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. 2023 Aug 9;13(8):933. doi: 10.3390/metabo13080933

Correction: Chaby et al. Cross-Platform Evaluation of Commercially Targeted and Untargeted Metabolomics Approaches to Optimize the Investigation of Psychiatric Disease. Metabolites 2021, 11, 609

Lauren E Chaby 1, Heather C Lasseter 1, Kévin Contrepois 2, Reza M Salek 3, Christoph W Turck 4, Andrew Thompson 1, Timothy Vaughan 1, Magali Haas 1, Andreas Jeromin 1,*
PMCID: PMC10456293  PMID: 37623909

Figure Legend

In the original publication [1], there was a mistake in the legend for Figure 4, a log scale for the axis has been applied to each graph to better show the included data points.

The correct legend appears below:

Figure 4. Platform-specific, log-transformed, average metabolite levels in control samples for vendors reporting absolute units; each point represents mean ± SEM for 11 control samples in total: 9 control samples from 6 individuals (with 3 technical replicates), and 2 NIST pooled reference plasma samples. Each panel depicts the range of covered metabolites, across all assays, for an exemplar metabolite class: (A) amino acids, (B) fatty acids, (C) lysophosphatidylcholines (LPC), (D) hydroxy acids, (E) ceramides, and (F) triglycerides. Depicted data are from the second sample shipment. NIST = concentrations reported in the National Institute of Standards and Technology (NIST) SRM 1950 Certificate of Analysis (COA, revised June 2020).

Error in Figure/Table

In the original publication, there was a mistake in:

1. Table 1, Table 2 and Table 3. The color coding in these tables does not match the footnote. This has been corrected.

2. Table 3. The amino acid, alanine, was omitted from the published manuscript. This is now included in the corrected table.

3. Table 3 as published. NIST standards were used for part of the study to compare the accuracy of the different measurements. In the measurement of fatty acids and cholesterol, the NIST standards reflect the total concentration of fatty acids and cholesterol. The vendors in the published manuscript were reporting free fatty acids and free cholesterol, and therefore the comparison represented in Table 3 is not valid. This discrepancy was brought to our attention after the paper was published. The fatty acid and cholesterol values and percent accuracy for Biocrates and Lipotype were removed.

4. Figure 4. Reflecting the updates from Table 3, Figure 4b has been edited and a log scale applied for all graphs in the figure to better show the included data points.

The corrected Table 1, Table 2 and Table 3 and Figure 4 appear below:

Table 1.

Intra-assay Percent Coefficient of Variance (CV%) within Metabolite Classes and CV% Standard Deviation (SD) for Technical Replicates of PTSD and Control Samples in Shipment 1.

