Omics · dataset · 2026
Table 3_Longitudinal single-cell analysis identifies a chemotherapy-suppressed proliferative program associated with adverse prognosis in neuroblastoma.xlsx
Listed in figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.3389/fgene.2026.1878093.s003
Background<p>High-risk neuroblastoma frequently relapses after intensive therapy, but the treatment-associated malignant-neuroblast programs that inform baseline tumor risk remain incompletely defined.
Description
We used longitudinal single-cell/single-nucleus RNA-seq data to identify post-treatment transcriptional changes in malignant neuroblasts and evaluated their prognostic relevance in diagnostic bulk RNA-seq cohorts.</p>Methods<p>We analyzed a longitudinal single-cell/single-nucleus RNA-seq atlas of diagnostic (DX) and post-treatment (PTX) neuroblastoma samples.
Neuroblast cells were aggregated into donor- and treatment-state-level pseudo-bulk profiles, and paired differential expression analysis was performed to identify PTX-regulated malignant-neuroblast programs. PTX-down and PTX-up gene sets were functionally characterized by Hallmark over-representation analysis and Hallmark pathway activities were further estimated by GSVA in bulk cohorts. We then projected the PTX-down program onto diagnostic bulk RNA-seq cohorts by calculating a PTX-down proliferation score as the mean cohort-wise z-score of PTX-down genes.
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Prognostic value was evaluated in a primary diagnostic bulk RNA-seq validation cohort and three independent external diagnostic bulk RNA-seq cohorts. Clinical model increment, cross-cohort meta-analysis, clinical feature association, and Hallmark correlation analyses were performed.</p>Results<p>Paired pseudo-bulk analysis showed that PTX malignant-neuroblast profiles had reduced activity of a proliferative-replication program enriched for E2F targets, G2/M checkpoint, MYC targets, DNA repair, and mitotic spindle pathways, together with relative enrichment of adaptive-state features related to hypoxia, inflammatory signaling, apoptosis, and epithelial-mesenchymal transition.
In the primary validation cohort, high PTX-down proliferation score was associated with inferior OS and EFS and remained prognostic after adjustment for age, COG-defined high-risk classification, MYCN status, and INSS stage. Adding the PTX-down score improved C-index and 1-, 3-, and 5-year time-dependent AUC beyond both COG and clinical models. Across four bulk RNA-seq cohorts, higher PTX-down score was consistently associated with adverse OS (random-effects pooled HR = 1.83, 95% CI 1.20–2.80; P = 0.005).
The score was also higher in tumors with MYCN amplification, stage 4 disease, and age ≥ 18 months. Core-gene and Hallmark correlation analyses defined the PTX-down score as an E2F/G2M/MYC-driven proliferative axis.</p>Conclusion<p>Longitudinal single-cell analysis identifies a chemotherapy-suppressed proliferative program in malignant neuroblasts. Projection of this program onto diagnostic bulk tumors captures high-risk biology, improves prognostic discrimination, and predicts adverse outcome in neuroblastoma.</p>
Links
Where it is published
- DOI doi.org/10.3389/fgene.2026.1878093.s003 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Chemotherapy · Chemotherapy · Chemotherapy · Chemotherapy · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Genetics · Genetics · Genetics · Genetics · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Single-cell RNA sequencing · Single-cell RNA sequencing · Single-cell RNA sequencing · Single-cell RNA sequencing · Social Science · Social Science · Social Science
- Inferred from text
- Cancer 65% · Disease 75% · Longitudinal study 65% · RNA sequencing 65% · Tabular 65%
Provenance · 4 source records, 52 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/34053033 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34053033 | 4 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34053033 | 4 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34053033 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[disease].local:disease:cancer | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[disease].local:disease:disease | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[field].anzsrc:field:321105 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['chemotherapy'] |
| concepts[field].anzsrc:field:321105 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['chemotherapy'] |
| concepts[field].anzsrc:field:321105 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['chemotherapy'] |
| concepts[field].anzsrc:field:321105 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['chemotherapy'] |
| concepts[field].anzsrc:group:3105 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Genetics'] |
| concepts[field].anzsrc:group:3105 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Genetics'] |
| concepts[field].anzsrc:group:3105 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Genetics'] |
| concepts[field].anzsrc:group:3105 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Genetics'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[method].local:method:longitudinal-study | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[modality].local:modality:rna-seq | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[modality].local:modality:single-cell-rna-seq | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['single-cell RNA sequencing'] |
| concepts[modality].local:modality:single-cell-rna-seq | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['single-cell RNA sequencing'] |
| concepts[modality].local:modality:single-cell-rna-seq | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['single-cell RNA sequencing'] |
| concepts[modality].local:modality:single-cell-rna-seq | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['single-cell RNA sequencing'] |
| concepts[modality].local:modality:tabular | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |