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Article

Serum Metabolites Associated with Blood Pressure in Chronic Kidney Disease Patients

1
Department of Computer Science, University of South Carolina, Columbia, SC 37027, USA
2
Faculty of Life Science and Medicine, Northwest University, Xi’an 710127, China
3
Department of Internal Medicine, University of New Mexico, Albuquerque, NM 87109, USA
*
Authors to whom correspondence should be addressed.
Metabolites 2022, 12(4), 281; https://doi.org/10.3390/metabo12040281
Submission received: 4 February 2022 / Revised: 17 March 2022 / Accepted: 18 March 2022 / Published: 23 March 2022
(This article belongs to the Special Issue Deep Learning for Metabolomics)

Abstract

Blood pressure is one of the most basic health screenings and it has a complex relationship with chronic kidney disease (CKD). Controlling blood pressure for CKD patients is crucial for curbing kidney function decline and reducing the risk of cardiovascular disease. Two independent CKD cohorts, including matched controls (discovery n = 824; validation n = 552), were recruited. High-throughput metabolomics was conducted with the patients’ serum samples using mass spectrometry. After controlling for CKD severity and other clinical hypertension risk factors, we identified ten metabolites that have significant associations with blood pressure. The quantitative importance of these metabolites was verified in a fully connected neural network model. Of the ten metabolites, seven have not previously been associated with blood pressure. The metabolites that had the strongest positive association with blood pressure were aspartylglycosamine (p = 4.58 × 10−5), fructose-1,6-diphosphate (p = 1.19 × 10−4) and N-Acetylserine (p = 3.27 × 10−4). Three metabolites that were negatively associated with blood pressure (phosphocreatine, p = 6.39 × 10−3; dodecanedioic acid, p = 0.01; phosphate, p = 0.04) have been reported previously to have beneficial effects on hypertension. These results suggest that intake of metabolites as supplements may help to control blood pressure in CKD patients.
Keywords: chronic kidney disease; blood pressure; hypertension chronic kidney disease; blood pressure; hypertension
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MDPI and ACS Style

Yan, F.; Chen, D.-Q.; Tang, J.; Zhao, Y.-Y.; Guo, Y. Serum Metabolites Associated with Blood Pressure in Chronic Kidney Disease Patients. Metabolites 2022, 12, 281. https://doi.org/10.3390/metabo12040281

AMA Style

Yan F, Chen D-Q, Tang J, Zhao Y-Y, Guo Y. Serum Metabolites Associated with Blood Pressure in Chronic Kidney Disease Patients. Metabolites. 2022; 12(4):281. https://doi.org/10.3390/metabo12040281

Chicago/Turabian Style

Yan, Fengyao, Dan-Qian Chen, Jijun Tang, Ying-Yong Zhao, and Yan Guo. 2022. "Serum Metabolites Associated with Blood Pressure in Chronic Kidney Disease Patients" Metabolites 12, no. 4: 281. https://doi.org/10.3390/metabo12040281

APA Style

Yan, F., Chen, D.-Q., Tang, J., Zhao, Y.-Y., & Guo, Y. (2022). Serum Metabolites Associated with Blood Pressure in Chronic Kidney Disease Patients. Metabolites, 12(4), 281. https://doi.org/10.3390/metabo12040281

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