Charlotte Armstrong’s research while affiliated with Ministry for the Environment, New Zealand and other places

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Publications (8)


Fig. 1 A Locations of the 24 Pinus radiata trees from which pollen was sampled from. Green pine symbols denote the locations of the trees and the name of the location is next to this symbol. The map is a satellite image of Canterbury based on Google Earth imagery for September 2021. B A cluster of P. radiata catkins (microsporangiate strobili) in September 2021, showing the catkins at pollen-release stage. C Scanning electron microscope (SEM) image of a P. radiata pollen grain; scale bar 10 µm
Fig. 2 Observed richness of bacteria (left) and fungal (right) taxa present on Pinus radiata pollen (24 sampling sites) collected over 2 years
Fig. 3 Phylogenetically hierarchical distribution ('metacoder plots') for bacteria (left) and fungal (right) microbiomes present on Pinus radiata pollen. Darker gradient fill indicates increase in ASV count of taxa on branches and leaves. Plots combine data for sites and years to indicate the overall spectrum of taxa found. Size of nodes indicate ASV counts
Fig. 4 Relative abundance (%) heatmaps of bacteria (top) and fungi (bottom) Pinus radiata pollen microbiomes at class level. The x-axis denotes individual sample locations; coloured tiles on the top of each heatmap indicate sampling years and coloured tiles on the left indicate corresponding phylum
Fig. 5 Primary metabolite compounds found on the surface of Pinus radiata pollen. Compounds are grouped at superclass level and the relative abundance of the metabolites are standardised as a percentage of total compounds from 12 pollen samples

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The microorganisms and metabolome of Pinus radiata Pollen
  • Article
  • Full-text available

December 2024

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39 Reads

Environmental Microbiome

Charlotte Armstrong

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Steve Wakelin

Background Pollen is a crucial source of nutrients and energy for pollinators. It also provides a unique habitat and resource for microbiota. Previous research on the microbiome of pollen has largely focused on angiosperm systems, with limited research into coniferous gymnosperms. This study characterises the pollen microbiome and metabolome associated with one of the world’s most widely grown tree species, Pinus radiata . Trees were sampled from locations across Canterbury, New Zealand. Repeated collections were undertaken in 2020 and 2021. Results Metabolomic analysis revealed the main compounds present on P. radiata pollen to be amino acids (principally proline), and carbohydrates (fructose, glucose, and sucrose). Although phenolic compounds such as ρ-coumaric acid and catechin, and terpenoids such as dehydroabietic acid, were present at low concentrations, their strong bioactive natures mean they may be important in ecological filtering of microbiome communities on pollen. The P. radiata pollen microbiome was richer in fungal taxa compared with bacteria, which differs from many angiosperm species. Geographic range and annual variation were evaluated as drivers of microbiome assembly. Neither sampling location (geographic range) nor annual variation significantly influenced the fungal community which exhibited remarkable conservation across samples. However, some bacterial taxa exhibited sensitivity to geographic distances and yearly variations, suggesting a secondary role of these factors for some taxa. A core microbiome was identified in P. radiata pollen, characterized by a consistent presence of specific fungal and bacterial taxa across samples. While the dominant phyla, Proteobacteria and Ascomycota , align with findings from other pollen microbiome studies, unique core members were unidentified at genus level. Conclusion This tree species-specific microbiome assembly emphasizes the crucial role of the host plant in shaping the pollen microbiome. These findings contribute to a deeper understanding of pollen microbiomes in gymnosperms, shedding light on the need to look further at their ecological and functional roles.

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Genome sequence of Bradyrhizobium sp. Ash2021, a free-living Bradyrhizobium species isolated from Pinus radiata forest soil

December 2024

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2 Reads

Microbiology Resource Announcements

Bradyrhizobium sp. Ash2021 is a free-living soil bacterium isolated from a Pinus radiata forest in Canterbury, New Zealand. The genome comprises of a 9,328,819 bp chromosome and a 375,468 bp plasmid. The chromosome harbors biosynthesis pathways for auxins, thiazole-oxazole-modified microcins, and polyketide synthase. The plasmid harbors lactate and GlcNAc metabolism genes.


Global distribution of temperate forests and main tree species, either naturally occurring or planted, in each region
Sankey plot connecting the main soil types that support temperate forests and the regions they are found. The left-hand side has the main soil types and key features of each soil type. On the right-hand side, regions are listed along with the proportion of global temperate forests (%) and the area of temperate forests (km² × 10⁶) in each region. Classification based in USDA soil taxonomy.
of the main sinks and sources of CH4 in temperate forests. Arrow colour and direction indicates potential of each compartment to act as a source (red) or sink (green). Size of arrows indicates the estimated size of the source or sink. The text below the forest compartment labels indicate confidence in this assessment based on the literature.
Methane cycling in temperate forests

