Evidence map›Paper›PMID 39582374›Full record

Observational studyJournal of cachexia, sarcopenia and muscle2025

Assessing Association Between Circulating Bilirubin Levels and the Risk of Frailty: An Observational and Mendelian Randomization Study.

Jun Wu, Jia-Hao Xu, Hao-Qi Zou, Yi-Jiang Ouyang, Shang-Jie Li, Liang Wu, Jie Zhang, Ming-Juan Yin, Dong-Qing Ye, Jin-Dong Ni

Abstract readObservational Study
In one paragraph

Observational study in Journal of cachexia, sarcopenia and muscle, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. 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

10 authors.

Jun WuDepartment of Epidemiology and Biostastics, School of Public Health, Shunde Women and Children's Hospital, Guangdong Medical University, Dongguan, China.
Jia-Hao XuDepartment of Epidemiology and Biostastics, School of Public Health, Shunde Women and Children's Hospital, Guangdong Medical University, Dongguan, China.
Hao-Qi ZouDepartment of Epidemiology and Biostastics, School of Public Health, Shunde Women and Children's Hospital, Guangdong Medical University, Dongguan, China.
Yi-Jiang OuyangDepartment of Epidemiology and Biostastics, School of Public Health, Shunde Women and Children's Hospital, Guangdong Medical University, Dongguan, China.
Shang-Jie LiDepartment of Epidemiology and Biostastics, School of Public Health, Shunde Women and Children's Hospital, Guangdong Medical University, Dongguan, China.
Liang WuDepartment of Epidemiology and Biostastics, School of Public Health, Shunde Women and Children's Hospital, Guangdong Medical University, Dongguan, China.
Jie ZhangSchool of Public Health, Anhui University of Science and Technology, Hefei, Anhui, China.
Ming-Juan YinDepartment of Epidemiology and Biostastics, School of Public Health, Shunde Women and Children's Hospital, Guangdong Medical University, Dongguan, China.
Dong-Qing YeSchool of Public Health, Anhui University of Science and Technology, Hefei, Anhui, China.
Jin-Dong NiDepartment of Epidemiology and Biostastics, School of Public Health, Shunde Women and Children's Hospital, Guangdong Medical University, Dongguan, China.ORCID 0000-0001-5413-8353

Funding

Guangdong Basic and Applied Basic Research Foundation Committee 2022A1515111042National Natural Science Foundation of China 82273709Non-Funded Scientific and Technological Research Project in Zhanjiang 2024B01217
6 · The paper itself

Abstract

backgroundBilirubin is a by-product of haemoglobin breakdown and has been reported to be a potent antioxidant recently. While elevated levels of bilirubin have been linked to a reduced risk of various diseases, their role remains unknown in frailty. This study aims to explore the relationship between serum bilirubin levels and the risk of frailty.

methodsThis cohort study included 442 223 White British participants (aged 39 to 73 years) with an available frailty index at baseline (2006 to 2010) from the UK Biobank. The associations of total/direct bilirubin levels with the continuous frailty index were analysed by multivariable linear regression, and multivariable logistic regression was used after classifying frailty outcomes into non-frailty, pre-frailty and frailty. A Mendelian randomization (MR) analysis was applied to evaluate the association of genetically predicted bilirubin levels with frailty risk.

resultsThe prevalence rates of both pre-frailty and frailty were 46.17% and 12.49%, respectively, with higher rates observed in women than in men (pre-frailty: 47.33% vs. 44.79%, frailty: 13.64% vs. 11.13%, respectively). There was a non-linear negative association between total bilirubin levels and frailty indexes (p < 0.0001). Mildly elevated total bilirubin levels had protective effects against pre-frailty (OR = 0.863, 95% CI: 0.849 to 0.879, p < 0.001) and frailty (OR = 0.660, 95% CI: 0.641 to 0.679, p < 0.001). Increased total bilirubin levels were more beneficial for women with frailty risk (percent changes per SD μmol/L = -0.37%, 95% CI: -0.40% to -0.34%). The MR analysis revealed a negative association between genetically predicted total/direct bilirubin levels and frailty risk (both p < 0.0001).

conclusionsCirculating total/direct bilirubin levels were negatively associated with frailty risk in White British individuals. Mildly elevated total bilirubin levels were more beneficial for women subpopulation.

Indexed as

BilirubinFrailtyMendelian Randomization AnalysisAdultAgedBiomarkersCohort StudiesFemaleHumansMaleMiddle AgedRisk FactorsUnited KingdomBilirubinBiomarkersbilirubinfrailtyMendelian randomization

Identifiers

PMID39582374
PMCPMC11670173

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.