Summary of Study ST001914
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 PR001207. The data can be accessed directly via it's Project DOI: 10.21228/M8PQ6M 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 | ST001914 |
Study Title | Fecal Metabolomics Reveals Products of Dysregulated Proteolysis and Altered Microbial Metabolism in Obesity-Related Osteoarthritis |
Study Type | C18 Untargeted UPLC-MS Metabolomics Analysis |
Study Summary | Objective. The objective of this study was to determine if perturbations in gut microbial composition and the gut metabolome could be linked to individuals with obesity and osteoarthritis (OA). Methods. Fecal samples were collected from obese individuals diagnosed with radiographic hand plus knee OA (n=59), defined as involvement of at least 3 joints across both hands, and a Kellgren-Lawrence (KL) grade 2-4 (or total knee replacement) in at least one knee. Controls (n=33) were without hand OA and with KL grade 0-1 knees. Fecal metabolomes were analyzed by a UHPLC/Q Exactive HFx mass spectrometer. Microbiome composition was determined in fecal samples by 16S ribosomal RNA amplicon sequencing (rRNA-seq). Stepwise logistic regression models were built to determine microbiome and/or metabolic characteristics of OA. Results. Untargeted metabolomics analysis indicated that OA cases had significantly higher levels of di- and tri-peptides and significant perturbations in microbial metabolites including propionic acid, indoles and other tryptophan metabolites. Pathway analysis revealed several significantly perturbed pathways associated with OA including leukotriene metabolism, amino acid metabolism and fatty acid utilization. Logistic regression models selected metabolites associated with the gut microbiota and leaky gut syndrome as significant predictors of OA status, particularly when combined with the rRNA-seq data. Conclusions. Adults with obesity and OA have distinct fecal metabolomes characterized by increased products of proteolysis, perturbations in leukotriene metabolism, and changes in microbial metabolites compared with controls. These metabolic perturbations indicate a possible role of dysregulated proteolysis in OA. |
Institute | University of North Carolina at Chapel Hill |
Department | Nutrition |
Laboratory | Metabolomics and Exposome Laboratory, Nutrition Research Institute, UNC Chapel Hill |
Last Name | Susan |
First Name | Sumner |
Address | 500 Laureate Way, Kannapolis, NC 28081 |
susan_sumner@unc.edu | |
Phone | 9196224456 |
Submit Date | 2021-09-08 |
Num Groups | 2 (excluding QC group) |
Total Subjects | 92 |
Num Males | 69 |
Num Females | 23 |
Raw Data Available | Yes |
Raw Data File Type(s) | raw(Thermo) |
Analysis Type Detail | LC-MS |
Release Date | 2022-09-14 |
Release Version | 1 |
Select appropriate tab below to view additional metadata details:
Project:
Project ID: | PR001207 |
Project DOI: | doi: 10.21228/M8PQ6M |
Project Title: | Fecal Metabolomics Reveals Products of Dysregulated Proteolysis and Altered Microbial Metabolism in Obesity-Related Osteoarthritis |
Project Type: | C18 Reversed-Phase Broad Spectrum Metabolomics |
Project Summary: | Objective. The objective of this study was to determine if perturbations in gut microbial composition and the gut metabolome could be linked to individuals with obesity and osteoarthritis (OA). Methods. Fecal samples were collected from obese individuals diagnosed with radiographic hand plus knee OA (n=59), defined as involvement of at least 3 joints across both hands, and a Kellgren-Lawrence (KL) grade 2-4 (or total knee replacement) in at least one knee. Controls (n=33) were without hand OA and with KL grade 0-1 knees. Fecal metabolomes were analyzed by a UHPLC/Q Exactive HFx mass spectrometer. Microbiome composition was determined in fecal samples by 16S ribosomal RNA amplicon sequencing (rRNA-seq). Stepwise logistic regression models were built to determine microbiome and/or metabolic characteristics of OA. Results. Untargeted metabolomics analysis indicated that OA cases had significantly higher