Table · dataset · 2026
Data Sheet 1_Association of the triglyceride-glucose index with dynamic bidirectional transitions of cardiovascular-kidney-metabolic syndrome: a multistate Markov model study based on CHARLS.docx
Listed in HKU DataHub and figshare and Loughborough Research Repository — shown once because both records carry DOI 10.3389/fmed.2026.1912039.s001
Objective<p>To characterize dynamic transitions across cardiovascular-kidney-metabolic (CKM) stages and examine the associations of the TyG index with bidirectional transitions between low- and high-risk CKM states among middle-aged and older adults.</p>Methods<p>Data were obtained from CHARLS.
Description
A continuous-time multistate Markov model was used to estimate transition intensities, predicted transition probabilities, and expected sojourn times across CKM stages 0−4.
A two-state Markov model was further constructed by defining CKM stages 0−2 as the low-risk state and stages 3–4 as the high-risk state to evaluate the associations of the TyG index with CKM progression and reversal.</p>Results<p>A total of 5,135 participants were included. CKM stages 0–3 exhibited clear bidirectional transitions, with more active transitions at earlier stages and longer expected sojourn times at higher stages.
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The predicted 4-year probabilities of transition to CKM stage 4 among participants initially in stages 0, 1, 2, and 3 were 8.3%, 8.8%, 12.0%, and 13.9%, respectively. The expected sojourn time increased from 1.97 years in stage 0 to 10.64 years in stage 3. In the multivariable-adjusted two-state model, compared with the lowest TyG tertile, the HRs for progression from the low-risk to the high-risk CKM state were 1.15 (95% CI: 0.96–1.37) for T2 and 1.35 (95% CI: 1.11–1.65) for T3.
Restricted cubic spline analysis showed a significant linear positive association between the TyG index and CKM progression risk. No significant association was observed between the TyG index and reversal from the high-risk to the low-risk CKM state.</p>Conclusion<p>CKM exhibited a clear dynamic evolutionary pattern, with greater transition activity at earlier stages and increasing persistence at more advanced stages. Higher TyG levels were associated with progression from the low-risk to the high-risk CKM state but not with CKM reversal.
The TyG index may provide complementary information for identifying individuals at increased risk of CKM progression.</p>
Links
Where it is published
- DOI doi.org/10.3389/fmed.2026.1912039.s001 ↗
DOI / persistent id · from datahub hku hk
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from datahub hku hk
Topics
- From keywords
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Provenance · 3 source records, 33 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| HKU DataHub | oai:figshare.com:article/34008651 | 10 d ago | JSON v1 |
| figshare | oai:figshare.com:article/34008651 | 9 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/34008651 | 9 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| concepts[field].anzsrc:field:321501 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · datahub hku hk | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| concepts[field].anzsrc:field:321501 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Foetal Development and Medicine'] |
| 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 · 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 · repository lboro ac uk | connector:repository_lboro_ac_uk@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 · datahub hku hk | connector:datahub_hku_hk@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: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: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: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 · 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 · 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 · 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 | |
| description | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/description |
| license | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/rights |
| publication_date | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | |
| title | source · datahub hku hk | connector:datahub_hku_hk@1.0.0 | /metadata/dc/title |