#METABOLOMICS WORKBENCH japizsaab_20230323_132310 DATATRACK_ID:3814 STUDY_ID:ST002528 ANALYSIS_ID:AN004162 PROJECT_ID:PR001627
VERSION             	1
CREATED_ON             	March 28, 2023, 10:09 am
#PROJECT
PR:PROJECT_TITLE                 	Pancreatic tumors activate arginine biosynthesis to adapt to myeloid-driven
PR:PROJECT_TITLE                 	amino acid stress
PR:PROJECT_SUMMARY               	Nutrient stress in the tumor microenvironment requires cancer cells to adopt
PR:PROJECT_SUMMARY               	adaptive metabolic programs to maintain survival and proliferation. Therefore,
PR:PROJECT_SUMMARY               	knowledge of microenvironmental nutrient levels and how cancer cells cope with
PR:PROJECT_SUMMARY               	such nutrition is critical to understand the metabolism underpinning cancer cell
PR:PROJECT_SUMMARY               	biology. Previously, we performed quantitative metabolomics of the interstitial
PR:PROJECT_SUMMARY               	fluid (the local perfusate) of murine pancreatic ductal adenocarcinoma (PDAC)
PR:PROJECT_SUMMARY               	tumors to comprehensively characterize nutrient availability in the
PR:PROJECT_SUMMARY               	microenvironment of these tumors (Sullivan et al., 2019a). Here, we develop
PR:PROJECT_SUMMARY               	Tumor Interstitial Fluid Medium (TIFM), a cell culture medium that contains
PR:PROJECT_SUMMARY               	nutrient levels representative of the PDAC microenvironment, enabling study of
PR:PROJECT_SUMMARY               	PDAC metabolism under physiological nutrition. We show that PDAC cells cultured
PR:PROJECT_SUMMARY               	in TIFM, compared to standard laboratory models, adopt a cellular state more
PR:PROJECT_SUMMARY               	similar to PDAC cells in tumors. Further, using the TIFM model we identified
PR:PROJECT_SUMMARY               	arginine biosynthesis as a metabolic adaptation PDAC cells engage to cope with
PR:PROJECT_SUMMARY               	microenvironmental arginine starvation driven by myeloid cells in PDAC tumors.
PR:PROJECT_SUMMARY               	Altogether, these data show that nutrient availability in tumors is an important
PR:PROJECT_SUMMARY               	determinant of cancer cell metabolism and behavior, and cell culture models that
PR:PROJECT_SUMMARY               	incorporate physiological nutrient availability have improved fidelity and
PR:PROJECT_SUMMARY               	enable the discovery of novel cancer metabolic phenotypes.
PR:INSTITUTE                     	University of Chicago
PR:LAST_NAME                     	Apiz Saab
PR:FIRST_NAME                    	Juan
PR:ADDRESS                       	929 E. 57th St.
PR:EMAIL                         	japizsaab@uchicago.edu
PR:PHONE                         	7738346506
#STUDY
ST:STUDY_TITLE                   	Concentrations of amino acids in interstitial fluid and whole tumor samples of a
ST:STUDY_TITLE                   	murine PDAC orthotopic tumor model, measured by LC-MS
ST:STUDY_SUMMARY                 	We extracted polar metabolites from the interstitial fluid and whole tumor
ST:STUDY_SUMMARY                 	samples of orthotopic murine PDAC tumors. Weused LC-MS to measure the
ST:STUDY_SUMMARY                 	concentration of amino acids in the interstitial fluid of orthotopic murine PDAC
ST:STUDY_SUMMARY                 	tumors and compared this to the intratumoral concentrations.
ST:INSTITUTE                     	University of Chicago
ST:LAST_NAME                     	Apiz Saab
ST:FIRST_NAME                    	Juan
ST:ADDRESS                       	929 E. 57th St.