levels of di- and tri-peptides and significant perturbations in microbial metabolites including propionic acid, indoles and other tryptophan metabolites. Pathway analysis revealed several significantly perturbed pathways associated with OA including leukotriene metabolism, amino acid metabolism and fatty acid utilization. Logistic regression models selected metabolites associated with the gut microbiota and leaky gut syndrome as significant predictors of OA status, particularly when combined with the rRNA-seq data. Conclusions. Adults with obesity and OA have distinct fecal metabolomes characterized by increased products of proteolysis, perturbations in leukotriene metabolism, and changes in microbial metabolites compared with controls. These metabolic perturbations indicate a possible role of dysregulated proteolysis in OA. |
Institute: | University of North Carolina at Chapel Hill |
Department: | Medicine |
Laboratory: | UNC Thurston Arthritis Research Center, Division of Rheumatology, Allergy & Immunology |
Last Name: | Loeser |
First Name: | Richard |
Address: | 3300 Thurston Building Campus Box 7280 Chapel Hill, NC 27599-7280 |
Email: | richard_loeser@med.unc.edu |
Phone: | 866-827-2862 |
Subject:
Subject ID: | SU001992 |
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 | group | gender |
---|---|---|---|
SA177602 | F_47 | case | F |
SA177603 | F_45 | case | F |
SA177604 | F_48 | case | F |
SA177605 | F_49 | case | F |
SA177606 | F_51 | case | F |
SA177607 | F_44 | case | F |
SA177608 | F_40 | case | F |
SA177609 | F_36 | case | F |
SA177610 | F_35 | case | F |
SA177611 | F_37 | case | F |
SA177612 | F_38 | case | F |
SA177613 | F_53 | case | F |
SA177614 | F_43 | case | F |
SA177615 | F_54 | case | F |
SA177616 | F_74 | case | F |
SA177617 | F_72 | case | F |
SA177618 | F_8 | case | F |
SA177619 | F_84 | case | F |
SA177620 | F_90 | case | F |
SA177621 | F_65 | case | F |
SA177622 | F_64 | case | F |
SA177623 | F_56 | case | F |
SA177624 | F_58 | case | F |
SA177625 | F_61 | case | F |
SA177626 | F_62 | case | F |
SA177627 | F_34 | case | F |
SA177628 | F_55 | case | F |
SA177629 | F_20 | case | F |
SA177630 | F_21 | case | F |
SA177631 | F_22 | case | F |
SA177632 | F_12 | case | F |
SA177633 | F_13 | case | F |
SA177634 | F_19 | case | F |
SA177635 | F_33 | case | F |
SA177636 | F_16 | case | F |
SA177637 | F_18 | case | F |
SA177638 | F_26 | case | F |
SA177639 | F_23 | case | F |
SA177640 | F_29 | case | F |
SA177641 | F_30 | case | F |
SA177642 | F_31 | case | F |
SA177643 | F_32 | case | F |
SA177644 | F_28 | case | F |
SA177645 | F_59 | case | M |
SA177646 | F_39 | case | M |
SA177647 | F_63 | case | M |
SA177648 | F_41 | case | M |
SA177649 | F_57 | case | M |
SA177650 | F_46 | case | M |
SA177651 | F_24 | case | M |
SA177652 | F_76 | control | F |
SA177653 | F_86 | control | F |
SA177654 | F_73 | control | F |
SA177655 | F_15 | control | F |
SA177656 | F_85 | control | F |
SA177657 | F_14 | control | F |
SA177658 | F_71 | control | F |
SA177659 | F_89 | control | F |
SA177660 | F_91 | control | F |
SA177661 | F_80 | control | F |
SA177662 | F_92 | control | F |
SA177663 | F_82 | control | F |
SA177664 | F_78 | control | F |
SA177665 | F_79 | control | F |
SA177666 | F_11 | control | F |
SA177667 | F_68 | control | F |
SA177668 | F_1 | control | F |
SA177669 | F_6 | control | F |
SA177670 | F_52 | control | F |
SA177671 | F_3 | control | F |
SA177672 | F_4 | control | F |
SA177673 | F_60 | control | F |
SA177674 | F_25 | control | F |
SA177675 | F_67 | control | F |
SA177676 | F_69 | control | F |
SA177677 | F_17 | control | F |
SA177678 | F_9 | control | M |
SA177679 | F_88 | control | M |
SA177680 | F_77 | control | M |
SA177681 | F_42 | control | M |
SA177682 | F_7 | control | M |
SA177683 | F_87 | control | M |
SA177684 | F_10 | control | M |
SA177685 | F_27 | control | M |
SA177686 | F_2 | control | M |
SA177687 | F_75 | control | M |
SA177688 | F_70 | control | M |
SA177689 | F_81 | control | M |
SA177690 | F_66 | control | M |
SA177691 | F_50 | control | M |
SA177692 | F_5 | control | M |
