Summary of Study ST002909
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 PR001809. The data can be accessed directly via it's Project DOI: 10.21228/M8W71R 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 | ST002909 |
Study Title | Plasma metabolomics reveals distinct biological and diagnostic signatures for melioidosis |
Study Summary | Rationale: The global burden of sepsis is greatest in low-resource settings. Melioidosis, infection with the Gram-negative bacterium Burkholderia pseudomallei, is a frequent cause of fatal sepsis in endemic tropical regions such as Southeast Asia. Objectives: To investigate whether plasma metabolomics would identify biological pathways specific to melioidosis and yield clinically meaningful biomarkers. Methods: Using a comprehensive approach, differential enrichment of plasma metabolites and pathways was systematically evaluated in individuals selected from a prospective cohort of patients hospitalized in rural Thailand with infection. Statistical and bioinformatics methods were used to distinguish metabolomic features and processes specific to melioidosis patients, and between fatal and non-fatal cases. Measurements and Main Results: Metabolomic profiling and pathway enrichment analysis of plasma samples of melioidosis (n=175) and non-melioidosis infections (n=75) revealed a distinct immuno-metabolic state among patients with melioidosis, as suggested by excessive tryptophan catabolism in the kynurenine pathway and significantly increased levels of sphingomyelins and ceramide species. We derived a 12-metabolite classifier to distinguish melioidosis from other infections, yielding an area under the receiver operating characteristic curve of 0.87 in a second validation set of patients. Melioidosis non-survivors (n=94) had a significantly disturbed metabolome compared to survivors (n=81) with increased leucine, isoleucine and valine metabolism, and elevated circulating free fatty acids and acylcarnitines. A limited 8-metabolite panel showed promise as an early prognosticator of mortality in melioidosis. Conclusions: Melioidosis induces a distinct metabolomic state that can be examined to distinguish underlying pathophysiological mechanisms associated with death. A twelve-metabolite signature accurately differentiates melioidosis from other infections and may have diagnostic applications. |
Institute | University of Washington |
Last Name | Gharib |
First Name | Sina |
Address | Center for Lung Biology, 850 Republican St. Seattle WA 98109 |
sagharib@uw.edu | |
Phone | 206-221-0630 |
Submit Date | 2023-10-03 |
Analysis Type Detail | Other |
Release Date | 2023-10-17 |
Release Version | 1 |
Select appropriate tab below to view additional metadata details:
Project:
Project ID: | PR001809 |
Project DOI: | doi: 10.21228/M8W71R |
Project Title: | Plasma metabolomics reveals distinct biological and diagnostic signatures for melioidosis |
Project Summary: | Rationale: The global burden of sepsis is greatest in low-resource settings. Melioidosis, infection with the Gram-negative bacterium Burkholderia pseudomallei, is a frequent cause of fatal sepsis in endemic tropical regions such as Southeast Asia. Objectives: To investigate whether plasma metabolomics would identify biological pathways specific to melioidosis and yield clinically meaningful biomarkers. Methods: Using a comprehensive approach, differential enrichment of plasma metabolites and pathways was systematically evaluated in individuals selected from a prospective cohort of patients hospitalized in rural Thailand with infection. Statistical and bioinformatics methods were used to distinguish metabolomic features and processes specific to melioidosis patients, and between fatal and non-fatal cases. Measurements and Main Results: Metabolomic profiling and pathway enrichment analysis of plasma samples of melioidosis (n=175) and non-melioidosis infections (n=75) revealed a distinct immuno-metabolic state among patients with melioidosis, as suggested by excessive tryptophan catabolism in the kynurenine pathway and significantly increased levels of sphingomyelins and ceramide species. We derived a 12-metabolite classifier to distinguish