Intra-Assay Precision: Shipment 1
PTSD Average CV% Control Average CV% Count Range SD PTSD Average CV% Control Average CV% Count SD PTSD Average CV% Control Average CV% Count SD PTSD Average CV% Control Average CV% Count SD PTSD Average CV% Control Average CV% Count SD
Metabolite Class Biocrates HMT Nightingale Lipotype Metabolon
Acylcarnitines 10.33 9.88 14 2.07–76.09 15.67 5.66 5.81 35 7.43 9.03 8.39 21 7.70
Amino Acids 3.53 8.12 40 0.87–19.01 3.14 6.85 6.93 22 2.56 2.78 6.01 9 3.76 8.84 9.56 52 8.22
Amino Acid Related 3.44 8.71 1.73–12.88 3.21
Carboxylic Acids 3.85 7.20 2 2.70–8.02 2.25 5.10 5.62 8 2.83 2.99 6.66 3 2.38 11.32 9.13 101 13.59
Cholesteryl ester 8.46 14.69 18 3.42–48.13 8.44 4.23 13.30 13 6.84 4.63 4.00 26 2.20
Diglycerides 8.46 12.28 14 1.95–36.34 7.53 4.84 9.80 2 3.38 4.29 4.00 19 2.73
Diazines 21.00 18.45 3 21.16 15.39 13.46 5 12.60
Organonitrogen compounds 7.29 9.37 13 5.02 15.55 11.3 14 12.61
Purine nucleotides 9.69 16.16 5 9.32 14.18 12.48 10 8.09
Organooxygen compounds 12.03 9.63 6 7.35 1.04 6.44 2 4.07 9.19 9.90 6 8.38
Hydroxy acids and derivatives 4.04 6.79 5 2.47 0.88 3.05 1 NA 11.28 11.80 16 10.81
Keto acids and derivatives 1.62 5.52 3 2.24 4.29 26.20 2 18.87 8.35 8.18 13 4.94
Ceramides 6.53 8.60 25 0.59–29.33 5.33 11.36 10.43 5 4.62 5.03 6.77 2 3.06 7.22 7.10 11 5.55
Lactosylceramide 19.98 15.25 13 13.62 10.15 14.99 12 10.36
Glucosylceramide 21.84 19.55 13 11.15
Dihexosylceramides 10.30 9.78 10 2.45–34.65 7.59
Trihexosylceramides 14.16 17.94 6 4.69–43.82 11.60
Dihydroceramide 19.07 17.15 12 14.73
Hexosylceramide 9.56 11.32 19 1.33–27.20 5.81 6.28 8.33 12 4.34
Triglycerides 7.33 13.27 235 0.78–38.42 3.72 4.88 6.49 32 2.46 1.92 5.96 21 2.19
Hormones/Steroids 2.53 6.43 3 1.48–7.15 2.34 5.88 6.28 9 4.77 8.65 6.18 26 3.79
Fatty Acids 8.10 8.16 7 3.63–11.43 2.60 6.92 9.11 32 4.97 27.57 3.89 2 15.39 3.58 3.53 29 2.15
Fatty Acyls 28.92 29.75 4 19.76 18.17 13.20 83 12.09
Biogenic Amines 4.74 10.52 3 3.19–11.69 3.47
Bile Acids 5.84 7.73 12 2.48–12.04 2.77 4.66 6.47 4 7.22 11.42 8.94 22 6.95
Indoles and Derivatives 3.36 10.40 3 2.69–14.21 4.56 6.51 7.37 1 NA 7.45 5.82 9 3.97
Lysophosphatidyl-cholines (LPC) 13.05 11.32 14 0.91–36.05 10.66 3.34 3.71 27 1.69 4.38 14.44 6 5.36 7.28 10.10 15 5.14
Glycerophosphocholines 7.09 7.76 19 10.79
Phosphatidyl-cholines (PC) 7.98 9.78 73 1.78–67.84 9.56 7.96 11.15 63 5.22 8.12 5.98 18 4.44
