Evidence map›Paper›PMID 41618396›Full record

ArticleEnvironmental microbiome2026

Plant phenotypic differentiation outweighs genetic variation in shaping the lettuce leaf microbiota.

Arianna Capparotto, Guillaume Chesneau, Alessandra Tondello, Esteban Orellana, Piergiorgio Stevanato, Tiziano Bonato, Andrea Squartini, Stéphane Hacquard, Marco Giovannetti

Abstract read
In one paragraph

Article in Environmental microbiome, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. 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

9 authors.

Arianna CapparottoDepartment of Biology, University of Padova, 35131, Padua, Italy.ORCID http://orcid.org/0000-0001-7058-453X
Guillaume ChesneauDepartment of Plant-Microbe Interactions, Max Planck Institute for Plant Breeding Research, 50829, Cologne, Germany.ORCID http://orcid.org/0000-0001-5516-1918
Alessandra TondelloDepartment of Agronomy, Food, Natural Resources, Animals and Environment, DAFNAE, University of Padova, 35020, Legnaro, Italy.
Esteban OrellanaDepartment of Environmental and Resource Engineering Waste, Climate & Monitoring, Technical University of Denmark (DTU), 2800, Kongens Lyngby, Denmark.ORCID http://orcid.org/0000-0003-4899-0915
Piergiorgio StevanatoDepartment of Agronomy, Food, Natural Resources, Animals and Environment, DAFNAE, University of Padova, 35020, Legnaro, Italy.ORCID http://orcid.org/0000-0002-6577-6956
Tiziano BonatoSocietà Estense Servizi Ambientali (S.E.S.A. S.p.A.), 35042, Este, Italy.ORCID http://orcid.org/0000-0001-7273-5725
Andrea SquartiniDepartment of Agronomy, Food, Natural Resources, Animals and Environment, DAFNAE, University of Padova, 35020, Legnaro, Italy.ORCID http://orcid.org/0000-0002-1961-1165
Stéphane HacquardDepartment of Plant-Microbe Interactions, Max Planck Institute for Plant Breeding Research, 50829, Cologne, Germany.ORCID http://orcid.org/0000-0003-2293-3525
Marco GiovannettiDepartment of Biology, University of Padova, 35131, Padua, Italy. marco.giovannetti@unito.it.ORCID http://orcid.org/0000-0003-4637-9880

Funding

Dipartimento di Biologia, Università degli Studi di Padova Progetti di Ricerca Dipartimentali - PRID, grant number BIRD214519 to MGEuropean Commission NextGenerationEU 2021 STARS Grants@Unipd program P-NICHEPON Ricerca e Innovazione 2014-2020 PhD fellowship DOT1471523
6 · The paper itself

Abstract

Lettuce, a widely consumed raw vegetable, harbors leaf-associated microbial communities whose understanding and prediction are crucial for plant and human health. While environmental factors are known to strongly influence plant leaf microbiomes, the role of plant-specific determinants in shaping microbial diversity remains unclear. In this study, we investigated how three key plant factors -genetic distance, plant variety and leaf micro- and macronutrient content- influence the composition and diversity of lettuce leaf bacterial communities, by analyzing 131 fully-sequenced Lactuca sativa genotypes via 16S rRNA amplicon sequencing. Our findings revealed that variety, as defined by breeders, exerts a greater influence on bacterial community diversity than genetic distance or variations in leaf nutrient levels. Together with available and detailed shoot traits they explained 13.4% of the observed bacterial diversity. Inspection of 9 specific leaf morphological traits, with further validation by MAGs analysis, showed that heart formation, head height, and venation types significantly shaped bacterial richness and evenness, mainly acting on non-hub members. These results highlight the strong relationship between leaf morphology and bacterial community structure, suggesting that phenotypic traits play an outsized but understudied role in shaping the leaf microbiota, a crucial aspect of the edible microbiome.

Indexed as

16S metabarcodingEdible microbiomeLeaf ionomeLeaf microbiomeLeaf phenotypic traitsLettuce

Identifiers

PMID41618396
PMCPMC12931058

What OpenQuestion holds

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LicenceCC BY
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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.