MétaCan
Menu
← Back to cohort
Record W4387270370 · doi:10.1161/atvb.43.suppl_1.320

Abstract 320: Metabolic Basis Of Vascular Smooth Muscle Cell Phenotypic Switching And Atherosclerosis

2023· article· en· W4387270370 on OpenAlexaff
Megan Meechem, Anshul S. Jadli, Karina Braga Gomes, Yong-xiang Chen, Darrell D. Belke, Vaibhav B. Patel

Bibliographic record

VenueArteriosclerosis Thrombosis and Vascular Biology · 2023
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicMitochondrial Function and Pathology
Canadian institutionsUniversity of AlbertaUniversity of Calgary
Fundersnot available
KeywordsMitochondrial fissionVascular smooth muscleTransdifferentiationPhenotypeCell biologyDownregulation and upregulationBiologyMitochondrionDNM1LGene knockdownBioenergeticsPhenotypic switchingEndocrinologyApoptosisBiochemistryStem cell

Abstract

fetched live from OpenAlex

Background: Phenotypic switching of vascular smooth muscle cells (VSMC) has proven to be a key contributing factor to the development of atherosclerosis. In response to pathologic stimuli, VSMCs can undergo transdifferentiation to acquire phenotypes resembling synthetic, adipogenic, osteogenic, and macrophage-like foam cells. Increased mitochondrial fission and accompanying metabolic changes are believed to promote VSMC transdifferentiation and metabolic dysfunction in vascular diseases. Dynamin-related protein 1 (Drp1) is a GTPase that mediates mitochondrial fission; the mechanistic role of Drp1 activation in each pathologic VSMC phenotype requires further investigation. In the current study, we assessed how specific post-translational modifications (PTMs) contribute to Drp1 activation and mitochondrial metabolism in transdifferentiated VSMC phenotypes. Additionally, we explored if in vivo downregulation of Drp1 ameliorated the development of atherosclerosis in the thoracic aorta. Methods and Results: Mitochondrial dynamics and cellular metabolism were assessed in transdifferentiated VSMCs. Alterations in mitochondrial morphology were evaluated using Mitrotracker red staining and TEM. To determine the role of Drp1 in VSMC phenotypic switching, phosphorylation, O-GlcNAcylation, and acetylation of Drp1 were compared between individual VSMC phenotypes. The cellular bioenergetics of each VSMC phenotype were assessed to determine differences in the OCR and ECAR. Increased Drp1 activation correlated to alterations in the bioenergetic profile and increased metabolic dysfunction in the vasculature. Using SMC-specific Drp1 knockdown murine models, we utilized echocardiography, immunofluorescence, and histological staining to illustrate if the downregulation of Drp1 ameliorated atheroma formation and reduced VSMC phenotypic switching. Conclusions: The development of atherosclerosis is multifaceted; however, evidence has indicated that Drp1-induced mitochondrial fission differs in atherosclerotic VSMC phenotypes. By comparing the mitochondrial morphology and various PTMs of Drp1 in VSMC phenotypes, we can potentially isolate “precise” therapeutic targets to mitigate the development of atherosclerosis.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.008

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0020.000

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 head0.026
GPT teacher head0.257
Teacher spread0.231 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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

Citations0
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueArteriosclerosis Thrombosis and Vascular Biology→Same topicMitochondrial Function and Pathology→French-language works237,207→