#METABOLOMICS WORKBENCH juliehaines_20230221_120146 DATATRACK_ID:3757 STUDY_ID:ST002489 ANALYSIS_ID:AN004063 PROJECT_ID:PR001607
VERSION             	1
CREATED_ON             	February 21, 2023, 12:18 pm
#PROJECT
PR:PROJECT_TITLE                 	Simultaneous targeting of PD-1 and IL2Rβγ with radiation therapy to inhibit
PR:PROJECT_TITLE                 	pancreatic cancer growth and metastasis
PR:PROJECT_SUMMARY               	In pancreatic ductal adenocarcinoma (PDAC) patients, we show that response to
PR:PROJECT_SUMMARY               	radiation therapy (RT) is characterized by increased IL2Rβ and IL2Rγ and
PR:PROJECT_SUMMARY               	decreased ILR2α expression. The bispecific aPD1-IL2v is a PD-1-targeted IL-2
PR:PROJECT_SUMMARY               	variant (IL2v) immunocytokine with engineered IL-2 cis-targeted to PD-1 and
PR:PROJECT_SUMMARY               	abolished IL2Rα binding, which enhances tumor-antigen specific T cell
PR:PROJECT_SUMMARY               	activation while reducing regulatory T cell (Treg) suppression. Using aPD1-IL2v
PR:PROJECT_SUMMARY               	in orthotopic PDAC KPC-driven tumor models, we show marked improvement in local
PR:PROJECT_SUMMARY               	and metastatic survival along with profound increase in tumor-infiltrating
PR:PROJECT_SUMMARY               	polyfunctional CD8+ T cell subsets with a transcriptionally and metabolically
PR:PROJECT_SUMMARY               	active phenotype, and preferential activation of antigen-specific CD8+ T cells.
PR:PROJECT_SUMMARY               	In combination with single dose RT, aPD1-IL2v treatment results in a robust,
PR:PROJECT_SUMMARY               	durable expansion of polyfunctional CD8+ T cells, T cell stemness,
PR:PROJECT_SUMMARY               	tumor-specific memory immune response, natural killer (NK) cell activation, and
PR:PROJECT_SUMMARY               	decreased Tregs. These data show that aPD1-IL2v leads to profound local and
PR:PROJECT_SUMMARY               	distant response in PDAC.
PR:INSTITUTE                     	University of Colorado Denver
PR:LABORATORY                    	Lab of Angelo D'Alessandro in collaboration with lab of Sana Karam
PR:LAST_NAME                     	Haines
PR:FIRST_NAME                    	Julie
PR:ADDRESS                       	12801 E 17th Ave, Room 1303, Aurora, Colorado, 80045, USA
PR:EMAIL                         	julie.haines@cuanschutz.edu
PR:PHONE                         	3037243339
#STUDY
ST:STUDY_TITLE                   	Simultaneous targeting of PD-1 and IL2Rβγ with radiation therapy to inhibit
ST:STUDY_TITLE                   	pancreatic cancer growth and metastasis
ST:STUDY_SUMMARY                 	Mice were orthotopically implanted with PK5L1940 cells then radiation therapy (8
ST:STUDY_SUMMARY                 	Gy) administered 7 days post-implantation. PD1-IL2v and aCD25 dosed once per
ST:STUDY_SUMMARY                 	week beginning day 7 post-implantation. T-cells from spleen were obtained
ST:STUDY_SUMMARY                 	through sorting, cultured in the presence of 13C6 glucose for 6h, and glucose
ST:STUDY_SUMMARY                 	fluxes profiled via mass spectrometry-based metabolomics.
