Evidence map›Paper›PMID 41967489›Full record

ReviewThe ISME journal2026

Microbiome assembly statistics toward ecosystem-scale insights, forecasting, and management.

Hirokazu Toju, Kenta Suzuki, Martina Sánchez-Pinillos, Genta Shima, Takuya Kageyama, Ibuki Hayashi, Mikihito Noguchi, Hiroaki Fujita, Yoshiyuki Goto, Shinji Nakaoka and 9 more

Abstract readReview
In one paragraph

Review 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

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

19 authors.

Hirokazu TojuLaboratory of Ecosystems and Coevolution, Graduate School of Biostudies, Kyoto University, Kyoto 606-8501, Japan.ORCID 0000-0002-3362-3285
Kenta SuzukiIntegrated Bioresource Information Division, BioResource Research Center, RIKEN, Tsukuba, Ibaraki 305-0074, Japan.
Martina Sánchez-PinillosCentre for Forest Research, Université du Québec à Montréal, H3C 3P8 Montreal, Canada.
Genta ShimaLaboratory of Ecosystems and Coevolution, Graduate School of Biostudies, Kyoto University, Kyoto 606-8501, Japan.
Takuya KageyamaGraduate School of Science, Kyoto University, Kyoto 606-8502, Japan.
Ibuki HayashiLaboratory of Ecosystems and Coevolution, Graduate School of Biostudies, Kyoto University, Kyoto 606-8501, Japan.
Mikihito NoguchiGraduate School of Science, Kyoto University, Kyoto 606-8502, Japan.
Hiroaki FujitaLaboratory of Ecosystems and Coevolution, Graduate School of Biostudies, Kyoto University, Kyoto 606-8501, Japan.
Yoshiyuki GotoProject for Host-Microbial Interactions in Symbiosis and Pathogenesis, Division of Molecular Immunology, Medical Mycology Research Center, Chiba University, Chiba 260-8673, Japan.
Shinji NakaokaFaculty of Advanced Life Science, Hokkaido University, Sapporo 060-0810, Japan.
Masayuki UshioDepartment of Ocean Science, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong SAR, China.
Yasunori IchihashiCenter for Sustainable Resource Science, RIKEN, 3-1-1 Koyadai, Tsukuba, Ibaraki, 305-0074, Japan.ORCID 0000-0003-1935-4397
W Florian FrickeDepartment of Microbiome Research & Applied Bioinformatics, University of Hohenheim, 70599 Stuttgart, Germany.
Kenji MizumotoGraduate School of Advanced Integrated Studies in Human Survivability, Kyoto University, 1, Yoshida-Nakaadachi-Cho, Kyoto, 606-8306, Japan.
Lena TakayasuMeinig School of Biomedical Engineering, Cornell University, Ithaca, NY 14853, United States.
Wataru SudaCenter for Integrative Medical Sciences, RIKEN, 1-7-22 Suehiro-Cho Tsurumi-Ku, Yokohama, Kanagawa, 230-0045, Japan.
Misako TakayasuSchool of Computing, Institute of Science Tokyo, 4259, Nagatsuta-cho, Midori-ku, Yokohama, 226-8503, Japan.
Masato YamamichiInstitute for Multidisciplinary Sciences, Yokohama National University, Yokohama, Kanagawa 240-8501, Japan.ORCID 0000-0003-2136-3399
Wolfram WeckwerthDivision Molecular Systems Biology, Department of Ecogenomics and Systems Biology, University of Vienna, Djerassiplatz 1, 1030 Vienna, Austria.ORCID 0000-0002-9719-6358

Funding

Human Frontier Science Program RGP0029/2019JST CREST JPMJCR23N5JST FOREST JPMJFR2048Kyoto University CeLiSIS Program 23CeLiSIS-02
6 · The paper itself

Abstract

Microbiomes are increasingly recognized as key to addressing global challenges in health and sustainability, as they can provide emergent biological functions unattainable with single microbial species. However, microbial communities occasionally undergo abrupt shifts in species composition despite their intrinsic steadiness, making it difficult to maintain highly functional microbiome states. Here, we outline emerging statistical frameworks that integrate ecological stability theory with empirical analyses of microbiome structure and function. Approaches inspired by the concept of "stability landscapes" now enable inference of how the relationship between community structure and assembly potential changes along environmental gradients. Such empirical analyses offer bird's-eye perspectives for maintaining or restoring community states with desirable microbiome functions. Moreover, identifying the attractors of microbiome dynamics facilitates forecasting of abrupt transitions into dysfunctional states (i.e. dysbiosis). Bridging classic ecological theory and empirical microbiome analyses will deepen our understanding of the principles governing species-rich community assembly, expanding the scope of microbiome-based solutions across medical, industrial, agricultural, and environmental sciences.

Indexed as

EcosystemMicrobiotaAnimalsHumansalternative stable statesattractorscommunity dynamicscompetitionecosystem functionsmultistabilitypriority effectsregime shiftsstability

Identifiers

PMID41967489
PMCPMC13157832

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.