Evidence map›Paper›PMID 40469522›Full record

ArticleiMeta2025

ggClusterNet 2: An R package for microbial co-occurrence networks and associated indicator correlation patterns.

Tao Wen, Yong-Xin Liu, Lanlan Liu, Guoqing Niu, Zhexu Ding, Xinyang Teng, Jie Ma, Ying Liu, Shengdie Yang, Penghao Xie and 5 more

Abstract read
In one paragraph

Article in iMeta, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.

0numbers the graph read from it
0cells of the map it votes in
25citing 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

25 citing papers in PubMed.

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  8. ΔmSystems · 2026
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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

15 authors.

Tao WenJiangsu Provincial Key Lab for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving Fertilizers, Key Laboratory of Green Intelligent Fertilizer Innovation Nanjing Agricultural University Nanjing China.ORCID 0000-0003-0102-0487
Yong-Xin LiuGenome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen Chinese Academy of Agricultural Sciences Shenzhen China.ORCID 0000-0003-1832-9835
Lanlan LiuJiangsu Provincial Key Lab for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving Fertilizers, Key Laboratory of Green Intelligent Fertilizer Innovation Nanjing Agricultural University Nanjing China.
Guoqing NiuJiangsu Provincial Key Lab for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving Fertilizers, Key Laboratory of Green Intelligent Fertilizer Innovation Nanjing Agricultural University Nanjing China.
Zhexu DingJiangsu Provincial Key Lab for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving Fertilizers, Key Laboratory of Green Intelligent Fertilizer Innovation Nanjing Agricultural University Nanjing China.
Xinyang TengJiangsu Provincial Key Lab for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving Fertilizers, Key Laboratory of Green Intelligent Fertilizer Innovation Nanjing Agricultural University Nanjing China.
Jie MaInner Mongolia Academy of Agricultural and Animal Husbandry Sciences, Key Laboratory of Black Soil Protection and Utilization (Hohhot), Ministry of Agriculture and Rural Affairs Inner Mongolia Key Laboratory of Degradation Farmland Ecological Restoration and Pollution Control Hohhot China.
Ying LiuInner Mongolia Academy of Agricultural and Animal Husbandry Sciences, Key Laboratory of Black Soil Protection and Utilization (Hohhot), Ministry of Agriculture and Rural Affairs Inner Mongolia Key Laboratory of Degradation Farmland Ecological Restoration and Pollution Control Hohhot China.
Shengdie YangJiangsu Provincial Key Lab for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving Fertilizers, Key Laboratory of Green Intelligent Fertilizer Innovation Nanjing Agricultural University Nanjing China.
Penghao XieJiangsu Provincial Key Lab for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving Fertilizers, Key Laboratory of Green Intelligent Fertilizer Innovation Nanjing Agricultural University Nanjing China.
Tianjiao ZhangJiangsu Provincial Key Lab for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving Fertilizers, Key Laboratory of Green Intelligent Fertilizer Innovation Nanjing Agricultural University Nanjing China.
Lei WangNational Agricultural Experimental Station for Agricultural Environment, Luhe Jiangsu Academy of Agricultural Sciences Nanjing China.
Zhanyuan LuInner Mongolia Academy of Agricultural and Animal Husbandry Sciences, Key Laboratory of Black Soil Protection and Utilization (Hohhot), Ministry of Agriculture and Rural Affairs Inner Mongolia Key Laboratory of Degradation Farmland Ecological Restoration and Pollution Control Hohhot China.
Qirong ShenJiangsu Provincial Key Lab for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving Fertilizers, Key Laboratory of Green Intelligent Fertilizer Innovation Nanjing Agricultural University Nanjing China.
Jun YuanJiangsu Provincial Key Lab for Organic Solid Waste Utilization, Jiangsu Collaborative Innovation Center for Solid Organic Wastes, Educational Ministry Engineering Center of Resource-saving Fertilizers, Key Laboratory of Green Intelligent Fertilizer Innovation Nanjing Agricultural University Nanjing China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Since its initial release in 2022,

Indexed as

microbial co‐occurrence networksmodularitymulti‐network comparisonmulti‐omics networknetwork visualizationtranskingdom networks

Identifiers

PMID40469522
PMCPMC12130565

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.