#METABOLOMICS WORKBENCH kapitsinou_20210701_053527 DATATRACK_ID:2732 STUDY_ID:ST001865 ANALYSIS_ID:AN003024 PROJECT_ID:PR001178
VERSION             	1
CREATED_ON             	July 18, 2021, 8:30 am
#PROJECT
PR:PROJECT_TITLE                 	Systemic metabolic responses to hypoxia
PR:PROJECT_SUMMARY               	Prolonged cellular hypoxia leads to energetic failure and death. However,
PR:PROJECT_SUMMARY               	sublethal hypoxia can trigger an adaptive response called hypoxic
PR:PROJECT_SUMMARY               	preconditioning. While prolyl-hydroxylase (PHD) enzymes and hypoxia inducible
PR:PROJECT_SUMMARY               	factors (HIFs) have been identified as key elements of oxygen sensing machinery,
PR:PROJECT_SUMMARY               	the mechanisms by which hypoxic preconditioning protects against insults remain
PR:PROJECT_SUMMARY               	unclear. Here, we perform serum metabolomic profiling to assess alterations
PR:PROJECT_SUMMARY               	induced by hypoxic preconditioning.
PR:INSTITUTE                     	Northwestern University, Feinberg School of Medicine
PR:LAST_NAME                     	Kapitsinou
PR:FIRST_NAME                    	Pinelopi
PR:ADDRESS                       	303 East Superior Street, Chicago, Il, 60611, USA
PR:EMAIL                         	pinelopi.kapitsinou@northwestern.edu
PR:PHONE                         	312-503-8710
#STUDY
ST:STUDY_TITLE                   	Systemic metabolite changes due to Hypoxia
ST:STUDY_SUMMARY                 	Prolonged cellular hypoxia leads to energetic failure and death. However,
ST:STUDY_SUMMARY                 	sublethal hypoxia can trigger an adaptive response called hypoxic
ST:STUDY_SUMMARY                 	preconditioning. While prolyl-hydroxylase (PHD) enzymes and hypoxia inducible
ST:STUDY_SUMMARY                 	factors (HIFs) have been identified as key elements of oxygen sensing machinery,
ST:STUDY_SUMMARY                 	the mechanisms by which hypoxic preconditioning protects against insults remain
ST:STUDY_SUMMARY                 	unclear. Here, we perform serum metabolomic profiling to assess alterations
ST:STUDY_SUMMARY                 	induced by hypoxic preconditioning. We discover that hypoxic preconditioning
ST:STUDY_SUMMARY                 	increases serum kynurenine levels and enhance kynurenine biotransformation
ST:STUDY_SUMMARY                 	leading to preservation of NAD+ in the post-ischemic kidney. Furthermore, we
ST:STUDY_SUMMARY                 	show that Indoleamine 2,3-dioxygenase 1 (Ido1) deficiency abolishes the systemic
ST:STUDY_SUMMARY                 	increase of kynurenine and the subsequent renoprotection generated by hypoxic
ST:STUDY_SUMMARY                 	preconditioning. Importantly, exogenous administration of kynurenine restores
ST:STUDY_SUMMARY                 	the hypoxic preconditioning in the context of Ido1 deficiency. Collectively, our
ST:STUDY_SUMMARY                 	findings demonstrate a critical role of Ido1/kynurenine axis in mediating
ST:STUDY_SUMMARY                 	hypoxic preconditioning
ST:INSTITUTE                     	Northwestern University
ST:DEPARTMENT                    	Medicine/Nephrology
ST:LABORATORY                    	Kapitsinou
ST:LAST_NAME                     	Kapitsinou
ST:FIRST_NAME                    	Pinelopi
ST:ADDRESS                       	303 East Superior Street
ST:EMAIL                         	pinelopi.kapitsinou@northwestern.edu
ST:NUM_GROUPS                    	2
ST:TOTAL_SUBJECTS                	16
ST:NUM_MALES                     	16
ST:STUDY_COMMENTS                	N/A
