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. 2025 Feb 28;104(9):e41651.
doi: 10.1097/MD.0000000000041651.

Elevated isoleucine may be a protective factor for primary hypertension: A pooled causal effect study

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Elevated isoleucine may be a protective factor for primary hypertension: A pooled causal effect study

Ying Shi et al. Medicine (Baltimore). .

Abstract

Hypertension continues to pose a huge burden to global public health. Abnormal metabolism not only serves as a risk factor for hypertension but also acts as a driving force in its aggravation. However, there remains a lack of large-scale causal demonstration based on extensive samples. Our study aims to investigate the causal relationship between metabolism and primary hypertension (PH) using Mendelian randomization analysis. We used genome-wide association studies instrumental variables for Mendelian randomization association analysis integrating the diagnosis results of PH in 3 populations from East Asia, the Middle East, and Africa with serum metabolites and metabolite ratios. This allowed us to identify predictive metabolites and metabolic pathways for diagnosing or treating PH. Inverse-variance weighting was the main model for establishing causal associations. In addition horizontal pleiotropy test, linkage disequilibrium test, and sensitivity analysis were employed to test the explanatory power of instrumental variables. A total of 10,922 cases of PH and 8299 cases of metabolomics detection cohorts were included in the study. In East Asian, Middle Eastern, and African populations, we found 36, 57, and 40 known metabolites respectively strongly associated with PH (P < .05). Cross-section and meta-analysis of these strongly correlated metabolites across the 3 ethnic groups revealed 7 common metabolites. Notably, elevated isoleucine (odds ratio = 0.74, 95% confidence interval: 0.56-0.96) was demonstrated as a potential protective factor against PH across 3 ethnic groups. The metabolites associated with PH have certain polymorphisms in different populations. Isoleucine may be a promising biomarker for PH diagnosis or treatment, but more clinical validation is needed.

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Conflict of interest statement

The authors have no conflicts of interest to disclose.

Figures

Figure 1.
Figure 1.
Schematic of the Mendelian randomization analysis. Significant instrumental variables were selected to assess the correlation between metabolites and primary hypertension crossing 3 population. The 3 basic assumptions of Mendelian randomization analysis were illustrated in the acyclic graph. SNP = single-nucleotide polymorphism.
Figure 2.
Figure 2.
Volcano plots depicting correlations related to the influence of metabolites on primary hypertension. (A–C) Correlation volcano plots among East Asian, Middle East, and African. The plots include both ORs in log 2 scale and P values in −log 10 estimated by the inverse variance weighted method for metabolites among 3 populations. OR = odds ratio.
Figure 3.
Figure 3.
Heat map of the direction of the potential correlation of metabolic involvement in the 3 populations.
Figure 4.
Figure 4.
Venn diagram of metabolites’ intersection between East Asian, Middle East, and Africa populations.
Figure 5.
Figure 5.
Illustration of the pooled causal effects of 5 known intersecting metabolic factors. (A) The pooled causal effect of N-acetyl-aspartyl-glutamate levels, (B) taurolithocholate 3-sulfate levels, (C) isoleucine levels, (D) N-acetyl-2-aminoadipate levels, and (E) myo-inositol levels. CI = confidence interval, M-H = Mantel-Haenszel, OR = odds ratio.

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