Evidence map›Paper›PMID 41056007›Full record

ArticleInternational journal of surgery (London, England)2026

Integrated analysis of bulk RNA and single-cell RNA sequencing data reveals potential biomarkers and immune infiltrates associated with N7-methylguanosine in osteoarthritis.

Hong Sun, Kunhao Chen, Zhilin Xiong, Yong Zhuang, Miao Liu, Xu Ning, Hua Yang

Abstract read
In one paragraph

Article in International journal of surgery (London, England), 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.

Hong SunDepartment of Orthopaedics, The Affiliated Hospital of Guizhou Medical University, Guiyang, China.
Kunhao ChenDepartment of Orthopaedics, The Affiliated Hospital of Guizhou Medical University, Guiyang, China.
Zhilin XiongDepartment of Orthopaedics, The Affiliated Hospital of Guizhou Medical University, Guiyang, China.
Yong ZhuangDepartment of Orthopaedics, The Affiliated Hospital of Guizhou Medical University, Guiyang, China.
Miao LiuDepartment of Orthopaedics, The Affiliated Hospital of Guizhou Medical University, Guiyang, China.
Xu NingDepartment of Orthopaedics, The Affiliated Hospital of Guizhou Medical University, Guiyang, China.
Hua YangDepartment of Orthopaedics, The Affiliated Hospital of Guizhou Medical University, Guiyang, China.ORCID 0000-0002-2133-3408

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveThe N7-methylguanosine (m7G) modification is known as a common post-transcriptional modification of RNA that has been found to be involved in the pathogenesis of various diseases. However, its role in osteoarthritis (OA) remains largely unknown. This study aimed to identify the genes associated with m7G modification in OA and further investigate their diagnostic value and immune infiltrates.

methodsWe constructed an OA risk model based on key m6A regulators using LASSO regression. Unsupervised clustering analysis was used to detect diverse m7G modification phenotypes and m7G gene clusters based on key m7G regulators in the 106 OA samples. We evaluated the features of the immune microenvironment between distinct risk groups, m7G modification phenotypes, and m7G gene clusters, using immune infiltration analysis. Single-cell analysis was performed to determine the relationship between the key m7G regulators and cartilage degeneration. Finally, in vitro and in vivo experiments were conducted to explore the potential roles of key m7G regulators in OA.

resultsFour key m7G regulators, including EIF1, JUND, NUDT16L1 , and NCBP1 , and two risk groups, m7G modification phenotypes, and m7G gene clusters were identified. A nomogram model constructed based on the key m7G regulators demonstrated its predictive role in the occurrence of OA. Moreover, the risk score of the patients in the high-risk group was higher than that of the patients in the low-risk group. Different immune infiltration characteristics were found among the risk groups, m7G modification phenotypes, and m7G gene clusters. Additionally, single-cell analysis confirmed ubiquitous expression of EIF1 and JUND across all chondrocyte subtypes. Furthermore, both genes were downregulated in OA cartilage, and ROC analysis demonstrated that EIF1 and JUND exhibited excellent performance in OA diagnosis. Finally, it was confirmed that inhibiting the expression of EIF1 and JUND induced upregulation of MMP13 and downregulation of collagen II. Further in vivo experiments indicated that suppression of EIF1 and JUND contributed to the progression of OA.

conclusionOur study revealed four m7G regulators, including EIF1, JUND, NUDT16L1 , and NCBP1 , as novel biomarkers that may be associated with the immune infiltration during the progression of OA. Moreover, EIF1 and JUND may serve as potential therapeutic targets for preventing cartilage degeneration. However, further experiments are required to elucidate the molecular mechanisms underlying OA.

Indexed as

GuanosineOsteoarthritisRNAAgedAnimalsBiomarkersFemaleHumansMaleMiceMiddle AgedSequence Analysis, RNASingle-Cell AnalysisBiomarkersGuanosineRNAbioinformatics analysisbiomarkersimmune infiltratesm7G modificationosteoarthritissingle-cell RNA analysis

Identifiers

PMID41056007
PMCPMC12825866

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.