Summary of Study ST002495
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 PR001610. The data can be accessed directly via it's Project DOI: 10.21228/M8KT5B 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.
Study ID | ST002495 |
Study Title | Disrupted intestinal microbiota contributes to the pathogenesis of anorexia nervosa (Part 2) |
Study Summary | Anorexia nervosa (AN) is an eating disorder with a high mortality affecting about 0.5% of women, where no evidence-based effective treatment exists. The pathogenesis likely involves genetic and environmental alterations. We hypothesized that a disrupted gut microbiota contributes to AN pathology. In analyses comparing 70 AN with 77 healthy females, we found multiple taxa, functional modules, structural variants and growth rates of bacterial gut microbiota, and viral gut microbiota that were altered in AN with parts of these perturbations linked to estimates of eating behavior and mental health. In silico, causal inference analyses implied bacterial metabolites mediated parts of the impact of altered gut microbiota on AN behavior, and in vivo, fecal microbiota transplantation from AN cases to germ-free mice induced a lower body weight and hypothalamic and adipose tissue gene expressions related to aberrant energy metabolism and eating and mental behavior. |
Institute | Örebro University |
Last Name | McGlinchey |
First Name | Aidan |
Address | Room 2217, Södra Grev Rosengatan 30, 70362 Örebro |
aidan.mcglinchey@oru.se | |
Phone | +46 0736485638 |
Submit Date | 2022-05-18 |
Raw Data Available | Yes |
Raw Data File Type(s) | mzdata.xml |
Analysis Type Detail | LC-MS |
Release Date | 2023-02-27 |
Release Version | 1 |
Select appropriate tab below to view additional metadata details:
Project:
Project ID: | PR001610 |
Project DOI: | doi: 10.21228/M8KT5B |
Project Title: | Disrupted intestinal microbiota contributes to the pathogenesis of anorexia nervosa |
Project Summary: | Anorexia nervosa (AN) is an eating disorder with a high mortality affecting about 0.5% of women, where no evidence-based effective treatment exists. The pathogenesis likely involves genetic and environmental alterations. We hypothesized that a disrupted gut microbiota contributes to AN pathology. In analyses comparing 70 AN with 77 healthy females, we found multiple taxa, functional modules, structural variants and growth rates of bacterial gut microbiota, and viral gut microbiota that were altered in AN with parts of these perturbations linked to estimates of eating behavior and mental health. In silico, causal inference analyses implied bacterial metabolites mediated parts of the impact of altered gut microbiota on AN behavior, and in vivo, fecal microbiota transplantation from AN cases to germ-free mice induced a lower body weight and hypothalamic and adipose tissue gene expressions related to aberrant energy metabolism and eating and mental behavior. |
Institute: | Örebro University |
Last Name: | McGlinchey |
First Name: | Aidan |
Address: | Room 2217, Södra Grev Rosengatan 30, 70362 Örebro |
Email: | aidan.mcglinchey@oru.se |
Phone: | +46 0736485638 |
Subject:
Subject ID: | SU002589 |
Subject Type: | Human |
Subject Species: | Homo sapiens |
Taxonomy ID: | 9606 |
Gender: | Male and female |
Factors:
Subject type: Human; Subject species: Homo sapiens (Factor headings shown in green)
mb_sample_id | local_sample_id | Category |
---|---|---|
SA249292 | sample_0068 | 1 - Healthy |
SA249293 | sample_0067 | 1 - Healthy |
SA249294 | sample_0119 | 1 - Healthy |
SA249295 | sample_0115 | 1 - Healthy |
SA249296 | sample_0066 | 1 - Healthy |
SA249297 | sample_0073 | 1 - Healthy |
SA249298 | sample_0076 | 1 - Healthy |
SA249299 | sample_0001 | 1 - Healthy |
