Abstract 13621: Integrating Metabolomics and Genomics Uncovers Novel Pathways and Genetic Signatures Influencing Hydrochlorothiazide Blood Pressure Response: A Genetic Response Score for Hydrochlorothiazide Use
Circulation | April 23, 2024 | Volume: 132 | Issue: suppl_3 | Pages: No page available
Introduction: Hydrochlorothiazide (HCTZ) is among the most commonly prescribed antihypertensives in the US, yet <50% of HCTZ treated patients achieve blood pressure (BP) control. Hypothesis: Integrating metabolomic and genomic profiles of HCTZ treated patients could identify novel pathways/biomarkers for optimizing the use of HCTZ. Methods: Primary analysis included 228 white hypertensives treated with HCTZ from the Pharmacogenomic Evaluation of Antihypertensive Response (PEAR) study. Genotyping was determined via Illumina Omni 1M-Quad Chip and untargeted metabolomics was performed on baseline fasting plasma samples using a GC-TOF MS platform. Pathway analysis was used to integrate metabolites significantly associated with HCTZ BP response (FDR<.05) and genetic signals at p<5x10-5 from HCTZ BP genome-wide analysis. Replication was conducted in another 212 white HCTZ treated patients. Replicated genetic signals were used to create a BP response score by summing their BP lowering alleles. We validated this score by testing it in 196 white HCTZ treated patients in the Genetic Epidemiology of Responses to Antihypertensives (GERA) study. Results: Thirteen metabolites were significantly associated with HCTZ systolic BP (SBP) and diastolic BP (DBP) responses (FDR<.05). Metabolomics-genomics integration revealed significant metabolites along with rs2727563 PRKAG2, rs12604940 DCC, and rs13262930 EPHX2, in the netrin signalling pathway (p=1x10-5), as potential markers significantly influencing HCTZ BP response. We successfully replicated those 3 genetic signals and added their alleles to create a response score which explained 11.3% and 11.9% of the variability to HCTZ SBP and DBP responses, respectively. We found that patients carrying one “response” allele had a significantly worse response than carriers of six alleles (ΔSBP/ΔDBP: -1.5/1.2 vs -16.3/-10.4 mmHg, respectively, SBP score p=1x10-8 and DBP score p=3x10-9). We further validated this response score by testing it in the GERA (DBP score p=0.03, SBP score p=0.07). Conclusion: This study highlights the power of using different omics to identify novel pathways/biomarkers of drug response, and suggests that PRKAG2, DCC and EPHX2 might be important determinants of HCTZ BP response.
Cognition and Brain Atrophy Decades after Hypertensive Pregnancy Disorders (P1.089)
Neurology | December 7, 2023 | Volume: 86 | Issue: 16_supplement | Pages: No page available
Abstract Background The association of renin with adverse kidney outcomes is largely unknown, and renin measurement strategies vary. We aimed to measure the clinical correlates of different renin measurements and the association between renin and incident chronic kidney disease (CKD), end-stage kidney disease (ESKD), and mortality. Methods We performed a prospective cohort analysis of 9,420 participants in the Atherosclerosis Risk in Communities study followed from 1996 to 1998 through 2019. We estimated longitudinal associations of renin measured using SomaScan modified nucleotide aptamer assay with incident CKD, ESKD, and death using Cox proportional hazards models. Using samples from a subsequent study visit, we compared SomaScan renin with plasma renin activity (PRA) and renin level from Olink, and estimated associations with covariates using univariate and multivariable regression. Results Higher SomaScan renin levels were associated with a higher risk of incident CKD (hazard ratio per two-fold higher [HR], 1.14; 95% confidence interval [CI], 1.09 to 1.20), ESKD (HR, 1.20; 95% CI, 1.03 to 1.41), and mortality (HR, 1.08; 95% CI, 1.04 to 1.13) in analyses adjusted for demographic, clinical, and socioeconomic covariates. SomaScan renin was moderately correlated with PRA (r = 0.61) and highly correlated with Olink renin (r = 0.94). SomaScan renin and PRA had similar clinical correlates except for divergent associations with age and beta-blocker use, both of which correlated positively with SomaScan renin but negatively with PRA. Conclusions SomaScan aptamer-based renin level was associated with a higher risk of CKD, ESKD, and mortality. It was moderately correlated with PRA, sharing generally similar clinical covariate associations.
