Evidence map›Paper›PMID 40684041›Full record

ArticleCommunications medicine2025

Common inflammatory proteins linking frailty and area-level deprivation as key drivers of cardiovascular risk in women.

Yu Lin, Panayiotis Louca, Ruth C E Bowyer, Afroditi Kouraki, Niccolò Rossi, Mary Ni Lochlainn, Anthony Kelly, Vasileios Georgopoulos, Frances M K Williams, Claire J Steves and 3 more

Abstract read
In one paragraph

Article in Communications medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

13 authors.

Yu Lin *Department of Twin Research & Genetic Epidemiology, King's College London, London, UK.
Panayiotis Louca *Department of Twin Research & Genetic Epidemiology, King's College London, London, UK.
Ruth C E BowyerDepartment of Twin Research & Genetic Epidemiology, King's College London, London, UK.
Afroditi KourakiAcademic Rheumatology Clinical Sciences Building, Nottingham City Hospital, University of Nottingham, Nottingham, UK.
Niccolò RossiDepartment of Twin Research & Genetic Epidemiology, King's College London, London, UK.
Mary Ni LochlainnDepartment of Twin Research & Genetic Epidemiology, King's College London, London, UK.
Anthony KellyAcademic Rheumatology Clinical Sciences Building, Nottingham City Hospital, University of Nottingham, Nottingham, UK.
Vasileios GeorgopoulosAcademic Rheumatology Clinical Sciences Building, Nottingham City Hospital, University of Nottingham, Nottingham, UK.
Frances M K WilliamsDepartment of Twin Research & Genetic Epidemiology, King's College London, London, UK.
Claire J StevesDepartment of Twin Research & Genetic Epidemiology, King's College London, London, UK.ORCID http://orcid.org/0000-0002-4910-0489
Mario FalchiDepartment of Twin Research & Genetic Epidemiology, King's College London, London, UK.ORCID http://orcid.org/0000-0002-5646-1004
Ana M ValdesAcademic Rheumatology Clinical Sciences Building, Nottingham City Hospital, University of Nottingham, Nottingham, UK. ana.valdes@nottingham.ac.uk.ORCID http://orcid.org/0000-0003-1141-4471
Cristina MenniDepartment of Twin Research & Genetic Epidemiology, King's College London, London, UK. cristina.menni@kcl.ac.uk.ORCID http://orcid.org/0000-0001-9790-0571

Funding

RCUK | Medical Research Council (MRC) MR/W026813/1, MR/Y010175/1Wellcome Trust
6 · The paper itself

Abstract

backgroundChronic inflammation is linked to frailty and deprivation, both of which are comorbid with cardiovascular diseases (CVD). This study aims to identify inflammatory proteins associated with both socioeconomic deprivation and frailty, and assess their role in mediating cardiovascular risk in a large cohort with independent replication.

methodsWe included 2144 TwinsUK females aged 37-84 with concurrent measures of frailty (frailty index), index of multiple deprivation (IMD), cardiovascular risk (ASCVD score), and 74 proteins (Olink inflammation panel). A random forest model with SHapley Additive exPlanations identified shared proteomic markers of frailty and deprivation. Linear mixed models assessed associations between selected proteins, IMD, frailty, and ASCVD score. Findings were validated in 57 females from the Nottingham Osteoarthritis study. Mixed-effects Cox regression evaluated associations with 10-year ischemic heart disease risk, and mediation analysis assessed the role of proteins in linking IMD and frailty to ASCVD risk.

resultsWe identify ten pro-inflammatory proteins associated with both frailty and area-level social deprivation. Four of those (TNFSF14, HGF, CDCP1, and CCL11) are consistently positively correlated with ASCVD score in both two cohorts. CDCP1 is also associated with higher incident ischemic heart disease risk (HR [95%CI] = 1.82 [1.17, 2.85]). TNFSF14, HGF, and CDCP1 mediate the association between IMD and ASCVD, as well as between frailty and ASCVD.

conclusionsOur findings indicate that inflammatory proteins involved in cellular signalling, growth, and migration are associated with frailty, socioeconomic deprivation, and CVD risk, suggesting that these pathways mediate the impact of socioeconomic deprivation and ageing on CVD risk.

Identifiers

PMID40684041
PMCPMC12276345

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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 OpenQuestion graph.