Evidence map›Paper›PMID 41312105›Full record

ReviewaBIOTECH2025

Harnessing omics to decode the mechanisms of symbiotic nitrogen fixation.

Keyi Ye, Jianshu Zheng, Zhaonian Dong, Shuaishuai Wang, Sanwen Huang

Abstract readReview
In one paragraph

Review in aBIOTECH, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
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

5 authors.

Keyi Ye *National Key Laboratory for Tropical Crop Breeding, Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120 China.ORCID 0000-0002-7155-9384
Jianshu Zheng *National Key Laboratory for Tropical Crop Breeding, Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120 China.
Zhaonian Dong *National Key Laboratory for Tropical Crop Breeding, Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120 China.
Shuaishuai Wang *National Key Laboratory for Tropical Crop Breeding, Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120 China.
Sanwen HuangNational Key Laboratory for Tropical Crop Breeding, Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120 China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Symbiotic nitrogen fixation is predominantly observed in legumes, which form specialized structures termed nodules on their roots that contain symbiotic rhizobia. This mutualistic association provides reciprocal benefits: rhizobia convert atmospheric nitrogen into bioavailable forms, supplying essential nitrogen to their host plants, while obtaining reduced carbon in return. The increasing reliance on nitrogen fertilizers to satisfy escalating demands for food has prompted various approaches aimed at unravelling the mechanisms underlying symbiotic nodulation, seeking to transfer this capacity to non-nodulating crops. Transcriptome-based analyses have revealed that nodulation is a complex developmental program involving many genes. To comprehensively investigate this phenomenon, multiple omics technologies have been deployed and integrated, yielding exciting breakthroughs. In this review, we outline how omics have accelerated research in this area and discuss how advancements in technologies, such as artificial intelligence, could further deepen our understanding of nodulation. Supplementary Information: The online version contains supplementary material available at 10.1007/s42994-025-00208-5.

Indexed as

LegumesNodulationOmicsRoot noduleSymbiotic nitrogen fixation

Identifiers

PMID41312105
PMCPMC12647432

What OpenQuestion holds

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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.