Summary of Study ST004166
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 PR002626. The data can be accessed directly via it's Project DOI: 10.21228/M86R9R 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 | ST004166 |
| Study Title | Distinct skeletal muscle metabolomic alterations are associated with physical function, weight loss, and muscle mass in men with cancer |
| Study Summary | We enrolled patients planning elective laparotomy for gastrointestinal or genitourinary cancer. Handgrip strength (HGS), stair climb power (SCP), and fasting plasma were collected within two weeks prior to surgery; rectus abdominis samples were obtained during surgery. Metabolomic perturbations associated with physical function (HGS, SCP), muscularity (lumbar cross-sectional area “CSA” from opportunistic CT), or weight loss (>5% over previous six months) were examined in plasma and muscle. The Mann-Whitney U-test compared metabolite abundance between weight-losing and weight-stable patients while Spearman’s correlation tested associations of abundance with CSA, HGS, or SCP. The “Globaltest” method assessed pathway alterations with weight loss, CSA, HGS, or SCP; the Benjamini-Hochberg adjustment was used to control for false discovery. Results: Patients (N=72) were male, median age 65 [interquartile range: 59-70], with 57% genitourinary cancer. Plasma and skeletal muscle metabolomic data were collected (N=64 and N=68, respectively). Weight loss was associated with significantly altered microbial, amino acid/derivative, fatty acid/lipid, and caffeine-related metabolism pathways in plasma (adjusted P<0.1). Lower CSA was associated with significantly altered fatty acid/lipid, galactose, glycerophospholipid, and histidine metabolism and bile secretion pathways in skeletal muscle (adjusted P<0.1). Worse HGS was nominally associated with altered plasma branched chain amino acid biosynthesis and altered skeletal muscle glutathione metabolism (unadjusted P≤0.05), while worse SCP was nominally associated with altered skeletal muscle amino sugar/nucleotide sugar metabolism and phenylalanine, tyrosine, and tryptophan biosynthesis (unadjusted P≤0.05). Conclusions: Significant metabolomic alterations in plasma and skeletal muscle characterized cancer-related weight loss and reduced CSA, respectively. Nominal, function-specific alterations were detected with worse HGS and SCP which were distinct from those associated with weight loss or low CSA. Future larger studies may further characterize metabolomic profiles related to various functional outcomes and guide development of therapeutic targets to improve functional performance. |
| Institute | VA Puget Sound Health Care System |
| Last Name | Anderson |
| First Name | Lindsey |
| Address | 1660 S. Columbian Way (S-182-GRECC), Seattle, WA, 98108, USA |
| lindsey.anderson5@va.gov | |
| Phone | 206-277-6719 |
| Submit Date | 2025-09-02 |
| Raw Data Available | Yes |
| Raw Data File Type(s) | mzML |
| Analysis Type Detail | LC-MS |
| Release Date | 2025-09-25 |
| Release Version | 1 |
Select appropriate tab below to view additional metadata details:
Project:
| Project ID: | PR002626 |
| Project DOI: | doi: 10.21228/M86R9R |
| Project Title: | Distinct skeletal muscle metabolomic alterations are associated with physical function, weight loss, and muscle mass in men with cancer |
| Project Summary: | Treatments for cancer cachexia, defined as involuntary weight and muscle mass loss leading to significant functional impairment, remain unavailable partly due to insufficient improvement of clinically meaningful outcomes in current trials. By reflecting downstream effects of cellular function, metabolomics may identify mechanisms contributing to poor functional performance. Previous metabolomic studies in cancer cachexia have identified alterations in amino acid metabolism with weight loss or low muscularity; none have examined perturbations with poor physical function. We hypothesized that distinct metabolic signals in plasma and muscle are associated with weight loss, low muscle mass, and impaired function in cancer cachexia. Our studies find that significant metabolomic alterations in plasma and skeletal muscle characterized cancer-related weight loss and reduced CSA, respectively. Nominal, function-specific alterations were detected with worse HGS and SCP which were distinct from those associated with weight loss or low CSA. Future larger studies may further characterize metabolomic profiles related to various functional outcomes and guide development of therapeutic targets to improve functional performance. |
