Summary of Study ST003075

This data is available at the NIH Common Fund's National Metabolomics Data Repository (NMDR) website, the Metabolomics Workbench, https://www.metabolomicsworkbench.org, where it has been assigned Project ID PR001915. The data can be accessed directly via it's Project DOI: 10.21228/M86137 This work is supported by NIH grant, U2C- DK119886.

See: https://www.metabolomicsworkbench.org/about/howtocite.php

This study contains a large results data set and is not available in the mwTab file. It is only available for download via FTP as data file(s) here.

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Study IDST003075
Study TitleHZV029 TwoPhase Metabolomics and Lipidomics
Study SummaryIn this study, a subset of plasma samples were processed using an in-house two phase extraction protocol based on the protocol originally proposed by Matayash et al. The resulting non-polar layer was then analyzed on a Thermo ScientificTM TranscendTM Duo LX-2 UHPLC system interfaced with high resolution Thermo ScientificTM Orbitrap ID-XTM TribidTM mass spectrometer with a HESI ionization source. This dataset was collected as a single batch and was used for the pipeline's ability to detect failed injections, which in this study, was simulated through the substitution of an empty vial for a missing study sample.
Institute
Jackson Laboratory for Genomic Medicine
LaboratoryShuzhao Li Laboratory
Last NameJoshua
First NameMitchell
Address10 Discovery Dr, Farmington CT 06032
Emailjoshua.mitchell@jax.org
Phone8608372474
Submit Date2024-02-15
PublicationsCommon data models to streamline metabolomics processing and annotation, and implementation in a Python pipeline Joshua Mitchell, Yuanye Chi, Maheshwor Thapa, Zhiqiang Pang, Jianguo Xia, Shuzhao Li doi: https://doi.org/10.1101/2024.02.13.580048
Raw Data AvailableYes
Raw Data File Type(s)mzML
Analysis Type DetailLC-MS
Release Date2024-05-24
Release Version1
Mitchell Joshua Mitchell Joshua
https://dx.doi.org/10.21228/M86137
ftp://www.metabolomicsworkbench.org/Studies/ application/zip

Select appropriate tab below to view additional metadata details:


Project:

Project ID:PR001915
Project DOI:doi: 10.21228/M86137
Project Title:Evaluation of a python-centric metabolomics data processing pipeline based on Asari.
Project Summary:To standardize metabolomics data analysis and facilitate future computational developments, it is essential is have a set of well-defined templates for common data structures. Here we describe a collection of data structures involved in metabolomics data processing and illustrate how they are utilized in a full-featured Python-centric pipeline. We demonstrate the performance of the pipeline, and the details in annotation and quality control using large-scale LC-MS metabolomics and lipidomics data and LC-MS/MS data. Multiple previously published datasets are also reanalyzed to showcase its utility in biological data analysis. This pipeline allows users to streamline data processing, quality control, annotation, and standardization in an efficient and transparent manner. This work fills a major gap in the Python ecosystem for computational metabolomics. The uploaded datasets include previously unreleased datasets used for the evaluation of this pipeline including two large plasma datasets taken from recipients of one of two herpes zoster vaccines, analyzed as 17 separate batches, and a lipidomics dataset collected on a subset of these patients.
Institute:Jackson Laboratory for Genomic Medicine
Laboratory:Shuzhao Li Laboratory
Last Name:Joshua
First Name:Mitchell
Address:10 Discovery Dr, Farmington CT 06032
Email:joshua.mitchell@jax.org
Phone:8608372474
Funding Source:NIH grants U01 CA235493 (NCI), R01 AI149746 and AI149746 S1 (NIAID), and UM1 HG012651 (NHGRI).
Publications:Common data models to streamline metabolomics processing and annotation, and implementation in a Python pipeline (BioRxiv) Joshua Mitchell, Yuanye Chi, Maheshwor Thapa, Zhiqiang Pang, Jianguo Xia, Shuzhao Li; doi: https://doi.org/10.1101/2024.02.13.580048
Contributors:Joshua Mitchell, Yuanye Chi, Maheshwor Thapa, Shuzhao Li

Subject:

Subject ID:SU003190
Subject Type:Human
Subject Species:Homo sapiens
Taxonomy ID:9606

Factors:

