← Search

Table · dataset · 2026

Supplementary file 1_Continuous spatially informed microenvironment programs show cross-cohort concordance and context-dependent spatial organization in diffuse large B-cell lymphoma.xlsx

Listed in ZivaHub and Deakin Research Online and DMU Figshare and HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData and figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.3389/fonc.2026.1919412.s001

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.

Read the rest (1 more)

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

Catalogue records · 1

Topics

Inferred from text
Cancer cell biology 76%
Provenance · 11 source records, 57 field assertions
SourceKeyLast seenRaw
ZivaHuboai:figshare.com:article/3403858212 d agoJSON v1
Deakin Research Onlineoai:figshare.com:article/3403858212 d agoJSON v1
DMU Figshareoai:figshare.com:article/3403858212 d agoJSON v1
HKU DataHuboai:figshare.com:article/3403858212 d agoJSON v1
Swinburne Figshareoai:figshare.com:article/3403858212 d agoJSON v1
DaYta Ya Ronaoai:figshare.com:article/3403858212 d agoJSON v1
SUNScholarDataoai:figshare.com:article/3403858212 d agoJSON v1
figshareoai:figshare.com:article/3403858211 d agoJSON v1
Loughborough Research Repositoryoai:figshare.com:article/3403858211 d agoJSON v1
GRANTS Dataoai:figshare.com:article/3403858211 d agoJSON v1
UP Research Data Repositoryoai:figshare.com:article/3403858211 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].anzsrc:field:321101enrichment · zivahub uct ac zataxonomy-embedding@1.0.0title+keywords+description (76%)
concepts[field].local:field:astronomymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:chemistrymapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:chemistrymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:chemistrymapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:computer-science-aimapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:computer-science-aimapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:earth-environmentalmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:earth-environmentalmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:earth-environmentalmapping · dayta nwu ac zaconnector:dayta_nwu_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · grantsdata jst go jpconnector:grantsdata_jst_go_jp@1.0.0
concepts[field].local:field:earth-environmentalmapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare swinburne edu auconnector:figshare_swinburne_edu_au@1.0.0
concepts[field].local:field:earth-environmentalmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:economics-financemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:economics-financemapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:engineeringmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:engineeringmapping · dayta nwu ac zaconnector:dayta_nwu_ac_za@1.0.0
concepts[field].local:field:engineeringmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:humanitiesmapping · dayta nwu ac zaconnector:dayta_nwu_ac_za@1.0.0
concepts[field].local:field:humanitiesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:humanitiesmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:humanitiesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:humanitiesmapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare swinburne edu auconnector:figshare_swinburne_edu_au@1.0.0
concepts[field].local:field:life-sciencesmapping · dayta nwu ac zaconnector:dayta_nwu_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:life-sciencesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · grantsdata jst go jpconnector:grantsdata_jst_go_jp@1.0.0
concepts[field].local:field:life-sciencesmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:materials-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:medicine-healthmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:ocean-atmosphericmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:psychology-behavioralmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:psychology-behavioralmapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:social-sciencemapping · dayta nwu ac zaconnector:dayta_nwu_ac_za@1.0.0
concepts[field].local:field:social-sciencemapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:social-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:social-sciencemapping · figshare comconnector:figshare_com@1.0.0
descriptionsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/description
licensesource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/rights
publication_datesource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
titlesource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0/metadata/dc/title