| Institute: | VA Puget Sound Health Care System |
| Last Name: | Anderson |
| First Name: | Lindsey |
| Address: | 1660 S. Columbian Way (S-182-GRECC), Seattle, WA, 98108, USA |
| Email: | lindsey.anderson5@va.gov |
| Phone: | 206-277-6719 |
Subject:
| Subject ID: | SU004317 |
| Subject Type: | Human |
| Subject Species: | Homo sapiens |
| Taxonomy ID: | 9606 |
| Age Or Age Range: | median (interquartile range): 65.0 (59.0, 70.0) years |
| Weight Or Weight Range: | median (interquartile range): 88.3 (78.1, 106.7) kg |
| Height Or Height Range: | median (interquartile range): 177.8 (172.7, 182.9) cm |
| Gender: | Male |
| Human Inclusion Criteria: | Males with histologically, cytologically, or image-based documented gastrointestinal or genitourinary cancer planning elective laparotomy were recruited from oncology or urology clinics at Veterans Affairs Puget Sound Health Care System in Seattle, WA, USA. |
| Human Exclusion Criteria: | Participants were excluded for other conditions associated with cachexia (e.g., congestive heart failure, liver disease [aspartate aminotransferase or alanine aminotransferase equal or more than 3x normal levels], renal failure [creatinine equal or more than 2.5 mg/dL]), active infection, uncontrolled diabetes mellitus (HbA1c ≥9%), or intentional weight loss ≥5% within the prior six months. |
Factors:
Subject type: Human; Subject species: Homo sapiens (Factor headings shown in green)
| mb_sample_id | local_sample_id | Sample source | Group |
|---|---|---|---|
| SA481266 | QC(I)#3 | Instrument QC | n/a |
| SA481267 | QC(I)#9 | Instrument QC | n/a |
| SA481268 | QC(I)#8 | Instrument QC | n/a |
| SA481269 | QC(I)#7 | Instrument QC | n/a |
| SA481270 | QC(I)#6 | Instrument QC | n/a |
| SA481271 | QC(I)#5 | Instrument QC | n/a |
| SA481272 | QC(I)#4 | Instrument QC | n/a |
| SA481273 | QC(I)#1 | Instrument QC | n/a |
| SA481274 | QC(I)#2 | Instrument QC | n/a |
| SA481275 | 68 | Muscle | WeightLoss |
| SA481276 | 37 | Muscle | WeightLoss |
| SA481277 | 7 | Muscle | WeightLoss |
| SA481278 | 47 | Muscle | WeightLoss |
| SA481279 | 6 | Muscle | WeightLoss |
| SA481280 | 51 | Muscle | WeightLoss |
| SA481281 | 52 | Muscle | WeightLoss |
| SA481282 | 58 | Muscle | WeightLoss |
| SA481283 | 60 | Muscle | WeightLoss |
| SA481284 | 69 | Muscle | WeightLoss |
| SA481285 | 35 | Muscle | WeightLoss |
| SA481286 | 70 | Muscle | WeightLoss |
| SA481287 | 3 | Muscle | WeightLoss |
| SA481288 | 71 | Muscle | WeightLoss |
| SA481289 | 72 | Muscle | WeightLoss |
| SA481290 | 73 | Muscle | WeightLoss |
| SA481291 | 76 | Muscle | WeightLoss |
| SA481292 | 79 | Muscle | WeightLoss |
| SA481293 | 1 | Muscle | WeightLoss |
| SA481294 | 36 | Muscle | WeightLoss |
| SA481295 | 50 | Muscle | WeightLoss |
| SA481296 | 33 | Muscle | WeightLoss |
| SA481297 | 29 | Muscle | WeightLoss |
| SA481298 | 31 | Muscle | WeightLoss |
| SA481299 | 12 | Muscle | WeightLoss |
| SA481300 | 13 | Muscle | WeightLoss |
| SA481301 | 21 | Muscle | WeightLoss |
| SA481302 | 63 | Muscle | WeightStable |
| SA481303 | 65 | Muscle | WeightStable |
| SA481304 | 66 | Muscle | WeightStable |
| SA481305 | 67 | Muscle | WeightStable |
| SA481306 | 23 | Muscle | WeightStable |
| SA481307 | 22 | Muscle | WeightStable |
| SA481308 | 17 | Muscle | WeightStable |
| SA481309 | 10 | Muscle | WeightStable |
| SA481310 | 18 | Muscle | WeightStable |
| SA481311 | 32 | Muscle | WeightStable |
| SA481312 | 74 | Muscle | WeightStable |
| SA481313 | 75 | Muscle | WeightStable |
| SA481314 | 16 | Muscle | WeightStable |
| SA481315 | 77 | Muscle | WeightStable |
| SA481316 | 80 | Muscle | WeightStable |
| SA481317 | 81 | Muscle | WeightStable |
| SA481318 | 62 | Muscle | WeightStable |
| SA481319 | 5 | Muscle | WeightStable |
| SA481320 | 24 | Muscle | WeightStable |
| SA481321 | 49 | Muscle | WeightStable |