ST:PUBLICATIONS                  	Accepted in Cell Reports


ST:STUDY_TYPE                    	Comparative metabolomic analysis of serum metabolites detected by untargeted
ST:STUDY_TYPE                    	LC/MS and GC/MS platform
ST:PHONE                         	312-503-8710
#SUBJECT
SU:SUBJECT_TYPE                  	Mammal
SU:SUBJECT_SPECIES               	Mus musculus
SU:TAXONOMY_ID                   	10090
#FACTORS
#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           	-	31	Treatment:Hypoxia 8%	
SUBJECT_SAMPLE_FACTORS           	-	32	Treatment:Hypoxia 8%	
SUBJECT_SAMPLE_FACTORS           	-	34	Treatment:Hypoxia 8%	
SUBJECT_SAMPLE_FACTORS           	-	35	Treatment:Hypoxia 8%	
SUBJECT_SAMPLE_FACTORS           	-	42	Treatment:Hypoxia 8%	
SUBJECT_SAMPLE_FACTORS           	-	43	Treatment:Hypoxia 8%	
SUBJECT_SAMPLE_FACTORS           	-	44	Treatment:Hypoxia 8%	
SUBJECT_SAMPLE_FACTORS           	-	45	Treatment:Hypoxia 8%	
SUBJECT_SAMPLE_FACTORS           	-	37	Treatment:Normoxia	
SUBJECT_SAMPLE_FACTORS           	-	38	Treatment:Normoxia	
SUBJECT_SAMPLE_FACTORS           	-	39	Treatment:Normoxia	
SUBJECT_SAMPLE_FACTORS           	-	40	Treatment:Normoxia	
SUBJECT_SAMPLE_FACTORS           	-	47	Treatment:Normoxia	
SUBJECT_SAMPLE_FACTORS           	-	48	Treatment:Normoxia	
SUBJECT_SAMPLE_FACTORS           	-	49	Treatment:Normoxia	
SUBJECT_SAMPLE_FACTORS           	-	50	Treatment:Normoxia	
#COLLECTION
CO:COLLECTION_SUMMARY            	Whole blood was collected in BD Microtainer Serum Separator Tubes. After
CO:COLLECTION_SUMMARY            	collection of the whole blood, blood was allowed to clot by leaving it
CO:COLLECTION_SUMMARY            	undisturbed at room temperature for 20 minutes. Clot was removed by centrifuging
CO:COLLECTION_SUMMARY            	at 1,000–2,000 x g for 10 minutes in a refrigerated centrifuge. The resulting
CO:COLLECTION_SUMMARY            	supernatant(serum) was transferred into clean polypropylene tubes and stored at
CO:COLLECTION_SUMMARY            	–80°C until time of analysis.
CO:SAMPLE_TYPE                   	Blood (serum)
#TREATMENT
TR:TREATMENT_SUMMARY             	Serum was collected form mice subjected to 8% Hypoxia for 2 days (animal hypoxia
TR:TREATMENT_SUMMARY             	chamber, Biospherix Ltd) and normoxic littermates. For The experiments of
TR:TREATMENT_SUMMARY             	pharmacologic PHD inhibition, mice were treated with two doses of PHD inhibitor
TR:TREATMENT_SUMMARY             	( IOX2, 60 mg/kg by gavage, 48hrs and 6 hrs prior to collection time) while
TR:TREATMENT_SUMMARY             	control mice received vehicle.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	The metabolomic screening was conducted by Metabolon, Inc (Durham, NC). The
SP:SAMPLEPREP_SUMMARY            	sample preparation process was carried out using the automated MicroLab STAR®
SP:SAMPLEPREP_SUMMARY            	system from Hamilton Company. Sample preparation was conducted using a
SP:SAMPLEPREP_SUMMARY            	proprietary series of organic and aqueous extractions to remove the protein
SP:SAMPLEPREP_SUMMARY            	fraction while allowing maximum recovery of small molecules. The resulting
SP:SAMPLEPREP_SUMMARY            	extract was divided into two fractions; one for analysis by LC and one for
SP:SAMPLEPREP_SUMMARY            	analysis by GC. Samples were placed briefly on a TurboVap® (Zymark) to remove
SP:SAMPLEPREP_SUMMARY            	the organic solvent. Each sample was then frozen and dried under vacuum. Samples
SP:SAMPLEPREP_SUMMARY            	were then prepared for the appropriate instrument, either LC/MS or GC/MS.
