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Record W4412362193 · doi:10.1038/s41598-025-10933-y

Hyperglycemia-induced mitochondrial abnormalities in autonomic neurons via the RAGE axis

2025· article· en· W4412362193 on OpenAlexafffund
María Gabriela Otero, Nicolas Henao–Romero, Trevor Krysak, Minh T Vu-Lu, Oswaldo Morales Matamoros, Zeinab Momeni, Yasuhiko Yamamoto, Tomás L. Falzone, Verónica A. Campanucci

Bibliographic record

VenueScientific Reports · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicAdvanced Glycation End Products research
Canadian institutionsUniversity of AlbertaUniversity of Saskatchewan
FundersNatural Sciences and Engineering Research Council of Canada
KeywordsRage (emotion)MitochondrionNeuroscienceMedicineEndocrinologyInternal medicineBiologyCell biology

Abstract

fetched live from OpenAlex

Diabetic peripheral neuropathy is characterized by mitochondrial dysfunction, including suboptimal respiration, impaired calcium homeostasis, and accumulation of reactive oxygen species (ROS). Hyperglycemia drives excessive electron donation to the mitochondria, resulting in damaging ROS levels. In peripheral neurons, hyperglycemia also leads to the formation of advanced glycation end-products (AGEs), which, through their membrane receptor (RAGE), trigger autonomic malfunction in diabetes. However, it remains unclear whether RAGE is required to induce mitochondrial abnormalities under hyperglycemia. Thus, we first investigated mitochondrial morphology in autonomic ganglia (superior cervical ganglion, SCG) from streptozotocin (STZ)-induced diabetic mice and found an enhanced proportion of swollen mitochondria with disrupted cristae in wild-type (WT) diabetic mice, but not in RAGE knock-out (KO) diabetic mice. Next, we exposed cultured SCG neurons to high glucose and found fragmentation and an imbalanced traffic represented by an increased proportion of only anterograde moving mitochondria in neurons from WT, but such imbalance was not observed in neurons from RAGE KO mice. Treating WT neurons with the non-membrane permeable RAGE selective inhibitor FPS-ZM1, did not prevent fragmentation, although a non-significant restoring trend was observed. Furthermore, ATP production was unaffected by exposure to high glucose in neurons for WT, and remained unchanged by incubation in FPS-ZM1. Interestingly, neurons from RAGE KO mice had significantly less ATP produced in all conditions than those from WT mice. Lastly, we found RAGE protein in enriched mitochondrial fractions from nerve growth factor (NGF)-transformed PC12 (PC12 NGF ) cells, as well as the colocalization of RAGE with a mitochondrial marker in cultured SCG neurons. Therefore, our data support that RAGE mediates mitochondrial damage in autonomic neurons under hyperglycemic conditions.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.358
Threshold uncertainty score0.369

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.013
GPT teacher head0.286
Teacher spread0.273 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations10
Published2025
Admission routes2
Has abstractyes

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