# Genetic Evidence Reveals Causal Effect of Circulating Proteome on Random Glucose: A Mendelian Randomization Study

**Authors:** Ziyuan Shen, Xing Xing, Xiaoyue Zhang, Jianan Zhu, Yining Wang, Guoqi Cai

PMC · DOI: 10.1155/jdr/6662650 · Journal of Diabetes Research · 2026-03-03

## TL;DR

This study finds proteins that causally affect random glucose levels, suggesting new drug targets for glucose-related metabolic disorders.

## Contribution

The study identifies 12-31 causal proteins affecting random glucose using Mendelian randomization and GWAS data.

## Key findings

- 12 proteins showed causal effects on random glucose in cis-pQTL analysis.
- 31 proteins showed causal effects in combined cis/trans-pQTL analysis.
- Half of the identified proteins are druggable or existing drug targets.

## Abstract

Random glucose (RG) testing provides greater flexibility and convenience, enabling real‐time evaluation of blood glucose levels without the need to consider recent dietary intake. This study was aimed at identifying drug targets using the evidence from circulating proteins associated with RG from genome‐wide association studies (GWASs)

Using two‐sample Mendelian randomization (MR) with circulating protein data from nine GWAS, we revealed potential causal relationships between these proteins and RG. A framework of sensitivity analyses was performed to assess the robustness and credibility of the evidence.

In the cis‐protein quantitative trait loci (pQTLs) and the combined cis/trans‐pQTLs analyses, 12 and 31 proteins demonstrated causal effects on RG, respectively. Enrichment analysis revealed that proteins prioritized by cis‐MR were enriched in the carbohydrate catabolic process, collagen‐containing extracellular matrix, and peptidase regulator activity. For all MR‐prioritized proteins, pathways were enriched in those related to the maintenance of location, secretory granule lumen, sulfuric ester hydrolase activity, and regulation of lipolysis in adipocytes. Notably, approximately half of these proteins (including PCSK1, PPY, and VWF) were recognized as druggable or existing drug targets.

This study identified proteins causally linked to RG, emphasizing their potential role in the development of therapeutic interventions for metabolic disorders, particularly those involving glucose regulation.

## Linked entities

- **Proteins:** PCSK1 (proprotein convertase subtilisin/kexin type 1), PPY (pancreatic polypeptide), VWF (von Willebrand factor)

## Full-text entities

- **Genes:** NEU1 (neuraminidase 1) [NCBI Gene 4758] {aka NANH, NEU, SIAL1}, ADIPOQ (adiponectin, C1Q and collagen domain containing) [NCBI Gene 9370] {aka ACDC, ACRP30, ADIPQTL1, ADPN, APM-1, APM1}, LHCGR (luteinizing hormone/choriogonadotropin receptor) [NCBI Gene 3973] {aka HHG, LCGR, LGR2, LH/CG-R, LH/CGR, LHR}, SULF2 (sulfatase 2) [NCBI Gene 55959] {aka HSULF-2}, PSIP1 (PC4 and SRSF1 interacting protein 1) [NCBI Gene 11168] {aka DFS70, LEDGF, PAIP, PSIP2, p52, p75}, PCSK1 (proprotein convertase subtilisin/kexin type 1) [NCBI Gene 5122] {aka BMIQ12, NEC1, PC1, PC1/3, PC3, SPC3}, KCNK3 (potassium two pore domain channel subfamily K member 3) [NCBI Gene 3777] {aka DDSA, K2p3.1, OAT1, PPH4, TASK, TASK-1}, INSR (insulin receptor) [NCBI Gene 3643] {aka CD220, HHF5}, SPINK4 (serine peptidase inhibitor Kazal type 4) [NCBI Gene 27290] {aka HEL136, PEC-60, PEC60}, YWHAQ (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein theta) [NCBI Gene 10971] {aka 14-3-3, 1C5, HS1}, ARL2 (ARF like GTPase 2) [NCBI Gene 402] {aka ARFL2, MRCS1}, VWF (von Willebrand factor) [NCBI Gene 7450] {aka F8VWF, VWD}, BPNT1 (3'(2'), 5'-bisphosphate nucleotidase 1) [NCBI Gene 10380] {aka HEL20, HsPIP, PIP}, PGM1 (phosphoglucomutase 1) [NCBI Gene 5236] {aka CDG1T, GSD14}, CREB3L4 (cAMP responsive element binding protein 3 like 4) [NCBI Gene 148327] {aka AIBZIP, ATCE1, CREB3, CREB4, JAL, hJAL}, PPY (pancreatic polypeptide) [NCBI Gene 5539] {aka PH, PNP, PP}, QPCTL (glutaminyl-peptide cyclotransferase like) [NCBI Gene 54814] {aka gQC}, TH (tyrosine hydroxylase) [NCBI Gene 7054] {aka DYT14, DYT5b, TYH}, YWHAB (tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein beta) [NCBI Gene 7529] {aka GW128, HEL-S-1, HS1, KCIP-1, YWHAA}, CALCOCO2 (calcium binding and coiled-coil domain 2) [NCBI Gene 10241] {aka NDP52}, INS (insulin) [NCBI Gene 3630] {aka IDDM, IDDM1, IDDM2, ILPR, IRDN, MODY10}, HLA-C (major histocompatibility complex, class I, C) [NCBI Gene 3107] {aka D6S204, HLA-JY3, HLAC, HLC-C, MHC, PSORS1}, HDGF (heparin binding growth factor) [NCBI Gene 3068] {aka HMG1L2}, NPY (neuropeptide Y) [NCBI Gene 4852] {aka PYY4}, CES1 (carboxylesterase 1) [NCBI Gene 1066] {aka ACAT, CE-1, CEH, CES2, HMSE, HMSE1}, DPP4 (dipeptidyl peptidase 4) [NCBI Gene 1803] {aka ADABP, ADCP2, CD26, DPPIV, TP103}, PRKG1 (protein kinase cGMP-dependent 1) [NCBI Gene 5592] {aka AAT8, PKG, PKG1, PRKG1B, PRKGR1B, cGK}, PHGDH (phosphoglycerate dehydrogenase) [NCBI Gene 26227] {aka 3-PGDH, 3PGDH, HEL-S-113, NLS, NLS1, PDG}, MANSC4 (MANSC domain containing 4) [NCBI Gene 100287284], CD209 (CD209 molecule) [NCBI Gene 30835] {aka CDSIGN, CLEC4L, DC-SIGN, DC-SIGN1, hDC-SIGN}, PYY (peptide YY) [NCBI Gene 5697] {aka PYY-I, PYY1}, IL6 (interleukin 6) [NCBI Gene 3569] {aka BSF-2, BSF2, CDF, HGF, HSF, IFN-beta-2}
- **Diseases:** metabolic diseases (MESH:D008659), RG (MESH:D018149), T2D (MESH:D003924), obesity (MESH:D009765), hepatitis B (MESH:D006509), Insulin resistance (MESH:D007333), diabetes (MESH:D003920), tumor (MESH:D009369), Impaired regulation of glucose homeostasis (MESH:C565631), Inflammatory (MESH:D007249)
- **Chemicals:** Glucose (MESH:D005947), blood glucose (MESH:D001786), urea nitrogen (MESH:C530477), glycogen (MESH:D006003), carbohydrate (MESH:D002241), FBG (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12957537/full.md

## Figures

1 figure with captions in the complete paper: https://tomesphere.com/paper/PMC12957537/full.md

## References

47 references — full list in the complete paper: https://tomesphere.com/paper/PMC12957537/full.md

---
Source: https://tomesphere.com/paper/PMC12957537