ST:EMAIL                         	japizsaab@uchicago.edu
ST:PHONE                         	7738346506
#SUBJECT
SU:SUBJECT_TYPE                  	Mammal
SU:SUBJECT_SPECIES               	Mus musculus
SU:TAXONOMY_ID                   	10090
#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           	-	TIF_01	Sample type:PDAC_TIF	RAW_FILE_NAME=20220131_QE1_JAB_Job2501_TIF_01.raw
SUBJECT_SAMPLE_FACTORS           	-	TIF_02	Sample type:PDAC_TIF	RAW_FILE_NAME=20220131_QE1_JAB_Job2501_TIF_02.raw
SUBJECT_SAMPLE_FACTORS           	-	TIF_03	Sample type:PDAC_TIF	RAW_FILE_NAME=20220131_QE1_JAB_Job2501_TIF_03.raw
SUBJECT_SAMPLE_FACTORS           	-	Tumor_01	Sample type:PDAC_Tumor	RAW_FILE_NAME=20220202_QE1_JAB_Job2501_Tissue_01.raw
SUBJECT_SAMPLE_FACTORS           	-	Tumor_02	Sample type:PDAC_Tumor	RAW_FILE_NAME=20220202_QE1_JAB_Job2501_Tissue_02.raw
SUBJECT_SAMPLE_FACTORS           	-	Tumor_03	Sample type:PDAC_Tumor	RAW_FILE_NAME=20220202_QE1_JAB_Job2501_Tissue_03.raw
SUBJECT_SAMPLE_FACTORS           	-	Tumor_04	Sample type:PDAC_Tumor	RAW_FILE_NAME=20220202_QE1_JAB_Job2501_Tissue_04.raw
#COLLECTION
CO:COLLECTION_SUMMARY            	Briefly, tumors were rapidly dissected after euthanizing animals. Tumors were
CO:COLLECTION_SUMMARY            	weighed and rinsed in blood bank saline solution (150 mM NaCl) and blotted on
CO:COLLECTION_SUMMARY            	filter paper (VWR, Radnor, PA, 28298–020). The process of dissection and tumor
CO:COLLECTION_SUMMARY            	preparation took < 3min. Tumors were cut in half and put onto 20µm nylon mesh
CO:COLLECTION_SUMMARY            	filters (Spectrum Labs, Waltham, MA, 148134) on top of 50 mL conical tubes, and
CO:COLLECTION_SUMMARY            	centrifuged for 10min. at 4°C at 400xg. IF was then collected, snap-frozen in
CO:COLLECTION_SUMMARY            	liquid nitrogen and stored at -80°C until further analysis. Tumors were then
CO:COLLECTION_SUMMARY            	immediately snap frozen using a BioSqueezer (BioSpec) cooled with liquid
CO:COLLECTION_SUMMARY            	nitrogen and stored at -80°F until further analysis.
CO:SAMPLE_TYPE                   	Tumor, Interstitial fluid
#TREATMENT
TR:TREATMENT_SUMMARY             	Orthotopic tumors were implanted in C57BL6J mice at 8-12 weeks of age. 4 weeks
TR:TREATMENT_SUMMARY             	after induction interstitial fluid and tumors were collected.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Cryogenically frozen tumor pieces were ground to a fine homogenous powder with a
SP:SAMPLEPREP_SUMMARY            	liquid nitrogen cooled mortar and pestle. ~30mg of tissue powder was weighed
SP:SAMPLEPREP_SUMMARY            	into sample tubes, and metabolites were extracted with 600µL HPLC grade
SP:SAMPLEPREP_SUMMARY            	methanol, 300µL HPLC grade water, and 400µL chloroform. Samples were vortexed
SP:SAMPLEPREP_SUMMARY            	for 10min at 4°C, centrifuged 21,000xg at 4°C for 10 min. 400µL of the
SP:SAMPLEPREP_SUMMARY            	aqueous top layer was removed into a new tube and dried under nitrogen. Dried
SP:SAMPLEPREP_SUMMARY            	tumor extracts were resuspended in 100µL HPLC grade water and LC-MS analysis
SP:SAMPLEPREP_SUMMARY            	was performed. For TIF samples, we extracted polar metabolites from 5µL of
SP:SAMPLEPREP_SUMMARY            	sample using 45µL of a 75:25:0.1 HPLC grade acetonitrile:methanol:formic acid
SP:SAMPLEPREP_SUMMARY            	extraction mix. Samples in extraction mix were vortexed for 10 min at 4°C and
SP:SAMPLEPREP_SUMMARY            	centrifugated at 15,000x rpm for 10 min at 4°C to pellet insoluble material.
