Visceral adipose tissue and hepatic fat as determinants of carotid atherosclerosis
Bibliographic record
Abstract
Visceral adipose tissue (VAT) and hepatic fat (HF) contribute to multiple health risks, including diabetes, hypertension, cardiovascular disease, cognitive decline, and cancer. The objective of this study is to determine whether VAT and HF are associated with carotid atherosclerosis beyond traditional cardiovascular risk factors. Participants in the Canadian Alliance of Healthy Hearts and Minds (CAHHM) cohort study (n = 6760; average age= 57.1; 54.9% female) underwent MRI for VAT volume, hepatic fat fraction (HFF), and carotid atherosclerosis assessed by carotid wall volume (CWV). Regression models were used to assess the associations of VAT and HF with carotid atherosclerosis, separately in males and females, controlling for other cardiovascular risk factors. Associations of VAT and proton-density hepatic fat fraction (PDFF) with ultrasound-measured carotid-intima media thickness (CIMT) were also assessed in the UK Biobank (UKB; n = 26,547; average age = 54.7; 51.9% female). In CAHHM, we show that a 1-SD higher VAT volume is associated with a 6.16 mm³ higher CWV (95% CI: 1.68 to 10.63), but there is no association between HFF and CWV. In the UK Biobank cohort, a 1-SD higher VAT volume is associated with a 0.016 ± 0.009 mm higher CIMT, and a 1-SD higher PDFF is associated with a 0.012 ± 0.010 mm higher CIMT. After adjustment for CV risk factors, these associations are attenuated. A pooled analyses of CAHHM and UKB support a direct, positive association of VAT and HFF with subclinical atherosclerosis in both sexes, albeit slightly weaker for hepatic fat. Visceral fat, and to a lesser extent, hepatic fat, are associated with increased carotid atherosclerosis. Visceral fat, a type of fat stored in the abdomen, and buildup of fat within the liver are known to increase type 2 diabetes, high blood pressure, and heart disease risk. This study aims to see how these types of fat affect artery health. We studied 6760 Canadian adults to examine how visceral and liver fat relate to the buildup of fatty plaque deposits in arteries, and 26,547 adults from the United Kingdom to see how these fats affect artery thickness. Combined results confirm that narrowed arteries and plaque buildup are strongly related to visceral fat, and to a lesser extent liver fat. These results suggest that lowering visceral fat may prevent or slow the progression of atherosclerosis. de Souza et al. examine whether visceral adipose tissue (VAT) and hepatic fat (HF) are related to carotid atherosclerosis beyond traditional cardiovascular risk factors. Findings reveal that higher VAT and HF are linked to cardiovascular risks such as hypertension, diabetes, and high cholesterol, as well as increased carotid atherosclerosis.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".