Evidence map›Paper›PMID 42606111›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Rainfall Shapes the Diversity of Soil Nitrogen-Fixing Microorganisms Worldwide.

Bin Hua, Shuang Pang, Ang Li, Zonghao Hu, Honghui Wu, Shuhan Zhang, Yi Fan, Yi Wu, Wei Yang, Yachao Zhao and 9 more

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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.

Bin HuaExperimental Centre of Forestry in North China, Chinese Academy of Forestry, Beijing, China.ORCID https://orcid.org/0009-0003-6752-241X
Shuang PangExperimental Centre of Forestry in North China, Chinese Academy of Forestry, Beijing, China.
Ang LiKey Laboratory of Vegetation and Environmental Change, Institute of Botany, Chinese Academy of Sciences, Beijing, China.ORCID https://orcid.org/0000-0003-0796-5350
Zonghao HuKey Laboratory of Dryland Agriculture, Institute of Environment and Sustainable Development in Agriculture, Ministry of Agriculture, Chinese Academy of Agricultural Sciences, Beijing, China.ORCID https://orcid.org/0009-0005-6783-2869
Honghui WuState Key Laboratory of Efficient Utilization of Arid and Semi-arid Arable Land in Northern China, Institute of Agricultural Resources and Regional Planning, Chinese Academy of Agricultural Sciences, Beijing, China.
Shuhan ZhangKey Laboratory of Dryland Agriculture, Institute of Environment and Sustainable Development in Agriculture, Ministry of Agriculture, Chinese Academy of Agricultural Sciences, Beijing, China.ORCID https://orcid.org/0000-0003-2400-6637
Yi FanKey Laboratory of Dryland Agriculture, Institute of Environment and Sustainable Development in Agriculture, Ministry of Agriculture, Chinese Academy of Agricultural Sciences, Beijing, China.
Yi WuKey Laboratory of Dryland Agriculture, Institute of Environment and Sustainable Development in Agriculture, Ministry of Agriculture, Chinese Academy of Agricultural Sciences, Beijing, China.
Wei YangKey Laboratory of Dryland Agriculture, Institute of Environment and Sustainable Development in Agriculture, Ministry of Agriculture, Chinese Academy of Agricultural Sciences, Beijing, China.ORCID https://orcid.org/0000-0002-3798-8062
Yachao ZhaoKey Laboratory of Dryland Agriculture, Institute of Environment and Sustainable Development in Agriculture, Ministry of Agriculture, Chinese Academy of Agricultural Sciences, Beijing, China.
Yupeng GuanSchool of Grassland Science, Beijing Forestry University, Beijing, China.
Baoming JiSchool of Grassland Science, Beijing Forestry University, Beijing, China.
Deliang KongCollege of Forestry, Henan Agricultural University, Zhengzhou, China.
Yong ZhaoCollege of Forestry, Henan Agricultural University, Zhengzhou, China.
Anton A GoncharovA.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, Russia.ORCID https://orcid.org/0000-0003-3017-4557
Anastasia Yu KorotkevichA.N. Severtsov Institute of Ecology and Evolution, Russian Academy of Sciences, Moscow, Russia.
Rong MaoCollege of Forestry, Jiangxi Agricultural University, Nanchang, China.ORCID https://orcid.org/0000-0002-0469-2281
Yang ZhangCollege of Forestry, Jiangxi Agricultural University, Nanchang, China.
Ximei ZhangExperimental Centre of Forestry in North China, Chinese Academy of Forestry, Beijing, China.ORCID https://orcid.org/0000-0002-0038-5460

Funding

Double Thousand Plan of Jiangxi Province jxsq2023102216National Natural Science Foundation of China U21A20188Top-Notch Young Talents Program (to Ximei Zhang) of China
6 · The paper itself

Abstract

Soil nitrogen-fixing microorganisms naturally fertilize terrestrial ecosystems, but the primary driver of their diversity across the globe and the underlying mechanisms remain unclear. We analyzed the nifH gene in 1257 (1137 publicly available + 120 self-generated) soil metagenomes from 318 terrestrial ecosystems globally. Mean annual precipitation was identified as the key factor influencing the relative abundance, richness, and composition of the potential nitrogen-fixers. Precipitation was directly associated with nitrogen-fixers (e.g., water availability) rather than indirectly via other soil variables (e.g., pH). Lower precipitation increased the contribution of deterministic processes (e.g., interspecific competition) in driving their community assembly and selected species with larger genomes, while higher precipitation increased the contribution of stochastic processes (e.g., random birth/death) and favored smaller-genome species. A multifactorial experiment further demonstrated that precipitation increase had a larger regulatory effect on the stochastic processes than other factors (e.g., climate warming). eXtreme Gradient Boosting (XGBoost) projections under future global change scenarios indicate a general increase in their relative abundance across most regions worldwide, with declines only in specific areas. These findings reveal distinct patterns and mechanisms governing the global biodiversity and biogeography of soil nitrogen-fixers, providing valuable insights for developing region-specific management strategies aimed at maintaining ecosystem productivity.

Indexed as

climate changediazotrophic communitydroughtnifHnitrogen cyclingnitrogen fixationprecipitation increasestochastic process

Identifiers

PMID42606111
PMCPMC13479853

What OpenQuestion holds

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Read underepoch 390

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 OpenQuestion graph.