Evidence map›Paper›PMID 42696302›Full record

ArticleThe ISME journal2026

Lifestyle differentiation among marine denitrifying microorganisms.

Xin Sun, Irene H Zhang, Andrew R Babbin, J L Weissman, Emily J Zakem

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. Not yet cited in PubMed.

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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Xin SunDepartment of Biology, University of Pennsylvania, Philadelphia, PA 19104, United States.ORCID 0000-0003-0280-4283
Irene H ZhangDepartment of Earth, Atmospheric and Planetary Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139, United States.
Andrew R BabbinDepartment of Earth, Atmospheric and Planetary Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139, United States.ORCID 0000-0002-5046-0609
J L WeissmanInstitute for Advanced Computational Science, Stony Brook University, Stony Brook, NY 11794, United States.
Emily J ZakemDepartment of Global Ecology, Carnegie Institution for Science, Stanford, CA 94306, United States.

Funding

Center for Chemical Currencies of a Microbial Planet OCE-2019589National Science Foundation #2125142National Science Foundation OCE-2142998National Science Foundation OCE-2342986NSF Center for Chemical Currencies of a Microbial PlanetSimons Foundation Early Career Investigator in Aquatic Microbial Ecology and Evolution AwardUniversity of Pennsylvania and the Simons Foundation LS-FMME-00871981
6 · The paper itself

Abstract

Microorganisms carrying out denitrification in marine anoxic zones drive bioavailable nitrogen loss. Sequencing datasets have demonstrated the modularity of denitrification, with most populations having the genetic capability for only a subset of the pathway (NO3-➔NO2-➔NO➔N2O➔N2). Although previous work provided ecological explanations for this diversity among the functional modules, large trait variations exist within each functional module, and this within-module diversity and its biogeochemical implications remain unexplored. Here, we combine genomic data and modeling to explore how metabolic "lifestyle" strategies influence denitrifier community structure. We build a comprehensive genomic database of marine denitrifiers, and identify lifestyle differentiation among denitrifier functional groups. We then extend a mathematical ecosystem model by resolving two microbial functional types for each module representing a metabolic trade-off: a copiotroph, optimized for fast growth, and an oligotroph, optimized for high nutrient affinity. In the model, as the supply of organic matter relative to nitrate increases, the degree of copiotrophy among the community increases and then decreases. This suggests that oligotrophs are associated with either organic-matter- or nitrate-limiting conditions, whereas copiotrophic lifestyles are associated with an intermediate regime. Our model further associates NO2- reducers with oligotrophy and NO3- reducers with copiotrophy, particularly those producing the greenhouse gas nitrous oxide (N2O), linking N2O production to substrate-replete conditions, which is consistent with our genome-based lifestyle estimates. Results provide insight into denitrifier ecological niches and thus the biogeochemical conditions that are associated with the production of intermediates, such as N2O, improving our understanding of how nitrogen cycling will change in a warming ocean.

Indexed as

Aquatic OrganismsBacteriaDenitrificationSeawaterEcosystemNitratesNitratescopiotrophyfunctionlifestylesMarine denitrifiersoligotrophy

Identifiers

PMID42696302
PMCPMC13592775

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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.