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	The LC/MS portion of the platform was based on a Waters ACQUITY UPLC and a
CH:CHROMATOGRAPHY_SUMMARY        	Thermo-Finnigan LTQ mass spectrometer, which consisted of an electrospray
CH:CHROMATOGRAPHY_SUMMARY        	ionization (ESI) source and linear ion-trap (LIT) mass analyzer. The sample
CH:CHROMATOGRAPHY_SUMMARY        	extract was split into two aliquots, dried, then reconstituted in acidic or
CH:CHROMATOGRAPHY_SUMMARY        	basic LC-compatible solvents, each of which contained 11 or more injection
CH:CHROMATOGRAPHY_SUMMARY        	standards at fixed concentrations. One aliquot was analyzed using acidic
CH:CHROMATOGRAPHY_SUMMARY        	positive ion optimized conditions and the other using basic negative ion
CH:CHROMATOGRAPHY_SUMMARY        	optimized conditions in two independent injections using separate dedicated
CH:CHROMATOGRAPHY_SUMMARY        	columns. Extracts reconstituted in acidic conditions were gradient eluted using
CH:CHROMATOGRAPHY_SUMMARY        	water and methanol both containing 0.1% Formic acid, while the basic extracts,
CH:CHROMATOGRAPHY_SUMMARY        	which also used water/methanol, contained 6.5mM Ammonium Bicarbonate.
CH:CHROMATOGRAPHY_TYPE           	LC/MS
CH:INSTRUMENT_NAME               	Waters Acquity
CH:COLUMN_NAME                   	per Metabolon
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Thermo LTQ-FT
MS:INSTRUMENT_TYPE               	Single quadrupole
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	POSITIVE
MS:MS_COMMENTS                   	Accurate Mass Determination and MS/MS fragmentation (LC/MS), (LC/MS/MS): The
MS:MS_COMMENTS                   	LC/MS portion of the platform was based on a Waters ACQUITY UPLC and a
MS:MS_COMMENTS                   	Thermo-Finnigan LTQ-FT mass spectrometer, which had a linear ion-trap (LIT)
MS:MS_COMMENTS                   	front end and a Fourier transform ion cyclotron resonance (FT-ICR) mass
MS:MS_COMMENTS                   	spectrometer backend. For ions with counts greater than 2 million, an accurate
MS:MS_COMMENTS                   	mass measurement could be performed. Accurate mass measurements could be made on
MS:MS_COMMENTS                   	the parent ion as well as fragments. The typical mass error was less than 5 ppm.
MS:MS_COMMENTS                   	Ions with less than two million counts require a greater amount of effort to
MS:MS_COMMENTS                   	characterize. Fragmentation spectra (MS/MS) were typically generated in data
MS:MS_COMMENTS                   	dependent manner, but if necessary, targeted MS/MS could be employed, such as in
MS:MS_COMMENTS                   	the case of lower level signals. Bioinformatics: The informatics system
MS:MS_COMMENTS                   	consisted of four major components, the Laboratory Information Management System
MS:MS_COMMENTS                   	(LIMS), the data extraction and peak-identification software, data processing
MS:MS_COMMENTS                   	tools for QC and compound identification, and a collection of information
MS:MS_COMMENTS                   	interpretation and visualization tools for use by data analysts. The hardware
MS:MS_COMMENTS                   	and software foundations for these informatics components were the LAN backbone,
MS:MS_COMMENTS                   	and a database server running Oracle 10.2.0.1 Enterprise Edition. LIMS: The
MS:MS_COMMENTS                   	purpose of the Metabolon LIMS system was to enable fully auditable laboratory
MS:MS_COMMENTS                   	automation through a secure, easy to use, and highly specialized system. The
MS:MS_COMMENTS                   	scope of the Metabolon LIMS system encompasses sample accessioning, sample
MS:MS_COMMENTS                   	preparation and instrumental analysis and reporting and advanced data analysis.
