Summary of Study ST003322
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 PR002066. The data can be accessed directly via it's Project DOI: 10.21228/M8JZ41 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 | ST003322 |
Study Title | EBC metabolomics in non-small cell lung cancer patients and control individuals |
Study Summary | A total of 18 EBC differential metabolites (FDR < 0.05) were identified, which included phenylalanine and tryptophan, dipeptides related to BCAAs, unsaturated, oxidized and hydroxyl fatty acids, and other compounds. Among them, 8 differential metabolites had AUC > 0.8, exhibiting distinct levels in the NSCLC and control EBC samples. Two OPLS-DA models were established from the differential metabolites with FDR < 0.05 and FDR < 0.01, with a 5-metabolite panel and a 4-metabolite panel, respectively. The OPLS-DA model achieved 86.2% sensitivity, 83.3% specificity and 84.9% accuracy for the 5-metabolite panel, and 79.3% sensitivity, 83.3% specificity and 81.1% accuracy for the 4-metabolite panel. The EBC differential metabolites between the NSCLC and control groups showed a potential to distinguish NSCLC from controls, which may provide assistance for noninvasive diagnosis of lung cancer, once they are validated in large cohort studies. |
Institute | Ocean University of China |
Last Name | sha |
First Name | Wang |
Address | No. 5 Yushan Road, Qingdao, Shandong, China |
wangsha@stu.ouc.edu.cn | |
Phone | 18851091031 |
Submit Date | 2024-06-16 |
Raw Data Available | Yes |
Raw Data File Type(s) | raw(Thermo) |
Analysis Type Detail | LC-MS |
Release Date | 2024-08-01 |
Release Version | 1 |
Select appropriate tab below to view additional metadata details:
Project:
Project ID: | PR002066 |
Project DOI: | doi: 10.21228/M8JZ41 |
Project Title: | Analysis of EBC metabolomics in non-small cell lung cancer patients and control individuals |
Project Summary: | A total of 18 EBC differential metabolites (FDR < 0.05) were identified, which included phenylalanine and tryptophan, dipeptides related to BCAAs, unsaturated, oxidized and hydroxyl fatty acids, and other compounds. Among them, 8 differential metabolites had AUC > 0.8, exhibiting distinct levels in the NSCLC and control EBC samples. Two OPLS-DA models were established from the differential metabolites with FDR < 0.05 and FDR < 0.01, with a 5-metabolite panel and a 4-metabolite panel, respectively. The OPLS-DA model achieved 86.2% sensitivity, 83.3% specificity and 84.9% accuracy for the 5-metabolite panel, and 79.3% sensitivity, 83.3% specificity and 81.1% accuracy for the 4-metabolite panel. The EBC differential metabolites between the NSCLC and control groups showed a potential to distinguish NSCLC from controls, which may provide assistance for noninvasive diagnosis of lung cancer, once they are validated in large cohort studies. |
Institute: | Ocean University of China |
Last Name: | sha |
First Name: | Wang |
Address: | No. 5 Yushan Road, Qingdao, Shandong, China |
Email: | wangsha@stu.ouc.edu.cn |
Phone: | 18851091031 |
Subject:
Subject ID: | SU003443 |
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 | Sample source | Sample type |
---|---|---|---|
SA360397 | H14-neg | exhaled breath condensate | control |
SA360398 | H23-neg | exhaled breath condensate | control |
SA360399 | H21-neg | exhaled breath condensate | control |
SA360400 | H20-neg | exhaled breath condensate | control |
SA360401 | H18-neg | exhaled breath condensate | control |
SA360402 | H17-neg | exhaled breath condensate | control |
SA360403 | H16-neg | exhaled breath condensate | control |
SA360404 | H15-neg | exhaled breath condensate | control |
SA360405 | B13-pos | exhaled breath condensate | control |
