2018
DOI: 10.1289/isesisee.2018.p02.3310
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The Early-Life Exposome: Description and Patterns in Six European Countries

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Cited by 15 publications
(33 citation statements)
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“…In the HELIX project, due to the large number of exposures and low correlations observed between them, the exposome revealed to be high dimensional and difficult to summarize in a few principal components. Ten principal components explained 45% and 39% of the total variance in the pregnancy and childhood exposome, respectively, while 65 and 90 components were required to explain 95% of the exposome variability [19]. In studies using specific subsets of exposures, namely urban or chemical exposures, a reasonable number of principal components was obtained, reinforcing that summarizing the data might be easier for a smaller subset of exposures and within certain exposure families [15,18].…”
Section: Dimensionality Of the Exposomementioning
confidence: 99%
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“…In the HELIX project, due to the large number of exposures and low correlations observed between them, the exposome revealed to be high dimensional and difficult to summarize in a few principal components. Ten principal components explained 45% and 39% of the total variance in the pregnancy and childhood exposome, respectively, while 65 and 90 components were required to explain 95% of the exposome variability [19]. In studies using specific subsets of exposures, namely urban or chemical exposures, a reasonable number of principal components was obtained, reinforcing that summarizing the data might be easier for a smaller subset of exposures and within certain exposure families [15,18].…”
Section: Dimensionality Of the Exposomementioning
confidence: 99%
“…The selection of exposures to consider in the study depends on the research question and issues of feasibility and data accessibility. Previous studies have included a wide range of external environmental exposures from various families, or have been specifically focused on certain components of the exposome, such as the urban or the chemical exposome, assessed at various developmental periods [13][14][15][16][17][18][19]. Socioand public health exposome conceptual frameworks have also been proposed and can guide the selection of exposures [20,21].…”
Section: Selecting and Pre-processing Exposuresmentioning
confidence: 99%
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