Summary of Study ST003664
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 PR002273. The data can be accessed directly via it's Project DOI: 10.21228/M8TC2W This work is supported by NIH grant, U2C- DK119886.
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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.
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Study ID | ST003664 |
Study Title | Tumour interstitial fluid-enriched phosphoethanolamine suppresses T cell function. |
Study Summary | Nutrient stress represents a significant barrier for antitumor immunity, and tumor interstitial fluid (TIF) often contains metabolites that hinder immune function. However, it is difficult to isolate the effects of tumor nutrient stress from other suppressive factors. Thus, we employed a chemically-defined cell culture medium based on the metabolomic profile of TIF: Tumor Interstitial Fluid Medium (TIFM). Culture of CD8+ T cells in TIFM limited cell expansion and impaired CD8+ T cell effector functions upon restimulation, suggesting tumor nutrient stress alone is sufficient to drive T cell dysfunction. We identified phosphoethanolamine (pEtn), a phospholipid intermediate, as a driver of T cell dysfunction. pEtn dampened T Cell Receptor (TCR) signaling by depleting T cells of diacylglycerol required for TCR signal transduction. Reduction of pEtn accumulation in tumors improved intratumoral T cell function and tumor control, suggesting pEtn accumulation plays a dominant role in TME immunosuppression. |
Institute | University of Chicago |
Department | Comprehensive Cancer Center |
Laboratory | Metabolomics Platform |
Last Name | Shah |
First Name | Hardik |
Address | 900 E 57th street, Chicago, IL, 60637, USA |
hardikshah@uchicago.edu | |
Phone | 7738348830 |
Submit Date | 2025-01-14 |
Num Groups | 9 |
Raw Data Available | Yes |
Raw Data File Type(s) | mzML |
Analysis Type Detail | LC-MS |
Release Date | 2025-01-20 |
Release Version | 1 |
Select appropriate tab below to view additional metadata details:
Project:
Project ID: | PR002273 |
Project DOI: | doi: 10.21228/M8TC2W |
Project Title: | Tumour interstitial fluid-enriched phosphoethanolamine suppresses T cell function |
Project Summary: | Nutrient stress represents a significant barrier for antitumor immunity, and tumor interstitial fluid (TIF) often contains metabolites that hinder immune function. However, it is difficult to isolate the effects of tumor nutrient stress from other suppressive factors. Thus, we employed a chemically-defined cell culture medium based on the metabolomic profile of TIF: Tumor Interstitial Fluid Medium (TIFM). Culture of CD8+ T cells in TIFM limited cell expansion and impaired CD8+ T cell effector functions upon restimulation, suggesting tumor nutrient stress alone is sufficient to drive T cell dysfunction. We identified phosphoethanolamine (pEtn), a phospholipid intermediate, as a driver of T cell dysfunction. pEtn dampened T Cell Receptor (TCR) signaling by depleting T cells of diacylglycerol required for TCR signal transduction. Reduction of pEtn accumulation in tumors improved intratumoral T cell function and tumor control, suggesting pEtn accumulation plays a dominant role in TME immunosuppression. |
Institute: | University of Chicago |
