Evidence map›Paper›PMID 41798624›Full record

ArticleFrontiers in cardiovascular medicine2026

Analysis of risk factors and construction of nomogram model for cardiac valve calcification of patients undergoing hemodialysis.

Yan Zhang, Lin Huang, Mengjun Tao, Jiajun Zhou, Deguang Wang

Abstract read
In one paragraph

Article in Frontiers in cardiovascular medicine, 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

5 authors.

Yan ZhangDepartment of Nephrology, The Second Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China.
Lin HuangDepartment of Nephrology, The Second Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China.
Mengjun TaoDepartment of Health Management Center, First Affiliated Hospital of Wannan Medical College, Wuhu, Anhui, China.
Jiajun ZhouBlood Purification Center, Affiliated Yijishan Hospital of Wannan Medical College, Wuhu, Anhui, China.
Deguang WangDepartment of Nephrology, The Second Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This study aimed to construct a risk prediction nomogram model of cardiac valve calcification (CVC) in patients undergoing maintenance hemodialysis (MHD) and to verify its evaluation effect. Methods: A total of 398 patients undergoing hemodialysis were randomly divided into a modeling group ( Results: This study included 398 patients undergoing MHD with a mean age of 51.17 ± 14.09 years, and the prevalence of CVC was 31.66%. Compared with the non-CVC group, patients in the CVC group were older and had a higher proportion of males, longer dialysis duration, higher prevalence of diabetes, and higher levels of total cholesterol, triglycerides, and fat tissue index, while handgrip strength was significantly lower (all Conclusion: Patients undergoing hemodialysis who are older, male, have a dialysis duration ≥ 36 months, elevated total cholesterol levels, and increased fat tissue index are at higher risk of developing CVC. The nomogram model demonstrated good predictive performance for CVC in patients undergoing hemodialysis and may serve as a practical tool for identifying high-risk individuals in clinical practice.

Indexed as

cardiac valve calcificationfat tissue indexhemodialysisnomogramrisk factors

Identifiers

PMID41798624
PMCPMC12960616

What Socratic 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 Socratic graph.