Evidence map›Paper›PMID 40596995›Full record

ArticleBMC cancer2025

Integrated bulk and single-cell RNA sequencing reveals a cuproptosis-related LncRNA prognostic signature in neuroblastoma.

Ke Chen, Jing Wang, Shimin Yang, Jun Xiao, Luyao Wu, Zejian Li, Xiang Zhao, Xuyong Chen, Honglin Li, Jiexiong Feng and 1 more

Abstract read
In one paragraph

Article in BMC cancer, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

11 authors.

Ke ChenDepartment of Pediatric Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, China.
Jing WangDepartment of Pediatric Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, China.
Shimin YangDepartment of Pediatric Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, China.
Jun XiaoDepartment of Pediatric Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, China.
Luyao WuDepartment of Pediatric Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, China.
Zejian LiDepartment of Pediatric Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, China.
Xiang ZhaoDepartment of Pediatric Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, China.
Xuyong ChenDepartment of Pediatric Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, China.
Honglin LiDepartment of Nursing, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, China. 6545507@qq.com.
Jiexiong FengDepartment of Pediatric Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, China. fengjiexiong@tjh.tjmu.edu.cn.
Xinyao MengDepartment of Pediatric Surgery, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, 430030, China. mengxy93@126.com.

Funding

National Natural Science Foundation of China 82071685National Natural Science Foundation of China 82201904National Natural Science Foundation of China 82402019
6 · The paper itself

Abstract

backgroundNeuroblastoma (NB), the most common extracranial solid tumor of childhood, originates from developing sympathetic nervous system. While cuproptosis has emerged as a critical regulator in oncobiology, its mechanistic involvement in NB remains poorly characterized.

methodsRNA-seq data of NB patients was analyzed using limma and ClusterProfiler. CRlncRNAs were identified through Pearson correlation between lncRNAs and CRGs, with co-expression networks visualized via ggalluvial. Prognostic signature was constructed through Lasso-penetrated Cox regression and validated via EFS analysis, C-index, and ROC curves. Somatic mutations and TMB were profiled using maftools. Immune infiltration landscapes were deciphered by CIBERSORT, while single-cell analysis integrated AddModuleScore, AUCell, and inferCNV to map CNV-driven transcriptional heterogeneity. Functional validation via siRNA knockdown confirmed the oncogenic role of CRGs.

resultsThe risk model: Risk Score = (-1.637×DIRC3-AS1) + (0.6758×FOXN3-AS1) + (0.3032×LINC00682) + (-0.6812×RASSF8-AS1) was constructed. Stratification by median risk score revealed significantly prolonged EFS and OS. No significant TMB difference was observed between subgroups. scRNA-seq analysis highlighted malignant cell dominance with marked CNVs in high-risk patients. Functional validation confirmed CRlncRNAs' roles in modulating proliferation and migration.

conclusionOur findings establish a novel prognostic framework for NB that enhances risk stratification accuracy and provides actionable biomarkers to guide precision clinical management.

Indexed as

Biomarkers, TumorNeuroblastomaRNA, Long NoncodingChildFemaleGene Expression ProfilingGene Expression Regulation, NeoplasticHumansMalePrognosisRNA-SeqSequence Analysis, RNASingle-Cell AnalysisBiomarkers, TumorRNA, Long NoncodingCuproptosisImmune infiltrationLncRNANeuroblastomaPrognostic panelTMB

Identifiers

PMID40596995
PMCPMC12211307

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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.