Department: | Comprehensive Cancer Center |
Laboratory: | UCCC-Metabolomics Platform |
Last Name: | Shah |
First Name: | Hardik |
Address: | 900 E 57th street, Chicago, IL, 60637, USA |
Email: | hardikshah@uchicago.edu |
Phone: | 7738348830 |
Subject:
Subject ID: | SU003796 |
Subject Type: | Cultured cells |
Subject Species: | Mus musculus |
Taxonomy ID: | 10090 |
Factors:
Subject type: Cultured cells; Subject species: Mus musculus (Factor headings shown in green)
mb_sample_id | local_sample_id | Sample source | Genotype |
---|---|---|---|
SA401185 | Pos_C_D1_35 | T cells | C_D1 |
SA401186 | Pos_C_D1_31 | T cells | C_D1 |
SA401187 | Pos_C_D1_32 | T cells | C_D1 |
SA401188 | Pos_C_D1_34 | T cells | C_D1 |
SA401189 | C_D1_31 | T cells | C_D1 |
SA401190 | C_D1_32 | T cells | C_D1 |
SA401191 | C_D1_34 | T cells | C_D1 |
SA401192 | C_D1_35 | T cells | C_D1 |
SA401193 | C_D1_36 | T cells | C_D1 |
SA401194 | Pos_C_D1_36 | T cells | C_D1 |
SA401195 | Pos_C_D3_34 | T cells | C_D3 |
SA401196 | Pos_C_D3_32 | T cells | C_D3 |
SA401197 | Pos_C_D3_31 | T cells | C_D3 |
SA401198 | C_D3_31 | T cells | C_D3 |
SA401199 | C_D3_36 | T cells | C_D3 |
SA401200 | C_D3_35 | T cells | C_D3 |
SA401201 | C_D3_34 | T cells | C_D3 |
SA401202 | C_D3_32 | T cells | C_D3 |
SA401203 | Pos_C_D3_36 | T cells | C_D3 |
SA401204 | Pos_C_D3_35 | T cells | C_D3 |
SA401205 | C_D5_35 | T cells | C_D5 |
SA401206 | Pos_C_D5_31 | T cells | C_D5 |
SA401207 | Pos_C_D5_32 | T cells | C_D5 |
SA401208 | C_D5_36 | T cells | C_D5 |
SA401209 | C_D5_34 | T cells | C_D5 |
SA401210 | C_D5_32 | T cells | C_D5 |
SA401211 | C_D5_31 | T cells | C_D5 |
SA401212 | Pos_C_D5_34 | T cells | C_D5 |
SA401213 | Pos_C_D5_35 | T cells | C_D5 |
SA401214 | Pos_C_D5_36 | T cells | C_D5 |
SA401215 | Ctrl_32 | T cells | Ctrl |
SA401216 | Pos_Ctrl_36 | T cells | Ctrl |
SA401217 | Pos_Ctrl_35 | T cells | Ctrl |
SA401218 | Pos_Ctrl_34 | T cells | Ctrl |
SA401219 | Pos_Ctrl_32 | T cells | Ctrl |
SA401220 | Ctrl_31 | T cells | Ctrl |
SA401221 | Pos_Ctrl_31 | T cells | Ctrl |
SA401222 | Ctrl_36 | T cells | Ctrl |
SA401223 | Ctrl_35 | T cells | Ctrl |
SA401224 | Ctrl_34 | T cells | Ctrl |
SA401225 | Pos_PC_D1_32 | T cells | PC_D1 |
SA401226 | Pos_PC_D1_36 | T cells | PC_D1 |
SA401227 | Pos_PC_D1_35 | T cells | PC_D1 |
SA401228 | Pos_PC_D1_34 | T cells | PC_D1 |
SA401229 | Pos_PC_D1_31 | T cells | PC_D1 |
SA401230 | PC_D1_31 | T cells | PC_D1 |
SA401231 | PC_D1_32 | T cells | PC_D1 |
SA401232 | PC_D1_34 | T cells | PC_D1 |
SA401233 | PC_D1_35 | T cells | PC_D1 |
SA401234 | PC_D1_36 | T cells | PC_D1 |
SA401235 | PC_D3_34 | T cells | PC_D3 |
SA401236 | Pos_PC_D3_34 | T cells | PC_D3 |
SA401237 | Pos_PC_D3_35 | T cells | PC_D3 |
SA401238 | Pos_PC_D3_36 | T cells | PC_D3 |
SA401239 | PC_D3_31 | T cells | PC_D3 |
SA401240 | PC_D3_32 | T cells | PC_D3 |
SA401241 | PC_D3_35 | T cells | PC_D3 |
SA401242 | Pos_PC_D3_32 | T cells | PC_D3 |
SA401243 | PC_D3_36 | T cells | PC_D3 |
SA401244 | Pos_PC_D3_31 | T cells | PC_D3 |
SA401245 | PC_D5_32 | T cells | PC_D5 |
SA401246 | PC_D5_34 | T cells | PC_D5 |
SA401247 | PC_D5_35 | T cells | PC_D5 |
SA401248 | PC_D5_36 | T cells | PC_D5 |
SA401249 | Pos_PC_D5_32 | T cells | PC_D5 |
SA401250 | Pos_PC_D5_34 | T cells | PC_D5 |
SA401251 | PC_D5_31 | T cells | PC_D5 |