SA360406 | H13-neg | exhaled breath condensate | control |
SA360407 | H7-pos | exhaled breath condensate | control |
SA360408 | H15-pos | exhaled breath condensate | control |
SA360409 | H14-pos | exhaled breath condensate | control |
SA360410 | H13-pos | exhaled breath condensate | control |
SA360411 | H12-pos | exhaled breath condensate | control |
SA360412 | H10-pos | exhaled breath condensate | control |
SA360413 | H9-pos | exhaled breath condensate | control |
SA360414 | H8-pos | exhaled breath condensate | control |
SA360415 | H6-pos | exhaled breath condensate | control |
SA360416 | H17-pos | exhaled breath condensate | control |
SA360417 | H5-pos | exhaled breath condensate | control |
SA360418 | H4-pos | exhaled breath condensate | control |
SA360419 | H3-pos | exhaled breath condensate | control |
SA360420 | H2-pos | exhaled breath condensate | control |
SA360421 | H1-pos | exhaled breath condensate | control |
SA360422 | B33-pos | exhaled breath condensate | control |
SA360423 | B32-pos | exhaled breath condensate | control |
SA360424 | H16-pos | exhaled breath condensate | control |
SA360425 | H18-pos | exhaled breath condensate | control |
SA360426 | H12-neg | exhaled breath condensate | control |
SA360427 | H3-neg | exhaled breath condensate | control |
SA360428 | H10-neg | exhaled breath condensate | control |
SA360429 | H9-neg | exhaled breath condensate | control |
SA360430 | H8-neg | exhaled breath condensate | control |
SA360431 | H7-neg | exhaled breath condensate | control |
SA360432 | H6-neg | exhaled breath condensate | control |
SA360433 | H5-neg | exhaled breath condensate | control |
SA360434 | H4-neg | exhaled breath condensate | control |
SA360435 | H2-neg | exhaled breath condensate | control |
SA360436 | H20-pos | exhaled breath condensate | control |
SA360437 | H1-neg | exhaled breath condensate | control |
SA360438 | B33-neg | exhaled breath condensate | control |
SA360439 | B32-neg | exhaled breath condensate | control |
SA360440 | B21-neg | exhaled breath condensate | control |
SA360441 | B21-pos | exhaled breath condensate | control |
SA360442 | H23-pos | exhaled breath condensate | control |
SA360443 | H21-pos | exhaled breath condensate | control |
SA360444 | B13-neg | exhaled breath condensate | control |
SA360337 | T29-pos | exhaled breath condensate | NSCLC |
SA360338 | T14-pos | exhaled breath condensate | NSCLC |
SA360339 | T15-pos | exhaled breath condensate | NSCLC |
SA360340 | T16-pos | exhaled breath condensate | NSCLC |
SA360341 | T17-pos | exhaled breath condensate | NSCLC |
SA360342 | T19-pos | exhaled breath condensate | NSCLC |
SA360343 | T22-pos | exhaled breath condensate | NSCLC |
SA360344 | T23-pos | exhaled breath condensate | NSCLC |
SA360345 | T24-pos | exhaled breath condensate | NSCLC |
SA360346 | T25-pos | exhaled breath condensate | NSCLC |
SA360347 | T26-pos | exhaled breath condensate | NSCLC |
SA360348 | T27-pos | exhaled breath condensate | NSCLC |
SA360349 | T28-pos | exhaled breath condensate | NSCLC |
SA360350 | T31-pos | exhaled breath condensate | NSCLC |
SA360351 | T10-pos | exhaled breath condensate | NSCLC |
SA360352 | T34-pos | exhaled breath condensate | NSCLC |
SA360353 | T35-pos | exhaled breath condensate | NSCLC |
SA360354 | T36-pos | exhaled breath condensate | NSCLC |
SA360355 | T37-pos | exhaled breath condensate | NSCLC |
SA360356 | T38-pos | exhaled breath condensate | NSCLC |
SA360357 | T9-neg | exhaled breath condensate | NSCLC |
SA360358 | T8-neg | exhaled breath condensate | NSCLC |
SA360359 | T6-neg | exhaled breath condensate | NSCLC |
SA360360 | T5-neg | exhaled breath condensate | NSCLC |
SA360361 | T4-neg | exhaled breath condensate | NSCLC |