ST:INSTITUTE                     	University of Colorado Denver
ST:LAST_NAME                     	Haines
ST:FIRST_NAME                    	Julie
ST:ADDRESS                       	12801 E 17th Ave, Room 1303, Aurora, Colorado, 80045, USA
ST:EMAIL                         	julie.haines@cuanschutz.edu
ST:PHONE                         	3037243339
#SUBJECT
SU:SUBJECT_TYPE                  	Mammal
SU:SUBJECT_SPECIES               	Mus musculus
#SUBJECT_SAMPLE_FACTORS:         	SUBJECT(optional)[tab]SAMPLE[tab]FACTORS(NAME:VALUE pairs separated by |)[tab]Raw file names and additional sample data
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-1	factor:unx	RAW_FILE_NAME=AG-23-TC-1_r6-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-2	factor:unx	RAW_FILE_NAME=AG-23-TC-2_r4-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-3	factor:unx	RAW_FILE_NAME=AG-23-TC-3_r3-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-4	factor:RT	RAW_FILE_NAME=AG-23-TC-4_r8-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-5	factor:RT	RAW_FILE_NAME=AG-23-TC-5_r12-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-6	factor:RT	RAW_FILE_NAME=AG-23-TC-6_r11-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-7	factor:IL2v	RAW_FILE_NAME=AG-23-TC-7_r14-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-8	factor:IL2v	RAW_FILE_NAME=AG-23-TC-8_r1-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-9	factor:IL2v	RAW_FILE_NAME=AG-23-TC-9_r5-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-10	factor:RT+IL2v	RAW_FILE_NAME=AG-23-TC-10_r2-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-11	factor:RT+IL2v	RAW_FILE_NAME=AG-23-TC-11_r9-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-12	factor:RT+IL2v	RAW_FILE_NAME=AG-23-TC-12_r15-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-13	factor:aCD25	RAW_FILE_NAME=AG-23-TC-13_r7-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-14	factor:aCD25	RAW_FILE_NAME=AG-23-TC-14_r13-
SUBJECT_SAMPLE_FACTORS           	-	AG-23-TC-15	factor:aCD25	RAW_FILE_NAME=AG-23-TC-15_r10-
#COLLECTION
CO:COLLECTION_SUMMARY            	C57BL/6 mice were orthotopically implanted with PK5L1940 cells. 8 Gy RT was
CO:COLLECTION_SUMMARY            	administered 7 days post-implantation. PD1-IL2v and aCD25 dosed once per week
CO:COLLECTION_SUMMARY            	beginning day 7 post-implantation. Spleens and lymph nodes of C57BL/6 mice were
CO:COLLECTION_SUMMARY            	harvested 17 days post implantation and homogenized to a single cell suspension
CO:COLLECTION_SUMMARY            	by mashing through a 70 uM cells strainer. For spleen processing, and the
CO:COLLECTION_SUMMARY            	erythrocytes were lysed with ACK (ammonium-chloride-potassium) lysis buffer for
CO:COLLECTION_SUMMARY            	5 min at RT. CD8 T cells were sorted with a CD8-negative selection Stemcell
CO:COLLECTION_SUMMARY            	isolation kit following manufacturer instructions.
CO:SAMPLE_TYPE                   	T-cells
#TREATMENT
TR:TREATMENT_SUMMARY             	CD8+ T cells were cultured for 6h in the presence of 25 mM U-13C-glucose in
TR:TREATMENT_SUMMARY             	glucose-free RPMI. Cells were washed in PBS at 1200RPM, 4degC for 10 minutes and
TR:TREATMENT_SUMMARY             	pellets were flash frozen.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Metabolites from frozen T-cell pellets were extracted with cold 5:3:2
SP:SAMPLEPREP_SUMMARY            	MeOH:acetonitrile:water at a concentration of 4e6 cells/ml. Samples were
SP:SAMPLEPREP_SUMMARY            	vortexed 30 min at 4 degrees C then supernatants clarified by centrifugation (10
SP:SAMPLEPREP_SUMMARY            	min, 10,000 g, 4 degrees C) and transferred to autosampler vials.
SP:PROCESSING_STORAGE_CONDITIONS 	4℃
SP:EXTRACT_STORAGE               	-80℃
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	Negative C18
CH:CHROMATOGRAPHY_TYPE           	Reversed phase
CH:INSTRUMENT_NAME               	Thermo Vanquish
CH:COLUMN_NAME                   	Phenomenex Kinetex C18 2.1 x 150 mm, 1.7 um
CH:SOLVENT_A                     	95% water 5% acetonitrile 1 mM ammonium acetate
CH:SOLVENT_B                     	95% acetonitrile 5% water 1 mM ammonium acetate
CH:FLOW_GRADIENT                 	0-0.5 min 0% B, 0.5-1.1 min 0-100% B, 1.1-2.75 min hold at 100% B, 2.75-3 min
CH:FLOW_GRADIENT                 	100-0% B, 3-5 min hold at 0% B
CH:FLOW_RATE                     	450 uL/min
CH:COLUMN_TEMPERATURE            	45
CH:SAMPLE_INJECTION              	10 uL
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Thermo Q Exactive Orbitrap
MS:INSTRUMENT_TYPE               	Orbitrap
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	NEGATIVE
MS:MS_COMMENTS                   	Resolution 70,000, scan range 65-900 m/z, maximum injection time 200 ms,
MS:MS_COMMENTS                   	microscans 2, automatic gain control (AGC) 3 x 10^6 ions, source voltage 4.0 kV,
MS:MS_COMMENTS                   	capillary temperature 320 C, and sheath gas 45, auxiliary gas 15, and sweep gas
MS:MS_COMMENTS                   	0 (all nitrogen). Data converted to mzXML using RawConverter. Metabolites were
MS:MS_COMMENTS                   	annotated and integrated using Maven in conjunction with the KEGG database.