SA401252 | Pos_PC_D5_35 | T cells | PC_D5 |
SA401253 | Pos_PC_D5_36 | T cells | PC_D5 |
SA401254 | Pos_PC_D5_31 | T cells | PC_D5 |
SA401255 | Pos_PE_D1_31 | T cells | PE_D1 |
SA401256 | Pos_PE_D1_32 | T cells | PE_D1 |
SA401257 | Pos_PE_D1_34 | T cells | PE_D1 |
SA401258 | Pos_PE_D1_35 | T cells | PE_D1 |
SA401259 | Pos_PE_D1_36 | T cells | PE_D1 |
SA401260 | PE_D1_34 | T cells | PE_D1 |
SA401261 | PE_D1_35 | T cells | PE_D1 |
SA401262 | PE_D1_36 | T cells | PE_D1 |
SA401263 | PE_D1_31 | T cells | PE_D1 |
SA401264 | PE_D1_32 | T cells | PE_D1 |
SA401265 | PE_D3_34 | T cells | PE_D3 |
SA401266 | Pos_PE_D3_36 | T cells | PE_D3 |
SA401267 | Pos_PE_D3_35 | T cells | PE_D3 |
SA401268 | Pos_PE_D3_34 | T cells | PE_D3 |
SA401269 | Pos_PE_D3_32 | T cells | PE_D3 |
SA401270 | Pos_PE_D3_31 | T cells | PE_D3 |
SA401271 | PE_D3_35 | T cells | PE_D3 |
SA401272 | PE_D3_31 | T cells | PE_D3 |
SA401273 | PE_D3_36 | T cells | PE_D3 |
SA401274 | PE_D3_32 | T cells | PE_D3 |
SA401275 | PE_D5_31 | T cells | PE_D5 |
SA401276 | PE_D5_32 | T cells | PE_D5 |
SA401277 | PE_D5_34 | T cells | PE_D5 |
SA401278 | PE_D5_35 | T cells | PE_D5 |
SA401279 | PE_D5_36 | T cells | PE_D5 |
SA401280 | Pos_PE_D5_31 | T cells | PE_D5 |
SA401281 | Pos_PE_D5_32 | T cells | PE_D5 |
SA401282 | Pos_PE_D5_34 | T cells | PE_D5 |
SA401283 | Pos_PE_D5_35 | T cells | PE_D5 |
SA401284 | Pos_PE_D5_36 | T cells | PE_D5 |
Showing results 1 to 100 of 100 |
Collection:
Collection ID: | CO003789 |
Collection Summary: | Single cell suspensions of OT-I splenocytes were cultured with SIINFEKL peptide and 50U/mL of IL-2 in RPMI for 24 hours. After the initial 24 hours of activation, cells were cultured in RPMI with 50U/mL of IL-2 until they were transferred into RPMI. |
Sample Type: | T-cells |
Treatment:
Treatment ID: | TR003805 |
Treatment Summary: | RPMI was supplemented with pEtn, choline or pCholine to match metabolite concentrations in TIFM for 1, 3 or 5 days prior to analysis on day 7 after initial activation. After treatment, 2 x 106 cells were pelleted and flash frozen. |
Sample Preparation:
Sampleprep ID: | SP003803 |
Sampleprep Summary: | For lipidomic analysis, 20uL of Avanti SPLASH deuterated internal standard mix (1:100 dilution) was added to frozen cell pellets, followed by extraction with a modified 44 method. In brief, ice-cold methanol containing 0.1mg/mL butylated hydroxytoluene was added to the cell pellet followed by sonication for 3 minutes and shaking for 5 mins at 15°C and 1000 rpm using Thermomixer. Then 900 uL of methyl-tert-butyl ether (MTBE) was added to the cell pellets tubes to extract the lipid species. The tubes were vortexed for 15 mins at 4°C and 1000 rpm on a Thermomixer. The phase separation was induced by adding 300 µL of ice-cold water followed by sonication for 3 mins, vortex for 15 mins at 15°C and 1000 rpm, and centrifuge at 21,000g and 4°C for 15 mins. The upper organic layer (400µL) was dried using the Genevac EZ-2.4 elite evaporator and stored at -80°C. One aliquot was reserved for the positive ionization mode and the second aliquot for the negative ionization mode. On the day of analysis, the dried lipid extract was re-suspended in 40µL of 3/2/1 isopropanol/acetonitrile/water at room temperature, sonicated for 3 minutes, vortex for 15 mins at 15°C and 2000 rpm, and 25µL of supernatant was transferred to LC-MS vial. A pooled QC sample was generated using the remaining samples. |