Subject type: Human; Subject species: Homo sapiens (Factor headings shown in green)

mb_sample_id local_sample_id Factor Sample source
SA332322pooledsample_DDA_02DDA Pooled Study Plasma
SA332323pooledsample_DDA_01DDA Pooled Study Plasma
SA332324MT_20230807_007NIST Pooled NIST Reference Plasma
SA332325MT_20230807_008NIST Pooled NIST Reference Plasma
SA332326MT_20230807_124Pooled Pooled Study Plasma
SA332327MT_20230807_010Pooled Pooled Study Plasma
SA332328MT_20230807_123Pooled Pooled Study Plasma
SA332329MT_20230807_032Pooled Pooled Study Plasma
SA332330MT_20230807_076Pooled Pooled Study Plasma
SA332331MT_20230807_075Pooled Pooled Study Plasma
SA332332MT_20230807_054Pooled Pooled Study Plasma
SA332333MT_20230807_053Pooled Pooled Study Plasma
SA332334MT_20230807_098Pooled Pooled Study Plasma
SA332335MT_20230807_097Pooled Pooled Study Plasma
SA332336MT_20230807_009Pooled Pooled Study Plasma
SA332337MT_20230807_031Pooled Pooled Study Plasma
SA332338Blank_20230807_002Process_Blank Process Blank
SA332339Blank_20230807_004Process_Blank Process Blank
SA332340Blank_20230807_001Process_Blank Process Blank
SA332341Blank_20230807_005Process_Blank Process Blank
SA332342Blank_20230807_003Process_Blank Process Blank
SA332343Blank_20230807_006Process_Blank Process Blank
SA332344MT_20230807_005QC Pooled Commercial Plasma Sample
SA332345MT_20230807_004QC Pooled Commercial Plasma Sample
SA332346MT_20230807_006QC Pooled Commercial Plasma Sample
SA332347MT_20230807_003QC Pooled Commercial Plasma Sample
SA332348MT_20230807_001QC Pooled Commercial Plasma Sample
SA332349MT_20230807_126QC Pooled Commercial Plasma Sample
SA332350MT_20230807_002QC Pooled Commercial Plasma Sample
SA332351MT_20230807_125QC Pooled Commercial Plasma Sample
SA332352Sol_blank_20230807_004Solvent_Blank Solvent Blank
SA332353Sol_blank_20230807_003Solvent_Blank Solvent Blank
SA332354Sol_blank_20230807_002Solvent_Blank Solvent Blank
SA332355Sol_blank_20230807_001Solvent_Blank Solvent Blank
SA332356Blank_std_20230807_1_002Standards_Blank Blank w/ Stds
SA332357Blank_std_20230807_1_001Standards_Blank Blank w/ Stds
SA332358MT_20230807_091Unknown Plasma
SA332359MT_20230807_090Unknown Plasma
SA332360MT_20230807_089Unknown Plasma
SA332361MT_20230807_095Unknown Plasma
SA332362MT_20230807_093Unknown Plasma
SA332363MT_20230807_094Unknown Plasma
SA332364MT_20230807_092Unknown Plasma
SA332365MT_20230807_082Unknown Plasma
SA332366MT_20230807_080Unknown Plasma
SA332367MT_20230807_081Unknown Plasma
SA332368MT_20230807_079Unknown Plasma
SA332369MT_20230807_078Unknown Plasma
SA332370MT_20230807_077Unknown Plasma
SA332371MT_20230807_096Unknown Plasma
SA332372MT_20230807_083Unknown Plasma
SA332373MT_20230807_087Unknown Plasma
SA332374MT_20230807_086Unknown Plasma
SA332375MT_20230807_085Unknown Plasma
SA332376MT_20230807_084Unknown Plasma
SA332377MT_20230807_088Unknown Plasma
SA332378MT_20230807_104Unknown Plasma
SA332379MT_20230807_115Unknown Plasma
SA332380MT_20230807_116Unknown Plasma
SA332381MT_20230807_114Unknown Plasma
SA332382MT_20230807_113Unknown Plasma
SA332383MT_20230807_112Unknown Plasma
SA332384MT_20230807_117Unknown Plasma
SA332385MT_20230807_118Unknown Plasma
SA332386MT_20230807_122Unknown Plasma
SA332387MT_20230807_121Unknown Plasma
SA332388MT_20230807_120Unknown Plasma
SA332389MT_20230807_119Unknown Plasma
SA332390MT_20230807_074Unknown Plasma
SA332391MT_20230807_111Unknown Plasma
SA332392MT_20230807_103Unknown Plasma
SA332393MT_20230807_102Unknown Plasma
SA332394MT_20230807_101Unknown Plasma
SA332395MT_20230807_100Unknown Plasma
SA332396MT_20230807_105Unknown Plasma
SA332397MT_20230807_106Unknown Plasma
SA332398MT_20230807_110Unknown Plasma
SA332399MT_20230807_109Unknown Plasma
SA332400MT_20230807_108Unknown Plasma
SA332401MT_20230807_107Unknown Plasma
SA332402MT_20230807_099Unknown Plasma
SA332403MT_20230807_061Unknown Plasma
SA332404MT_20230807_030Unknown Plasma
SA332405MT_20230807_033Unknown Plasma
SA332406MT_20230807_029Unknown Plasma
SA332407MT_20230807_028Unknown Plasma
SA332408MT_20230807_026Unknown Plasma
SA332409MT_20230807_027Unknown Plasma
SA332410MT_20230807_034Unknown Plasma
SA332411MT_20230807_035Unknown Plasma
SA332412MT_20230807_039Unknown Plasma
SA332413MT_20230807_040Unknown Plasma
SA332414MT_20230807_038Unknown Plasma
SA332415MT_20230807_037Unknown Plasma
SA332416MT_20230807_036Unknown Plasma
SA332417MT_20230807_025Unknown Plasma
SA332418MT_20230807_024Unknown Plasma
SA332419MT_20230807_015Unknown Plasma
SA332420MT_20230807_016Unknown Plasma
SA332421MT_20230807_014Unknown Plasma
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Collection:

