Evidence map›Paper›PMID 34267358›Full record

ArticleNature microbiology2021

Nationwide genomic atlas of soil-dwelling Listeria reveals effects of selection and population ecology on pangenome evolution.

Jingqiu Liao, Xiaodong Guo, Daniel L Weller, Shaul Pollak, Daniel H Buckley, Martin Wiedmann, Otto X Cordero

Abstract read
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In one paragraph

Article in Nature microbiology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 54 papers.

0numbers the graph read from it
0cells of the map it votes in
54citing papers in PubMed
12.0field-weighted citation impact, top 1% of its field
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

54 citing papers in PubMed, 102 citations in OpenAlex.

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  7. Phylogeographic clustering ofApplied and environmental microbiology · 2026
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  9. Review
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  11. Pangenome-GWAS analysis ofCanadian journal of microbiology · 2026
    Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Population structure and gene flux ofMicrobial genomics · 2025
    Article
  17. Article
  18. Article
  19. Fitness consequences of structural variation inferred from a House Finch pangenome.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  20. Article
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

7 authors at 3 institutions in 1 country.

Jingqiu LiaoDepartment of Food Science, Cornell University, Ithaca, NY, USA.ORCID http://orcid.org/0000-0002-2579-8157
Xiaodong GuoDepartment of Food Science, Cornell University, Ithaca, NY, USA.
Daniel L WellerDepartment of Food Science, Cornell University, Ithaca, NY, USA.ORCID http://orcid.org/0000-0001-7259-6331
Shaul PollakDepartment of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
Daniel H BuckleySchool of Integrative Plant Science, Cornell University, Ithaca, NY, USA.
Martin WiedmannDepartment of Food Science, Cornell University, Ithaca, NY, USA. martin.wiedmann@cornell.edu.ORCID http://orcid.org/0000-0002-4168-5662
Otto X CorderoDepartment of Civil and Environmental Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA. ottox@mit.edu.ORCID http://orcid.org/0000-0002-2695-270X
Cornell University · USMassachusetts Institute of Technology · USPurchase College · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Natural bacterial populations can display enormous genomic diversity, primarily in the form of gene content variation caused by the frequent exchange of DNA with the local environment. However, the ecological drivers of genomic variability and the role of selection remain controversial. Here, we address this gap by developing a nationwide atlas of 1,854 Listeria isolates, collected systematically from soils across the contiguous United States. We found that Listeria was present across a wide range of environmental parameters, being mainly controlled by soil moisture, molybdenum and salinity concentrations. Whole-genome data from 594 representative strains allowed us to decompose Listeria diversity into 12 phylogroups, each with large differences in habitat breadth and endemism. 'Cosmopolitan' phylogroups, prevalent across many different habitats, had more open pangenomes and displayed weaker linkage disequilibrium, reflecting higher rates of gene gain and loss, and allele exchange than phylogroups with narrow habitat ranges. Cosmopolitan phylogroups also had a large fraction of genes affected by positive selection. The effect of positive selection was more pronounced in the phylogroup-specific core genome, suggesting that lineage-specific core genes are important drivers of adaptation. These results indicate that genome flexibility and recombination are the consequence of selection to survive in variable environments.

Indexed as

Genome, BacterialSelection, GeneticSoil MicrobiologyEcosystemEvolution, MolecularListeriaPhylogenyRecombination, Genetic

Identifiers

PMID34267358
OpenAlexW3181235930

What OpenQuestion holds

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Registered trials

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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.