Evidence map›Paper›PMID 41493101›Full record

ArticleThe ISME journal2026

Constructing a "periodic table" of bacteria to map diversity in trait space.

Michael Hoffert, Evan Gorman, Manuel E Lladser, Noah Fierer

Abstract read
In one paragraph

Article in The ISME journal, 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. Article
  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.

Michael HoffertDepartment of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, CO 80309, United States.ORCID 0000-0003-4962-9902
Evan GormanDepartment of Applied Mathematics, University of Colorado Boulder, Boulder, CO 80309, United States.ORCID 0009-0005-9489-3931
Manuel E LladserDepartment of Applied Mathematics, University of Colorado Boulder, Boulder, CO 80309, United States.ORCID 0000-0001-6843-6845
Noah FiererDepartment of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, CO 80309, United States.

Funding

University of Colorado BoulderUS National Science Foundation AW5809-826664US National Science Foundation DEB 2126106US National Science Foundation OPP 2133684
6 · The paper itself

Abstract

Despite an ever-expanding number of bacterial taxa being discovered, many of these taxa remain uncharacterized with unknown traits and environmental preferences. This diversity makes it challenging to interpret ecological patterns in microbiomes and understand why individual taxa, or assemblages, may vary across space and time. Although we can use information from the rapidly growing databases of bacterial genomes to infer traits, we still need an approach to organize what we know, or think we know, about bacterial taxa to match taxonomic and phylogenetic information to trait inferences. Inspired by the periodic table of the elements, we have constructed a "periodic table" of bacterial taxa to organize and visualize monophyletic groups of bacteria based on the distributions of key traits predicted from genomic data. By analyzing 50 745 genomes across 31 bacterial phyla, we used the Haar-like wavelet transformation, a model-free transformation of trait data, to identify clades of bacteria which are nearly uniform with respect to six selected traits-oxygen tolerance, autotrophy, chlorophototrophy, maximum potential growth rate, GC content, and genome size. The identified functionally uniform clades of bacteria are presented in a concise periodic table-like format to facilitate identification and exploration of bacterial lineages in trait space. While our approach could be improved and expanded in the future, we demonstrate its utility for integrating phylogenetic information with genome-derived trait values to improve our understanding of the bacterial diversity found in environmental and host-associated microbiomes.

Indexed as

BacteriaBiodiversityBase CompositionGenome, BacterialMicrobiotaPhylogenybacteriabioinformaticsgenomicsmicrobial ecologyperiodic tablephylogeneticstaxonomy

Identifiers

PMID41493101
PMCPMC12815261

What Socratic holds

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LicenceCC BY
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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 Socratic graph.