Collection ID:CO003183
Collection Summary:Deidentified human plasma samples were used for this study: a) commercial Qstd and NIST plasma pool ; b) biosamples (from 1R01AI149746 (NIH-NIAID) samples) plasma, collected through venipuncture.
Sample Type:Blood (plasma)
Storage Conditions:-80℃

Treatment:

Treatment ID:TR003199
Treatment Summary:Not applicable.

Sample Preparation:

Sampleprep ID:SP003196
Sampleprep Summary:Plasma samples were extracted following an in-house two-phase extraction protocol using methyl tert-butyl ether (MTBE) and methanol as a non-polar and polar extraction solvent and water as a phase separation solvent. The polar phase was used for metabolomics and non-polar phase for lipidomics studies. The MTBE method was introduced by Matayash 2008 which is modified and optimized. Briefly, 100 ml of ice-cold methanol and 300 ml of ice-cold MTBE was added each PBMC pellet to extract polar and non-polar lipid molecules, respectively. For a phase separation, 100 ml of ice-cold water was used. 4 μl of IS solution prepared by mixing 0.12 mL of 1 M D-Glucose-13C6, 0.2 mL of 5 mM Caffeine-3-methyl-13C, 0.6 mL of 10 mM L-Methionine-13C5, 0.6 mL of 20 mM L-Glutamic acid-13C5, 0.8 mL of 10 mM Uracil-15N2, 4 mL of 2 mM L-Tyrosine-15N and 3.68 mL water in 15-mL tube was added in each sample as spike-in controls for polar phase extraction. 10 ml of stable isotope labeled standards (Avanti SPLASH Lipidomix), representing differing lipid classes, were added to each sample to use as a spike ins quality control for non-polar phase extraction. All samples were vortexed (Vortex-Genie 2, Scientific Industries, cat. no. SI-0236) and incubated with shaking ((Eppendorf Thermo Mixer C) at 1000 rpm for 20 min at 4 °C followed by centrifugation at 4 °C for 15 min at 20,817 × g (Centrifuge 5430 R, Eppendorf). 100 ml of lower polar phase for metabolomics were transferred to 1.5 mL autosampler vial and 3 ml injected directly into UHPLC-MS. 250 ml of upper non-polar MTBE phase was transferred to new tube and dried for 2 hrs at Labconco CentriVap Centrifugal Vacuum Concentrator (CentriVap Benchtop Centrifugal Vacuum Concentrator with acrylic lid, Labconco Corporation, cat. no. 7810010), followed by resuspending in 70 ml of methanol:toulene (8:1, v/v) solution. 3 ml of reconstituted solution was injected into UHPLC-MS. For quality control (QC) and assurance (QA), 10 ml of methanol extract from each sample of batch 1 was collected and pooled together to prepare QC sample for polar phase metabolomics. Similarly, 10 ml of reconstituted methanol:toluene (8:1, v/v) solution from each sample of batch 1 was collected and pooled together to prepare QC sample to be used for non-polar phase lipidomics.