Mediation effects of diabetes and inflammation on the relationship of obesity to cognitive impairment in African Americans
Journal of the American Geriatrics Society | August 9, 2022 | Volume: 70 | Issue: 10 | Pages: 3021-3029
Abstract Background Whether diabetes and adipokine‐driven inflammation explain the association of obesity to cognitive impairment is unknown. Methods Structural equation models estimated the total effects of waist circumference on cognitive outcomes among African American participants cross‐sectionally (index exam) and longitudinally. Total effects were deconstructed into direct pathways of waist circumference to cognitive impairment and indirect mediation pathways through leptin, soluble tumor necrosis factor receptor 2 (sTNFR2), and diabetes. Waist circumference, leptin, and sTNFR2 were standardized. Cognitive impairment was defined as MMSE <21 or a z‐score < −1.5 standard deviation (SD). Incident cognitive impairment was defined among those without cognitive impairment at the index exam as follow‐up MMSE<21, z‐ score < −1.5, MMSE decline >1 point/year, or z‐score decline of >0.1 SD/year. Results Among 1008 participants (70% women, mean age 62.9 years, 14.5% with obesity, 26% with diabetes), 132 (13%) had baseline cognitive impairment. Each SD higher waist circumference was associated with higher odds of cognitive impairment, odds ratio (OR) = 1.63; (95% confidence interval: 1.17, 2.24), with mediating pathways explaining 65% of the total effect (58% from diabetes; 7% from inflammation). At follow‐up (mean 6.8 years), 106 of 535 (19.8%) had developed cognitive impairment. Each SD higher waist circumference was associated with higher odds of developing cognitive impairment (OR = 1.87; 95%CI: 1.18, 2.74); the direct effect of waist circumference explained 37% of the total effect and mediating pathways explained 63% (61% from diabetes; 2% from inflammation), although individual pathways were not statistically supported in the smaller sample. Conclusion Diabetes, and to a lesser degree, adiposity‐driven inflammation, appear to explain a substantial proportion of abdominal adiposity relationships with cognitive impairment. The impact of preventing and treating obesity on cognitive outcomes merits study.
Antihypertensive Pharmacogenetics: The C825T Polymorphism of G-Protein β
3
Subunit (
GNB3
) Is Associated with Greater Blood Pressure (BP) Response to Diuretic Therapy in Essential Hypertens
37 Knowledge of genetic factors that influence pharmacodynamics of responses to antihypertensive drugs may provide insights into molecular mechanisms contributing to elevation of BP and response to treatment. The T-allele of the C825T polymorphism of the gene coding for the G-protein β 3 subunit ( GNB3 ) has been associated with increased Na + -H + exchange and low plasma renin in individuals with EHT. Moreover, diminished counterregulatory activity of the renin-angiotensin system has been associated with greater BP declines in response to negative sodium balance induced by diuretic therapy. To assess the possible influence of GNB3 genotype on BP response to diuretic therapy, we measured the C825T polymorphism in community-based samples of 204 blacks (139 women, 65 men) and 192 whites (77 women, 115 men) with EHT (mean age=48±7 years) who underwent monotherapy with hydrochlorothiazide (HCTZ) for 4 weeks. In univariate analyses, the TT genotype was significantly associated with lower plasma renin activity ( p <0.001) and higher plasma aldosterone concentration ( p <0.019). In addition, mean declines in systolic blood pressure (SBP) and diastolic blood pressure (DBP) were 6±2 mmHg ( p <0.001) and 5±1 mmHg ( p <0.001) greater, respectively, in TT than in CC homozygotes. Responses in heterozygotes were intermediate between homozygote groups. Other univariate predictors of greater declines in both SBP and DBP were higher pretreatment BP ( p <0.001), black race ( p <0.001), female gender ( p <0.005), older age ( p ≤0.064), lower waist/hip ratio (p≤0.087), and lower plasma renin activity ( p <0.001). Even after considering effects of these other predictors, the TT genotype remained associated with greater declines in SBP ( p <0.058) and DBP ( p <0.001). Thus, the C825T polymorphism of GNB3 may help identify individuals with EHT who are more responsive to diuretic therapy and may have Na + -dependent BP elevation.