| SA481322 | 38 | Muscle | WeightStable |
| SA481323 | 40 | Muscle | WeightStable |
| SA481324 | 41 | Muscle | WeightStable |
| SA481325 | 43 | Muscle | WeightStable |
| SA481326 | 9 | Muscle | WeightStable |
| SA481327 | 48 | Muscle | WeightStable |
| SA481328 | 45 | Muscle | WeightStable |
| SA481329 | 27 | Muscle | WeightStable |
| SA481330 | 26 | Muscle | WeightStable |
| SA481331 | 54 | Muscle | WeightStable |
| SA481332 | 56 | Muscle | WeightStable |
| SA481333 | 57 | Muscle | WeightStable |
| SA481334 | 25 | Muscle | WeightStable |
| SA481335 | 59 | Muscle | WeightStable |
| SA481336 | QC(S)#6 | Sample QC (pooled study samples) | n/a |
| SA481337 | QC(S)#3 | Sample QC (pooled study samples) | n/a |
| SA481338 | QC(S)#8 | Sample QC (pooled study samples) | n/a |
| SA481339 | QC(S)#7 | Sample QC (pooled study samples) | n/a |
| SA481340 | QC(S)#1 | Sample QC (pooled study samples) | n/a |
| SA481341 | QC(S)#5 | Sample QC (pooled study samples) | n/a |
| SA481342 | QC(S)#4 | Sample QC (pooled study samples) | n/a |
| SA481343 | QC(S)#9 | Sample QC (pooled study samples) | n/a |
| SA481344 | QC(S)#2 | Sample QC (pooled study samples) | n/a |
| Showing results 1 to 79 of 79 |
Collection:
| Collection ID: | CO004310 |
| Collection Summary: | Rectus abdominis biopsies (0.5–1.0 g) were collected via transverse incision and sharp dissection during laparotomies. Specimens were quickly and grossly dissected to remove cauterized edges or vascular tissue, then immediately flash frozen using liquid nitrogen and stored at −80°C until analysis. |
| Sample Type: | Muscle |
Treatment:
| Treatment ID: | TR004326 |
| Treatment Summary: | n/a |
Sample Preparation:
| Sampleprep ID: | SP004323 |
| Sampleprep Summary: | Approximately 1.0 mg rectus abdominis was sent to the Northwest Metabolomics Research Center at the University of Washington for performance of targeted metabolomics. In brief, targeted liquid chromatography mass spectrometry using a HILIC column to separate polar, aqueous metabolite analysis was performed. The assay targets over 350 metabolites from more than 60 metabolic pathways using a Sciex 6500+ platform and Aciex Analyst software for peak integration. All mass spectrometry experiments also included blank samples run under identical conditions to identify any signals arising from solvents/reagents/buffers that may also affect batch-to-batch variation. Muscle metabolite abundance was normalized to protein loading and expressed as relative concentration. |
Chromatography:
| Chromatography ID: | CH005252 |
| Chromatography Summary: | 10 µL for analysis using negative (NEG) ionization mode |
| Instrument Name: | Shimadzu Nexera XR LC-20AD |
| Column Name: | Waters XBridge BEH Amide (150 x 2.1 mm, 2.5 µm) |
| Column Temperature: | 45°C |
| Flow Gradient: | [0-1.5 min: 5% A , 95% B; 1.5-6 min: 5-30% A, 95-70% B; 6-10 min: 30% A - 70% B; 10-12 min: 30-55% A, 70-45 % B; 12-14 min: 55% A , 45% B; 14-15 min: 55-5% A, 45-95% B; 15-18 min: 5% A, 95%] |
| Flow Rate: | 0.3 mL/min |
| Solvent A: | 95% Water/3% acetonitrile/2% methanol; 10 mM ammonium acetate; 0.2% acetic acid |
| Solvent B: | 93% Acetonitrile/5% water/2% methanol; 10 mM ammonium acetate; 0.2% acetic acid |
| Chromatography Type: | HILIC |
| Chromatography ID: | CH005253 |
| Chromatography Summary: | 5 µL for analysis using positive (POS) ionization mode |
| Instrument Name: | Shimadzu Nexera XR LC-20AD |
| Column Name: | Waters XBridge BEH Amide (150 x 2.1 mm, 2.5 µm) |
| Column Temperature: | 45°C |
| Flow Gradient: | [0-13 min: 5% A , 95% B; 3-8 min: 5-30% A, 95-50% B; 18-12 min: 50% A, 50% B; 12-13 min: 50-5% A, 50-95% B; 13-15 min: 5% A, 95% B] |
| Flow Rate: | 0.3 mL/min |
| Solvent A: | 95% Water/5% methanol; 10 mM ammonium acetate; 0.3% acetic acid |
| Solvent B: | 90% Acetonitrile/5% Water/5% methanol; 10 mM ammonium acetate; 0.3% acetic acid |
| Chromatography Type: | HILIC |
Analysis:
| Analysis ID: | AN006915 |
| Analysis Type: | MS |
| Chromatography ID: | CH005252 |
| Num Factors: | 4 |
| Num Metabolites: | 203 |
| Units: | ion counts/second |
| Analysis ID: | AN006916 |
| Analysis Type: | MS |
| Chromatography ID: | CH005253 |
| Num Factors: | 4 |
| Num Metabolites: | 154 |
| Units: | ion counts/second |