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	peak area
MS_METABOLITE_DATA_START
Samples	AG-23-TC-1	AG-23-TC-2	AG-23-TC-3	AG-23-TC-4	AG-23-TC-5	AG-23-TC-6	AG-23-TC-7	AG-23-TC-8	AG-23-TC-9	AG-23-TC-10	AG-23-TC-11	AG-23-TC-12	AG-23-TC-13	AG-23-TC-14	AG-23-TC-15
Factors	factor:unx	factor:unx	factor:unx	factor:RT	factor:RT	factor:RT	factor:IL2v	factor:IL2v	factor:IL2v	factor:RT+IL2v	factor:RT+IL2v	factor:RT+IL2v	factor:aCD25	factor:aCD25	factor:aCD25
Glucose_M+0	1989593	572482.3	1483604	2388277	1042860	1753610	1873150	2008127	2005074	932287.3	1873801	2422508	1578506	1490044	1514221
Glucose_M+6	2.20E+07	9776315	2.08E+07	2.34E+07	1.37E+07	1.60E+07	2.02E+07	2.00E+07	2.21E+07	1.54E+07	2.14E+07	1.96E+07	2.14E+07	1.94E+07	1.90E+07
Hexose-6-phosphate_M+0	11817.44	3017.994	10235.61	6972.78	6931.506	13089.78	13132.64	6147.406	10689.89	6541.762	10195.31	9501.78	10402.26	6550.748	4972.391
Hexose-6-phosphate_M+6	18339.7	6564.603	14239.47	16004.5	42505.54	18478.29	15194.23	10376.95	30355.51	18428.38	19328	21523.23	10927.41	19819.15	14362.22
D-Fructose 1-6-bisphosphate_M+0	29005.78	42160.6	50077.98	20851.47	22811.56	32691.87	29122.48	51798.53	34634.48	88245.56	30589.52	16783.07	51781.52	26417.01	50672.77
D-Fructose 1-6-bisphosphate_M+6	74868.02	34503.06	36220.23	88910.82	82829.97	104284.4	132515	25655.94	68316.24	30866.15	89825.59	163956.4	72033.23	109534.6	93840.87
Pyruvate_M+0	253504.9	70396.09	195864.6	186249.1	246236.8	227265.2	213839.1	217614.8	268285.4	181844.2	291092.4	317661.8	172339.3	195143.9	230005
Pyruvate_M+3	867057.2	295017.5	600439.6	891858.3	431945.9	652068.3	809411.3	651391	858204.9	479635.5	862021.7	961003.3	735680.2	600770.6	619295.1
lactate_M+0	3.33E+07	8701968	2.45E+07	3.40E+07	1.40E+07	3.55E+07	3.34E+07	2.86E+07	3.31E+07	2.01E+07	4.16E+07	4.62E+07	2.24E+07	2.50E+07	3.18E+07
lactate_M+3	1.13E+07	4876626	1.02E+07	1.24E+07	6772302	8400465	1.10E+07	9021960	1.15E+07	7576858	1.09E+07	1.07E+07	1.09E+07	1.05E+07	1.02E+07
Citrate_M+0	4322024	2387251	3486168	4486138	3314521	4447914	4164268	3412389	5608790	3121328	5032368	5654732	3286321	3496223	5185366
Citrate_M+2	41334.71346	24409.25464	16999.41219	43119.70287	14021.38652	39520.82662	52772.53859	32910.70352	49584.45076	27368.45523	45545.53499	51793.50741	33955.06572	35092.06261	55454.3457
Citrate_M+3	0	0	1736.637	0	4036.231	3042.417	2081.638	996.9238	2734.607	5402.378	3194.026	6793.652	898.3865	2560.271	2532.431
2-Oxoglutarate_M+0	41745.66	23811.24	45577.12	60906.93	35287.09	53644.08	37536.49	45845.44	56597.59	38905.49	71041.93	70264.05	43323.93	36463.47	46480.68
Itaconate_M+0	110021.6	47055.34	172893.6	130283.4	87914	129447.2	109752.9	82803.31	126574.8	82220.13	143106.8	160825.4	95895.06	83796.79	107848.5
Succinate_M+0	2380294	1363054	1975404	2895479	1210312	2727923	2841507	2559157	2953298	1959703	2943533	3293913	1934168	1964487	2362002