SA249300 | sample_0074 | 1 - Healthy |
SA249301 | sample_0120 | 1 - Healthy |
SA249302 | sample_0072 | 1 - Healthy |
SA249303 | sample_0122 | 1 - Healthy |
SA249304 | sample_0052 | 1 - Healthy |
SA249305 | sample_0050 | 1 - Healthy |
SA249306 | sample_0049 | 1 - Healthy |
SA249307 | sample_0127 | 1 - Healthy |
SA249308 | sample_0053 | 1 - Healthy |
SA249309 | sample_0054 | 1 - Healthy |
SA249310 | sample_0124 | 1 - Healthy |
SA249311 | sample_0057 | 1 - Healthy |
SA249312 | sample_0056 | 1 - Healthy |
SA249313 | sample_0114 | 1 - Healthy |
SA249314 | sample_0113 | 1 - Healthy |
SA249315 | sample_0096 | 1 - Healthy |
SA249316 | sample_0104 | 1 - Healthy |
SA249317 | sample_0094 | 1 - Healthy |
SA249318 | sample_0105 | 1 - Healthy |
SA249319 | sample_0097 | 1 - Healthy |
SA249320 | sample_0098 | 1 - Healthy |
SA249321 | sample_0101 | 1 - Healthy |
SA249322 | sample_0100 | 1 - Healthy |
SA249323 | sample_0099 | 1 - Healthy |
SA249324 | sample_0092 | 1 - Healthy |
SA249325 | sample_0091 | 1 - Healthy |
SA249326 | sample_0108 | 1 - Healthy |
SA249327 | sample_0083 | 1 - Healthy |
SA249328 | sample_0109 | 1 - Healthy |
SA249329 | sample_0110 | 1 - Healthy |
SA249330 | sample_0107 | 1 - Healthy |
SA249331 | sample_0086 | 1 - Healthy |
SA249332 | sample_0090 | 1 - Healthy |
SA249333 | sample_0088 | 1 - Healthy |
SA249334 | sample_0087 | 1 - Healthy |
SA249335 | sample_0128 | 1 - Healthy |
SA249336 | sample_0051 | 1 - Healthy |
SA249337 | sample_0021 | 1 - Healthy |
SA249338 | sample_0020 | 1 - Healthy |
SA249339 | sample_0018 | 1 - Healthy |
SA249340 | sample_0143 | 1 - Healthy |
SA249341 | sample_0024 | 1 - Healthy |
SA249342 | sample_0026 | 1 - Healthy |
SA249343 | sample_0136 | 1 - Healthy |
SA249344 | sample_0137 | 1 - Healthy |
SA249345 | sample_0129 | 1 - Healthy |
SA249346 | sample_0016 | 1 - Healthy |
SA249347 | sample_0015 | 1 - Healthy |
SA249348 | sample_0009 | 1 - Healthy |
SA249349 | sample_0007 | 1 - Healthy |
SA249350 | sample_0006 | 1 - Healthy |
SA249351 | sample_0148 | 1 - Healthy |
SA249352 | sample_0010 | 1 - Healthy |
SA249353 | sample_0011 | 1 - Healthy |
SA249354 | sample_0144 | 1 - Healthy |
SA249355 | sample_0013 | 1 - Healthy |
SA249356 | sample_0012 | 1 - Healthy |
SA249357 | sample_0031 | 1 - Healthy |
SA249358 | sample_0027 | 1 - Healthy |
SA249359 | sample_0134 | 1 - Healthy |
SA249360 | sample_0130 | 1 - Healthy |
SA249361 | sample_0133 | 1 - Healthy |
SA249362 | sample_0042 | 1 - Healthy |
SA249363 | sample_0040 | 1 - Healthy |
SA249364 | sample_0036 | 1 - Healthy |
SA249365 | sample_0034 | 1 - Healthy |
SA249366 | sample_0032 | 1 - Healthy |
SA249367 | sample_0044 | 1 - Healthy |
SA249368 | sample_0045 | 1 - Healthy |
SA249369 | sample_0037 | 1 - Healthy |
SA249370 | sample_0126 | 2 - Anorexia |
SA249371 | sample_0132 | 2 - Anorexia |
SA249372 | sample_0106 | 2 - Anorexia |
SA249373 | sample_0145 | 2 - Anorexia |
SA249374 | sample_0147 | 2 - Anorexia |
SA249375 | sample_0146 | 2 - Anorexia |
SA249376 | sample_0103 | 2 - Anorexia |
SA249377 | sample_0131 | 2 - Anorexia |
SA249378 | sample_0123 | 2 - Anorexia |
SA249379 | sample_0118 | 2 - Anorexia |
SA249380 | sample_0139 | 2 - Anorexia |
SA249381 | sample_0138 | 2 - Anorexia |
SA249382 | sample_0135 | 2 - Anorexia |
SA249383 | sample_0116 | 2 - Anorexia |
SA249384 | sample_0140 | 2 - Anorexia |
SA249385 | sample_0112 | 2 - Anorexia |
SA249386 | sample_0142 | 2 - Anorexia |
SA249387 | sample_0117 | 2 - Anorexia |
SA249388 | sample_0121 | 2 - Anorexia |
SA249389 | sample_0141 | 2 - Anorexia |
SA249390 | sample_0111 | 2 - Anorexia |
SA249391 | sample_0125 | 2 - Anorexia |
Collection:
Collection ID: | CO002582 |
