Table · dataset · 2026
Supplementary file 1_Insulin resistance–related metabolic burden, white matter microstructure, and cognitive change: the HABS-HD study.docx
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/fnins.2026.1967890.s001
Background<p>Insulin resistance–related metabolic burden is associated with cognitive aging, but the relevant white matter microstructural features remain unclear.
Description
We examined statistical indirect associations between metabolic indices and cognition through tract-level white matter measures, including associations with subsequent cognitive change.</p>Methods<p>Cross-sectional and longitudinal analyses used Health and Aging Brain Study–Health Disparities (HABS-HD) data.
Exposures were the triglyceride–glucose (TyG) index and its composites with waist-to-height ratio (TyG-WHtR) and visceral adiposity index (TyG-VAI). Candidate mediators were axial and radial diffusivity (RD) in 32 white matter tracts; outcomes covered six cognitive domains. High-dimensional mediation analysis with within-model false discovery rate (FDR) correction selected candidate pathways, supplemented by model-level multiplicity analyses.
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Selection stability was assessed using 1,000 participant-level bootstrap samples. All candidates underwent longitudinal mixed-effects analysis, with indirect estimates calculated as baseline exposure–white matter coefficients multiplied by white matter-by-time coefficients. Intervals used 2,000 participant-level cluster bootstrap samples.
Sensitivity analyses adjusted for white matter hyperintensity (WMH) volume and covariate-by-time interactions.</p>Results<p>Of 2,606 participants, 788 had two cognitive assessments a median of 2.17 years apart. Fourteen candidate pathways were selected, all involving RD and TyG or TyG-WHtR; 11 had 95% conditional Monte Carlo uncertainty intervals excluding zero. Two of 36 models met the supplementary model-level FDR criterion.
Five longitudinal pathways had negative indirect estimates with 95% bootstrap intervals excluding zero: four involved right cingulum RD and processing speed or executive function, and one involved right superior corona radiata RD and processing speed. Four also met the FDR criterion for RD-by-time interactions. The TyG-WHtR–right cingulum RD–executive function indirect estimate was -0.0054 per year (95% bootstrap interval, -0.0110 to -0.0009).
Selection frequencies ranged from 6.7% to 42.0%. After WMH and WMH-by-time adjustment, intervals excluded zero for two of these five pathways, decreasing to one with additional core covariate-by-time interactions.</p>Conclusion<p>Triglyceride–glucose index and TyG-WHtR showed statistical indirect associations with cognition through white matter RD, with some pathways associated with subsequent cognitive change. Limited selection stability and sensitivity to WMH and covariate-by-time adjustment warrant evaluation in independent cohorts.</p>
Links
Where it is published
- DOI doi.org/10.3389/fnins.2026.1967890.s001 ↗
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
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- Inferred from text
- Longitudinal study 65% · Medical biochemistry and metabolomics 74%
Provenance · 11 source records, 64 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ZivaHub | oai:figshare.com:article/34039680 | 11 d ago | JSON v1 |
| Deakin Research Online | oai:figshare.com:article/34039680 | 11 d ago | JSON v1 |
| DMU Figshare | oai:figshare.com:article/34039680 | 11 d ago | JSON v1 |
| HKU DataHub | oai:figshare.com:article/34039680 | 11 d ago | JSON v1 |
| Swinburne Figshare | oai:figshare.com:article/34039680 | 11 d ago | JSON v1 |
| DaYta Ya Rona | oai:figshare.com:article/34039680 | 11 d ago | JSON v1 |
| SUNScholarData | oai:figshare.com:article/34039680 | 11 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34039680 | 10 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34039680 | 10 d ago | JSON v1 |
| GRANTS Data | oai:figshare.com:article/34039680 | 10 d ago | JSON v1 |
| UP Research Data Repository | oai:figshare.com:article/34039680 | 9 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:3205 | enrichment · zivahub uct ac za | taxonomy-embedding@1.0.0 | title+keywords+description (74%) |
| 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 · dro deakin edu au | connector:dro_deakin_edu_au@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 dmu ac uk | connector:figshare_dmu_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 · figshare swinburne edu au | connector:figshare_swinburne_edu_au@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 · zivahub uct ac za | connector:zivahub_uct_ac_za@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 · scholardata sun ac za | connector:scholardata_sun_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 · 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 · 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:engineering | 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 · 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 · dayta nwu ac za | connector:dayta_nwu_ac_za@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 · dayta nwu ac za | connector:dayta_nwu_ac_za@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 · scholardata sun ac za | connector:scholardata_sun_ac_za@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 · 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 · 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[field].local:field:life-sciences | mapping · datahub hku hk | connector:datahub_hku_hk@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 · 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 · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · zivahub uct ac za | connector:zivahub_uct_ac_za@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · dro deakin edu au | connector:dro_deakin_edu_au@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · figshare dmu ac uk | connector:figshare_dmu_ac_uk@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · figshare swinburne edu au | connector:figshare_swinburne_edu_au@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · dayta nwu ac za | connector:dayta_nwu_ac_za@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · scholardata sun ac za | connector:scholardata_sun_ac_za@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | 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:psychology-behavioral | mapping · grantsdata jst go jp | connector:grantsdata_jst_go_jp@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · researchdata up ac za | connector:researchdata_up_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[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 · 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[method].local:method:longitudinal-study | enrichment · zivahub uct ac za | keyword-concept-rules@1.0.0 | title+description (65%) |
| 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 |