Carbon Balance and Management

Temperate forest soils are considered significant methane (CH4) sinks, but other methane sources and sinks within these forests, such as trees, litter, deadwood, and the production of volatile organic compounds are not well understood. Improved understanding of all CH4 fluxes in temperate forests could help mitigate CH4 emissions from other sources and improve the accuracy of global greenhouse gas budgets. This review highlights the characteristics of temperate forests that influence CH4 flux and assesses the current understanding of the CH4 cycle in temperate forests, with a focus on those managed for specific purposes. Methane fluxes from trees, litter, deadwood, and soil, as well as the interaction of canopy-released volatile organic compounds on atmospheric methane chemistry are quantified, the processes involved and factors (biological, climatic, management) affecting the magnitude and variance of these fluxes are discussed. Temperate forests are unique in that they are extremely variable due to strong seasonality and significant human intervention. These features control CH4 flux and need to be considered in CH4 budgets. The literature confirmed that temperate planted forest soils are a significant CH4 sink, but tree stems are a small CH4 source. CH4 fluxes from foliage and deadwood vary, and litter fluxes are negligible. The production of volatile organic compounds could increase CH4’s lifetime in the atmosphere, but current in-forest measurements are insufficient to determine the magnitude of any effect. For all sources and sinks more research is required into the mechanisms and microbial community driving CH4 fluxes. The variability in CH4 fluxes within each component of the forest, is also not well understood and has led to overestimation of CH4 fluxes when scaling up measurements to a forest or global scale. A roadmap for sampling and scaling is required to ensure that all CH4 sinks and sources within temperate forests are accurately accounted for and able to be included in CH4 budgets and models to ensure accurate estimates of the contribution of temperate planted forests to the global CH4 cycle.


Pollen Partners: The Symbiotic Microbes of Pinus radiata Pollen

August 2024

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33 Reads

Pollen, a crucial source of nutrients and energy for pollinators. It also provides a unique habitat for ecological microbiota. Previous research on the microbiome of pollen has largely focussed on angiosperm systems, with limited research into coniferous gymnosperms. This study characterises the pollen microbiome associated with one of the world's most widely grown tree species, Pinus radiata. Trees were sampled from locations across Canterbury, New Zealand, with repeated collections in 2020 and 2021. Metabolomic analysis revealed the main compounds present on P. radiata pollen to be amino acids (principally proline), and carbohydrates (fructose, glucose, and sucrose). Although phenolic compounds such as ρ-coumaric acid and catechin, and terpenoids such as dehydroabietic acid, were present at low concentrations, their strong bioactive natures mean they may be important in filtering of microbiome communities on pollen. Pinus radiata pollen was found to host a microbiome dominated by fungi; this directly contrasts with those for many angiosperm species. Geographic range and sampling years were evaluated as secondary drivers of microbiome assembly. Neither sampling location nor annual variation had a significant impact on the fungal component of the pine pollen microbiome, which was remarkably stable/conserved among samples. However, some bacterial taxa exhibited sensitivity to geographic distances and yearly variations, suggesting a secondary role for some. A core microbiome was identified in P. radiata pollen, characterized by a consistent presence of specific fungal and bacterial taxa across samples. While the dominant phyla, Proteobacteria and Ascomycota, align with findings from other pollen microbiome studies, unique core members were unidentified at genus level. This tree species-specific microbiome assembly emphasizes the crucial role of the host plant in shaping the pollen microbiome. These findings contribute to a deeper understanding of pollen microbiomes in gymnosperms, shedding light on the need to look further at their ecological and functional roles.


Fig. 1 Needle sampling strategy; different tree heights, cardinal directions, needle age, and needle compartment. *note that Pinus radiata typically has 3 needles per fascicle. This graphic is for demonstration only
Summary PERMANOVA testing for the effects of main and interaction sampling effects on the composition of bacteria and fungal communities in the Pinus radiata phyllosphere
What matters most? Assessment of within-canopy factors influencing the needle microbiome of the model conifer, Pinus radiata

May 2023

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187 Reads

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4 Citations

Environmental Microbiome

Abstract The assembly and function of the phyllosphere microbiome is important to the overall fitness of plants and, thereby, the ecosystems they inhabit. Presently, model systems for tree phyllosphere microbiome studies are lacking, yet forests resilient to pests, diseases, and climate change are important to support a myriad of ecosystem services impacting from local to global levels. In this study, we extend the development of model microbiome systems for trees species, particularly coniferous gymnosperms, by undertaking a structured approach assessing the phyllosphere microbiome of Pinus radiata. Canopy sampling height was the single most important factor influencing both alpha- and beta-diversity of bacterial and fungal communities (p


Soil depth as a driver of microbial and carbon dynamics in a planted forest (Pinus radiata) pumice soil