SP:SAMPLEPREP_SUMMARY            	20µL of the soluble polar metabolite supernatant was moved to sample vials for
SP:SAMPLEPREP_SUMMARY            	analysis by LC-MS.
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_TYPE           	HILIC
CH:INSTRUMENT_NAME               	Thermo Dionex Ultimate 3000
CH:COLUMN_NAME                   	SeQuant ZIC-HILIC (100 x 2.1mm, 3.5um)
CH:SOLVENT_A                     	20 mM ammonium carbonate, 0.1% ammonium hydroxide
CH:SOLVENT_B                     	acetonitrile
CH:FLOW_GRADIENT                 	linear gradient from 80% to 20% B; 20–20.5 min: linear gradient from 20% to
CH:FLOW_GRADIENT                 	80% B; 20.5–28 min: hold at 80% B
CH:FLOW_RATE                     	0.150 mL/min
CH:COLUMN_TEMPERATURE            	25
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Thermo Q Exactive Orbitrap
MS:INSTRUMENT_TYPE               	Orbitrap
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	UNSPECIFIED
MS:MS_COMMENTS                   	XCalibur 965 2.2 software (Thermo 966 Fisher Scientific) was used for
MS:MS_COMMENTS                   	identification and quantification of metabolites.
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	Peak area (m/z)
MS_METABOLITE_DATA_START
Samples	TIF_01	TIF_02	TIF_03	Tumor_01	Tumor_02	Tumor_03	Tumor_04
Factors	Sample type:PDAC_TIF	Sample type:PDAC_TIF	Sample type:PDAC_TIF	Sample type:PDAC_Tumor	Sample type:PDAC_Tumor	Sample type:PDAC_Tumor	Sample type:PDAC_Tumor
alanine	873643406.1	300033478.8	437592864.6	2487879405	2088008449	2892498109	3211396346
arginine	13632462.61	7850610.231	7788971.36	663801656.8	457965182.3	713032399.7	952896429.1
aspartate	157205296.9	35249787.54	36808070.15	698380583.4	508557351.1	541641452.2	683959979.3
citrulline	185927072.7	57903362.26	116580604.6	470656618.3	356883299.1	851658464	608591575.2
glutamate	587289803.3	179433233	293888405.1	2666382720	2260218373	2690867316	2780140686
glutamine	636826627.4	266699065.9	242041168.2	3881811349	2045465512	4611460745	3128982704
histidine	126268136.9	89674333.21	117725298	332995695.6	245867488.9	433578485.6	341319430.6
lysine	68606224.9	33774891.55	50279290.92	450448648.5	364558732.5	540667040	616471448.3
methionine	138586002.9	38922361.09	65384158.02	1082379458	714251397.4	1190624536	1599749049
ornithine	26021252.71	14590149.32	18818687.74	79951183.15	61119173.03	55140924.15	98211195.03
phenylalanine	240506144.9	69328661.11	97181611.23	2793575848	749753882.5	1620792060	2072956014
proline	3717738424	432391643.5	1284861845	18849505357	15895818565	23520582877	24256372258
serine	36087779.79	5401935.656	10843766.69	202804788.3	123109682.8	176916320.1	217025790.7
threonine	148105928.8	42999938.68	73230999.21	710526494.2	492165852.6	1126531197	1260479053
tyrosine	116193556.9	35056233.9	57047836.54	735802531.3	448408056.9	557984996.6	705870085.4
valine	219686202.9	64838946.44	NA	2449504808	1350786174	2048903669	1855178365
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name
alanine
arginine
aspartate
citrulline
glutamate
glutamine
histidine
lysine
methionine
ornithine
phenylalanine
proline
serine
threonine
tyrosine
valine
METABOLITES_END
#END