MS:MS_COMMENTS                   	All of the subsequent software systems are grounded in the LIMS data structures.
MS:MS_COMMENTS                   	It has been modified to leverage and interface with the in-house information
MS:MS_COMMENTS                   	extraction and data visualization systems, as well as third party
MS:MS_COMMENTS                   	instrumentation and data analysis software. Data Extraction and Quality
MS:MS_COMMENTS                   	Assurance: The data extraction of the raw mass spec data files yielded
MS:MS_COMMENTS                   	information that could loaded into a relational database and manipulated without
MS:MS_COMMENTS                   	resorting to BLOB manipulation. Once in the database the information was
MS:MS_COMMENTS                   	examined and appropriate QC limits were imposed. Peaks were identified using
MS:MS_COMMENTS                   	Metabolon’s proprietary peak integration software, and component parts were
MS:MS_COMMENTS                   	stored in a separate and specifically designed complex data structure. Compound
MS:MS_COMMENTS                   	identification: Compounds were identified by comparison to library entries of
MS:MS_COMMENTS                   	purified standards or recurrent unknown entities. Identification of known
MS:MS_COMMENTS                   	chemical entities was based on comparison to metabolomic library entries of
MS:MS_COMMENTS                   	purified standards. As of this writing, more than 1000 commercially available
MS:MS_COMMENTS                   	purified standard compounds had been acquired registered into LIMS for
MS:MS_COMMENTS                   	distribution to both the LC and GC platforms for determination of their
MS:MS_COMMENTS                   	analytical characteristics. The combination of chromatographic properties and
MS:MS_COMMENTS                   	mass spectra gave an indication of a match to the specific compound or an
MS:MS_COMMENTS                   	isobaric entity. Additional entities could be identified by virtue of their
MS:MS_COMMENTS                   	recurrent nature (both chromatographic and mass spectral). These compounds have
MS:MS_COMMENTS                   	the potential to be identified by future acquisition of a matching purified
MS:MS_COMMENTS                   	standard or by classical structural analysis. Curation: A variety of curation
MS:MS_COMMENTS                   	procedures were carried out to ensure that a high quality data set was made
MS:MS_COMMENTS                   	available for statistical analysis and data interpretation. The QC and curation
MS:MS_COMMENTS                   	processes were designed to ensure accurate and consistent identification of true
MS:MS_COMMENTS                   	chemical entities, and to remove those representing system artifacts,
MS:MS_COMMENTS                   	mis-assignments, and background noise. Metabolon data analysts use proprietary
MS:MS_COMMENTS                   	visualization and interpretation software to confirm the consistency of peak
MS:MS_COMMENTS                   	identification among the various samples. Library matches for each compound were
MS:MS_COMMENTS                   	checked for each sample and corrected if necessary.