January 2023

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74 Reads

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7 Citations

Forest soils are fundamental in regulating the global carbon (C) cycle; their capacity to accumulate large stores of C means they form a vital role in mitigating the effects of climate change. Understanding the processes that regulate forest soil C dynamics and stabilisation is important to maximise the capacity and longevity of C sequestration. Compared with surface soil layers, little is known about soil C dynamics in subsoil layers, sensu those below 30 cm depth. This knowledge gap creates large uncertainties when estimating the distribution of global soil C stocks and assessing the vulnerability of soil C reserves to climate change. This study aimed to dive deep into the subsoils of Puruki Experimental Forest (New Zealand) and characterise the changes in soil C dynamics and the soil microbiome down to 1 m soil depth. ITS and 16S rRNA sequencing and quantitative real-time PCR were used to measure changes in soil microbial diversity, composition, and abundance. Stable (δ13C) and radioactive (14C) C analyses were performed to assess depth-driven changes in the stability and age of soil C. Our research identified large declines in microbial diversity and abundance with soil depth, alongside significant structural shifts in community membership. Importantly, we conservatively estimate that more than 35 % of soil C stocks are present in subsoil layers below 30 cm. Although the age of soil C steadily increased with depth, reaching a mean radiocarbon age of 1571 yr BP (years before present) in the deepest soil layers, the stability of soil C varied between different subsoil depth increments. These research findings highlight the importance of quantifying subsoil C stocks for accurate C accounting. By performing a broad range of analytical measures, this research has comprehensively characterised the abiotic and biotic properties of a subsoil environment – a frequently understudied but significant component of forest ecosystems.


Large, old pools of carbon and microbial communities are present deep in soils under a temperate planted forest

September 2022

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60 Reads

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1 Citation

Forest soils are fundamental in regulating the global carbon (C) cycle; their capacity to accumulate large stores of C means they are vital in mitigating the effects of climate change. Understanding the processes that regulate forest soil organic C (SOC) dynamics and stabilisation is important to maximise the capacity and longevity of C sequestration. Compared to surface soil layers, little is known about the SOC dynamics in subsoil layers, sensu those below 30 cm depth. This knowledge gap creates large uncertainties when estimating the global distribution and vulnerability of SOC reserves to climate change. This study aimed to dive deep into the subsoils of Puruki Experimental Forest (New Zealand) and characterise the incremental changes in SOC dynamics and the soil microbiome down to 1 metre soil depth. ITS and 16S rRNA sequencing and quantitative real-time PCR were used to measure changes in soil microbial diversity, composition, and abundance. Stable (δ13C) and radioactive (14C) C analyses were performed to assess depth-driven changes in SOC stability and age. We conservatively estimate more than 35 % of total C stocks are present in subsoil layers below 30 cm. Although C age steadily increased with depth, reaching a mean radiocarbon age of 1571 yBP (years before present) in the deepest soil layers, the stability of SOC varied between different subsoil depth increments. Declines in soil carbon were associated with lower microbial diversity, abundance, and significant shifts in community membership. These research findings highlight the importance of quantifying subsoil C stocks for accurate systems-level global and local C budgets and modeling. Furthermore, performing a broad range of analytical measures (i.e. 13C & 14C natural abundance, and microbiome analysis) is vital to assess the vulnerability of subsoil C to climate change.


FIG 1 16S phylogeny of Tok2021 with the top 10 closest matched sequences from NCBI. The FASTA sequence files were aligned using MEGA with ClustalW.
Genome Sequence of Dermacoccus Strain Tok2021, a Soil Actinobacterium Isolated from a Pinus radiata Forest

February 2022

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38 Reads

Microbiology Resource Announcements

Dermacoccus strain Tok2021 (Actinobacteria) is a soil bacterium, isolated from commercial Pinus radiata forest soil from Tokoiti, New Zealand. The bacterium has a draft genome size of 3,101,786 bp and harbors genes involved in antibiotic production, siderophore production, and N2 fixation.

Citations (2)


... Given the focus of (already limited) pollen microbiome studies towards angiosperm spp., this helps addresses a huge gap in our knowledge per se. This work focuses on Pinus radiata as it provides a useful model system for tree-microbiome research, and in particular, conifer microbiome research [1][2][3]. In addition to describing the pine pollen microbiome, we aimed to determine how much of the community is variable versus stable/conserved by sampling trees across a wide geographic range and across two consecutive seasons (years). ...

Reference:

The microorganisms and metabolome of Pinus radiata Pollen
What matters most? Assessment of within-canopy factors influencing the needle microbiome of the model conifer, Pinus radiata

Environmental Microbiome

... Several previous studies showed that the depth of the soil horizon impacts environmental gradients, which affect the bacterial community. Hao et al. [93] reported a decrease in community diversity and richness with increasing depth in agricultural fields with maize and soybean (Glycine max), and Frey et al. [94] showed that bacterial abundance decreased with depth in Cambisol, Leptosol, and Regosol soils at forest sites, which correlated with decreasing C and N stocks with depth [95,96]. Here, the spatial separation between the soil layers was further ref lected by shifts in beta diversity in all studied cover crop variations. ...

Soil depth as a driver of microbial and carbon dynamics in a planted forest (Pinus radiata) pumice soil