Collection Summary: | The metabolites listed as gut microbiota-related metabolites is based on literature mining. Serum samples were randomized, and the sample preparation was done as described previously. Shortly, 400 μL of MeOH containing internal standards (heptadecanoic acid, deuterium-labeled DL-valine, deuterium- labeled succinic acid, and deuterium-labeled glutamic acid, c= 1 μg/ml) was added to 30 μl of the serum samples which were vortex mixed and incubated on ice for 30 min after which they were centrifuged (9400 × g, 3 min) and 350 μL of the supernatant was collected after centrifugation. The solvent was evaporated to dryness and 25 μL of MOX reagent was added and the sample was incubated for 60 min at 45 °C. 25 μL of N-Methyl-N-(trimethylsilyl)trifluoroacetamide (MSTFA) was added and after 60 min incubation at 45 °C 25 μL of the retention index standard mixture (n-alkanes, c=10 μg/ml) was added. The analyses were done by Agilent 7890B gas chromatography (GC) coupled to Agilent 7200 auadrupole time-of-flight mass spectrometry (Q-TOF MS) (Agilent Technologies, Palo Alto, CA, USA). Injection volume 1 μL with 100:1 split on PTV at 70 °C, heating to 300 °C at 120 °C /min. Column: Zebron ZB- SemiVolatiles. Length: 20m, I.D. 0.18mm, film thickness: 0.18 μm. With initial Helium flow 1.2 mL/min, increasing to 2.4 mL/min after 16 mins. Oven temperature program: 50 °C (5 min), then to 270°C at 20 °/min and then to 300 at 40 °/min (5 min). EI source: 250 °C, 70 eV electron energy, 35μA emission, solvent delay 3 min. Mass range 55 to 650 amu, acquisition rate 5 spectra/s, acquisition time 200 ms/spectrum. Quad at 150 °C, 1.5 mL/min N2 collision flow, aux-2 temperature: 280 °C. Calibration curves were constructed using alanine, citric acid, fumaric acid, glutamic acid, glycine, lactic acid, malic acid, 2-hydroxybutyric acid, 3-hydroxybutyric acid, linoleic acid, oleic acid, palmitic acid, stearic acid, cholesterol, fructose, glutamine, indole-3-propionic acid, isoleucine, leucine, proline, succinic acid, valine, asparagine, aspartic acid, arachidonic acid, glycerol-3-phosphate, lysine, methionine, ornithine, phenylalanine, serine and threonine purchased from Sigma-Aldrich (St. Louis, MO, USA) at concentration range of 0.1 to 80 μg/ml. An aliquot of each sample was collected and pooled and used as quality control samples, together with National Institute of Standards and Technology (NIST) CRM1950 serum sample, an in-house pooled serum sample. The relative standard deviation of the concentrations was on average 16% for the pooled QC samples, 10% for the NIST samples. Analysis of serum bile acids and serum semipolar metabolites The sample preparation procedure was performed as described previously 80 . The plate was preconditioned with 450 μL acetonitrile before the addition of 100 μL of sample and 10 μL of PFAS and BA internal standard mixture (200 ng/mL and 1000 ng/mL respectively). Thereafter, 450 μL of acetonitrile containing 1% formic acid were added to each well and the samples extracted using a 10” vacuum manifold. The eluate was evaporated to dryness under nitrogen gas flow and reconstituted to 80 μL of MeOH/2 mM aqueous NH4AC. Chromatographic separation was carried out using an Acquity UPLC BEH C18 column (100 mm × 2.1 mm i.d., 1.7 μm particle size), fitted with a C18 precolumn (Waters Corporation, Wexford, Ireland). Mobile phase A consisted of H2O:MeOH (v/v 70:30) and mobile phase B of MeOH with both phases containing 2mM ammonium acetate as an ionization agent. The flow rate was set at 0.4 mLmin-1 with the elution gradient as follows: 0-1.5 min, mobile phase B was increased from 5% to 30%; 1.5-4.5 min, mobile phase B increased to 70%; 4.5-7.5 min, mobile phase B increased to 100% and held for 5.5 min. A post-time of 5 min was used to regain the initial conditions for the next