Combined analysis:
Analysis ID | AN006020 | AN006021 |
---|---|---|
Analysis type | MS | MS |
Chromatography type | Reversed phase | Reversed phase |
Chromatography system | Thermo Scientific Vanquish Horizon UHPLC | Thermo Scientific Vanquish Horizon UHPLC |
Column | Thermo Scientific Accucore C30 (150 x 2.1 mm, 2.6 µm) | Thermo Scientific Accucore C30 (150 x 2.1 mm, 2.6 µm) |
MS Type | ESI | ESI |
MS instrument type | Orbitrap | Orbitrap |
MS instrument name | Thermo Orbitrap IQ-X Tribrid | Thermo Orbitrap IQ-X Tribrid |
Ion Mode | POSITIVE | NEGATIVE |
Units | A.U. | A.U. |
Chromatography:
Chromatography ID: | CH004574 |
Chromatography Summary: | Lipids were separated on Thermo Scientific Accucore C30 (2.1x150 mm, 2.6µm) column connected to a Vanquish Horizon UHPLC system and IQ-X tribrid mass spectrometers. The column temperature, injection volume, and flow rate were 45°C, 4 µL, and 0.26 mL/min, respectively. The mobile phase A (MPA) was 60/40 acetonitrile/water, 10mM ammonium formate + 0.1% formic acid and MPB was 89.1/9.9/0.99 isopropanol/acetonitrile/water, 10 mM ammonium formate + 0.1% formic acid. The chromatographic gradient was 0 minute: 30%B, 2.00 minutes (mins): 43% B, 2.1 mins: 55%B, 12.00 mins: 65%B, 18.00 mins: 85%B, 20.00 mins: 100%B, 25.00 mins:100%B, 25.1 mins:30%B and 30.00 mins:30%B. |
Instrument Name: | Thermo Scientific Vanquish Horizon UHPLC |
Column Name: | Thermo Scientific Accucore C30 (150 x 2.1 mm, 2.6 µm) |
Column Temperature: | 45℃ |
Flow Gradient: | 0 minute: 30%B, 2.00 minutes (mins): 43% B, 2.1 mins: 55%B, 12.00 mins: 65%B, 18.00 mins: 85%B, 20.00 mins: 100%B, 25.00 mins:100%B, 25.1 mins:30%B and 30.00 mins:30%B. |
Flow Rate: | 0.260 mL/min |
Injection Temperature: | 15℃ |
Solvent A: | 60% Acetonitrile/40% Water; 10mM ammonium formate; 0.1% formic acid |
Solvent B: | 89.1% isopropanol/9.9% acetonitrile/0.99% water; 10 mM ammonium formate; 0.1% formic acid |
Chromatography Type: | Reversed phase |
MS:
MS ID: | MS005731 |
Analysis ID: | AN006020 |
Instrument Name: | Thermo Orbitrap IQ-X Tribrid |
Instrument Type: | Orbitrap |
MS Type: | ESI |
MS Comments: | MS1 parameters were as follows: spray voltage: 3500 V for positive ionization and 2500 V for negative ionization modes, sheath gas: 40, auxiliary gas: 10, sweep gas: 1, ion transfer tube temperature: 300°C, vaporizer temperature: 350°C, orbitrap resolution: 120K, scan range(m/z): 250-2000 for pos, 200-2000 for neg,, RF lens(%): 60, automatic gain control (AGC) target: 50%, and a maxIT of 100 milliseconds (ms). Quadrupole isolation and Internal calibration using Easy IC were enabled. Lipids were identified by performing the MS2 and MS3 experiments in the orbitrap mass analyzer. A comprehensive data-dependent HCD MS2 experiment with conditional CID MS2 and MS3 data-acquisition strategy was applied for the in-depth characterization of lipid species. Lipid fragmentation was obtained by first MS1 data acquisition in full scan mass range (200-2000) followed by the data-dependent (dd) MS2 with the normalized stepped HCD collision energy (%) at 25, 30, 35, OT-30K resolution, maxIT-54 ms. If the