Evidence map›Paper›PMID 41545381›Full record

ArticleNPJ biofilms and microbiomes2026

Grape expectations: disentangling environmental drivers of microbiome establishment in winegrowing ecosystems.

Lena Flörl, Patrik Schönenberger, Markus Rienth, Nicholas A Bokulich

Abstract read
In one paragraph

Article in NPJ biofilms and microbiomes, 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

4 authors.

Lena FlörlDepartment of Health Sciences and Technology, ETH Zurich, Zurich, Switzerland.
Patrik SchönenbergerChangins College for Viticulture and Enology, Changins-University of Sciences and Art Western Switzerland, Nyon, Switzerland.
Markus RienthChangins College for Viticulture and Enology, Changins-University of Sciences and Art Western Switzerland, Nyon, Switzerland.
Nicholas A BokulichDepartment of Health Sciences and Technology, ETH Zurich, Zurich, Switzerland. Nicholas.Bokulich@hest.ethz.ch.

Funding

Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung 310030_204275
6 · The paper itself

Abstract

Microbial communities play a central role in viticulture, influencing wine characteristics (a concept termed microbial terroir). Yet, the individual factors shaping these microbiomes remain poorly understood. We conducted a multi-year, large-scale survey of Swiss vineyards (95 sites, 680 samples), longitudinally sampling 12 sites (within 2.46 km and identical cultivar and rootstock) over three years. Using 16S rRNA gene and internal transcribed spacer (ITS) amplicon sequencing, untargeted metabolomics (GC-MS, LC-MS/MS), environmental monitoring, and sensory data, we disentangled environmental factors associated with community assembly and fermentation dynamics. Topography and climate collectively structured microbiomes but affected soil- and plant-associated communities differently. Berry-associated fungi showed the strongest site-specific signature, enabling machine-learning predictions of microclimatic variation. Climatic factors and berry chemistry selectively favor fermentative yeasts, which are each linked to distinct metabolite and aroma profiles. Plant stress metabolites were further associated with microbial and metabolite composition. Our integrative approach thereby fundamentally advances our understanding of microbial biogeography and terroir in viticulture.

Indexed as

BacteriaFungiMicrobiotaVitisWineClimateDNA, FungalDNA, Ribosomal SpacerEcosystemFermentationFruitMetabolomicsRNA, Ribosomal, 16SSequence Analysis, DNASoil MicrobiologySwitzerlandDNA, FungalDNA, Ribosomal SpacerRNA, Ribosomal, 16S

Identifiers

PMID41545381
PMCPMC12905190

What OpenQuestion holds

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LicenceCC BY
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.