Evidence map›Paper›PMID 41710035›Full record

ArticleISME communications2026

Functional redundancy and metabolic flexibility of microbial communities in two Mid-Atlantic bays.

Jojy John, Maximiliano Ortiz, Pierre Ramond, Barbara J Campbell

Abstract read
In one paragraph

Article in ISME communications, 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
–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

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

4 authors.

Jojy JohnDepartment of Biological Sciences, Clemson University, Clemson, SC 29634, United States.ORCID https://orcid.org/0000-0002-8739-9741
Maximiliano OrtizDepartment of Biological Sciences, Clemson University, Clemson, SC 29634, United States.
Pierre RamondDepartment of Marine Biology and Oceanography, CSIC, Institute of Marine Sciences (ICM), Barcelona, Catalunya 08003, Spain.ORCID https://orcid.org/0000-0002-2314-0116
Barbara J CampbellDepartment of Biological Sciences, Clemson University, Clemson, SC 29634, United States.ORCID https://orcid.org/0000-0002-3329-6413

Funding

Regulation of Cryptosporidium DevelopmentP20GM146584 · NIGMS · CLEMSON UNIVERSITY · PI KERRY Scot SMITH · 2022 to 2026
$13.5M
Statistical Methods for Gene Regulatory Analysis From Single Cell Genomics DataP20GM139769 · NIGMS · CLEMSON UNIVERSITY · PI ANHOLT, ROBERT R. H, ARNO, GAVIN · 2021 to 2025
$10.8M
NIGMS NIH HHS P20 GM139769NIGMS NIH HHS P20 GM146584
6 · The paper itself

Abstract

Functional redundancy (FRed) is expected to buffer ecosystems against change, yet it has rarely been characterized in natural systems. How changes in microbial metabolisms, activity, and FRed in ecosystems are influenced by temporal, spatial, and environmental patterns is especially unclear. Here, we analyzed paired metagenomic and metatranscriptomic datasets from surface water samples collected in the Chesapeake and Delaware Bays, USA. These adjacent estuaries experience similar climatic conditions but differ in nutrient availability, salinity, and other environmental factors. We reconstructed 345 high quality metagenome assembled genomes and assessed their metabolic flexibility, and the extent of gene encoded (potential) and expressed (realized) FRed as a function of environmental drivers, microbial lifestyle (free living vs. particle attached), and gene function. The microbiomes exhibited high metabolic flexibility, reflecting their potential, and in many cases, realized gene expression, to exploit diverse energy sources, ranging from organic carbon substrates to trace gases. Potential and expressed FRed varied across seasons, lifestyles, and gene functions, and was structured within each bay by environmental factors such as temperature, salinity, and concentrations of phosphate, silicate, and chlorophyll a. These findings highlight variability in community-level metabolism, and FRed across estuarine microbiomes, shaped by environmental conditions, seasonality, and lifestyle, and provide insights into how these communities may respond to future perturbations.

Indexed as

estuarine microbiomemetabolic flexibilitymetagenome assembled genomesmetatranscriptomicsmicrobial functional redundancy

Identifiers

PMID41710035
PMCPMC12911934

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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.