Combined analysis:

Analysis ID AN005033
Analysis type MS
Chromatography type HILIC
Chromatography system Thermo Vanquish
Column Thermo Accucore HILIC (100 x 2.1mm,2.6um)
MS Type ESI
MS instrument type Orbitrap
MS instrument name Thermo Orbitrap ID-X tribrid
Ion Mode NEGATIVE
Units peak intensity

Chromatography:

Chromatography ID:CH003804
Chromatography Summary:The chromatographic separations were performed using Thermo ScientificTM TranscendTM Duo LX-2 UHPLC system interfaced with high resolution Thermo ScientificTM Orbitrap ID-XTM TribidTM mass spectrometer with a HESI ionization source, using both positive and negative ionization mode with a run time of 8.5 min for polar and 12 min for non-polar extract. All samples were maintained at 4 °C in the autosampler. Data were acquired for polar and non-polar extract using HILIC, respectively in full scan mode with mass resolution of 60,000. An AccucoreTM-150-Amide HILIC column (2.6 mm, 2.1 mm x 100 mm) embedded with Accucore-150-Amide-HILIC guard column (10 × 2.1 mm, 2.6 μm) (Thermo Fisher Scientific, MA, USA. Cat. 16726-012105) was used for polar extract. 10 mM ammonium acetate in acetonitrile:water (95:5, v/v) with 0.1% acetic acid as mobile phase A and 10 mM ammonium acetate in acetonitrile:water (50:50, v/v) with 0.1% acetic acid as mobile phase B were used for HILIC method. For HILIC acquisition, following gradient was applied at a flow rate of 0.55 ml/min: 0-0.2 min: 0% B, 0.20-8.75 min: 98% B, and 11.25 min for cleaning and equilibration of column. Mass spectrometry data were collected with the following MS settings: mass range, 100-1700 m/z for lipidomics and 60-1000 for metabolomics; spray voltage, 3200 V (ESI+), 2800 V (ESI-); sheath gas, 45 Arb; auxiliary gas, 20 Arb; sweep gas, 1 Arb; ion transfer tube temperature, 325 °C; vaporizer temperature, 325 °C; full scan mass resolution, 60,000 (MS1); normalized AGC target (%), 25; maximum injection time, 100 ms. Data dependent fragmentation (dd-MS/MS) parameters for each polarity as follows: isolation window (m/z), 1.2; stepped HCD collision energy (%), 20,40,80; dd-MS/MS resolution, 30,000; normalized AGC target (%), 20; maximum injection time (ms), 54; micro scan, 1; cycle time (sec), 1.2. A full scan data-dependent MS2 (ddMS2) method was utilized to collect MS2 spectra for identification of compounds.
Instrument Name:Thermo Vanquish
Column Name:Thermo Accucore HILIC (100 x 2.1mm,2.6um)
Column Temperature:45
Flow Gradient:0-0.2 min: 0% B, 0.20-8.75 min: 98% B, and 11.25 min for cleaning and equilibration of column
Flow Rate:0.55 ml/min
Solvent A:95% acetonitrile/5% water; 0.1% acetic acid; 10 mM ammonium acetate
Solvent B:50% acetonitrile/50% water; 0.1% acetic acid; 10 mM ammonium acetate
Chromatography Type:HILIC

MS:

MS ID:MS004772
Analysis ID:AN005033
Instrument Name:Thermo Orbitrap ID-X tribrid
Instrument Type:Orbitrap
MS Type:ESI
MS Comments:Mass spectrometry data were collected with the following MS settings: mass range, 100-1700 m/z for lipidomics and 60-1000 for metabolomics; spray voltage, 3200 V (ESI+), 2800 V (ESI-); sheath gas, 45 Arb; auxiliary gas, 20 Arb; sweep gas, 1 Arb; ion transfer tube temperature, 325 °C; vaporizer temperature, 325 °C; full scan mass resolution, 60,000 (MS1); normalized AGC target (%), 25; maximum injection time, 100 ms. Data dependent fragmentation (dd-MS/MS) parameters for each polarity as follows: isolation window (m/z), 1.2; stepped HCD collision energy (%), 20,40,80; dd-MS/MS resolution, 30,000; normalized AGC target (%), 20; maximum injection time (ms), 54; micro scan, 1; cycle time (sec), 1.2. A full scan data-dependent MS2 (ddMS2) method was utilized to collect MS2 spectra.
Ion Mode:NEGATIVE
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