SA177693 | F_83 | control | M |
SA177694 | SP_7 | quality control pool | - |
SA177695 | SP_8 | quality control pool | - |
SA177696 | SP_9 | quality control pool | - |
SA177697 | SP_6 | quality control pool | - |
SA177698 | SP_2 | quality control pool | - |
SA177699 | SP_1 | quality control pool | - |
SA177700 | SP_3 | quality control pool | - |
SA177701 | SP_4 | quality control pool | - |
Collection:
Collection ID: | CO001985 |
Collection Summary: | Fecal samples were collected at each participant's home in and placed in a plastic biohazard bag with a frozen icepack to keep the samples cold. The samples were picked up by study personnel or returned to the study clinic by the participant within 24 hours of the time the stool was collected. Stool samples were stored at the clinic site in a -200C freezer for up to one week until transfer to a -800C freezer where samples were kept until processing. |
Sample Type: | Feces |
Storage Conditions: | -80℃ |
Treatment:
Treatment ID: | TR002004 |
Treatment Summary: | NA |
Sample Preparation:
Sampleprep ID: | SP001998 |
Sampleprep Summary: | Ninety-two fecal samples (250-300 mg) were randomized and homogenized in 50:50 acetonitrile:water (5 mL/ mg fecal mass) in MagNALyser tubes with ceramic beads, using an Omni Bead Ruptor (5 meters per second, two 30-sec cycles, 15 sec dwell time in between cycles). Samples were centrifuged at 16,000 relative centrifugal force (rcf) for 15 min, the supernatant was transferred, and centrifuged again at 16,000 rcf for 5 min. Quality control (QC) samples were prepared by pooling 70 µL supernatant from each of the study samples and processed identically to the study samples. An aliquot of the supernatant (100 mL) from each sample was transferred to 2.0 mL tubes and dried overnight by SpeedVac and then reconstituted in 200 mL of reconstitution solution (95:5 water-methanol solvent containing 500 ng/ml tryptophan d-5). Samples were centrifuged at 16,000 rcf at 4°C for 4 minutes and the supernatants were transferred to autosampler vials. The study samples were randomized with interspersed QC pools before data acquisition. An injection volume of 5 mL was used for the UPLC-MS analysis. |
Sampleprep Protocol Filename: | OA-Fecal LCMS procedures |
Processing Method: | Extraction |
Processing Storage Conditions: | On ice |
Extract Storage: | -80℃ |
Sample Resuspension: | 95:5 water-methanol solvent containing 500 ng/ml tryptophan d-5 |
Combined analysis:
Analysis ID | AN003112 |
---|---|
Analysis type | MS |
Chromatography type | Unspecified |
Chromatography system | none |
Column | none |
MS Type | ESI |
MS instrument type | Orbitrap |
MS instrument name | Orbitrap Q-Exactive HF-X |
Ion Mode | POSITIVE |
Units | Normalized intensity |
Chromatography:
Chromatography ID: | CH002297 |
Instrument Name: | none |
Column Name: | none |
Column Pressure: | 6000-10000 |
Column Temperature: | 50 |
Flow Gradient: | Time(min) Flow Rate %A %B Curve 1. 0 0.4 99.0 1.0 5 2. 1.00 0.4 99.0 1.0 5 3. 16.00 0.4 1.0 99.0 5 4. 19.00 0.4 1.0 99.0 5 5. 19.50 0.4 99.0 1.0 5 |
Flow Rate: | 0.4 mL/min |
Injection Temperature: | 8 |
Internal Standard: | Tryptophan-d5 |
Solvent A: | 100% water; 0.1% formic acid |
Solvent B: | 100% methanol; 0.1% formic acid |
Analytical Time: | 22 min |
Weak Wash Solvent Name: | 10:90 Methanol:Water with 0.1% FA solution |
Strong Wash Solvent Name: | 75:25 2-Propanol: Water with 0.1% FA solution |
Randomization Order: | Yes |
Chromatography Type: | Unspecified |
MS:
MS ID: | MS002893 |
Analysis ID: | AN003112 |
Instrument Name: | Orbitrap Q-Exactive HF-X |
Instrument Type: | Orbitrap |
MS Type: | ESI |
MS Comments: | We used DDA mode to acquire the MS and MS/MS data. Progenesis QI was used for peak picking, alignment, and normalization. |
Ion Mode: | POSITIVE |
Capillary Temperature: | 275 °C |
Capillary Voltage: | 3.5 KV |
Collision Energy: | 10-35, ramp |
Collision Gas: | N2 |
Dry Gas Flow: | 45 |
Dry Gas Temp: | 325°C |
Fragmentation Method: | CID |
Mass Accuracy: | 5 ppm |
Desolvation Gas Flow: | 45 |
Desolvation Temperature: | 325°C |