Evidence map›Paper›PMID 40195156›Full record

ArticleFunctional & integrative genomics2025

Comprehensive analysis of orthologous genes reveals functional dynamics and energy metabolism in the rhizospheric microbiome of Moringa oleifera.

Fatmah O Sefrji, Aala A Abulfaraj, Fatimah M Alshehrei, Abeer Al-Andal, Alaa A Alnahari, Manal Tashkandi, Lina Baz, Aminah A Barqawi, Abeer M Almutrafy, Sahar A Alshareef and 4 more

Abstract read
In one paragraph

Article in Functional & integrative genomics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

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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

14 authors.

Fatmah O SefrjiDepartment of Biology, College of Science, Taibah University, Madinah, 42353, Saudi Arabia.ORCID http://orcid.org/0000-0002-3632-1813
Aala A AbulfarajBiological Sciences Department, College of Science & Arts, King Abdulaziz University, Rabigh, 21911, Saudi Arabia.ORCID http://orcid.org/0000-0001-5833-2495
Fatimah M AlshehreiDepartment of Biology, Jumum College University, Umm Al-Qura University, P.O. Box 7388, Makkah, 21955, Saudi Arabia.ORCID http://orcid.org/0000-0002-4064-3145
Abeer Al-AndalDepartment of Biology, College of Science, King Khalid University, Abha, 61413, Saudi Arabia.ORCID http://orcid.org/0000-0003-3957-2391
Alaa A AlnahariDepartment of Biological Sciences, College of Science, University of Jeddah, Jeddah, 21493, Saudi Arabia.ORCID http://orcid.org/0000-0002-3692-3128
Manal TashkandiDepartment of Biological Sciences, College of Science, University of Jeddah, Jeddah, 21493, Saudi Arabia.ORCID http://orcid.org/0000-0002-1840-2687
Lina BazDepartment of Biochemistry, Faculty of Science, King Abdulaziz University, Jeddah, Kingdom of Saudi Arabia.ORCID http://orcid.org/0000-0003-4128-4196
Aminah A BarqawiDepartment of Chemistry, Al-Leith University College, Umm Al Qura University, Makkah, Saudi Arabia.ORCID http://orcid.org/0000-0001-7673-1457
Abeer M AlmutrafyDepartment of Biology, College of Science, Taibah University, Madinah, 42353, Saudi Arabia.ORCID http://orcid.org/0009-0003-5173-4784
Sahar A AlshareefDepartment of Biological Sciences, College of Science, University of Jeddah, Jeddah, 21493, Saudi Arabia.ORCID http://orcid.org/0000-0002-0377-1113
Shaza N AlkhatibDepartment of Biological Sciences, College of Science, University of Jeddah, Jeddah, 21493, Saudi Arabia.
Haneen W AbuaufDepartment of Biology, Faculty of Applied Science, Umm Al-Qura University, Makkah, 24381, Saudi Arabia.ORCID http://orcid.org/0000-0001-9331-7581
Rewaa S JalalDepartment of Biological Sciences, College of Science, University of Jeddah, Jeddah, 21493, Saudi Arabia.ORCID http://orcid.org/0000-0002-8372-9117
Abeer S AloufiDepartment of Biology, College of Science, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Saudi Arabia. asaloufi@pnu.edu.sa.ORCID http://orcid.org/0000-0002-7712-0313

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Moringa oleifera, known for its nutritional and therapeutic properties, exhibits a complex relationship with its rhizospheric soil microbiome. This study aimed to elucidate the microbiome's structural composition, molecular functions, and its role in plant growth by integrating Clusters of Orthologous Genes (COG) analysis with enzymatic functions previously identified through KEGG, CAZy, and CARD databases. Metagenomic sequencing and bioinformatics analysis were performed from the rhizospheric soil microbiome of M. oleifera collected from the Mecca district in Saudi Arabia. The analysis revealed a role for the rhizospheric microbiome in energy production, storage, and regulation, with glucose serving as a crucial precursor for NADH synthesis and subsequent ATP production via oxidative phosphorylation. Key orthologous genes (OGs) implicated in this process include NuoD, NuoH, NuoM, NuoN, NuoL, atpA, QcrB/PetB, and AccC. Additionally, OGs involved in ATP hydrolysis, such as ClpP, EntF, YopO, and AtoC, were identified. Taxonomic analysis highlighted Actinobacteria and Proteobacteria as the predominant phyla, with enriched genera including Blastococcus, Nocardioides, Streptomyces, Microvirga, Sphingomonas, and Massilia, correlating with specific OGs involved in ATP hydrolysis. This study provides insights into the molecular mechanisms underpinning plant-microbe interactions and highlights the multifaceted roles of ATP-dependent processes in the rhizosphere. Further research is recommended to explore the potential applications of these findings in sustainable agriculture and ecosystem management.

Indexed as

Energy MetabolismMicrobiotaMoringa oleiferaRhizosphereAdenosine TriphosphateBacteriaMetagenomeSoil MicrobiologyAdenosine TriphosphateATP hydrolysisCARDCAZyCOGEggNOGEnergy productionKEGG

Identifiers

PMID40195156
PMCPMC11976380

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LicenceCC BY-NC-ND
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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.