Abstract 18338: Genomics-metabolomics Integrative Approach Reveals Novel Biomarkers In DPYS Associated With Higher Glucose Change After Treatment With Atenolol
Circulation | July 3, 2021 | Volume: 132 | Issue: suppl_3 | Pages: No page available
Introduction: β-blockers, including atenolol, are among the most widely prescribed antihypertensive drug classes. However, their use has been associated with hyperglycemia and incident diabetes, which poses concern for prescribers and patients. The Pharmacogenomic Evaluation of Antihypertensive Responses (PEAR) study is a multicenter clinical trial with one of its objectives to identify genetic influences on adverse metabolic events in patients treated with atenolol. Here we report a genomics-metabolomics integrative approach to identify biomarkers associated with atenolol-induced glucose change. Methods: PEAR participants were genotyped using the Illumina Omni 1M-Quad Chip. Metabolite profiles were acquired through GC-TOF-MS. Association between baseline levels of metabolites and glucose change was conducted using a multivariate linear regression model adjusted for age, gender and baseline fasting glucose. Genomics-metabolomics integration included selecting SNPs within genes involved in the synthesis and degradation of top metabolites and testing their effect on glucose change in 234 atenolol-treated Caucasians in PEAR, adjusting for age, gender, baseline glucose and principal components 1 and 2. A false discovery rate (FDR) of .05 was used to adjust for multiple comparisons. Replication of significant SNPs was conducted in an additional 228 participants treated with atenolol in PEAR. Results: Metabolomics analysis revealed 3 metabolites associated with glucose change that passed FDR adjustment. The top metabolite signal was beta-alanine. Increasing levels of baseline beta-alanine was significantly correlated with greater glucose increases after atenolol treatment (p=.0003). A total of 79 SNPs in 12 genes in the beta-alanine pathway were explored. SNP rs2669429 in DPYS was significantly associated with glucose change, after FDR adjustment. We found that G allele carriers had significantly greater glucose change compared with non-carriers (p=.0006; β=+2.76 mg/dL). This finding was successfully replicated in the other 228 patients who received atenolol (p=.04; β=+1.86 mg/dL). Conclusions: These results suggest that beta alanine and DPYS rs2669429 SNP might be an important predictor of atenolol-induced dysglycemia.
Abstract P328: Effects of Subclinical Disease on Cognitive Function across Age in African Americans
Circulation | July 3, 2021 | Volume: 129 | Issue: suppl_1 | Pages: No page available
Objectives: Determine relationships between calcification and cognitive function. Background: Dementia affects over 5.4 million Americans; prevalence will quadruple in the next 50 years. Coronary artery calcification (CAC), a measure of subclinical atherosclerosis, may affect cognitive function through microvascular brain effects. Abdominal aortoiliac calcification (AAC) generally precedes CAC and may provide earlier risk determination. Effects of calcification on cognition have not been studied in African Americans (AA). Methods: The 2008-2011 GENOA CAC cohort consists of AA sibships (n=657, mean age 69 [range 40-98], 74% women, 82% hypertensive) enriched with hypertension from Jackson, MS with computed tomography (CT) Agatston calcification measures. Cognition was assessed in 4 domains: global cognitive function (Mini-Mental State Examination); processing speed (Digit Symbol Substitution and Trail Making A); memory (RAVLT and WAIS-III Incidental Learning); and executive function (Trail Making B). Relationships of cognition (standardized) and calcification (log base 2 scale accounting for skewness) were examined using linear regressions with GEE to account for sibship clustering, adjusting parsimoniously for age, sex, and education. Results: Doublings of CAC were significantly associated with poorer processing speed (ß=-0.049 [-0.072, -0.025] p=0.000) and executive function (ß=-0.037 [-0.070, -0.003] p=0.031) in younger subjects and with poorer global function (ß=-0.0648 [-0.096, -0.020] p=0.000), memory (ß=-0.034 [-0.060, -0.007] p=0.013), and processing speed (ß=-0.051 [-0.076, -0.025] p=0.000) in older subjects. Doublings of AAC were significantly associated with poorer processing speed (ß=-0.0381 [-0.056, -0.020] p=0.000) and executive function (ß=-0.045 [-0.070, -0.020] p=0.000) in younger subjects and poorer processing speed (ß=-0.050 [-0.075, -0.025] p=0.000) in older subjects. Conclusions: Calcification is associated with processing speed in young and old AA with prevalent cardiovascular risk factors and may be differentially associated with other cognitive domains by age. Processing speed in particular may be a domain affected early in the calcification process, warranting further study. This supports existing literature addressing the relationship between calcification and cognitive function in ethnically diverse cohorts. Further studies can focus on the temporal and causal relationships between calcification and cognition across age in AA samples enriched for hypertension to identify predictive factors associated with future cognitive decline.
