Evidence map›Paper›PMID 42211089›Full record

ArticleFrontiers in nutrition2026

Maintenance hemodialysis patients' nutritional literacy and its relationship with frailty: a cross-sectional study based on latent profile analysis.

Jiquan Zhang, Wei Qing, Fan Xu

Abstract read
In one paragraph

Article in Frontiers in nutrition, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Jiquan ZhangNephrology Department, Deyang People's Hospital, Deyang, Sichuan, China.
Wei QingNephrology Department, Deyang People's Hospital, Deyang, Sichuan, China.
Fan XuOncology Department, Deyang People's Hospital, Deyang, Sichuan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Malnutrition is a common complication among maintenance hemodialysis (MHD) patients. Although the association between nutritional literacy and frailty is well established, prior research has largely focused on individual risk factors or relied solely on total scores from nutrition-related scales, thereby overlooking heterogeneity within patient groups. As a result, the specific relationship between distinct patterns of nutritional literacy and frailty remains unclear. Objective: To identify distinct nutritional literacy profiles among MHD patients, examine sociodemographic differences across these profiles, and assess their association with frailty. Method: Between May and September 2024, we recruited a convenience sample of 335 MHD patients from the Department of Nephrology at a tertiary Grade A hospital in Deyang, Sichuan Province. Participants completed questionnaires on demographic characteristics, frailty (assessed using the Tilburg Frailty Indicator [TFI]), and nutritional literacy (measured by the Nutrition Literacy Assessment Questionnaire for Maintenance Hemodialysis Patients [NLAQ-MHD]). Latent profile analysis was used to identify distinct nutritional literacy profiles. Bivariate and multivariable logistic regression models examined associations between profile membership and sociodemographic variables. Differences in frailty across profiles were evaluated using analysis of variance. Results: Latent profile analysis revealed three distinct nutritional literacy profiles among MHD patients: low nutritional literacy (26.9%), moderate nutritional literacy (59.4%), and high nutritional literacy (13.7%). Multivariable logistic regression showed that education level and Per capita monthly household income were significant predictors of profile membership ( Conclusion: This study offers new insights into the heterogeneity of nutritional literacy among MHD patients and demonstrates that lower nutritional literacy is associated with greater frailty. These findings not only advance knowledge for future research but also provide a basis for developing targeted frailty intervention strategies in this population.

Indexed as

end-stage renal diseasefrailtylatent profile analysismaintenance hemodialysis patientsnutritional literacy

Identifiers

PMID42211089
PMCPMC13212087

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 OpenQuestion graph.