Sphingomyelins 3.89 7.68 15 1.88–11.73 2.64 5.79 8.62 12 2.89 3.45 3.05 12 1.79
Sphingolipids 14.28 13.47 12 10.86 6.13 7.79 2 2.11
Sphinganine 6
Sphingosine 11.76 12.89 6 9.48
Glycerophospholipids 10.41 9.67 15 8.70 19.61 22.64 7 16.45
Glycerolipids (Monoacylglycerol) 21.69 26.95 25 14.48
Carboximidic acids and derivatives 4.93 4.33 1 NA 15.21 17.34 4 10.22
lyso-Phosphatidylethanolamine (LPE) 10.36 8.40 22 7.95 8.83 15.24 9 5.24 5.18 6.38 8 4.88
Phosphatidylcholine (-ether) (LPC-O) 13.02 16.40 41 8.64
Phosphatidylethanolamine (PE) 9.22 15.06 15 6.79 4.38 8.11 12 6.46
Phosphatidylethanolamine (-ether) (LPE-O) 11.54 15.20 16 7.76
Phosphatidylinositol (LPI) 7.37 8.44 14 6.05 8.95 16.88 15 7.62 10.83 18.82 6 8.90
Lyso-Phosphatidylserine (LPS) 11.21 15.84 7 8.97
Glycerophosphoglycerols (LPG) 9.23 10.92 14 6.71
Vitamins and Cofactors 1.09 10.44 1 NA 2.37 5.87 1 NA
Alkaloids 4.69 13.74 1 NA 3.86 2.48 2 0.80
Amine (Oxides) 6.92 8.23 1 NA 45.46 12.49 1 NA
Carbohydrates and Related 2.50 6.33 1 NA 10.81 14.37 34 13.62
Cresols 2.07 7.14 1 NA
Imidazopyrimidines 11.35 5.44 1 NA 10.32 7.60 17 8.68
5′-deoxyribonucleosides 19.82 18.62 1 NA 7.84 8.63 1 NA
Nucleoside and nucleotide analogues 13.05 3.4 1 NA
Pyrimidine nucleosides 1.33 7.94 1 NA 9.24 9.59 7 7.33
Pyridines and derivatives 6.69 7.90 10 5.76
Quinolines and derivatives 11.85 13.64 3 7.42
Phenols 9.22 4.79 3 5.40
Prenol lipids 17.87 8.77 7 8.13
Imidazole ribonucleosides and ribonucleotides 12.17 5.5 1 NA
Benzene and substituted derivatives 12.72 9.49 14 10.36
Phenylpropanoic acids 6.52 5.82 9 8.63
Tetrapyrroles and derivatives 3.45 11.6 2 5.43
Cholesterol and derivatives 7.53 9.5 2 4.40
Non-metal oxoanionic compounds 2.94 3.17 2 1.81
Organic sulfuric acids and derivatives 6.1 4.03 22 3.49
Organic sulfonic acids and derivatives 2.47 5.59 2 3.48
Organic carbonic acids and derivatives 6.33 9.48 2 3.88
Organic phosphoric acids and derivatives 9.53 7.87 1 NA
Benzothiazepines 2.29 6.17 2 5.83
Bilirubins 9.03 5.41 2 6.66
Dihydrofurans 6.94 3.07 2 3.68
Alkyl halides 2.9 3.98 2 1.49
Sulfinic acids and derivatives 11.13 16.04 1 NA
Azoles 11.11 10.6 7 5.90
Azolidines 4.34 6.92 1 NA
Cinnamic acids and derivatives 4.07 13.92 1 NA
Peptidomimetics 20.02 14.52 1 NA
Piperidines 14.81 16.27 1 NA
Pyrrolidines 4.09 5.48 1 NA
Coumarins and derivatives 0 14.1 1 NA

