A Critical and Comprehensive Insight on Heme Oxygenase and Related Products Including Carbon Monoxide, Bilirubin, Biliverdin and Ferritin in Type-1 and Type-2 Diabetes
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The increased prevalence of diabetes and associated complications presents a major health risk worldwide, and requires an efficient management protocol. Type-1 and type-2 diabetes have several common pathophysiological denominators including hyperglycemia, elevated oxidative stress, increased inflammation and apoptosis. These pathological factors are implicated in the progression and worsening of the disease, and the related cardiometabolic complications associated with it. Despite the advancement in management of type-1 and type-2 diabetes, the high incidence of diabetes and related complications calls for novel therapeutic strategies. Recent findings suggest that the pharmacological modulation of the microsomal heme oxygenase (HO) system may be an important therapeutic avenue to explore. The HO system and related products such as carbon monoxide, bilirubin, biliverdin, biliverdin reductase and ferritin have been shown to abate inflammation, oxidative stress, and apoptosis and reduce hyperglycemia. In addition, the HO system also enhances insulin sensitivity and increase pancreatic beta cell insulin production in experimental models of type-1 and type-2 diabetes. This review is an effort to provide evidence of the regulatory and cytoprotective role of the HO system in type-1 and type-2 diabetes, and will highlight the multifaceted mechanisms implicated in the anti-diabetic effects of the HO system.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it