Succinate_M+4	126634.7	17383.96	65931.29	109571.1	29743.43	100422.4	105798.9	88562.69	108490.6	50398.93	117784.9	148287.1	73222.62	49376	68930.62
Fumarate_M+0	203550.6	119487	151006.3	229831.5	201390.3	241334.1	276938	175679.6	252646.6	150138	249266.8	311073.9	155308	194863.6	222716.1
Fumarate_M+4	30672.02	3073.481	5383.873	22718.25	0	8983.027	17406.44	9186.634	24636.99	0	13084.33	38824.85	5829.133	11739.7	8511.388
(S)-Malate_M+0	1018787	543024.6	867056	1145905	760168.3	1316830	1390578	786693.5	1499621	872919.7	1229825	1536751	874115.6	956706.7	1142126
L-Aspartate_M+0	2733399	1971289	1885170	2554098	4074295	2398746	2568417	2165505	3866648	2393941	2630006	2702801	2855902	2946113	2215134
Aspartate_M+2	142820.0395	20621.3745	62513.61088	151966.6663	62544.75488	121027.2277	138685.7447	99554.18232	104850.5695	67698.58022	134267.0084	135028.3773	105983.2737	72619.01523	102851.0006
L-Glutamate_M+0	3382096	2508285	2756622	3282401	3789698	3581658	3625937	2842410	5075388	3328219	4512590	4160467	3663769	3643569	3134800
Glutamate_M+2	97678.2596	33411.08788	122284.2185	129771.837	71094.47355	83665.48455	121300.9406	62996.54975	99262.8513	55479.53753	109612.6153	115150.6873	108223.6988	105168.6038	96315.43
Glutamate_M+3	2742224	1182770	2625640	2897717	1609743	1906638	2560316	2315206	2695735	1783191	2538450	2427194	2709748	2440292	2287754
2-Hydroxyglutarate_M+0	136666.5	68668.09	106922.4	157885.2	92983.73	145794.4	190271.4	113970.6	153323	98548.81	173241.7	172023.5	99908.12	123407.7	154629.5
2-Hydroxyglutarate_M+3	48831.36	10229.25	25287.14	40946.81	21633.34	20089.14	30299.75	41190.26	36235.1	22929.09	44587.86	85753.06	21175.85	30727.04	33232.93
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	KEGG	parent	medRt
Glucose_M+0	C00031	179.0548	0.6841307
Glucose_M+6	C00031	185.075	0.677248
Hexose-6-phosphate_M+0	C02965	259.0218	0.6097583
Hexose-6-phosphate_M+6	C02965	265.042	0.6053211
D-Fructose 1-6-bisphosphate_M+0	C00354	338.993	0.6730736
D-Fructose 1-6-bisphosphate_M+6	C00354	345.0137	0.758325
Pyruvate_M+0	C00022	87.00704	0.6787521
Pyruvate_M+3	C00022	90.01715	0.685328
lactate_M+0	C01432	89.02271	0.6687
lactate_M+3	C01432	92.0328	0.6844542
Citrate_M+0	C00158	191.0184	0.6155801
Citrate_M+2	C00158	193.0227	0.6190151
Citrate_M+3	C00158	194.0263	0.60818
2-Oxoglutarate_M+0	C00026	145.0127	0.607075
Itaconate_M+0	C00490	129.0177	0.612636
Succinate_M+0	C00042	117.0177	0.608344
Succinate_M+4	C00042	121.0313	0.6825637
Fumarate_M+0	C00122	115.0021	0.6087667
Fumarate_M+4	C00122	119.0154	0.6766375
(S)-Malate_M+0	C00149	133.0126	0.601675
L-Aspartate_M+0	C00049	132.0286	0.6369441
Aspartate_M+2	C00049	134.0346	0.673596
L-Glutamate_M+0	C00025	146.0444	0.6356361
Glutamate_M+2	C00025	148.0503	0.671004
Glutamate_M+3	C00025	149.0537	0.6787166
2-Hydroxyglutarate_M+0	C02630	147.0284	0.6045336
2-Hydroxyglutarate_M+3	C02630	150.0382	0.7093033
METABOLITES_END
#END