Notes: “High” precision is shown in green (≤10%), “moderate” in yellow (10% < x < 20%), and “low” in red (≥20%).

Table 2.

Inter-Assay percent Coefficient of Variance (CV%) within Metabolite Classes for Technical Replicates of PTSD and Control Samples across Shipment 1 and Shipment 2.

Inter-assay Precision: Shipment 1 vs. Shipment 2
PTSD Average CV% Control Average CV% Standard deviation (SD) PTSD Average CV% Control Average CV% Standard deviation (SD) PTSD Average CV% Control Average CV% Standard deviation (SD) PTSD Average CV% Control Average CV% Standard deviation (SD) PTSD Average CV% Control Average CV% Standard deviation (SD)
Metabolite Class Biocrates HMT Nightingale Lipotype Metabolon
Acylcarnitines 7.21 11.48 2.78 12.21 12.10 8.64 15.27 13.52 9.93
Amino Acids 5.88 11.95 3.57 9.10 9.79 4.02 4.80 7.37 3.48 12.84 14.21 8.03
Amino Acid Related 7.63 13.90 6.86
Carboxylic Acids 7.54 13.71 4.05 10.60 8.90 5.83 5.92 7.90 1.51 15.38 13.91 12.75
Cholesteryl ester 11.71 14.47 2.58 8.07 8.93 5.25 10.16 8.68 7.77
Diglycerides 17.42 22.27 10.62 9.13 13.25 6.27 10.97 10.06 4.53
Diazines 16.42 21.57 14.04 33.22 29.05 24.92
Organonitrogen compounds 13.31 11.50 8.24 14.25 13.66 7.67
Purine nucleotides 30.06 38.64 18.99 11.49 11.84 5.98
Organooxygen compounds 31.07 37.08 13.17 4.89 6.94 2.62 31.34 26.85 28.72
Hydroxy acids and derivatives 10.88 11.10 6.05 1.88 3.57 NA 17.76 17.90 12.03
Keto acids and derivatives 14.10 16.66 2.83 10.58 19.49 9.58 15.64 13.55 8.45
Ceramides 16.04 19.50 8.65 11.34 15.68 4.34 6.58 6.47 0.78 10.10 7.88 4.44
Lactosylceramide 15.32 16.79 8.06 16.61 17.51 13.28
Glucosylceramide 19.30 23.43 9.77
Dihexosylceramides 11.99 17.82 5.18
Trihexosylceramides 17.08 23.39 4.52
Dihydroceramide 18.63 21.21 12.20
Hexosylceramide 14.23 17.72 6.01 11.44 10.57 3.49
Triglycerides 15.42 19.35 7.56 8.34 6.67 2.20 9.3 7.65 2.61
Hormones/Steroids 15.59 18.54 9.04 8.08 10.35 5.86 15.39 13.53 5.84
Fatty Acids 13.80 18.43 7.40 24.26 27.33 33.29 53.25 9.39 26.15 6.89 6.60 3.39
Fatty Acyls 4.21 4.99 NA 20.94 17.94 9.44
Biogenic Amines 6.37 18.78 10.04
Bile Acids 21.36 23.51 28.05 5.99 10.49 10.09 21.36 20.83 11.05
Indoles and Derivatives 8.60 15.22 4.59 13.11 12.47 5.93
Lysophosphatidyl-cholines (LPC) 13.24 17.78 8.17 6.45 8.75 3.38 9.13 8.85 0.77 17.64 17.23 12.98
Glycerophosphocholines 6.56 7.21 2.76
Phosphatidyl-cholines (PC) 10.11 14.43 6.97 10.24 13.18 10.69 13.65 13.98 13.68
Sphingomyelins 9.34 12.99 4.28 6.16 7.19 2.09 6.51 7.58 4.35
Sphingolipids 20.21 20.23 10.83 9.90 12.50 1.60
Sphinganine
Sphingosine 19.34 19.49 10.01
Glycerophospholipids 19.51 22.85 25.01 22.79 26.91 17.68
Glycerolipids (Monoacylglycerol) 35.32 34.69 15.53
Carboximidic acids and derivatives 23.26 3.55 NA 12.92 17.33 5.22
lyso-Phosphatidylethanolamine (LPE) 11.88 13.87 17.60 9.92 9.85 1.89 22.80 19.85 12.54
Phosphatidylcholine (-ether) (LPC-O) 14.35 15.00 6.39
Phosphatidylethanolamine (PE) 12.50 14.70 6.08 12.16 12.16 8.38
Phosphatidylethanolamine (-ether) (LPE-O) 10.14 11.68 3.76
Phosphatidylinositol (LPI) 9.81 10.24 6.62 13.27 13.27 7.59 39.03 49.61 11.64
Lyso-Phosphatidylserine (LPS) 19.00 20.64 7.74
Glycerophosphoglycerols (LPG) 12.34 15.52 7.60
Vitamins and Cofactors 7.59 13.77 NA 6.44 13.52 NA
Alkaloids 17.05 46.83 21.81
Amine (Oxides) 6.55 11.15 NA 28.84 24.42 NA
Carbohydrates and Related 6.61 13.25 NA 23.31 22.25 22.84
Cresols 4.39 11.88 NA
Imidazopyrimidines 19.81 26.41 14.25
5′-deoxyribonucleosides 12.33 9.07 5.31 10.04 13.25 NA
Nucleoside and nucleotide analogues 44.29 15.88 NA
Pyrimidine nucleosides 21.49 19.06 15.04
Pyridines and derivatives 11.51 11.75 5.71
Quinolines and derivatives 20.42 20.85 13.19
Phenols 22.06 21.35 6.87
Prenol lipids 16.43 13.54 6.28
Imidazole ribonucleosides and ribonucleotides 7.24 7.26 NA
Benzene and substituted derivatives 23.37 23.26 13.29
Phenylpropanoic acids 17.47 23.77 12.32
Tetrapyrroles and derivatives 9.73 17.57 5.40
Cholesterol and derivatives 8.27 8.43 2.92
Non-metal oxoanionic compounds 4.07 4.04 0.41
Organic sulfuric acids and derivatives 23.64 25.3 27.37
Organic sulfonic acids and derivatives 7.08 10.9 6.10
Organic carbonic acids and derivatives 7.67 9 4.39
Organic phosphoric acids and derivatives 8.74 8.28 NA
Benzothiazepines 22.99 22.49 2.09
Bilirubins 10.37 13.28 NA
Dihydrofurans 10.09 6.84 2.42
Alkyl halides 7.17 5.97 2.77
Sulfinic acids and derivatives 9.57 21.87 NA
Azoles 17.19 12.88 7.62
Azolidines 14.11 17 NA
Cinnamic acids and derivatives 48.32 49.73 NA
Peptidomimetics 22.76 21.34 NA
Piperidines 53.36 63.22 NA
Pyrrolidines 10.55 13.2 NA
Coumarins and derivatives 30.57 17.89 NA

