2024

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163 Reads

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2 Citations

In recent years, Pacific oyster growers in British Columbia (BC), Canada have experienced devastating losses due to summer mortality syndrome. While anecdotal evidence suggests that intertidally-grown oysters may fare better during mass mortality events than deep-water counterparts, there remains a lack of research examining how different culture conditions may influence severity. To address this, we compared growth, condition, histopathology, reproductive status, and survival between intertidally- and deep-water-cultured oysters over 2 years at three oyster farms in Baynes Sound (BC). A reciprocal transplant was carried out after 1 year to test the use of the intertidal as a mechanism for promotion of physiological resilience prior to deep-water deployment. Field trial results showed significantly higher final survival in oysters transferred from the intertidal to deep water (83.5%) compared to those maintained in deep water (63.6%), but only at one farm, likely as a consequence of varying physical and/or biological characteristics associated with particular farm locations. Histopathology showed little role of disease with regards to varying survival among treatments, though higher occurrence of Viral Gametocytic Hypertrophy was observed in Year 1 oysters under deep-water (62.2%) versus intertidal (37.8%) conditions. Additionally, after 2 years, there was no significant difference in oyster size nor condition index between oysters transplanted from the intertidal to deep water and those solely cultured in deep water. A laboratory-challenge experiment determined significantly different survival curves of Year 1 intertidally- and deep-water-cultured oysters under immersion/emersion and warming conditions, with final survival of 88% and 64%, respectively, under conditions of high temperature (25°C) and immersion. Likewise, Year 2 (i.e. post-transfer) intertidally- and deep-water-cultured oysters showed significantly different survival curves under laboratory-based Vibrio challenge conditions (16°C) with final survival of 63% and 34%, respectively. Results suggest that partial culture in the intertidal at some farms may be an effective method for conferring resilience to summer mortality in Pacific oysters.


Change in the estimated prevalence for GII HuNoV between sample locations and time-points. Prevalence was calculated for both positive cases (A) and positive and inconclusive cases combined (B). The locations where sentinel oysters were deployed is presented in Figure 2.
Schematic representation of sample sites within the Sound. One significant (cluster A: blue circle) was identified in the Sound using SatScan v9.6.1. Sentinel oyster deployment locations are marked as NV1–NV12. Locations marked as “o” are active shellfish farms, “x” are small-craft harbors, and ☒ are areas closed to shellfish harvesting.
Spatial and Temporal Pattern of Norovirus Dispersal in an Oyster Growing Region in the Northeast Pacific

April 2022

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137 Reads

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7 Citations

Contamination of Pacific oysters, Crassostrea gigas, by human norovirus (HuNoV) is a major constraint to sustainable shellfish farming in coastal waters of the Northeast Pacific. HuNoV is not a marine virus and must originate from a human source. A barrier to effective management is a paucity of data regarding HuNoV dispersal in the marine environment. The main objective of this study was to identify the spatial distribution and persistence of HuNoV in an active shellfish farming region in the Northeast Pacific. Market-size C. gigas were sequentially deployed for two-week intervals at 12 sites during the 2020 winter risk period from January to April. Detection of HuNoV quantification was performed by reverse transcription real-time PCR (RTqPCR) according to method ISO 15216-1:2017, with modifications. RTqPCR did not detect GI HuNoV. The estimated prevalence of GII HuNoV in oyster digestive tissue was 0.8 ± 0.2%. Spatiotemporal analysis revealed that contamination of oysters with GII HuNoV changed through time and space during the surveillance period. A single cluster of oysters contaminated with GII.2 HuNoV was detected in a small craft harbor on 23 April. There was no significant increase in the proportion of positive pools in the next nearest sampling station, indicating that HuNoV is likely to disperse less than 7 km from this non-point source of contamination. Results from this study indicate that HuNoV contamination of coastal waters from non-point sources, such as small craft harbors and urban settings, can pose a significant localised risk to shellfish farming operations in the region.

Citations (2)


... located at the southern extent of Baynes Sound, BC, Canada. This was part of a larger survival study across multiple commercial farms as detailed in Mackenzie et al. (2024). Of note, Baynes Sound represents the most intensely farmed shellfish area in BC (BCMSRM 2002) and farms across the region have experienced a number of MHW occurrences and summer mortality events in recent years (Cowan et al. 2023(Cowan et al. , 2024Raymond et al. 2022). ...

Reference:

A common garden comparison of the microbiome and gene expression of intertidally- and subtidally-cultured Pacific oysters (Crassostrea gigas) in relation to extreme warming events
Development of a nature-based solution for mitigation of Pacific oyster summer mortality: use of the intertidal zone to improve resilience to environmental stressors

... Several studies in NZ and overseas have assessed the spatial and temporal distribution of norovirus in coastal environments (Brake et al., 2017;Campos et al., 2015;Green et al., 2022;Greening & Lewis, 2007;Winterbourn et al., 2016). Overall, these studies show that viral levels decline with distance and time from sewage sources. ...

Spatial and Temporal Pattern of Norovirus Dispersal in an Oyster Growing Region in the Northeast Pacific