MétaCan
Menu
← Back to cohort
Record W4413882266 · doi:10.1111/hdi.70018

Associations Among Serum Transferrin Levels, Markers of Malnutrition, and Mortality in Hemodialysis Patients

2025· article· en· W4413882266 on OpenAlexvenueno aff
Sonoo Mizuiri, Yoshiko Nishizawa, Toshiki Doi, Aiko Okubo, Kenichi Morii, Kenichiro Shigemoto, Kazuomi Yamashita, Tetsuji Arakawa, Takao Masaki

Bibliographic record

VenueHemodialysis International · 2025
Typearticle
Languageen
FieldMedicine
TopicDialysis and Renal Disease Management
Canadian institutionsnot available
Fundersnot available
KeywordsTransferrin saturationMedicineTransferrinInternal medicineGastroenterologyFerritinHemodialysisAlbuminBody mass indexSerum albuminMalnutritionDialysisPopulationIron statusIron deficiencyAnemiaSerum ferritin

Abstract

fetched live from OpenAlex

ABSTRACT Introduction A serum transferrin (transferrin) level below 200 mg/dL has been suggested as an indicator of malnutrition in hemodialysis (HD) patients. We investigated the relationships among transferrin levels, various markers of malnutrition, and 1‐year mortality in this patient population. Methods We assessed transferrin, ferritin, and transferrin saturation (TSAT) five times over 1 year. We also measured baseline serum albumin, C‐reactive protein (CRP), geriatric nutritional risk index (GNRI), Kt/Vurea, post‐dialysis body composition (using bioimpedance analysis), and 1‐year mortality. Findings Our study included 431 HD patients (mean age: 67 ± 11 years; median dialysis duration: 67 [35–138] months; diabetes prevalence: 45%). Patients with baseline transferrin ≥ 200 mg/dL had consistently and significantly higher transferrin concentrations throughout the study ( p < 0.001). Compared to patients with baseline transferrin < 200 mg/dL ( n = 285), those with baseline transferrin ≥ 200 mg/dL ( n = 146) showed significantly higher serum albumin (3.7 [3.4–3.9] vs. 3.4 [3.1–3.7] g/dL), GNRI (95 [90–98] vs. 90 [85–95]), and lean tissue index (11.2 [9.5–13.3] vs. 10.3 [9.0–12.1] kg/m 2 ). Conversely, they had significantly lower TSAT (22% ± 12% vs. 27% ± 14%), ferritin (74 ± 79 vs. 172 ± 148 ng/mL), and CRP ( p < 0.01 for all). Baseline serum albumin, Kt/Vurea, and the presence of diabetes were significant determinants of having a baseline transferrin level ≥ 200 mg/dL ( p < 0.05). Over the 1‐year period, 45 all‐cause deaths occurred among the 431 patients. Patients with baseline transferrin ≥ 200 mg/dL had a significantly higher cumulative 1‐year survival rate ( p < 0.05). Furthermore, baseline transferrin was a significant predictor of 1‐year all‐cause mortality in HD patients (hazard ratio: 0.99; p < 0.05). Discussion Our findings indicate that HD patients with baseline transferrin ≥ 200 mg/dL exhibit a better nutritional status than those with transferrin < 200 mg/dL. Moreover, baseline transferrin serves as a significant predictor for 1‐year mortality in HD patients.

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)0.001
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 score0.002
Threshold uncertainty score0.004

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0010.000

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 head0.015
GPT teacher head0.277
Teacher spread0.262 · 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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueHemodialysis International→Same topicDialysis and Renal Disease Management→French-language works237,207→