analysis. The total run time per sample was 18 min. The dual ESI ionization source was settings were as follows: capillary voltage was 4.5 kV, nozzle voltage 1500 V, N2 pressure in the nebulized was 21 psi and the N2 flow rate and temperature as sheath gas was 11 L min-1 and 379 °C, respectively. In order to obtain accurate mass spectra in MS scan, the m/z range was set to 100-1700 in negative ion mode. MassHunter B.06.01 software (Agilent Technologies, Santa Clara, CA, USA) was used for all data acquisition. Identification of compounds was done by in-house spectral library using MS (and retention time), MS/MS information. Quantitation was based on a matrix matched calibration curve spiked with native compounds. The calibration curve consisted of concentrations ranging from 0 – 1600 ng mL -1 for BAs. The RSD for the BAs was on average 17.8 % for the QC samples and 19.4 % for the NIST samples. |
Sample Type: | Blood (serum) |
Storage Conditions: | -80℃ |
Treatment:
Treatment ID: | TR002601 |
Treatment Summary: | No treatment was applied. |
Sample Preparation:
Sampleprep ID: | SP002595 |
Sampleprep Summary: | Serum samples were randomized, and the sample preparation was done as described previously 43,79 . Shortly, 400 μL of MeOH containing internal standards (heptadecanoic acid, deuterium-labeled DL-valine, deuterium- labeled succinic acid, and deuterium-labeled glutamic acid, c= 1 μg/ml) was added to 30 μl of the serum samples which were vortex mixed and incubated on ice for 30 min after which they were centrifuged (9400 × g, 3 min) and 350 μL of the supernatant was collected after centrifugation. The solvent was evaporated to dryness and 25 μL of MOX reagent was added and the sample was incubated for 60 min at 45 °C. 25 μL of N-Methyl-N-(trimethylsilyl)trifluoroacetamide (MSTFA) was added and after 60 min incubation at 45 °C 25 μL of the retention index standard mixture (n-alkanes, c=10 μg/ml) was added. The analyses were done by Agilent 7890B gas chromatography (GC) coupled to Agilent 7200 auadrupole time-of-flight mass spectrometry (Q-TOF MS) (Agilent Technologies, Palo Alto, CA, USA). Injection volume 1 μL with 100:1 split on PTV at 70 °C, heating to 300 °C at 120 °C /min. Column: Zebron ZB- SemiVolatiles. Length: 20m, I.D. 0.18mm, film thickness: 0.18 μm. With initial Helium flow 1.2 mL/min, increasing to 2.4 mL/min after 16 mins. Oven temperature program: 50 °C (5 min), then to 270°C at 20 °/min and then to 300 at 40 °/min (5 min). EI source: 250 °C, 70 eV electron energy, 35μA emission, solvent delay 3 min. Mass range 55 to 650 amu, acquisition rate 5 spectra/s, acquisition time 200 ms/spectrum. Quad at 150 °C, 1.5 mL/min N2 collision flow, aux-2 temperature: 280 °C. Calibration curves were constructed using alanine, citric acid, fumaric acid, glutamic acid, glycine, lactic acid, malic acid, 2-hydroxybutyric acid, 3-hydroxybutyric acid, linoleic acid, oleic acid, palmitic acid, stearic acid, cholesterol, fructose, glutamine, indole-3-propionic acid, isoleucine, leucine, proline, succinic acid, valine, asparagine, aspartic acid, arachidonic acid, glycerol-3-phosphate, lysine, methionine, ornithine, phenylalanine, serine and threonine purchased from Sigma-Aldrich (St. Louis, MO, USA) at concentration range of 0.1 to 80 μg/ml. An aliquot of each sample was collected and pooled and used as quality control samples, together with National Institute of Standards and Technology (NIST) CRM1950 serum sample, an in-house pooled serum sample. The relative standard deviation of the concentrations was on average 16% for the pooled QC samples, 10% for the NIST samples. Analysis of serum bile acids and serum semipolar metabolites The sample preparation procedure was performed as described