Evidence map›Paper›PMID 42176229›Full record

ArticleThe ISME journal2026

Carbon regime structures functional trait trajectories during primary succession in microorganisms.

Grace A Cagle, Benjamin Baiser, Jessica R Bernardin, Leonora S Bittleston, Erica B Young, Sarah M Gray, Zachary B Freedman

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
–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

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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

7 authors.

Grace A CagleDepartment of Soil and Environmental Sciences, University of Wisconsin-Madison, Madison, WI 53706, United States.ORCID 0000-0001-8099-5519
Benjamin BaiserDepartment of Wildlife Ecology and Conservation, University of Florida, Gainesville, Florida 32603, United States.ORCID 0000-0002-3573-1183
Jessica R BernardinDepartment of Biological Sciences, Boise State University, Boise, ID 83725, United States.ORCID 0000-0003-1102-8853
Leonora S BittlestonDepartment of Biological Sciences, Boise State University, Boise, ID 83725, United States.ORCID 0000-0003-4007-5405
Erica B YoungDepartment of Biological Sciences and School of Freshwater Sciences, University of Wisconsin-Milwaukee, Milwaukee, WI 53204, United States.ORCID 0000-0003-0068-5938
Sarah M GrayDepartment of Biology-Ecology and Evolution, University of Fribourg, Fribourg, CH-1700, Switzerland.ORCID 0000-0002-4025-6487
Zachary B FreedmanDepartment of Soil and Environmental Sciences, University of Wisconsin-Madison, Madison, WI 53706, United States.ORCID 0000-0001-9160-7470

Funding

National Science FoundationNSF CAREER award DEB 2236782Rules of Life-Microbiome Theory and Mechanisms 2 collaborative #2025250Rules of Life-Microbiome Theory and Mechanisms 2 collaborative #2025262Rules of Life-Microbiome Theory and Mechanisms 2 collaborative #2025337Simons Foundation LS-ECIAMEE-00001638
6 · The paper itself

Abstract

Primary succession is a foundational process in ecology, but how microbial communities shift functionally during succession, and whether these dynamics follow predictable patterns, remains unresolved. We conducted a systematic review of functional primary succession in microorganisms and applied a consistent metagenomic pipeline to evaluate functional richness, rRNA operon copy number (RRN), and average genome size (AGS) over time. We also explored the yield-acquisition-stress life-history framework using functional gene annotations. Across autotrophic systems, RRN tended to decrease and AGS tended to increase during succession, whereas heterotrophic systems exhibited more variable trajectories. These consistent shifts in autotrophic systems suggest a transition from early colonization by copiotrophic taxa with small genomes and high RRN toward later-stage communities with larger genomes, lower RRN, and greater functional versatility. In contrast, heterotrophic systems showed heterogeneous trait trajectories, likely reflecting variation in the timing and predictability of organic inputs. Topic modeling further revealed that early successional stages were enriched in stress-tolerance genes, followed by shifts toward other strategies over time. While certain trait patterns such as RRN and AGS appeared broadly conserved, changes in life-history strategies during succession were context dependent and shaped by resource dynamics and system type. These findings suggest that microbial successional trajectories are structured by differences in resource availability, particularly whether systems are driven by autotrophic inputs or constrained by externally supplied carbon sources.

Indexed as

BacteriaCarbonMicrobiotaGenome SizeHeterotrophic ProcessesMetagenomicsrRNA OperonCarbonbacterial colonizationgenome sizelife-history strategyprimary successionrRNA copy numbertraits

Identifiers

PMID42176229
PMCPMC13374867

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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.