Table · dataset · 2026
Table 1_tRNA regulatory ecosystem states shape tissue and circulating small-RNA landscapes in gastric cancer.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/fcell.2026.1960697.s001
Background<p>Gastric cancer is a heterogeneous disease shaped by the co-evolution of malignant epithelial programs, stromal remodeling, and immune contexture.
Description
Transfer RNA (tRNA) regulation sits at a strategic junction in this biology: it governs translational capacity and selectivity while generating tRNA-derived fragments (tRFs) and tRNA halves (tiRNAs)—a family of regulatory small RNAs detectable in both tissue and blood.</p>Objective<p>We asked whether the coordinated machinery responsible for tRNA transcription, maturation, modification, charging, and cleavage defines biologically meaningful gastric cancer ecosystem states, and whether a corresponding circulating small-RNA phenotype can be detected across independent cohorts of chronic atrophic gastritis (CAG), early gastric cancer (EGC), and gastric cancer (GC).</p>Methods<p>We integrated transcriptomic, genomic, proteomic, and tissue small-RNA data across complementary gastric cancer series and localized the program in single-cell expression maps.
The clinical arm comprised independent serum samples from CAG, EGC, and GC participants.</p>Results<p>A 70-gene tRNA-regulatory program resolved three ecosystem states (TRES-1, TRES-2, and TRES-3). TRES-3 exhibited high tRNA-regulatory activity coupled with proliferative and DNA-repair protein expression, whereas TRES-1 was enriched for receptor-signaling and cell-cycle-restraint proteins. These states also differed in copy-number alterations and non-synonymous variant burden at the program level.
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Direct tissue small-RNA profiling revealed a marked expansion of tRF output and repertoire breadth in TRES-2 and TRES-3, with state-specific tRF classes, parent-tRNA modules, and exact sequences. A shared set of 446 exact tRF sequences connected the tissue and serum catalogues. In an independent gastric cancer series, the three-state architecture aligned with ACRG molecular subtypes, RNA cargo selection, extracellular vesicle release, and stress-response programs.
Single-cell mapping placed tRNA-regulatory activity across epithelial, stromal, and immune compartments. In our serum cohort, the 14-30-nt fraction declined from 47.4% in CAG to 37.8% in EGC and 33.6% in GC, while the 31-40-nt fraction rose from 52.6% to 62.2% and 66.4% (absolute Spearman rho = 0.791; BH-adjusted P = 0.0112; exact-permutation P = 0.0214).</p>Conclusion<p>tRNA regulation defines gastric cancer ecosystem states with distinct genomic, proteomic, and tissue small-RNA correlates.
In our serum cohort, the reciprocal shift in circulating tRF/tiRNA length composition—a decline in the 14-30-nt fraction and a rise in the 31-40-nt fraction—parallels the transition from CAG to EGC to GC. These findings establish a testable molecular framework for paired tissue-serum validation and position circulating tRF/tiRNA architecture as a candidate readout of gastric cancer ecosystem biology.</p>
Links
Where it is published
- DOI doi.org/10.3389/fcell.2026.1960697.s001 ↗
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 · Biochemistry and cell biology · Biochemistry and cell biology · Biochemistry and cell biology · Biochemistry and cell biology · Chemistry · Chemistry · 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 · Humanities · Humanities · Humanities · Life Sciences · Life Sciences · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Social Science
Provenance · 4 source records, 44 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/34054290 | 12 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34054290 | 11 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34054290 | 11 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34054290 | 11 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 (75%) |
| concepts[disease].local:disease:disease | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[field].anzsrc:group:3101 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Cell Biology'] |
| concepts[field].anzsrc:group:3101 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Cell Biology'] |
| concepts[field].anzsrc:group:3101 | mapping · researchdata up ac za | vocabulary-mapper@1.0.0 | keywords['Cell Biology'] |
| concepts[field].anzsrc:group:3101 | mapping · grantsdata jst go jp | vocabulary-mapper@1.0.0 | keywords['Cell Biology'] |
| 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 · 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 com | connector:figshare_com@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 · 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: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 · 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:engineering | 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:humanities | mapping · researchdata up ac za | connector:researchdata_up_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:life-sciences | 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 · 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 · researchdata up ac za | connector:researchdata_up_ac_za@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 com | connector:figshare_com@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: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 · figshare com | connector:figshare_com@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 · researchdata up ac za | connector:researchdata_up_ac_za@1.0.0 | |
| 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 |