Omics · dataset · 2026
Data Sheet 2_MTHFD1L-associated branched-chain amino acid degradation transcriptional signature represents a conserved metabolic program in Epstein-Barr virus-associated malignancies.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/fcimb.2026.1955009.s004
<p>Epstein-Barr virus (EBV)-associated malignancies encompass multiple tumor types with distinct tissue origins, yet the extent to which they share conserved metabolic programs remains poorly understood.
Description
Here, we performed an integrated cross-cancer transcriptomic analysis of nasopharyngeal carcinoma, EBV-associated gastric cancer, and EBV-associated plasmablastic lymphoma to identify conserved metabolic programs, followed by independent cohort validation and single-cell transcriptomic characterization.
We identified 103 consensus differentially expressed genes and 72 conserved gene–metabolic pathway pairs across the three discovery cohorts. Among them, only the MTHFD1L—associated Valine, leucine and isoleucine degradation program was consistently preserved in both the discovery and validation cohorts. Single-cell analysis further demonstrated that this conserved metabolic program was predominantly enriched in CD4<sup>+</sup> T cells, γδ T cells, and NK cells, and was accompanied by cell state-dependent metabolic remodeling, altered cell–cell communication, and distinct MTHFD1L-centered regulatory networks across immune cell populations.
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Collectively, our study identifies an MTHFD1L-associated branched-chain amino acid degradation transcriptional co-expression signature as a conserved metabolic program shared across EBV-associated malignancies and reveals its immune cell-specific and dynamic characteristics. These findings provide new insight into the metabolic adaptation of EBV-associated malignancies and offer a conceptual framework for the development of metabolism-targeted therapeutic strategies for virus-associated cancers.</p>
Links
Where it is published
- DOI doi.org/10.3389/fcimb.2026.1955009.s004 ↗
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
- Astronomy & Astrophysics · Chemistry · Chemistry · Clinical microbiology · Clinical microbiology · Clinical microbiology · Clinical microbiology · Clinical microbiology · Clinical microbiology · Clinical microbiology · Clinical microbiology · Clinical microbiology · Clinical microbiology · Clinical microbiology · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Engineering · Engineering · Humanities · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · 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 · Single-cell RNA sequencing · Single-cell RNA sequencing · Single-cell RNA sequencing · Single-cell RNA sequencing · Single-cell RNA sequencing · Single-cell RNA sequencing · Single-cell RNA sequencing · Social Science · Social Science · Social Science · Social Science
- Inferred from text
- Cancer 75%
Provenance · 11 source records, 84 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34038804 | 5 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/34038804 | 5 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/34038804 | 5 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/34038804 | 5 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/34038804 | 5 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/34038804 | 5 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/34038804 | 5 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34038804 | 4 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34038804 | 4 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34038804 | 4 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34038804 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[disease].local:disease:cancer | enrichment · zivahub uct ac za | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[field].anzsrc:field:320203 | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['Clinical Microbiology'] |
| concepts[field].anzsrc:field:320203 | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['Clinical Microbiology'] |
| concepts[field].anzsrc:field:320203 | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['Clinical Microbiology'] |
| concepts[field].anzsrc:field:320203 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Clinical Microbiology'] |
| concepts[field].anzsrc:field:320203 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Clinical Microbiology'] |
| concepts[field].anzsrc:field:320203 | mapping · dro deakin edu au | vocabulary-mapper@1.0.0 | keywords['Clinical Microbiology'] |
| concepts[field].anzsrc:field:320203 | mapping · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['Clinical Microbiology'] |
| concepts[field].anzsrc:field:320203 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Clinical Microbiology'] |
| concepts[field].anzsrc:field:320203 | mapping · zivahub uct ac za | vocabulary-mapper@1.0.0 | keywords['Clinical Microbiology'] |
| concepts[field].anzsrc:field:320203 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Clinical Microbiology'] |
| concepts[field].anzsrc:field:320203 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Clinical Microbiology'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | 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:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@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 · grantsdata jst go jp | connector:grantsdata_jst_go_jp@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 · zivahub uct ac za | connector:zivahub_uct_ac_za@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 · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · scholardata sun ac za | connector:scholardata_sun_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:earth-environmental | mapping · datahub hku hk | connector:datahub_hku_hk@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:earth-environmental | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@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:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@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:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@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:life-sciences | mapping · dro deakin edu au | connector:dro_deakin_edu_au@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 · figshare swinburne edu au | connector:figshare_swinburne_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 · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@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 dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@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 · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@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:medicine-health | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · datahub hku hk | connector:datahub_hku_hk@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 · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| concepts[modality].local:modality:single-cell-rna-seq | mapping · dayta nwu ac za | vocabulary-mapper@1.0.0 | keywords['single-cell RNA sequencing'] |
| concepts[modality].local:modality:single-cell-rna-seq | mapping · scholardata sun ac za | vocabulary-mapper@1.0.0 | keywords['single-cell RNA sequencing'] |
| concepts[modality].local:modality:single-cell-rna-seq | mapping · figshare swinburne edu au | vocabulary-mapper@1.0.0 | keywords['single-cell RNA sequencing'] |
| concepts[modality].local:modality:single-cell-rna-seq | mapping · datahub hku hk | 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 · figshare dmu ac uk | vocabulary-mapper@1.0.0 | keywords['single-cell RNA sequencing'] |
| concepts[modality].local:modality:single-cell-rna-seq | mapping · dro deakin edu au | 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: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 · zivahub uct ac za | 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'] |
| 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 |