melioidosis from other infections, yielding an area under the receiver operating characteristic curve of 0.87 in a second validation set of patients. Melioidosis non-survivors (n=94) had a significantly disturbed metabolome compared to survivors (n=81) with increased leucine, isoleucine and valine metabolism, and elevated circulating free fatty acids and acylcarnitines. A limited 8-metabolite panel showed promise as an early prognosticator of mortality in melioidosis. Conclusions: Melioidosis induces a distinct metabolomic state that can be examined to distinguish underlying pathophysiological mechanisms associated with death. A twelve-metabolite signature accurately differentiates melioidosis from other infections and may have diagnostic applications. |
Institute: | University of Washington |
Department: | Medicine |
Last Name: | Gharib |
First Name: | Sina |
Address: | Center for Lung Biology, 850 Republican St, Seattle WA 98109 |
Email: | sagharib@uw.edu |
Phone: | 206-221-0630 |
Funding Source: | NIH (R01HL113382, R01AI137111, R01GM114029, R21AI173435) and the Wellcome Trust (090219/Z/09/Z, 101103/Z/13/Z) |
Contributors: | Lu Xia, T. Eoin West |
Subject:
Subject ID: | SU003022 |
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 |
---|---|---|
SA315991 | 35 | control |
SA315992 | 34 | control |
SA315993 | 36 | control |
SA315994 | 37 | control |
SA315995 | 38 | control |
SA315996 | 33 | control |
SA315997 | 32 | control |
SA315998 | 28 | control |
SA315999 | 29 | control |
SA316000 | 30 | control |
SA316001 | 31 | control |
SA316002 | 39 | control |
SA316003 | 40 | control |
SA316004 | 47 | control |
SA316005 | 49 | control |
SA316006 | 50 | control |
SA316007 | 1 | control |
SA316008 | 46 | control |
SA316009 | 45 | control |
SA316010 | 41 | control |
SA316011 | 42 | control |
SA316012 | 43 | control |
SA316013 | 44 | control |
SA316014 | 27 | control |
SA316015 | 48 | control |
SA316016 | 8 | control |
SA316017 | 7 | control |
SA316018 | 10 | control |
SA316019 | 11 | control |
SA316020 | 12 | control |
SA316021 | 6 | control |
SA316022 | 2 | control |
SA316023 | 26 | control |
SA316024 | 3 | control |
SA316025 | 4 | control |
SA316026 | 5 | control |
SA316027 | 13 | control |
SA316028 | 9 | control |
SA316029 | 22 | control |
SA316030 | 21 | control |
SA316031 | 23 | control |
SA316032 | 14 | control |
SA316033 | 25 | control |
SA316034 | 20 | control |
SA316035 | 24 | control |
SA316036 | 15 | control |
SA316037 | 19 | control |
SA316038 | 17 | control |
SA316039 | 16 | control |
SA316040 | 18 | control |
SA316041 | 286 | culture neg |
SA316042 | 285 | culture neg |
SA316043 | 287 | culture neg |
SA316044 | 288 | culture neg |
SA316045 | 284 | culture neg |
SA316046 | 281 | culture neg |
SA316047 | 289 | culture neg |
SA316048 | 279 | culture neg |
SA316049 | 280 | culture neg |
SA316050 | 282 | culture neg |
SA316051 | 283 | culture neg |
SA316052 | 291 | culture neg |
SA316053 | 297 | culture neg |
SA316054 | 290 | culture neg |
SA316055 | 299 | culture neg |
SA316056 | 300 | culture neg |
SA316057 | 296 | culture neg |
SA316058 | 298 | culture neg |
SA316059 | 295 | culture neg |
SA316060 | 292 | culture neg |
SA316061 | 293 | culture neg |
SA316062 | 294 | culture neg |
SA316063 | 246 | ecoli |
SA316064 | 247 | ecoli |
SA316065 | 237 | ecoli |
SA316066 | 238 | ecoli |
SA316067 | 239 | ecoli |
SA316068 | 241 | ecoli |
SA316069 | 236 | ecoli |
SA316070 | 242 | ecoli |
SA316071 | 243 | ecoli |
SA316072 | 244 | ecoli |
SA316073 | 245 | ecoli |
SA316074 | 230 | ecoli |
SA316075 | 228 | ecoli |
SA316076 | 227 | ecoli |
SA316077 | 226 | ecoli |
SA316078 | 240 | ecoli |
SA316079 | 229 | ecoli |
SA316080 | 231 | ecoli |
SA316081 | 234 | ecoli |
SA316082 | 233 | ecoli |
SA316083 | 232 | ecoli |
SA316084 | 235 | ecoli |
SA316085 | 268 | klebs |
SA316086 | 274 | klebs |
SA316087 | 273 | klebs |
SA316088 | 275 | klebs |
SA316089 | 276 | klebs |
SA316090 | 278 | klebs |
Collection:
Collection ID: | CO003015 |
Collection Summary: | Subjects at least 18 years of age admitted to Sunpasitthiprasong Hospital in Ubon Ratchathani, Thailand with suspected community-acquired infection were sequentially and prospectively enrolled within 24 hours of admission into the “Ubon-Sepsis” parent study from 2013 through 2017. Plasma samples were obtained from all participants at the time of enrollment. |
