Evidence map›Paper›PMID 42116337›Full record

ArticleMedicine2026

The relationship between hemoglobin, albumin, lymphocyte, and platelet (HALP) score and prognosis in patients with heart failure: A retrospective analysis of the MIMIC-IV database.

Ke Zhen, Jiangtao Li, Hongfeng Jiang

Abstract read
In one paragraph

Article in Medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Ke ZhenBeijing Anzhen Hospital, Capital Medical University, Beijing, China.
Jiangtao LiBeijing Anzhen Hospital, Capital Medical University, Beijing, China.
Hongfeng JiangExperimental Research Center, Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.ORCID 0000-0002-1600-3236

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Heart failure (HF) remains a leading cause of hospitalization among elderly patients worldwide and is associated with high mortality rates. The hemoglobin, albumin, lymphocyte, and platelet (HALP) score has emerged as a potential prognostic biomarker in multiple malignancies, including gastric, colorectal, lung, breast, and cervical cancers. However, its association with key clinical outcomes (such as intensive care unit [ICU] length of stay [LOS], hospital LOS, and mortality) in patients with HF remains unclear. This retrospective cohort study analyzed data from 4286 patients with HF admitted to the ICU identified from the Medical Information Mart for Intensive Care-IV database, with an average age of 73.12 years and 41.8% being female. Patients were stratified into quartiles based on their HALP scores. Associations between HALP scores and clinical outcomes (including ICU LOS, hospital LOS, 28-day mortality, and 365-day mortality) were evaluated using Kaplan-Meier survival curves, Cox proportional hazards, and linear regression models, as well as restricted cubic spline analysis to assess potential nonlinear relationships. Subgroup analyses explored potential interactions between HALP scores and various clinical factors, such as age, sex, comorbidities, and other demographic variables. Without adjusting for confounders, each 10-unit increase in HALP score was associated with a 0.19-day reduction in ICU LOS and a 0.15-day decrease in hospital LOS. This association remained consistent across HALP score quartiles, with higher scores corresponding to shorter ICU, and hospital stays. Restricted cubic spline analysis revealed a linear association between higher HALP levels and reduced ICU and hospital LOS. In unadjusted analyses, each 10-unit increase in HALP score corresponded to a 14% reduction in short-term mortality and a 13% reduction in long-term mortality. These associations were nonlinear, as demonstrated by restricted cubic spline modeling. Subgroup analyses showed that the associations between HALP score and short- and long-term mortality varied across certain clinical subgroups, including body mass index, hypertension, and sepsis. A higher HALP score was associated with shorter ICU and hospital length of stay and lower short- and long-term mortality in patients with HF admitted to the ICU. HALP may be a readily available marker associated with prognosis, but further studies are needed to determine its clinical utility.

Indexed as

Blood PlateletsHeart FailureHemoglobinsLymphocytesSerum AlbuminAgedAged, 80 and overBiomarkersDatabases, FactualFemaleHumansIntensive Care UnitsKaplan-Meier EstimateLength of StayMalePrognosisBiomarkersHemoglobinsSerum AlbuminHALP scoreheart failurehospital length of stayICU length of staylong-term mortalityshort-term mortality

Identifiers

PMID42116337
PMCPMC13166640

What Socratic holds

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LicenceCC BY-NC
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.