# Genetic association between PCSK9 and coronary artery calcification mediated by inflammatory cytokines

**Authors:** Weijian Wang, Jiangping Ye, Xinyi Hu, Zongzheng Chen, Li Wang, Liang Chen

PMC · DOI: 10.3389/fcvm.2026.1767013 · Frontiers in Cardiovascular Medicine · 2026-02-16

## TL;DR

This study shows that PCSK9 inhibition may reduce coronary artery calcification, with FGF23 playing a key role in the process.

## Contribution

The study identifies PCSK9 as a therapeutic target for CAC and reveals FGF23 as a partial mediator in the PCSK9-CAC relationship.

## Key findings

- Genetic proxies for ApoB and LDL-C are positively associated with increased CAC severity.
- PCSK9 inhibition reduces calcification-related proteins and FGF23 expression in animal and cell experiments.
- FGF23 mediates 13.86% of the effect of PCSK9 on CAC.

## Abstract

Coronary artery calcification (CAC), a hallmark of coronary atherosclerosis, links closely to dysregulated lipid metabolism and chronic inflammation. Proprotein convertase subtilisin/kexin type 9 (PCSK9) inhibitors exert potent lipid-lowering and anti-inflammatory effects, holding translational potential for vascular calcification intervention. However, evidence on PCSK9 inhibition's impact on vascular calcification remains inconsistent. Here, we combined genetic causal analysis with in vivo/in vitro experiments to explore the therapeutic efficacy of PCSK9 inhibition against CAC and the mediating role of fibroblast growth factor 23 (FGF23) in this process.

First, we used two-sample Mendelian randomization (MR) and multivariable Mendelian randomization to identify lipid profiles genetically associated with coronary artery calcification. Subsequently, we investigated the value of the PCSK9 gene as a potential therapeutic target for CAC through drug target MR and colocalization analysis, and screened for potential inflammatory mediators via Mediation MR analyses. Following the completion of the aforementioned analyses, we verified the beneficial effect of PCSK9 inhibitors on delaying vascular calcification through animal experiments and cell experiments.

MR analysis revealed that genetic proxies for apolipoprotein B (ApoB) (OR=1.64; 95%CI: 1.42–1.90; p < 0.001) and low-density lipoprotein cholesterol (LDL-C) (OR=1.78; 95%CI: 1.50–2.51; p < 0.001) were positively causally associated with increased coronary artery calcification (CAC) severity. Drug target MR analysis identified PCSK9 as a promising CAC therapeutic target (OR=1.19; 95%CI: 1.11–1.27; p < 0.001), and colocalization analysis confirmed shared genetic causality between PCSK9 expression and CAC susceptibility. Mediation MR analysis suggested FGF23 as a partial mediator in the PCSK9-CAC axis (mediated effect=0.024; mediation proportion=13.86%). In animal experiments, calcification upregulated PCSK9 levels (p < 0.001), calcification-related proteins (BMP2, BMP4, RUNX2) (p < 0.001), and FGF23 expression (p < 0.05) versus controls, with all indicators reduced by evolocumab treatment (p < 0.001, p < 0.05, p < 0.05, respectively). In HASMCs, calcification elevated PCSK9 levels (p < 0.001), calcification-related proteins (p < 0.05), and FGF23 expression (p < 0.001), whereas siRNA reversed these changes (p < 0.001, p < 0.01, p < 0.05, respectively).

Inhibition of PCSK9 may effectively slow the progression of coronary artery calcification, with inflammatory mediators such as FGF23 playing key regulatory roles in this process.

## Linked entities

- **Genes:** PCSK9 (proprotein convertase subtilisin/kexin type 9) [NCBI Gene 255738], APOB (apolipoprotein B) [NCBI Gene 338], COG2 (component of oligomeric golgi complex 2) [NCBI Gene 22796], FGF23 (fibroblast growth factor 23) [NCBI Gene 8074], BMP2 (bone morphogenetic protein 2) [NCBI Gene 650], BMP4 (bone morphogenetic protein 4) [NCBI Gene 652], RUNX2 (RUNX family transcription factor 2) [NCBI Gene 860]

