Evidence map›Paper›PMID 37220420›Full record

ArticlePlant physiology2023

Metabolome plasticity in 241 Arabidopsis thaliana accessions reveals evolutionary cold adaptation processes.

Jakob Weiszmann, Dirk Walther, Pieter Clauw, Georg Back, Joanna Gunis, Ilka Reichardt, Stefanie Koemeda, Jakub Jez, Magnus Nordborg, Jana Schwarzerova and 3 more

Open access · hybridAbstract read
In one paragraph

Article in Plant physiology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing papers in PubMed
3.8field-weighted citation impact, top 6% 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

15 citing papers in PubMed, 25 citations in OpenAlex.

  1. Trial
  2. Article
  3. Article
  4. Review
  5. Article
  6. Article
  7. Millets for a sustainable future.Journal of experimental botany · 2025
    Review
  8. Review
  9. Review
  10. Metabolic plasticity and adaptive evolution inFrontiers in plant science · 2025
    Review
  11. Article
  12. Article
  13. Review
  14. A large-effect fitness trade-off across environments is explained by a single mutation affecting cold acclimation.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  15. 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

13 authors at 6 institutions in 3 countries.

Jakob WeiszmannMolecular Systems Biology (MOSYS), Department of Functional and Evolutionary Ecology, Faculty of Life Sciences, University of Vienna, 1030 Vienna, Austria.ORCID 0000-0001-6656-3808
Dirk WaltherBioinformatics, Max-Planck-Institute of Molecular Plant Physiology, 14476 Potsdam, Germany.ORCID 0000-0002-5755-9265
Pieter ClauwAustrian Academy of Sciences, Gregor Mendel Institute (GMI), 1030 Vienna, Austria.ORCID 0000-0002-9677-8727
Georg BackBioinformatics, Max-Planck-Institute of Molecular Plant Physiology, 14476 Potsdam, Germany.ORCID 0009-0009-8160-5960
Joanna GunisAustrian Academy of Sciences, Gregor Mendel Institute (GMI), 1030 Vienna, Austria.
Ilka ReichardtGenome Engineering Facility, Max Planck Institute of Molecular Cell Biology and Genetics, 01307 Dresden, Germany.ORCID 0000-0001-7964-9352
Stefanie KoemedaPlant Sciences Facility, Vienna BioCenter Core Facilities GmbH (VBCF), 1030 Vienna, Austria.
Jakub JezPlant Sciences Facility, Vienna BioCenter Core Facilities GmbH (VBCF), 1030 Vienna, Austria.ORCID 0000-0002-6481-4383
Magnus NordborgAustrian Academy of Sciences, Gregor Mendel Institute (GMI), 1030 Vienna, Austria.ORCID 0000-0001-7178-9748
Jana SchwarzerovaMolecular Systems Biology (MOSYS), Department of Functional and Evolutionary Ecology, Faculty of Life Sciences, University of Vienna, 1030 Vienna, Austria.ORCID 0000-0003-2918-9313
Iro PieridesMolecular Systems Biology (MOSYS), Department of Functional and Evolutionary Ecology, Faculty of Life Sciences, University of Vienna, 1030 Vienna, Austria.ORCID 0009-0004-6139-6229
Thomas NägeleLMU Munich, Faculty of Biology, Plant Evolutionary Cell Biology, 82152 Planegg, Germany.ORCID 0000-0002-5896-238X
Wolfram WeckwerthMolecular Systems Biology (MOSYS), Department of Functional and Evolutionary Ecology, Faculty of Life Sciences, University of Vienna, 1030 Vienna, Austria.ORCID 0000-0002-9719-6358
University of Vienna · ATGregor Mendel Institute of Molecular Plant Biology · ATMax Planck Institute of Molecular Plant Physiology · DEVienna Biocenter · ATLudwig-Maximilians-Universität München · DEMax Planck Institute of Molecular Cell Biology and Genetics · DE

Funding

Austrian Science Fund FWF I 5234
6 · The paper itself

Abstract

Acclimation and adaptation of metabolism to a changing environment are key processes for plant survival and reproductive success. In the present study, 241 natural accessions of Arabidopsis (Arabidopsis thaliana) were grown under two different temperature regimes, 16 °C and 6 °C, and growth parameters were recorded, together with metabolite profiles, to investigate the natural genome × environment effects on metabolome variation. The plasticity of metabolism, which was captured by metabolic distance measures, varied considerably between accessions. Both relative growth rates and metabolic distances were predictable by the underlying natural genetic variation of accessions. Applying machine learning methods, climatic variables of the original growth habitats were tested for their predictive power of natural metabolic variation among accessions. We found specifically habitat temperature during the first quarter of the year to be the best predictor of the plasticity of primary metabolism, indicating habitat temperature as the causal driver of evolutionary cold adaptation processes. Analyses of epigenome- and genome-wide associations revealed accession-specific differential DNA-methylation levels as potentially linked to the metabolome and identified FUMARASE2 as strongly associated with cold adaptation in Arabidopsis accessions. These findings were supported by calculations of the biochemical Jacobian matrix based on variance and covariance of metabolomics data, which revealed that growth under low temperatures most substantially affects the accession-specific plasticity of fumarate and sugar metabolism. Our findings indicate that the plasticity of metabolic regulation is predictable from the genome and epigenome and driven evolutionarily by Arabidopsis growth habitats.

Indexed as

ArabidopsisArabidopsis ProteinsClimateCold TemperatureMetabolomeTemperatureArabidopsis Proteins

Identifiers

PMID37220420
PMCPMC10517190
OpenAlexW4377693579

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.