Evidence map›Paper›PMID 41681090›Full record

ArticleCancer reports (Hoboken, N.J.)2026

Immune Infiltration Landscape in Osteosarcoma: Clinical Implications for Prognosis and Therapy.

Yuerong Wang, Xueni Liu, Guojin Xie, Zheqian Li

Abstract read
In one paragraph

Article in Cancer reports (Hoboken, N.J.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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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

1 citing paper in PubMed.

  1. Article
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

4 authors.

Yuerong WangDepartment of Clinical Laboratory, Children's Hospital of Nanjing Medical University, Nanjing, China.ORCID 0009-0009-8566-5733
Xueni LiuDepartment of Clinical Laboratory, Children's Hospital of Nanjing Medical University, Nanjing, China.ORCID 0000-0002-9078-7526
Guojin XieDepartment of Clinical Laboratory, Children's Hospital of Nanjing Medical University, Nanjing, China.ORCID 0009-0002-0742-2102
Zheqian LiDepartment of Clinical Laboratory, Children's Hospital of Nanjing Medical University, Nanjing, China.ORCID 0000-0001-5435-6588

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundWith survival rates for osteosarcoma largely unchanged for 40 years-especially in metastatic/recurrent cases. While the immune microenvironment is believed to play a crucial role, the heterogeneity of immune cell infiltration (ICI) and its precise impact on prognosis and therapeutic response remain poorly characterized. There is a lack of a robust, ICI-based scoring system to stratify patients and identify novel therapeutic targets. This study aimed to identify the characteristics of ICI subtypes for evaluating prognosis and therapeutic benefits.

methodsBased on gene expression and clinical data from TARGET and GEO databases, ICI was characterized using ESTIMATE and CIBERSORT, leading to the development of a prognostic ICI score via PCA that stratified patients into high- and low-score groups. Key genes associated with this score were subsequently identified through WGCNA and further validated by constructing a prognostic prediction model. Finally, the ICI score demonstrated significant predictive value for metastasis and HUVOS grade across clinical cohorts.

resultsWe identified three ICI subtypes with distinct prognostic values. Patients with higher ICI scores showed improved survival and were enriched in CD8

conclusionThis study highlights the prognostic and therapeutic relevance of immune infiltration in osteosarcoma. The ICI score and key genes offer insights into tumor heterogeneity and potential therapeutic targets, particularly in modulating macrophage polarization and enhancing antitumor immunity. Limitations include retrospective data and lack of functional validation. Future work should focus on experimental verification and clinical translation of these immune biomarkers.

Indexed as

Biomarkers, TumorBone NeoplasmsLymphocytes, Tumor-InfiltratingOsteosarcomaTumor MicroenvironmentFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansPrognosisBiomarkers, Tumorimmune cell infiltration subtypesimmunotherapyosteosarcomaprognostic biomarkerstumor microenvironment

Identifiers

PMID41681090
PMCPMC12901679

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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.