Sample Type: | Blood (plasma) |
Treatment:
Treatment ID: | TR003031 |
Treatment Summary: | N/A |
Sample Preparation:
Sampleprep ID: | SP003028 |
Sampleprep Summary: | Metabolon standard protocol |
Combined analysis:
Analysis ID | AN004775 | AN004776 | AN004777 | AN004778 |
---|---|---|---|---|
Analysis type | MS | MS | MS | MS |
Chromatography type | Reversed phase | Reversed phase | Reversed phase | HILIC |
Chromatography system | Waters Acquity | Waters Acquity | Waters Acquity | Waters Acquity |
Column | Waters Acquity BEH C18 (100 x 2mm, 1.7um) | Waters Acquity BEH C18 (100 x 2mm, 1.7um) | Waters Acquity BEH C18 (100 x 2mm, 1.7um) | Waters Acquity BEH Amide (150 x 2.1mm, 1.7um) |
MS Type | ESI | ESI | ESI | ESI |
MS instrument type | Orbitrap | Orbitrap | Orbitrap | Orbitrap |
MS instrument name | Thermo Q Exactive Orbitrap | Thermo Q Exactive Orbitrap | Thermo Q Exactive Orbitrap | Thermo Q Exactive Orbitrap |
Ion Mode | POSITIVE | POSITIVE | NEGATIVE | NEGATIVE |
Units | Peak Area | Peak Area | Peak Area | Peak area |
Chromatography:
Chromatography ID: | CH003607 |
Chromatography Summary: | Low pH polar (LC/MS Pos early) |
Instrument Name: | Waters Acquity |
Column Name: | Waters Acquity BEH C18 (100 x 2mm, 1.7um) |
Column Temperature: | 40-50 |
Flow Gradient: | Linear gradient from 5% B to 80% B over 3.35 minutes |
Flow Rate: | 0.35 mL/min |
Solvent A: | 100% water; 0.1% formic acid; 0.05% PFPA, pH ~2.5 |
Solvent B: | 100% methanol; 0.1% formic acid; 0.05% PFPA, pH ~2.5 |
Chromatography Type: | Reversed phase |
Chromatography ID: | CH003608 |
Chromatography Summary: | Low pH Lipophilic (LC/MS Pos late) |
Instrument Name: | Waters Acquity |
Column Name: | Waters Acquity BEH C18 (100 x 2mm, 1.7um) |
Column Temperature: | 40-50 |
Flow Gradient: | Linear gradient from 40% B to 99.5% B over 1.0 minute, hold 99.5% B for 2.4 minutes. |
Flow Rate: | 0.60 mL/min |
Solvent A: | 100% water; 0.1% formic acid; 0.05% PFPA, pH ~2.5 |
Solvent B: | 50% methanol/50% acetonitrile; 0.1% formic acid; 0.05% PFPA, pH ~2.5 |
Chromatography Type: | Reversed phase |
Chromatography ID: | CH003609 |
Chromatography Summary: | High pH (LC/MS Neg) |
Instrument Name: | Waters Acquity |
Column Name: | Waters Acquity BEH C18 (100 x 2mm, 1.7um) |
Column Temperature: | 40-50 |
Flow Gradient: | Linear gradient from 0.5 to 70% B over 4.0 minutes, then rapid gradient to 99% B in 0.5 minutes. |
Flow Rate: | 0.35 mL/min |
Solvent A: | 100% water; 6.5 mM ammonium bicarbonate, pH 8 |
Solvent B: | 95% methanol/5% water; 6.5 mM ammonium bicarbonate |
Chromatography Type: | Reversed phase |
Chromatography ID: | CH003610 |
Chromatography Summary: | HILIC (LC/MS Polar Neg) |
Instrument Name: | Waters Acquity |
Column Name: | Waters Acquity BEH Amide (150 x 2.1mm, 1.7um) |
Column Temperature: | 40-50 |
Flow Gradient: | Linear gradient from 5% B to 50% B in 3.5 minutes, then linear gradient from 50% B to 95% B in 2 minutes. |
Flow Rate: | 0.50 mL/min |
Solvent A: | 15% water/5% methanol/80% acetonitrile; 10 mM ammonium formate, (effective pH 10.16 with NH4OH) |
Solvent B: | 50% water/50% acetonitrile; 10 mM ammonium formate, (effective pH 10.60 with NH4OH) |
Chromatography Type: | HILIC |
MS:
MS ID: | MS004521 |
Analysis ID: | AN004775 |
Instrument Name: | Thermo Q Exactive Orbitrap |
Instrument Type: | Orbitrap |
MS Type: | ESI |
MS Comments: | Metabolon (LC/MS Pos early) |
Ion Mode: | POSITIVE |
MS ID: | MS004522 |
Analysis ID: | AN004776 |
Instrument Name: | Thermo Q Exactive Orbitrap |
Instrument Type: | Orbitrap |
MS Type: | ESI |
MS Comments: | Metabolon (LC/MS Pos late) |
Ion Mode: | POSITIVE |
MS ID: | MS004523 |
Analysis ID: | AN004777 |
Instrument Name: | Thermo Q Exactive Orbitrap |
Instrument Type: | Orbitrap |
MS Type: | ESI |
MS Comments: | Metabolon (LC/MS Neg) |
Ion Mode: | NEGATIVE |
MS ID: | MS004524 |
Analysis ID: | AN004778 |
Instrument Name: | Thermo Q Exactive Orbitrap |
Instrument Type: | Orbitrap |
MS Type: | ESI |
MS Comments: | Metabolon (LC/MS Polar) |
Ion Mode: | NEGATIVE |