Abstract P020: Associations of Markers of Inflammation with Nocturnal BP Dipping Status Using Two Common Dipping Definitions: the Genetic Epidemiology Network of Arteriopathy
Circulation | July 3, 2021 | Volume: 129 | Issue: suppl_1 | Pages: No page available
Background: Compared to those with natural nocturnal blood pressure (BP) decreases, those lacking nocturnal BP decreases (“non-dippers”) are at greater risk of cardiovascular disease (CVD). Substantial evidence also supports a role of chronic systemic inflammation in the pathogenesis of CVD. The purpose of this study was to examine associations of markers of inflammation with two common definitions of BP dipping status using 24-hour ambulatory blood pressure (AMBP) readings. Methods: AMBP monitoring and assays of C-reactive protein (CRP), interleukin-6 (IL-6), e-selectin, tissue inhibitor of metalloproteinase-2 (TIMP-2), and a selection of thirteen other inflammatory-pathway biomarkers were performed in 722 participants (mean age 64 [range 42-83] years, 36% men, 39% black, 83% hypertensive) in the Genetic Epidemiology Network of Arteriopathy (GENOA) Study (2001-2004). Non-dippers were classified using two common definitions: (1) nocturnal systolic and diastolic BP both decreased by <10% compared to daytime values [“dual non-dippers”, n=161 (22%)], and (2) nocturnal SBP decreased by <10% [“systolic non-dippers”, n=380 (53%)]. Logistic regressions, fit with generalized estimating equations to account for sibship clustering, yielded odds ratios (OR) of dipping status for log-transformed inflammatory biomarkers, adjusted for age, race, and sex. Results: IL-6 (range 0-37 pg/ml) was associated with dual non-dipping status (OR=1.55 [95%CI: 1.03, 2.32] p=0.035), translating into a 55% increase in the likelihood of being a dual non-dipper for every approximate doubling of IL-6. IL-6 (OR=1.63 [1.13, 2.35] p=0.009) and CRP (OR=1.35 [1.08,1.68] p=0.008) overall, as well as e-selectin (OR=0.49 [0.28, 0.87] p=0.014) and TIMP-2 (OR=0.54 [0.30,0.98] p=0.041) in hypertensive subjects were associated with systolic non-dipping status. Conclusions: These results suggest that non-dipping classification should be approached with prudence, as the two different criteria may influence conclusions about predictive marker associations. In addition, markers involved in direct versus inhibitory inflammation pathways may operate differentially across patient subgroups. Our findings support the link between inflammation and non-dipping circadian BP patterns and provide novel information on markers and definitions which may be useful for early detection and subsequent prevention of CVD.