Notes: “High” precision is shown in green (≤10%), “moderate” in yellow (10% < x < 20%), and “low” in red (≥20%).

Table 3.

Reporting Accuracy (%) compared with NIST Metabolites in Frozen Human Plasma (SRM 1950).

Accuracy (%) Biocrates HMT Nightingale
Analyte NIST Value (uM) Reported Value (uM) Percent Difference Reported Value (uM) Percent Difference Reported Value (uM) Percent Difference
Fatty Acids
C18:2 n-6 (Z,Z)-9,12-Octadecadienoic Acid (Linoleic Acid) 2838 2960 4.30%
C22:6 n-3. (Z,Z,Z,Z,Z,Z)-4,7,10,13,16,19-Docosahexaenoic Acid (DHA) 118 136 15.25%
Amino Acids
Alanine 300 331 10.17% 211 −29.61% 312.246 4.08%
Glycine 245 288 17.72% 250 1.97% 240.87 −1.69%
Histidine 72.6 80 10.08% 59 −18.25% 70.0707 −3.48%
Isoleucine 55.5 66 18.92% 46 −17.02% 44.604 −19.63%
Leucine 100.4 114 13.05% 102 1.25% 87.7893 −12.56%
Lysine 140 151 7.73% 129 −7.60%
Methionine 22.3 22 −0.94% 14 −38.50%
Proline 177 199 12.30% 138 −22.19%
Serine 95.9 98 2.14% 69 −27.57%
Threonine 119.5 127 6.10% 92 −23.08%
Tyrosine 57.3 61 6.48% 49 −13.95% 61.8318 7.91%
Valine 182.2 174 −4.40% 152 −16.30% 185.06 1.57%
Arginine 81.4 95 16.45%
Cysteine 44.3 46 4.50%
Cystine 7.8 8.0 2.76%
Phenylalanine 51 57 12.54% 47 −8.27% 53.0223 3.97%
Clinical Markers
Creatinine 60 65 7.69% 43 −28.14% 58.1642 −3.06%
Glucose 4560 4679.41 2.62%
Homocysteine 8.5 8.5 0.58%
Cortisol 0.23 0.19 −17.92%
Cholesterol 3917 3620 −7.58%

Notes: “High” accuracy is shown in green (≤10%), “moderate” in yellow (10% < x < 20%), and “low” in red (≥20%). Accuracy assessed only for vendors that reported quantitative units and not relative units; accuracy estimated using Shipment 1 data. All percent accuracy values are versus NIST COA values, such that a negative value is below the NIST-provided reference value.

