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Proteomics Signatures of Chronic Kidney Disease in Hypertension
Yu Huang1, Dan Chen1, Ziliang Ye1
1Division of Nephrology, Nanfang Hospital, Southern Medical University; National Clinical Research Center for Kidney and Urological Diseases; State Key Laboratory of Multi-organ Injury Prevention and Treatment; Guangdong Provincial Institute of Nephrology; Guangdong Provincial Key Laboratory of Renal Failure Research, Guangzhou, China.
Insights
A new 13-protein score predicts chronic kidney disease (CKD) in hypertensive patients. A simplified 3-protein panel shows strong predictive power, identifying FOLR1 and STC1 as potential therapeutic targets for CKD.
Area of Science:
- Proteomics
- Nephrology
- Genetics
Background:
- Hypertension is a key risk factor for chronic kidney disease (CKD).
- Predicting CKD progression in hypertensive individuals remains a challenge.
- Identifying novel biomarkers and therapeutic targets for hypertensive CKD is crucial.
Purpose of the Study:
- Develop and validate a plasma protein-based risk score for incident CKD in hypertensive patients.
- Identify causal proteins associated with hypertensive CKD.
- Discover potential therapeutic targets for preventing CKD progression.
Main Methods:
- Utilized UK Biobank Pharma Proteomics Project data from 22,258 hypertensive participants.
- Developed a protein risk score in a training set and validated it in internal and external cohorts.
- Employed Mendelian randomization to identify causal proteins and prioritize targets.
Main Results:
- A 13-protein risk score achieved a C-index of approximately 0.78.
- A simplified 3-protein panel (RNASE1, IGFBP4, GDF15) retained significant predictive power.
- Seven proteins, including FOLR1 and STC1, were identified as potential causal factors for hypertensive CKD.
- FOLR1 and STC1 were highlighted as druggable targets.
Conclusions:
- A robust plasma protein signature effectively predicts hypertensive CKD.
- Genetic evidence supports several proteins as key players in hypertensive CKD.
- FOLR1 and STC1 represent promising therapeutic targets for intervention in hypertensive CKD.
Background:
Hypertension is a major modifiable risk factor for chronic kidney disease (CKD), yet predicting which hypertensive individuals will progress to CKD remains challenging. We aimed to develop and validate a plasma protein-based risk score for incident CKD in hypertension and to identify causal proteins and potential therapeutic targets.
Methods:
Using data from the UK Biobank Pharma Proteomics Project, we included 22 258 hypertensive participants without baseline CKD. A protein risk score was developed in a training set (n=11 671) and validated in internal testing (n=7778) and external validation (Scotland/Wales, n=2809) cohorts. Hypothesis-generating Mendelian randomization using cis- protein quantitative trait loci was performed to prioritize proteins for functional follow-up.
Results:
A 13-protein risk score (C-index ≈0.78) was developed, with a simplified 3-protein panel (RNASE1 [pancreatic ribonuclease], IGFBP4 [insulin-like growth factor-binding protein 4], GDF15 [growth differentiation factor 15]) capturing most of its predictive power. Adding the 13-protein score to the clinical model significantly improved the C-index by 0.019 (95% CI, 0.011-0.026) in internal testing and 0.047 (95% CI, 0.013-0.090) in external validation cohorts, with significant net reclassification improvement and integrated discrimination improvement, while an estimated glomerular filtration rate-based polygenic risk score provided no meaningful improvement. Mendelian randomization analysis identified 7 proteins (BMPER [BMP-binding endothelial regulator protein], GFRA1 [GDNF family receptor alpha-1], CST3 [cystatin-C], CXCL16 [C-X-C motif chemokine 16], FOLR1 [folate receptor alpha], AMBP [protein AMBP], and STC1 [stanniocalcin-1]) with nominally significant associations with hypertensive CKD, all with higher levels increasing risk. Enrichment analyses highlighted protease inhibition and folate metabolism pathways. FOLR1 and STC1 emerged as druggable targets.
Conclusions:
This study establishes a robust plasma protein signature for predicting hypertensive CKD and provides genetic evidence supporting several proteins as prioritized candidates, revealing novel pathways and nominating FOLR1 and STC1 as potential therapeutic targets for further investigation.
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