Biocomputing 2020 2019
DOI: 10.1142/9789811215636_0058
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Phenome-wide association studies on cardiovascular health and fatty acids considering phenotype quality control practices for epidemiological data

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Cited by 4 publications
(4 citation statements)
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“…Chronic diseases such as coronary heart disease, diabetes, nonalcoholic fatty liver disease (NAFLD), and cancer seriously threaten human health and reduce family happiness indices [ 1 , 2 ]. Perturbed lipid metabolism leads to ectopic lipid accumulation in tissues, such as the liver, thereby causing NAFLD and negatively influencing circulating lipid profile-inducing dyslipidemia [ 3 ].…”
Section: Introductionmentioning
confidence: 99%
“…Chronic diseases such as coronary heart disease, diabetes, nonalcoholic fatty liver disease (NAFLD), and cancer seriously threaten human health and reduce family happiness indices [ 1 , 2 ]. Perturbed lipid metabolism leads to ectopic lipid accumulation in tissues, such as the liver, thereby causing NAFLD and negatively influencing circulating lipid profile-inducing dyslipidemia [ 3 ].…”
Section: Introductionmentioning
confidence: 99%
“…The QC steps for each study design were performed separately using CLARITE (Lucas et al 2019;Passero et al 2020;Zhou et al 2020) with 963 environmental variables. For QC, 1) individuals with missing values for the phenotype or covariates were excluded; 2) variables were classified into binary, categorical, and continuous; 3) histograms were plotted for visualizing the distribution of the quantitative phenotypes and a log(x + 1) transformation was performed to normalize the data and reduce the high skewness for serum vitamin B12, serum folate, and serum iron; 4) variables for which 90% or more of the samples had values of zero were removed; 5) variables with n < 200 were dropped, and categorical/binary variables with a category size < 150 were removed (Table 5 and Table 6).…”
Section: Quality Controlmentioning
confidence: 99%
“…However, some genetic studies have been performed to assess which participant biotype could best benefit from these supplements. 12 Therefore, there is a need for further studies to evaluate the role of these substances, especially gammalinolenic acid, which plays an important role in metabolism and helps in bone density gain. 13 In a recent study involving over 5,000 postmenopausal women, it was found that more than 30% of the participants were obese and that this factor increased the incidence of systemic arterial hypertension.…”
mentioning
confidence: 99%
“…Information on other dietary fatty acids (saturated and linolenic acids) is generally less robust and inconclusive. However, some genetic studies have been performed to assess which participant biotype could best benefit from these supplements 12 . Therefore, there is a need for further studies to evaluate the role of these substances, especially gamma-linolenic acid, which plays an important role in metabolism and helps in bone density gain 13 …”
mentioning
confidence: 99%