High-fat, simple-carbohydrate diet intake induces hypothalamic–pituitary–thyroid axis dysregulation in C57BL/6J male mice
Bibliographic record
Abstract
Given the association between subclinical hypothyroidism and metabolic syndrome, we wanted to explore if high-fat, simple-carbohydrate (HFSC) diet affects hypothalamus–pituitary–thyroid axis. One-month-old male C57BL/6J mice were fed with control (C) and HFSC (T) feed (n = 18 each), respectively, for 5 months. There was a significant increase in triiodothyronine in the T group (13.5%) compared with the age-matched C group by the fifth month. Thyroid-stimulating hormone was significantly higher (1 month: 1.9-fold; 3 months: 2.66-fold; 5 months: 3.5-fold) from the first to fifth months in the T group compared with age-matched C group. Thyrotropin-releasing hormone (TRH) gene expression showed significant decrease (1 month: 83.2%; 5 months: 40.7%) in the T group compared with the age-matched C group. TRHR1 showed significant decrease in the T group compared with the age-matched C group throughout the study (1 month: 82.8%; 3 months: 45.7%; 5 months: 75.2%). However, TRHR2 showed dynamic change during the study. Initially there was significant (1 month: 0.104-fold) downregulation, followed by significant upregulation (3 months: 3.6-fold) and downregulation (0.73-fold) by the fifth month in the T group compared with the age-matched C group. There was marked depletion of functional follicular cells and colloid substance in the thyroid glands of the T group by the fifth month compared with the C group. Leptin receptors ObRa (1 month: 48.25%; 5 months: 88%) and ObRb (1 month: 46.9%; 5 months: 63.3%) were significantly downregulated in the T group compared with the age-matched C group in the first and fifth months of feeding the respective diets. The expression of p-STAT3, a transcription factor known to have a role in energy balance, intermediate metabolism, and leptin signalling was seen to decrease significantly (6.25-fold) in the hypothalamus of the T group compared with the age-matched C group. In conclusion, HFSC feed disrupts the hypothalamus–pituitary–thyroid axis in male C57BL/6J mice.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".