## Full-text entities

- **Genes:** NLRP3 (NLR family pyrin domain containing 3) [NCBI Gene 114548] {aka AGTAVPRL, AII, AVP, C1orf7, CIAS1, CLR1.1}, TNF (tumor necrosis factor) [NCBI Gene 7124] {aka DIF, IMD127, TNF-alpha, TNFA, TNFSF2, TNLG1F}, APOA1 (apolipoprotein A1) [NCBI Gene 335] {aka AMYLD3, HPALP2, apo(a)}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}, S100A12 (S100 calcium binding protein A12) [NCBI Gene 6283] {aka CAAF1, CAGC, CGRP, ENRAGE, MRP-6, MRP6}, OSM (oncostatin M) [NCBI Gene 5008], Blnk (B cell linker) [NCBI Gene 17060] {aka BASH, Bca, Ly-57, Ly57, Lyw-57, SLP-65}, IL1B (interleukin 1 beta) [NCBI Gene 3553] {aka IL-1, IL1-BETA, IL1F2, IL1beta}, CX3CL1 (C-X3-C motif chemokine ligand 1) [NCBI Gene 6376] {aka ABCD-3, C3Xkine, CXC3, CXC3C, NTN, NTT}, Runx2 (runt related transcription factor 2) [NCBI Gene 12393] {aka AML3, CBF-alpha-1, Cbf, Cbfa-1, Cbfa1, LS3}, LDLR (low density lipoprotein receptor) [NCBI Gene 3949] {aka LDLCQ2}, KCNK3 (potassium two pore domain channel subfamily K member 3) [NCBI Gene 3777] {aka DDSA, K2p3.1, OAT1, PPH4, TASK, TASK-1}, BMP2 (bone morphogenetic protein 2) [NCBI Gene 650] {aka BDA2, BMP2A, SSFSC, SSFSC1}, Bmp2 (bone morphogenetic protein 2) [NCBI Gene 12156] {aka Bmp2a}, FGF23 (fibroblast growth factor 23) [NCBI Gene 8074] {aka ADHR, FGFN, HFTC2, HPDR2, HYPF, PHPTC}, Gapdh (glyceraldehyde-3-phosphate dehydrogenase) [NCBI Gene 14433] {aka Gapd}, Pcsk9 (proprotein convertase subtilisin/kexin type 9) [NCBI Gene 100102] {aka FH3, HCHOLA3, Narc1, PC9}, LTA (lymphotoxin alpha) [NCBI Gene 4049] {aka LT, TNFB, TNFSF1, TNLG1E}, LIFR (LIF receptor subunit alpha) [NCBI Gene 3977] {aka CD118, LIF-R, SJS2, STWS, SWS}, APOB (apolipoprotein B) [NCBI Gene 338] {aka FCHL2, FLDB, LDLCQ4, apoB-100, apoB-48}, BMP4 (bone morphogenetic protein 4) [NCBI Gene 652] {aka BMP2B, BMP2B1, MCOPS6, OFC11, ZYME}, PCSK9 (proprotein convertase subtilisin/kexin type 9) [NCBI Gene 255738] {aka FH3, FHCL3, HCHOLA3, LDLCQ1, NARC-1, NARC1}, Fgf23 (fibroblast growth factor 23) [NCBI Gene 64654] {aka Fgf8b}, Bmp4 (bone morphogenetic protein 4) [NCBI Gene 12159] {aka Bmp-4, Bmp2b, Bmp2b-1, Bmp2b1}, RUNX2 (RUNX family transcription factor 2) [NCBI Gene 860] {aka AML3, CBF-alpha-1, CBFA1, CCD, CCD1, CLCD}
- **Diseases:** ASCVD (MESH:D050197), coronary heart disease (MESH:D003327), left ventricular hypertrophy (MESH:D017379), carotid artery calcification (MESH:D002340), Vascular calcification (MESH:D061205), chronic inflammation (MESH:D007249), insulin resistance (MESH:D007333), MR (MESH:C562757), valvular calcification (MESH:D006349), Calcification (MESH:D002114), MI (MESH:D009203), cardiovascular calcific disease (MESH:D002318), CAC (MESH:D003324), wall calcification (MESH:D056988), heart failure (MESH:D006333), aortic calcification (MESH:C562942), systemic lupus erythematosus (MESH:D008180), calcified (MESH:D018333)
- **Chemicals:** penicillin (MESH:D010406), phosphate (MESH:D010710), peanut oil (MESH:D000074241), vitamin D (MESH:D014807), Alizarin Red (MESH:C010078), 18F-sodium fluoride (-), paraffin (MESH:D010232), Evolocumab (MESH:C577155), streptomycin (MESH:D013307), alirocumab (MESH:C571059), sodium pentobarbital (MESH:D010424), polyacrylamide (MESH:C016679), nicotine (MESH:D009538), TG (MESH:D014280), Vitamin D3 (MESH:D002762), xylene (MESH:D014992), Lipofectamine (MESH:C086724), beta-glycerophosphate (MESH:C031463), paraformaldehyde (MESH:C003043), Lipid (MESH:D008055), CO2 (MESH:D002245), alizarin red S (MESH:C004468), calcium (MESH:D002118), ethanol (MESH:D000431), cholesterol (MESH:D002784), SDS (MESH:D012967), PVDF (MESH:C024865), calcium chloride (MESH:D002122)
- **Species:** Homo sapiens (human, species) [taxon 9606], Mus musculus (house mouse, species) [taxon 10090]
- **Mutations:** rs11591147
- **Cell lines:** HASMCs — Homo sapiens (Human), Finite cell line (CVCL_4009), /6 — Homo sapiens (Human), Tongue squamous cell carcinoma, Cancer cell line (CVCL_5985)

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12950672/full.md

## References

33 references — full list in the complete paper: https://tomesphere.com/paper/PMC12950672/full.md

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Source: https://tomesphere.com/paper/PMC12950672