Abstract P253: Proton Pump Inhibitor Use is Positively Associated with Incidence of Cardiovascular Disease
Circulation | July 3, 2021 | Volume: 135 | Issue: suppl_1 | Pages: No page available
Introduction: Proton pump inhibitors (PPIs) are used by an estimated 29 million Americans. PPIs increase the levels of asymmetrical dimethylarginine, a known risk factor for cardiovascular disease (CVD). Data from a select population of patients with CVD suggest that PPI use is associated with an increased risk of stroke, heart failure, and coronary heart disease. The impact of PPI use on incident CVD is largely unknown in the general population. Hypothesis: We hypothesized that PPI users have a higher risk of incident total CVD, coronary heart disease, stroke, and heart failure compared to nonusers. To demonstrate specificity of association, we additionally hypothesized that there is not an association between use of H 2 -blockers - another commonly used class of medications with similar indications as PPIs - and CVD. Methods: We used the Rochester Epidemiology Project’s medical records-linkage system to identify all residents of Olmsted County, MN on our baseline date of January 1, 2004 (N=140217). We excluded persons who did not grant permission for their records to be used for research, were <18 years old, had a history of CVD, had missing data for any variable included in our model, or had evidence of PPI use within the previous year.We followed our final cohort (N=58175) for up to 12 years. The administrative censoring date for CVD was 1/20/2014, for coronary heart disease was 8/3/2016, for stroke was 9/9/2016, and for heart failure was 1/20/2014. Time-varying PPI ever-use was ascertained using 1) natural language processing to capture unstructured text from the electronic health record, and 2) outpatient prescriptions. An incident CVD event was defined as the first occurrence of 1) validated heart failure, 2) validated coronary heart disease, or 3) stroke, defined using diagnostic codes only. As a secondary analysis, we calculated the association between time-varying H 2 -blocker ever-use and CVD among persons not using H 2 -blockers at baseline. Results: After adjustment for age, sex, race, education, hypertension, hyperlipidemia, diabetes, and body-mass-index, PPI use was associated with an approximately 50% higher risk of CVD (hazard ratio [95% CI]: 1.51 [1.37-1.67]; 2187 CVD events), stroke (hazard ratio [95% CI]: 1.49 [1.35-1.65]; 1928 stroke events), and heart failure (hazard ratio [95% CI]: 1.56 [1.23-1.97]; 353 heart failure events) compared to nonusers. Users of PPIs had a 35% greater risk of coronary heart disease than nonusers (95% CI: 1.13-1.61; 626 coronary heart disease events). Use of H 2 -blockers was also associated with a higher risk of CVD (adjusted hazard ratio [95% CI]: 1.23 [1.08-1.41]; 2331 CVD events). Conclusions: PPI use is associated with a higher risk of CVD, coronary heart disease, stroke and heart failure. Use of a drug with no known cardiac toxicity - H 2 -blockers - was also associated with a greater risk of CVD, warranting further study.
Abstract P045: Differential Associations of Inflammation and Cognitive Function in African and European Americans
Circulation | July 3, 2021 | Volume: 127 | Issue: suppl_12 | Pages: No page available
Dementia affects approximately 5 million people in the United States and cost $183 billion in 2011, with African Americans (AA) experiencing a disproportionate burden of dementia compared to European Americans (EA). Inflammation is considered by many to be a potential mediator in the development of cognitive dysfunction. High sensitivity C-reactive protein (CRP) and tumor necrosis factor-α (TNF-α), increasingly measured by the soluble TNF receptors 1 & 2 (sTNFRI1, sTNFR2), are among the most frequently cited inflammatory markers associated with dementia and are also elevated in vascular disease. Few studies have compared associations of inflammatory markers with cognitive function in EA and AA. We examined the association of CRP, sTNFR1 and sTNFR2 with cognitive function using detailed neuropsychological assessments in the Genetic Epidemiology Network of Arteriopathy (GENOA)-Genetics of Microangiopathic Brain Injury (GMBI) participants, a cohort considered at high risk of vascular disease due to family history (> 2 individuals in sibships with hypertension at age <60 years) and high prevalence rates of hypertension (74%), diabetes (27%), and obesity (51%). Cognitive function was measured across 5 cognitive domains: global cognitive function, processing speed, language, memory, and executive function. In AA, higher sTNFR2 was associated with poorer performance across all five domains. Higher sTNFR1 and CRP were associated with slower processing speed. In EA, higher sTNFR1 was associated with slower processing speed. CRP and sTNFR2 were not associated with cognitive function in EA. Inflammatory markers in this cohort were associated differentially across cognitive domains in AA and EA, and may reflect racial differences in vascular responses to inflammation.