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The “Metaboanalyst” website (https://www.metaboanalyst.ca/)14 was used for data standardization. We removed the feature of missing > 50% values, and replaced the missing values with 1/5 of the minimum positive value of each variable. Finally, we perform log transformations to standardize the data for subsequent analysis.
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