SA360362 | T3-neg | exhaled breath condensate | NSCLC |
SA360363 | T2-neg | exhaled breath condensate | NSCLC |
SA360364 | T1-neg | exhaled breath condensate | NSCLC |
SA360365 | T11-pos | exhaled breath condensate | NSCLC |
SA360366 | T12-pos | exhaled breath condensate | NSCLC |
SA360367 | T9-pos | exhaled breath condensate | NSCLC |
SA360368 | T22-neg | exhaled breath condensate | NSCLC |
SA360369 | T38-neg | exhaled breath condensate | NSCLC |
SA360370 | T37-neg | exhaled breath condensate | NSCLC |
SA360371 | T36-neg | exhaled breath condensate | NSCLC |
SA360372 | T35-neg | exhaled breath condensate | NSCLC |
SA360373 | T34-neg | exhaled breath condensate | NSCLC |
SA360374 | T31-neg | exhaled breath condensate | NSCLC |
SA360375 | T29-neg | exhaled breath condensate | NSCLC |
SA360376 | T28-neg | exhaled breath condensate | NSCLC |
SA360377 | T27-neg | exhaled breath condensate | NSCLC |
SA360378 | T26-neg | exhaled breath condensate | NSCLC |
SA360379 | T25-neg | exhaled breath condensate | NSCLC |
SA360380 | T8-pos | exhaled breath condensate | NSCLC |
SA360381 | T23-neg | exhaled breath condensate | NSCLC |
SA360382 | T24-neg | exhaled breath condensate | NSCLC |
SA360383 | T19-neg | exhaled breath condensate | NSCLC |
SA360384 | T1-pos | exhaled breath condensate | NSCLC |
SA360385 | T6-pos | exhaled breath condensate | NSCLC |
SA360386 | T5-pos | exhaled breath condensate | NSCLC |
SA360387 | T17-neg | exhaled breath condensate | NSCLC |
SA360388 | T3-pos | exhaled breath condensate | NSCLC |
Collection:
Collection ID: | CO003436 |
Collection Summary: | The EBC samples were collected from participants who had fasted or refrained from eating for at least 2 h using a portable collection device (Turbo-DECCS, Medivac, Parma, Italy). |
Sample Type: | EBC(Exhaled breath condensate) |
Treatment:
Treatment ID: | TR003452 |
Treatment Summary: | No treatment. |
Sample Preparation:
Sampleprep ID: | SP003450 |
Sampleprep Summary: | EBC samples were lyophilized and reconstituted in water/methanol (90:10 v/v) with a concentration factor of 20 after being thawed at room temperature. |
Combined analysis:
Analysis ID | AN005436 | AN005437 |
---|---|---|
Analysis type | MS | MS |
Chromatography type | Reversed phase | Reversed phase |
Chromatography system | Thermo Dionex Ultimate 3000 | Thermo Dionex Ultimate 3000 |
Column | Waters ACQUITY UPLC BEH C18 (50 x 2.1mm,1.7um) | Waters ACQUITY UPLC BEH C18 (50 x 2.1mm,1.7um) |
MS Type | ESI | ESI |
MS instrument type | Orbitrap | Orbitrap |
MS instrument name | Thermo Q Exactive Focus | Thermo Q Exactive Focus |
Ion Mode | NEGATIVE | POSITIVE |
Units | Peak area | Peak area |
Chromatography:
Chromatography ID: | CH004125 |
Chromatography Summary: | The column temperature was set at 60℃ and the flow rate was 0.3 mL/min. The mobile phase consisted of a linear gradient system of (A) water and (B) methanol: 0-1 min, 10% B; 1-2 min, 10-20% B; 2-6 min, 20-90% B; and 6-10 min 90% B. |
Instrument Name: | Thermo Dionex Ultimate 3000 |
Column Name: | Waters ACQUITY UPLC BEH C18 (50 x 2.1mm,1.7um) |
Column Temperature: | 60 |
Flow Gradient: | 0-1 min, 10% B; 1-2 min, 10-20% B; 2-6 min, 20-90% B; and 6-10 min 90% B. |
Flow Rate: | 0.3 mL/min |
Solvent A: | 100% water |
Solvent B: | 100% methanol |
Chromatography Type: | Reversed phase |
MS:
MS ID: | MS005162 |
Analysis ID: | AN005436 |
Instrument Name: | Thermo Q Exactive Focus |
Instrument Type: | Orbitrap |
MS Type: | ESI |
MS Comments: | Xcalibur Progenesis QI |
Ion Mode: | NEGATIVE |
MS ID: | MS005163 |
Analysis ID: | AN005437 |
Instrument Name: | Thermo Q Exactive Focus |
Instrument Type: | Orbitrap |
MS Type: | ESI |
MS Comments: | Xcalibur Progenesis QI |
Ion Mode: | POSITIVE |