Figure 4.

Figure 4

Platform-specific, log-transformed, average metabolite levels in control samples for vendors reporting absolute units; each point represents mean ± SEM for 11 control samples in total: 9 control samples from 6 individuals (with 3 technical replicates), and 2 NIST pooled reference plasma samples. Each panel depicts the range of covered metabolites, across all assays, for an exemplar metabolite class: (A) amino acids, (B) fatty acids, (C) lysophosphatidylcholines (LPC), (D) hydroxy acids, (E) ceramides, and (F) triglycerides. Depicted data are from the second sample shipment. NIST = concentrations reported in the National Institute of Standards and Technology (NIST) SRM 1950 Certificate of Analysis (COA, revised June 2020).

Text Correction

There was an error in the original publication. NIST standards were used for part of the study to compare the accuracy of the different measurements. In the measurement of fatty acids and cholesterol, the NIST standards reflect the total concentration of fatty acids and cholesterol. The vendors in the published manuscript were reporting free fatty acids and free cholesterol, and therefore the comparison represented in Table 3 is not valid. This discrepancy was brought to our attention after the paper was published. The fatty acid and cholesterol values and percent accuracy for Biocrates and Lipotype were removed, and mention of these measurements was removed from the results section.

Updated links and data location information have been added to the appropriate sections.

A correction has been made to

1. Section 2.4, First Paragraph:

The accuracy of metabolite measurements, in comparison to NIST SRM 1950 pooled reference plasma reference values in the NIST certificate of analysis (COA), is provided in Table 3. Assessments of accuracy were constrained by (i) the fraction of classes represented in the NIST COA, (ii) vendor-specific coverage of metabolites, and (iii) the use of relative units which excluded Metabolon. Accuracy was evaluated for a set of amino acids listed in the NIST COA, which showed roughly similar high or moderate accuracy across plat-forms. Normalization methods informed by platform-specific normative levels could inform efforts to compare or merge datasets across metabolomics approaches. The majority of metabolites across all platforms were detected with excellent linearity across the dilution curve (i.e., coefficient of determination values near 1, suggesting that abundance is not a core obstacle in current metabolomics technologies; depicted in Supplementary Figure S1).

2. Supplementary Materials:

The following are available online at https://www.mdpi.com/article/10.3390/metabo11090609/s1, Figure S1: Linearity across the dilution curve of NIST pooled reference plasma (SRM 1950), Table S1: Metabolites and lipids implicated in posttraumatic stress disorder (PTSD) in previously published metabolomics studies, Table S2: List of samples sent to each metabolomics vendor in two identical shipments, Table S3: Metabolomics bake-off sample information.

3. Data Availability Statement:

Data and the Metabolomics Platform Exploration Tool will be made available in the BRAIN Commons, a cloud-based platform for computational discovery designed for the brain health community at https://www.braincommons.org/publications/doi-10-3390-metabo-11090609/ accessed on 28 September 2022.

The authors state that the scientific conclusions are unaffected. This correction was approved by the Academic Editor. The original publication has also been updated.

Footnotes

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Reference

  • 1.Chaby L.E., Lasseter H.C., Contrepois K., Salek R.M., Turck C.W., Thompson A., Vaughan T., Haas M., Jeromin A. Cross-Platform Evaluation of Commercially Targeted and Untargeted Metabolomics Approaches to Optimize the Investigation of Psychiatric Disease. Metabolites. 2021;11:609. doi: 10.3390/metabo11090609. [DOI] [PMC free article] [PubMed] [Google Scholar]

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