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Record W4416088845 · doi:10.1128/mbio.02497-25

Plasmid transmission dynamics and evolution of partner quality in a natural population of <i>Rhizobium leguminosarum</i>

2025· article· en· W4416088845 on OpenAlexaff
David Vereau Gorbitz, John G. McMullen, Mario A. Cerón-Romero, Rebecca T. Doyle, Jennifer A. Lau, Rachel J. Whitaker, Carin K. Vanderpool, Katy D. Heath

Bibliographic record

VenuemBio · 2025
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicLegume Nitrogen Fixing Symbiosis
Canadian institutionsMcMaster University
FundersNational Science Foundation of Sri Lanka
KeywordsPlasmidRepliconGenomeHorizontal gene transferEvolutionary dynamicsHorizontal transmissionExtrachromosomal DNAPopulationBacterial genome size

Abstract

fetched live from OpenAlex

ABSTRACT Many bacterial traits important to host–microbe symbiosis are determined by genes carried on extrachromosomal replicons, such as plasmids, chromids, and integrative and conjugative elements. Multiple such replicons often coexist within a single cell and, due to horizontal mobility, have patterns of variation and evolutionary histories that are distinct from each other and from the bacterial chromosome. In nitrogen-fixing Rhizobium , genes carried on multiple plasmids make up a third of the genome, are necessary for the formation of symbiosis, and underlie bacterial traits, including host plant benefits. Thus, the genomics and transmission of plasmids in Rhizobium underlie the ecology and evolution of this important model symbiont. Here, we leverage a natural population of clover-associated Rhizobium in which partner quality has declined in response to long-term nitrogen fertilization. We use 62 novel, reference-quality genomes to characterize 256 replicons in the plasmidome and study their genomics and transmission patterns. We find that, of the four most frequent plasmid types, two (types II and III) have more stable size, larger core genomes, and track the chromosomal phylogeny (display more vertical transmission), while others (type I and type IV, or symbiosis plasmid, pSym) vary substantially in size and shared gene content and have phylogenies consistent with frequent horizontal transmission. We also find differentiation in pSym subtypes driven by long-term nitrogen fertilization. Our results highlight the variation in plasmid transmission dynamics within a single symbiont and implicate plasmid horizontal transmission in the rapid evolution of partner quality. IMPORTANCE Understanding how bacterial genes move through natural populations is critical for understanding how bacterial traits evolve. Nitrogen-fixing bacteria Rhizobium leguminosarum live in symbiosis with plants and are a model for studying plasmid transmission and how mobile genetic elements impact the evolution of bacteria and plants. Here, we characterize the genomes of a natural bacterial population, then use novel approaches to show that mechanisms of gene transmission vary across multiple plasmid types that coexist within R. leguminosarum cells. We find that changes in the frequency of specific pSym types are associated with the decline of symbiotic partner quality in strains isolated from environments undergoing long-term fertilization. These results underscore the importance of plasmid transmission and evolution in shaping ecosystem processes like nitrogen cycling via bacterial-plant symbiosis. Our study provides a framework for probing plasmid dynamics within natural bacterial populations and how plasmid transmission affects genetic diversity and ecological interactions in bacteria.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.505
Threshold uncertainty score0.436

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.008
GPT teacher head0.240
Teacher spread0.231 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations2
Published2025
Admission routes1
Has abstractyes

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