Current advances in diabetic neuropathy: Proteins as therapeutic targets
Bibliographic record
Abstract
Diabetic neuropathy is a debilitating complication of diabetes characterized by nerve damage that may lead to numbness, foot ulcers, and amputations, and is a major cause of morbidity and mortality in people with diabetes. There are no treatments available for diabetic neuropathy aside from pain management. Recent advances in protein research have identified potential targets associated with the disease development and progression. This review explores the latest studies identifying proteins as possible drug targets in diabetic neuropathy and their role in relevant processes such as polyol metabolism, oxidative stress, and cytokine regulation. Additionally, we provide a comprehensive view of current developments and discoveries at single cell and spatial resolution that have revealed deregulated protein profiles in the dorsal root ganglia, sciatic nerve, trigeminal ganglion, or Schwann cells. Finally, we discuss the benefits of proteomics technologies to identify proteins and associated signaling pathways to better understand the source of diabetic neuropathy.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".