Data · dataset · 2026
Image 1_Continuous spatially informed microenvironment programs show cross-cohort concordance and context-dependent spatial organization in diffuse large B-cell lymphoma.tiff
Listed in ZivaHub and Deakin Research Online and DMU Figshare — shown once because both records carry DOI 10.3389/fonc.2026.1919412.s002
Description
Background<p>Spatial transcriptomics resolves tissue organization in diffuse large B-cell lymphoma (DLBCL), whereas most clinically annotated cohorts remain bulk transcriptomic datasets.</p>Methods<p>We evaluated six literature-informed curated composite programs across bulk, single-cell and spatial datasets without assuming a discrete ecosystem taxonomy. The programs comprised Macrophage-rich, T cell-inflamed, Antigen-presentation, Stromal/fibrotic, Immune-cold/exclusion and Proliferative/cycling, with 22 memberships per program (132 memberships, 121 unique genes and 11 shared memberships).</p>Results<p>In 498 GSE31312 tumors, principal components 1 and 2 (PC1 and PC2) explained 48.6% and 20.8% of score variance.
No candidate discrete taxonomy demonstrated sufficient stability for retention; k=2 met silhouette and size criteria but failed both bootstrap-stability thresholds. Historical 15-edge concordance was high for GSE10846 (rho=0.936) and GSE181063 (rho=0.982), whereas the most restrictive GSE10846 edge-exclusion sensitivity, removing both shared-gene and proliferation-associated edges, reduced rho to 0.690. Single-cell analysis of 14,368 DLBCL cells from four patients and eight samples provided descriptive lineage context.
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In Visium V2 areas, the antigen-presentation series was treated as AP-residual (HLA-unmeasured) because only 13/22 program genes were measurable and all nine HLA genes in the defined program were unavailable. Matched-random-gene-set support was broad but not universal (24/30 DLBCL, 18/24 context/background, 42/54 overall; 25/32 primary-plus-exploratory), whereas both depth-adjusted residual endpoints were supported in 30/30 DLBCL area-program combinations.</p>Conclusion<p>These findings support continuous program-level interpretation while retaining explicit provenance, stability, assay, method and sampling limitations.</p>
Links
Where it is published
- DOI doi.org/10.3389/fonc.2026.1919412.s002 ↗
DOI / persistent id · from zivahub uct ac za
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from zivahub uct ac za
Topics
- From keywords
- Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Life Sciences · Life Sciences · Life Sciences
- Inferred from text
- Bioinformatics and computational biology 73% · Image 75%
Provenance · 3 source records, 13 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34038570 | 11 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/34038570 | 11 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/34038570 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].anzsrc:group:3102 | enrichment · zivahub uct ac za | taxonomy-embedding@1.1.0 | title+keywords+description (73%) |
| concepts[field].local:field:earth-environmental | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[modality].local:modality:image | enrichment · zivahub uct ac za | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/description |
| license | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/rights |
| publication_date | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| title | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | /metadata/dc/title |