Evidence map›Paper›PMID 42769034›Full record

ArticleFrontiers in endocrinology2026

Single-cell transcriptomic analysis reveals fatty acid metabolic heterogeneity and identifies DKK1 as a candidate prognostic factor in osteosarcoma.

Lifang Wang, Meiyan Gao, Zhizhong Liang

Abstract read
In one paragraph

Article in Frontiers in endocrinology, 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
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1 · What the graph read from it

What it found

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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

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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

3 authors.

Lifang Wang *Department of Comprehensive Medicine, Shanxi Province Cancer Hospital, Shanxi Hospital Affiliated to Cancer Hospital, Chinese Academy of Medical Sciences, Cancer Hospital Affiliated to Shanxi Medical University, Taiyuan, China.
Meiyan Gao *Department of Comprehensive Medicine, Shanxi Province Cancer Hospital, Shanxi Hospital Affiliated to Cancer Hospital, Chinese Academy of Medical Sciences, Cancer Hospital Affiliated to Shanxi Medical University, Taiyuan, China.
Zhizhong LiangDepartment of Bone and Soft Tissue Oncology, Shanxi Province Cancer Hospital, Shanxi Hospital Affiliated to Cancer Hospital, Chinese Academy of Medical Sciences, Cancer Hospital Affiliated to Shanxi Medical University, Taiyuan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Osteosarcoma (OS) is an aggressive primary bone malignancy that predominantly affects children and adolescents. Although surgery and chemotherapy have improved survival, therapeutic progress has remained limited over recent decades. Aberrant fatty acid metabolism has been increasingly implicated in OS progression, yet its distribution across different cellular compartments of the tumor microenvironment remains unclear. In this study, we integrated single-cell RNA-sequencing data from 140,562 cells across 17 OS patients and characterized the metabolic heterogeneity of tumor microenvironment. Two fatty acid metabolism-associated populations were identified: IBSP+ malignant osteosarcoma cells and SPARC+ macrophages. IBSP+ malignant cells showed preferential activation of fatty acid degradation and occupied an intermediate state along the pseudo-time trajectory. Lipid uptake and cholesterol efflux programs reached their highest activity near this state, indicating substantial lipid metabolic remodeling along the inferred transition among malignant-cell states. By contrast, SPARC

Indexed as

Biomarkers, TumorBone NeoplasmsFatty AcidsIntercellular Signaling Peptides and ProteinsOsteosarcomaCell Line, TumorFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMacrophagesOsteonectinPrognosisSingle-Cell AnalysisSingle-Cell Gene Expression AnalysisTranscriptomeBiomarkers, TumorDKK1 protein, humanFatty AcidsIntercellular Signaling Peptides and ProteinsOsteonectinSPARC protein, humanDKK1fatty acid degradationosteosarcomasingle-cell transcriptomicstumor microenvironment

Identifiers

PMID42769034
PMCPMC13590337

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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.