Evidence map›Paper›PMID 41559005›Full record

ArticlePlant, cell & environment2026

Phyllosphere Keystone Beneficial Specialists Enhance Yield in Nutrient Deficiency-Resistant Sorghum Cultivars.

Fangfang Li, Xiaoyan Jiao, Anqi Sun, Yong Zheng, Ju-Pei Shen, Ji-Zheng He, Hang-Wei Hu

Abstract read
In one paragraph

Article in Plant, cell & environment, 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

7 authors.

Fangfang LiKey Laboratory for Humid Subtropical Eco-geographical Processes of the Ministry of Education, School of Geographical Sciences, Fujian Normal University, Fuzhou, China.
Xiaoyan JiaoCollege of Resource and Environment, Shanxi Agricultural University, Taiyuan, China.
Anqi SunState Key Laboratory for Ecological Security of Regions and Cities, Ningbo Observation and Research Station, Institute of Urban Environment, Chinese Academy of Sciences, Xiamen, China.
Yong ZhengKey Laboratory for Humid Subtropical Eco-geographical Processes of the Ministry of Education, School of Geographical Sciences, Fujian Normal University, Fuzhou, China.
Ju-Pei ShenKey Laboratory for Humid Subtropical Eco-geographical Processes of the Ministry of Education, School of Geographical Sciences, Fujian Normal University, Fuzhou, China.
Ji-Zheng HeSchool of Agriculture, Food and Ecosystem Sciences, Faculty of Science, The University of Melbourne, Parkville, Australia.
Hang-Wei HuSchool of Agriculture, Food and Ecosystem Sciences, Faculty of Science, The University of Melbourne, Parkville, Australia.ORCID https://orcid.org/0000-0002-3294-102X

Funding

Australian Research Council DP240101821Australian Research Council FT230100158International Cooperation and Exchanges of Shanxi province 202204041101001National Natural Science Foundation of China 42307168
6 · The paper itself

Abstract

The phyllosphere, the aboveground interface between plant leaves and their microbial residents, plays a vital yet underappreciated role in crop productivity. While root- and soil-associated microbiomes are well-studied, the ecological assembly and yield-related effects of host-mediated phyllosphere microbial communities remain largely understudied, particularly under field conditions. This study investigates the phyllosphere microbiomes of sorghum cultivars resistant and susceptible to nutrient deficiency, focusing on how host genotype mediates microbial community assembly, keystone enrichment, and yield outcomes. The β-diversity of phyllosphere microbiomes differs significantly between resistant and susceptible cultivars, with resistant lines also showing more modular co-occurrence networks enriched in keystone taxa. These cultivars supported a higher abundance of keystone beneficial specialists (KBS), predominantly affiliated with Bacteroidia and Bacilli, and their abundance was positively correlated with yield. In contrast, susceptible cultivars exhibited lower and more taxonomically dispersed KBS, with a negative correlation between KBS and yield. Structural equation modeling suggested that while soil properties consistently promoted yield across cultivars, the impact of KBS on yield was genotype-dependent. These findings reveal a host-driven microbial mechanism linking phyllosphere composition to yield performance and highlight KBS as potential targets for microbiome-informed breeding or foliar microbial applications to improve crop productivity in sustainable systems.

Indexed as

MicrobiotaNutrientsPlant LeavesSorghumGenotypeSoil Microbiologygenotypeskeystone beneficial specialistsnutrient deficiency resistancephyllosphere microbiomessorghumyield

Identifiers

PMID41559005
PMCPMC13051755

What OpenQuestion holds

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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.