Evidence map›Paper›PMID 41422133›Full record

ArticleMicrobial ecology2025

Biogeographic and Genomic Signatures of Thermal Adaptation in Facultative Symbionts.

Chang-Yu Chang, Terrence Topping-Brown, Jazmine L Rud, McCall B Calvert, Gerardo Bencosme, Corlett W Wood

Abstract read
In one paragraph

Article in Microbial ecology, 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
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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

6 authors.

Chang-Yu ChangDepartment of Biology, University of Pennsylvania, Philadelphia, PA, USA. cychang2@sas.upenn.edu.
Terrence Topping-BrownDepartment of Biology, University of Pennsylvania, Philadelphia, PA, USA.
Jazmine L RudDepartment of Biology, University of Pennsylvania, Philadelphia, PA, USA.
McCall B CalvertDepartment of Biology, University of Pennsylvania, Philadelphia, PA, USA.
Gerardo BencosmeDepartment of Biology, University of Pennsylvania, Philadelphia, PA, USA.
Corlett W WoodDepartment of Biology, University of Pennsylvania, Philadelphia, PA, USA. corlett@sas.upenn.edu.

Funding

National Science Foundation DEB2118397University of Pennsylvania The Data-Driven Discovery Postdoctoral fellowship
6 · The paper itself

Abstract

Many plant endosymbionts are facultative, switching between host-associated and free-living stages. Extensive genomic and experimental studies suggest that adaptation during the saprophytic, off-host phase, rather than adaptation to hosts, primarily constrains the biogeographic distribution of these microbes. To test this hypothesis, we analyzed the growth capacities and genomic features of 38 Sinorhizobium and Ensifer strains isolated from the nodules of Medicago lupulina (black medic), collected from two regions with distinct thermal environments. The warmer region is predominantly inhabited by S. meliloti, while S. medicae and Ensifer strains are more common in the cooler region. Laboratory assays demonstrated that at 40 °C, the upper temperature limit of their region of origin, S. meliloti remained viable, albeit with reduced growth, whereas S. medicae and Ensifer strains failed to grow under heat stress. Comparative genomics revealed isolation-by-distance in both the core and accessory genomes, particularly in S. meliloti in the warmer region, which exhibits less within-region thermal variation. This is consistent with an isolation-by-distance model where population divergence is governed by restricted gene flow. These findings suggest that metabolic constraints shape the regional distribution of this facultative microbial symbiont, while limited gene flow influences local population structure.

Indexed as

Adaptation, PhysiologicalGenome, BacterialMedicagoSinorhizobiumSymbiosisGenomicsHot TemperaturePhylogenyRoot Nodules, PlantSinorhizobium melilotiTemperature

Identifiers

PMID41422133
PMCPMC12748101

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.