Validation Log 2025-12-15 01:15:50.846915 mwtab Python Library Version: 2.0.0 Source: https://www.metabolomicsworkbench.org/rest/study/analysis_id/AN004468/mwtab/txt Study ID: ST002754 Analysis ID: AN004468 File format: txt Status: Contains Validation Issues Number of Issues: 16 Number of Warnings: 9 Number of Value Errors: 13 Number of Consistency Errors: 2 Number of Format Errors: 0 Issue Log: Error: An empty value or a null value was detected for the subsection, "FLOW_GRADIENT", in the "CHROMATOGRAPHY" section. A legitimate value should be provided for this required subsection. Error: The value, "-", for the subsection, "FLOW_RATE", in the "CHROMATOGRAPHY" section should be a number or range (ex. "5-6") followed by a space with a unit (ex. "5 V") from the following list: ['mL/min', 'uL/min', 'μL/min']. Ignore this when more complicated descriptions are required. Error: The value, "-", for the subsection, "COLUMN_TEMPERATURE", in the "CHROMATOGRAPHY" section should be a number or range (ex. "5-6") followed by a space with a unit (ex. "5 V") from the following list: ['°C', 'C']. Ignore this when more complicated descriptions are required. Error: An empty value or a null value was detected for the subsection, "SOLVENT_A", in the "CHROMATOGRAPHY" section. A legitimate value should be provided for this required subsection. Error: An empty value or a null value was detected for the subsection, "SOLVENT_B", in the "CHROMATOGRAPHY" section. A legitimate value should be provided for this required subsection. Error: The following metabolites in the, MS_METABOLITE_DATA table were not found in the METABOLITES table: "2^-deoxycytidine" "2^-O-methylcytidine" "5_6-dihydrothymine" "5-methyl-2^-deoxycytidine" "adenosine 5^-monophosphate (AMP)" "cytidine 5^-monophosphate (5^-CMP)" "glutathione_ oxidized (GSSG)" "guanosine 5^-monophosphate (5^-GMP)" "hydroxy-N6_N6_N6-trimethyllysine*" "inosine 5^-monophosphate (IMP)" "N2-acetyl_N6_N6-dimethyllysine" "N2_N2-dimethylguanosine" "N6_N6-dimethyllysine" "N6_N6_N6-trimethyllysine" "N_N-dimethylalanine" "N_N-dimethyl-pro-pro" "N_N_N-trimethyl-5-aminovalerate" "N_N_N-trimethyl-alanylproline betaine (TMAP)" "trans-3_4-methyleneheptanoylglycine" "trigonelline (N^-methylnicotinate)" Error: The following metabolites in the METABOLITES table were not found in the MS_METABOLITE_DATA table: "2'-deoxycytidine" "2'-O-methylcytidine" "5,6-dihydrothymine" "5-methyl-2'-deoxycytidine" "adenosine 5'-monophosphate (AMP)" "cytidine 5'-monophosphate (5'-CMP)" "glutathione, oxidized (GSSG)" "guanosine 5'-monophosphate (5'-GMP)" "hydroxy-N6,N6,N6-trimethyllysine*" "inosine 5'-monophosphate (IMP)" "N2-acetyl,N6,N6-dimethyllysine" "N2,N2-dimethylguanosine" "N6,N6-dimethyllysine" "N6,N6,N6-trimethyllysine" "N,N-dimethylalanine" "N,N-dimethyl-pro-pro" "N,N,N-trimethyl-5-aminovalerate" "N,N,N-trimethyl-alanylproline betaine (TMAP)" "trans-3,4-methyleneheptanoylglycine" "trigonelline (N'-methylnicotinate)" Warning: The "ri" column at position 7 in the METABOLITES table, matches a standard column name, "retention_index". If this match was not in error, the column should be renamed to the standard name or a name that doesn't resemble the standard name. Warning: The "ri_type" column at position 8 in the METABOLITES table, matches a standard column name, "retention_index_type". If this match was not in error, the column should be renamed to the standard name or a name that doesn't resemble the standard name. Warning: The standard column, "other_id", was found in the METABOLITES table as "other_id". If this column contains database IDs for standard databases such as KEGG, PubChem, HMDB, etc., it is recommended to make individual columns for these and not lump them together into a less descriptive "other_id" column. Warning: The "inchi_key" column at position 3 in the METABOLITES table has all null values. Warning: The "other_id" column at position 5 in the METABOLITES table has all null values. Warning: The "other_id_type" column at position 6 in the METABOLITES table has all null values. Warning: The "ri" column at position 7 in the METABOLITES table has all null values. Warning: The "ri_type" column at position 8 in the METABOLITES table has all null values. Warning: The "moverz_quant" column at position 9 in the METABOLITES table has all null values.