Evidence map›Paper›PMID 41168882›Full record

ArticleMicrobiome2025

Host species and geographic location shape microbial diversity and functional potential in the conifer needle microbiome.

Robert M Bowers, Shayna Bennett, Robert Riley, Juan C Villada, Iolanda Ramalho Da Silva, Tanja Woyke, A Carolin Frank

Abstract read
In one paragraph

Article in Microbiome, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Robert M BowersU.S. Department of Energy, Joint Genome Institute, Berkeley, CA, 94720, USA. rmbowers@lbl.gov.ORCID 0000-0002-0028-0407
Shayna BennettLife and Environmental Sciences, University of California, Merced, CA, 95343, USA.
Robert RileyU.S. Department of Energy, Joint Genome Institute, Berkeley, CA, 94720, USA.
Juan C VilladaU.S. Department of Energy, Joint Genome Institute, Berkeley, CA, 94720, USA.
Iolanda Ramalho Da SilvaLife and Environmental Sciences, University of California, Merced, CA, 95343, USA.
Tanja WoykeU.S. Department of Energy, Joint Genome Institute, Berkeley, CA, 94720, USA.ORCID 0000-0002-9485-5637
A Carolin FrankLife and Environmental Sciences, University of California, Merced, CA, 95343, USA. cfrank@ucmerced.edu.

Funding

DOE DE-AC02-05CH11231National Science Foundation (NSF) DEB-1442348U.S. Department of Energy 10.46936/10.25585/60000936
6 · The paper itself

Abstract

backgroundThe aerial surface of plants, known as the phyllosphere, hosts a complex and dynamic microbiome that plays essential roles in plant health and environmental processes. While research has focused on root-associated microbiomes, the phyllosphere remains comparatively understudied, especially in forest ecosystems. Despite the global ecological dominance and importance of conifers, no previous study has applied shotgun metagenomics to their phyllosphere microbiomes.

resultsThis study uses metagenomic sequencing to explore the microbial phyllosphere communities of subalpine Western conifer needle surfaces from 67 trees at six sites spanning the Rocky Mountains, including 31 limber pine, 18 Douglas fir, and 18 Engelmann spruce. Sites span ~ 1,075 km and nearly 10° latitude, from Glacier National Park to Rocky Mountain Biological Laboratory, capturing broad environmental variation. Metagenomes were generated for each of the 67 samples, for which we produced individual assemblies, along with three large coassemblies specific to each conifer host. From these datasets, we reconstructed 447 metagenome-assembled genomes (MAGs), 417 of which are non-redundant at the species level. Beyond increasing the total number of extracted MAGs from 153 to 294, the three coassemblies yielded three large MAGs, representing partial sequences of host genomes. Phylogenomics of all microbial MAGs revealed communities predominantly composed of bacteria (n = 327) and fungi (n = 117). We show that both microbial community composition and metabolic potential differ significantly across host tree species and geographic sites, with site exerting a stronger influence than host.

conclusionsThis dataset offers new insights into the microbial communities inhabiting the conifer needle surface, laying the foundation for future research on needle microbiomes across temporal and spatial scales. Variation in functional capabilities, such as volatile organic compound (VOC) degradation and polysaccharide metabolism, closely tracks shifts in taxonomic composition, indicating that host-specific chemistry, local environmental factors, and regional microbial source pools jointly shape ecological roles. Moreover, the observed patterns of mobile genetic elements and horizontal gene transfer suggest that gene exchange predominantly occurs within microbial lineages, with occasional broader transfers dispersing key functional genes (e.g., those involved in polysaccharide metabolism), which may facilitate microbiome adaptation.

Indexed as

BacteriaMicrobiotaPlant LeavesTracheophytaMetagenomeMetagenomicsPhylogenyPinusConiferMetagenomeMicrobial ecologyMobile genetic elementsPhyllosphere

Identifiers

PMID41168882
PMCPMC12574031

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.