MétaCan
Menu
Back to cohort
Record W4281652003 · doi:10.21203/rs.3.rs-1725172/v1

Homocysteine and Nutritional Biomarkers In Cognitive Impairment

2022· preprint· en· W4281652003 on OpenAlexaboutno aff
Seema Bhargava, Prahlad K. Sethi, Anuradha Batra, Sangeeta Choudhury, Parul Takkar, Anjali Manocha, Mamta Kankra, Parul Singla

Bibliographic record

VenueResearch Square · 2022
Typepreprint
Languageen
FieldMedicine
TopicFolate and B Vitamins Research
Canadian institutionsnot available
Fundersnot available
KeywordsMontreal Cognitive AssessmentHomocysteineDementiaHyperhomocysteinemiaInternal medicineCognitive impairmentMedicinePopulationCognitionGerontologyPsychologyPsychiatryDiseaseEnvironmental health

Abstract

fetched live from OpenAlex

Abstract Background: Cognitive impairment is a progressive disorder that affects the aging population. With the increase in the mean age of our population, it is becoming a public health problem. Homocysteinemia has been implicated in cognitive impairment. While it is modulated by vitamins B12 and folate, it acts through MMPs 2 and 9.Objectives: To assesses the relationship of cognitive impairment with homocysteine, B12, folate, and MMPs 2 and 9, with the intention of detecting cases of mild cognitive impairment which are potentially reversible.Materials and Methods: Blood samples were drawn from 73 enrolled subjects, with and without cognitive impairment on basis of Montreal cognitive assessment (MoCA) score <25 or >25, respectively. Homocysteine, B12, folate, and MMPs2 and 9 were estimated. Correlation between MoCA score and these parameters was elucidated.Results: After adjusting for age and sex, homocysteine was the only significant independent predictor of MoCA score. Cut off of homocysteine for prediction of MoCA <25 was derived at 13.5 µmol/L (PPV=59.6%; NPV=79.2%; Sensitivity=84.8%; Specificity=50%). The equation derived for calculation of MoCA score from homocysteine is: MoCA score = 32.893 + [(-0.223)(homocysteine in mmol/L)] Conclusions: Homocysteine >13.5mmol/L predicts low MoCA (<25) with 84.8% sensitivity and 50% specificity. So patients with a Hcy >13.5mmol/L should be carefully evaluated for the presence/progression of dementia and administered vitamins of the B group as a measure towards amelioration of the modifiable risk factor of cognitive decline, i.e. homocysteinemia.

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)0.002
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 score0.003
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0010.000
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 head0.087
GPT teacher head0.446
Teacher spread0.359 · 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

Citations1
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueResearch SquareSame topicFolate and B Vitamins ResearchFrench-language works237,207