Evidence map›Paper›PMID 41309932›Full record

ReviewOncogene2026

Dissecting neuroblastoma heterogeneity through single-cell multi-omics: insights into development, immunity, and therapeutic resistance.

Guo-Qian He, Si-Jia He, Xiao-Yu Jing, Yi-Ling Dai, Xia Guo, Ju Gao, Wei Zhang

Abstract readReview
In one paragraph

Review in Oncogene, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.

0numbers the graph read from it
0cells of the map it votes in
14citing 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

14 citing papers in PubMed.

  1. A comprehensive survey of genetic variants in neuroblastoma.Journal, genetic engineering & biotechnology · 2026
    Article
  2. Article
  3. Review
  4. Review
  5. Article
  6. Translational pediatrics · 2026
    Article
  7. Review
  8. Article
  9. Article
  10. Review
  11. Article
  12. Article
  13. Review
  14. 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

7 authors.

Guo-Qian HeDepartment of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China.
Si-Jia HeDepartment of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China.
Xiao-Yu JingDepartment of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China.
Yi-Ling DaiDepartment of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China.
Xia GuoDepartment of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China. guoxkl@163.com.ORCID http://orcid.org/0000-0002-9283-3274
Ju GaoDepartment of Pediatrics, West China Second University Hospital, Sichuan University, Chengdu, Sichuan, China. gaoju651220@126.com.ORCID http://orcid.org/0000-0002-2301-0813
Wei ZhangDepartment of medical oncology, Sichuan Clinical Research Center for Cancer, Sichuan Cancer Hospital&Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China. zhangwei850603@163.com.ORCID http://orcid.org/0009-0004-6570-4153

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Neuroblastoma (NB), the most common extracranial solid tumor in children, is characterized by remarkable cellular heterogeneity and clinical variability ranging from spontaneous regression to aggressive progression and relapse. Despite advances in multimodal therapies, including surgery, chemotherapy, radiotherapy, differentiation therapy, and immunotherapy-treatment resistance remains the principal barrier to improving survival in high-risk patients. Recent single-cell and spatial multi-omics studies have revolutionized our understanding of NB by revealing its developmental origins, lineage hierarchy, and adaptive evolution under therapeutic pressure. These technologies have delineated distinct cellular states along an adrenergic-mesenchymal continuum and uncovered the dynamic interplay between tumor cells and their microenvironment. Genetic instability, epigenetic reprogramming, and metabolic plasticity cooperate with immune and stromal remodeling to drive tumor persistence and relapse. At the molecular level, mechanisms such as MYCN-driven chromatin remodeling, super-enhancer reorganization, bypass signaling activation, quiescent persister programs, immune checkpoint engagement, and metabolic rewiring collectively enable therapeutic escape. Importantly, these processes are reversible, highlighting tumor plasticity as both a hallmark and a potential vulnerability of NB. Integrating single-cell transcriptomics, epigenomics, and spatial profiling provides an unprecedented framework to map resistance evolution, identify lineage-specific vulnerabilities, and guide rational combination strategies. Targeting epigenetic regulators, metabolic checkpoints, and immune suppressive networks in a temporally coordinated manner holds promise for converting NB from an adaptive to a controllable disease.

Indexed as

Drug Resistance, NeoplasmNeuroblastomaSingle-Cell AnalysisAnimalsEpigenesis, GeneticGenetic HeterogeneityHumansMultiomicsTumor Microenvironment

Identifiers

PMID41309932
PMCPMC12738292

What OpenQuestion holds

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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.