HCD fragmentation had the fragment ion- 184.0733 m/z (phosphocholine head group) then the same ions were subjected either to ddMS2 CID (fixed collision energy-32% , activation time-10 ms & Q-0.25, 30K resolution, 100 % normalized AGC target and maxIT-54 ms) or CID MS3 scans (fixed collision energy-35%, activation Q-0.25) triggered on the top 3 most intense ions that lost neutral fatty acids plus ammonia (only for triacylglycerols). A total of six injections were made to generate fragmentation data using the AcquireX workflow on the pooled QC samples. The Thermo Scientific LipidSearchTM software version 5.0 was used to generate the list of identified lipid (Precursor tolerance ± 3 ppm, production tolerance ±5.0 ppm, product threshold- 1.0). [M+H] adduct was used to identify and quantify HexCer,SM, SPH,MePC, CoQ, AcylCarnitine,LPC,LPE,PC and PE species while [M+NH] was for the TG, DG, cholesteryl ester species. These identified lipid species were quantify using the Compound Discoverer 3.3 and Skyline45 (v24.1) software. |
Ion Mode: | POSITIVE |
MS ID: | MS005732 |
Analysis ID: | AN006021 |
Instrument Name: | Thermo Orbitrap IQ-X Tribrid |
Instrument Type: | Orbitrap |
MS Type: | ESI |
MS Comments: | MS1 parameters were as follows: spray voltage: 3500 V for positive ionization and 2500 V for negative ionization modes, sheath gas: 40, auxiliary gas: 10, sweep gas: 1, ion transfer tube temperature: 300°C, vaporizer temperature: 350°C, orbitrap resolution: 120K, scan range(m/z): 250-2000 for pos, 200-2000 for neg,, RF lens(%): 60, automatic gain control (AGC) target: 50%, and a maxIT of 100 milliseconds (ms). Quadrupole isolation and Internal calibration using Easy IC were enabled. Lipids were identified by performing the MS2 and MS3 experiments in the orbitrap mass analyzer. A comprehensive data-dependent HCD MS2 experiment with conditional CID MS2 and MS3 data-acquisition strategy was applied for the in-depth characterization of lipid species. Lipid fragmentation was obtained by first MS1 data acquisition in full scan mass range (200-2000) followed by the data-dependent (dd) MS2 with the normalized stepped HCD collision energy (%) at 25, 30, 35, OT-30K resolution, maxIT-54 ms. If the HCD fragmentation had the fragment ion- 184.0733 m/z (phosphocholine head group) then the same ions were subjected either to ddMS2 CID (fixed collision energy-32% , activation time-10 ms & Q-0.25, 30K resolution, 100 % normalized AGC target and maxIT-54 ms) or CID MS3 scans (fixed collision energy-35%, activation Q-0.25) triggered on the top 3 most intense ions that lost neutral fatty acids plus ammonia (only for triacylglycerols). A total of six injections were made to generate fragmentation data using the AcquireX workflow on the pooled QC samples. The Thermo Scientific LipidSearchTM software version 5.0 was used to generate the list of identified lipid (Precursor tolerance ± 3 ppm, production tolerance ±5.0 ppm, product threshold- 1.0). [M+H] adduct was used to identify and quantify HexCer,SM, SPH,MePC, CoQ, AcylCarnitine,LPC,LPE,PC and PE species while [M+NH] was for the TG, DG, cholesteryl ester species. These identified lipid species were quantify using the Compound Discoverer 3.3 and Skyline45 (v24.1) software. |
Ion Mode: | NEGATIVE |