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Record W4213281750 · doi:10.1093/jcag/gwab049.169

A170 SERUM ALBUMIN AS A MEASURE OF INFLAMMATION OR MALNUTRITION IN INFLAMMATORY BOWEL DISEASE: A CROSS SECTIONAL STUDY

2022· article· en· W4213281750 on OpenAlexaff
Elizabeth Squirell, John Fardy, Mark Borgaonkar, Jerry McGrath

Bibliographic record

VenueJournal of the Canadian Association of Gastroenterology · 2022
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsMemorial University of NewfoundlandQueen's University
Fundersnot available
KeywordsHypoalbuminemiaMedicineAlbuminMalnutritionInternal medicineCrohn's diseaseInflammatory bowel diseaseInflammationSerum albuminGastroenterologyC-reactive proteinDiseaseImmunology

Abstract

fetched live from OpenAlex

Abstract Background Albumin may be both a marker of malnutrition and a marker of inflammation in various disease states but there has been little study of the precise etiology of hypoalbuminemia in patients with Crohn’s disease (CD). Malnutrition, a common complication of active CD, can lead to hypoalbuminemia. Inflammation can also lead to low albumin levels, and previous literature in other inflammatory diseases has suggested that inflammation may be more likely than malnutrition to be a primary driver of hypoalbuminemia. Aims In order to investigate the association between serum albumin and disease activity in individuals with Crohn’s disease, we proposed the following research question: 1. In Crohn’s disease, what is the association between serum albumin and two factors – (1) inflammation and (2) malnutrition, and; 2. Is serum albumin an appropriate diagnostic measure of one or both of these factors in patients with CD. Methods This study was a single centre cross sectional study of patients with Crohn’s disease in St. John’s, NL. A total of 45 patients with Crohn’s disease were enrolled in the study. Serum albumin was compared with the subjective global assessment (SGA) for nutritional status, the Crohn’s disease activity index (CDAI), and C- Reactive Protein (CRP), a marker of inflammation. Results Simple correlation found negative relationships between albumin and inflammation (r = -0.44, p = 0.002) and between albumin and nutritional status (r = -0.406, p = 0.006). Multiple linear regression confirmed independent effect of both inflammation and malnutrition in the model. Participants who were both malnourished and had active inflammation had a mean serum albumin that was 5.32 g/L lower than those who were malnourished but had no active inflammation (p = 0.009) and 4.3 g/L lower than those who had active inflammation but were well-nourished (p = 0.005). Conclusions In our study, hypoalbuminemia was independently associated with both malnutrition and inflammation in patients with Crohn’s disease but was most profound in subjects with both malnutrition and active inflammation. These results suggest that although a low serum albumin in Crohn’s disease may be a marker of either malnutrition or active disease, the lowest levels will be seen in patients with both. There are limitations to most surrogate markers of inflammation and malnutrition in inflammatory bowel disease. Serum albumin is a nonspecific marker in this setting but hypoalbuminemia in patients with Crohn’s disease should prompt further investigation with both inflammation and malnutrition in mind. Funding Agencies None

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)0.003
metaresearch head score (Gemma)0.004
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 score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
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 head0.006
GPT teacher head0.230
Teacher spread0.224 · 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".

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Citations1
Published2022
Admission routes1
Has abstractyes

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