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Record W3171757865 · doi:10.21203/rs.3.rs-577863/v1

The Association Between Plasma Fatty Acid and Cognitive Function Mediated by Inflammation in Patients With Type 2 Diabetes

2021· preprint· en· W3171757865 on OpenAlexaboutno aff
Jingyi Shen, Kaifeng Li, Huiyan Yu, Bingjie Ding, Rong Xiao, Weiwei Ma

Bibliographic record

VenueResearch Square · 2021
Typepreprint
Languageen
FieldMedicine
TopicDiet and metabolism studies
Canadian institutionsnot available
FundersNational Natural Science Foundation of China
KeywordsType 2 diabetesAssociation (psychology)InflammationCognitionFunction (biology)Internal medicineMedicineDiabetes mellitusEndocrinologyPsychologyBiologyPsychiatryPsychotherapistCell biology

Abstract

fetched live from OpenAlex

Abstract Background High fat diet may lead to systematic inflammation in patients with type 2 diabetes, which eventually result in neuronal damage and cognitive decline. However, there is a paucity of study examined whether inflammation mediated the association between diet fatty acids and cognitive function in type 2 patients with diabetes. Methods We evaluated the cognitive function of 372 Chinese patients with diabetes, using the mini-mental state examination (MMSE) and the montreal cognitive assessment (MoCA). Plasma fatty acids were measured by gas chromatography analysis. Inflammatory cytokines were determined by immune turbidimetric analysis and enzyme-linked immunosorbent assay (ELISA). Data was analyzed using multiple linear regression based on R program and mediation model was established by Mplus. Results In our study, we found the increasing of BMI may lead to cognitive impairment and induce inflammatory response. We also found higher SFAs levels in plasma were linked to cognitive decline, while higher MUFAs intake might be a protective factor for cognitive function. In addition, most PUFAs levels stood out as having increasing trends that were positively correlated to cognitive function scores, but n-6 PUFAs gave opposite results. In our study, we found higher SFAs led to higher proinflammatory factor levels. Apart from that, MUFAs, SCD-16 and SCD-18 were positively related to hs-CRP. Interestingly, we found PUFAs were negatively related to IL-10. Meanwhile, this result also indicated that C18:0 might reduce MoCA language skills scores by regulating plasma IL-10 levels. Conclusions Plasma fatty acids could improve or damage cognitive function by regulating IL-10, which suggested that plasma fatty acids can be evaluated as a potential indicator of cognitive function decline in 2 type diabetes.

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)0.001
metaresearch head score (Gemma)0.001
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.006
Threshold uncertainty score0.012

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.024
GPT teacher head0.313
Teacher spread0.288 · 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

Citations3
Published2021
Admission routes1
Has abstractyes

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