previously 80 . The plate was preconditioned with 450 μL acetonitrile before the addition of 100 μL of sample and 10 μL of PFAS and BA internal standard mixture (200 ng/mL and 1000 ng/mL respectively). Thereafter, 450 μL of acetonitrile containing 1% formic acid were added to each well and the samples extracted using a 10” vacuum manifold. The eluate was evaporated to dryness under nitrogen gas flow and reconstituted to 80 μL of MeOH/2 mM aqueous NH4AC. Chromatographic separation was carried out using an Acquity UPLC BEH C18 column (100 mm × 2.1 mm i.d., 1.7 μm particle size), fitted with a C18 precolumn (Waters Corporation, Wexford, Ireland). Mobile phase A consisted of H2O:MeOH (v/v 70:30) and mobile phase B of MeOH with both phases containing 2mM ammonium acetate as an ionization agent. The flow rate was set at 0.4 mLmin-1 with the elution gradient as follows: 0-1.5 min, mobile phase B was increased from 5% to 30%; 1.5-4.5 min, mobile phase B increased to 70%; 4.5-7.5 min, mobile phase B increased to 100% and held for 5.5 min. A post-time of 5 min was used to regain the initial conditions for the next analysis. The total run time per sample was 18 min. The dual ESI ionization source was settings were as follows: capillary voltage was 4.5 kV, nozzle voltage 1500 V, N2 pressure in the nebulized was 21 psi and the N2 flow rate and temperature as sheath gas was 11 L min-1 and 379 °C, respectively. In order to obtain accurate mass spectra in MS scan, the m/z range was set to 100-1700 in negative ion mode. MassHunter B.06.01 software (Agilent Technologies, Santa Clara, CA, USA) was used for all data acquisition. Identification of compounds was done by in-house spectral library using MS (and retention time), MS/MS information. Quantitation was based on a matrix matched calibration curve spiked with native compounds. The calibration curve consisted of concentrations ranging from 0 – 1600 ng mL -1 for BAs. The RSD for the BAs was on average 17.8 % for the QC samples and 19.4 % for the NIST samples. |
Combined analysis:
Analysis ID | AN004093 |
---|---|
Analysis type | MS |
Chromatography type | Reversed phase |
Chromatography system | Agilent 7890B |
Column | Waters ACQUITY UPLC BEH C18 (100 x 2.1mm,1.7um) |
MS Type | ESI |
MS instrument type | QTOF |
MS instrument name | Agilent 7200 QTOF |
Ion Mode | NEGATIVE |
Units | Raw output from software |
Chromatography:
Chromatography ID: | CH003031 |
Instrument Name: | Agilent 7890B |
Column Name: | Waters ACQUITY UPLC BEH C18 (100 x 2.1mm,1.7um) |
Column Temperature: | 70 |
Flow Gradient: | The flow rate was set at 0.4 mLmin-1 with the elution gradient as follows: 0-1.5 min, mobile phase B was increased from 5% to 30%; 1.5-4.5 min, mobile phase B increased to 70%; 4.5-7.5 min, mobile phase B increased to 100% and held for 5.5 min. A post-time of 5 min was used to regain the initial conditions for the next analysis. The total run time per sample was 18 min |
Flow Rate: | 0.4ml/min |
Solvent A: | 70% water/30% methanol |
Solvent B: | 100% methanol |
Chromatography Type: | Reversed phase |
MS:
MS ID: | MS003840 |
Analysis ID: | AN004093 |
Instrument Name: | Agilent 7200 QTOF |
Instrument Type: | QTOF |
MS Type: | ESI |
MS Comments: | MassHunter B.06.01 software (Agilent Technologies, Santa Clara, CA, USA) was used for all data acquisition. Identification of compounds was done by in-house spectral library using MS (and retention time), MS/MS information. Quantitation was based on a matrix matched calibration curve spiked with native compounds. The calibration curve consisted of concentrations ranging from 0 – 1600 ng mL -1 for BAs. The RSD for the BAs was on average 17.8 % for the QC samples and 19.4 % for the NIST samples. |
Ion Mode: | NEGATIVE |