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	Peak
MS_METABOLITE_DATA_START
Samples	31	32	34	35	42	43	44	45	37	38	39	40	47	48	49	50
Factors	Treatment:Hypoxia 8%	Treatment:Hypoxia 8%	Treatment:Hypoxia 8%	Treatment:Hypoxia 8%	Treatment:Hypoxia 8%	Treatment:Hypoxia 8%	Treatment:Hypoxia 8%	Treatment:Hypoxia 8%	Treatment:Normoxia	Treatment:Normoxia	Treatment:Normoxia	Treatment:Normoxia	Treatment:Normoxia	Treatment:Normoxia	Treatment:Normoxia	Treatment:Normoxia
1-arachidonoyl-GPC* (20:4)*	2084194	2140221.75	1808815.25	1450876.5	2232387.5	1657345.375	1287738.5	3827081.75	2759397	3542242.75	2943209.5	2739263.25	2403906.25	3761476	2749210.5	2971130.75
1-arachidoyl-GPC (20:0)		110224.4063	44310.32813		71340.42969			109735.9766	97774.57813	266668.5	597943.25	85158.32031	81311.47656	1900085.625	151820.4219	148937.1719
1-docosahexaenoyl-GPC* (22:6)*	3865462.75	6117347.5	3856421.75	3285264	3804858	2543707	2459918	7260219.5	4160042.25	7186592	5394588.5	4730181	3381785.25	5461464	3420212.25	4153525.75
1-eicosatrienoyl-GPC* (20:3)*	364824.7188		320797.9688	211887.625	288666.0938	235062.9219		787013.125	1627996.75	2953364	2719580.5	1623236.875	1198517.25	2794404.25	1080399.625	1947544.125
1-heptadecanoyl-GPC (17:0)	349026.7813	675306.25	92184.50781	153915.9844	149396.7031		82272.32813	1237852.875	166799.8438	605046.5625	487535.7813	47321.23828	65618.14063	1663679.25	319562.5938	92119.39063
1-linoleoyl-GPC (18:2)	8653759	14904330	10954607	9158716	7346311	6939002	6383482.5	11840601	10289537	14402174	14696784	12453560	13498982	20964574	9317382	11557037
1-myristoyl-GPC (14:0)	161117.1875	499095.6875	245091.4531	169134.2969	202377.9063	121839.8594	82603.79688	323825.5313	255108.9375	355819.2813	311774.9063	171050.8281	195314.9219	557949.8125	142827.875	188950.1563
1-oleoyl-GPC (18:1)	2418135.25	3757840.75	1561287.25	1994542.25	2247355	1392400.125	1754602.5	6066679.5	2138430.5	5611005.5	6114801.5	1858590.25	2834686.5	7269970.5	4366289	3504670.75
1-palmitoleoyl-GPC* (16:1)*	500346.3125	982269.9375	564950	684036.375	487834.75	331404.6563	383399.5	1082473.75	638756.125	1347426	1109662.875	630369.4375	847394	1833404.5	588467.3125	877335.375
1-palmitoyl-GPC (16:0)	12414785	23683436	13197287	15006273	11641999	8971615	10530868	17766656	10270484	19711160	17613836	9187967	9807593	18868498	9989907	11294675
1-stearoyl-GPC (18:0)	6478152	16967702	3504575.75	6095740	5610078.5	3369410.5	3504686	12892090	5214526	15905241	13471343	3470815.25	2919193.5	23925718	6629315.5	4977523.5
2'-deoxycytidine	203252.5625	158838.3906	128103.0781	144919.0469	280135.0625	204143.9531	190690.5781	306692.375	148287.875	193526.0469	169630.4531	188182.1094	128913.6016	119058.6406	135060.0938	161908.0156
2-aminoadipate	353726.1563	544861.75	390142.4688	482464.4375	280720.6875	282280.9688	286461.3125	339529.3438	218464.8125	346997.2188	284553	322640.2813	229831.3906	277702.9063	266180.3438	311767.8125
2-arachidonoyl-GPC* (20:4)*	194208.5469	487741.375	373330.2813	153540.7969	243506.6094	160433.9063		618017.9375	369510.4375	923421.1875	654358.8125	332881.7188	208134.2813	784795.5	213426.4688	405777.2188
2-docosahexaenoylglycerophosphoethanolamine*	480768.375	533366.75	785274.3125	303077.9688	350025.1563	128146.5703	234020.3906	616374.9375	350266.5313	414497.5938	494421.6875	303326.0625	156218.0156	379662.75	287745.375	314792.0313
2-linoleoyl-GPC* (18:2)*	891141.25	1548498.125	971736.4375	749595.75	631752.375	657889.1875	401726.0625	1543264.5	1164658.25	2180509.25	2247964	1036438.188	1401578.125	2741720.75	1312836.125	1417457.25
2-methylbutyroylcarnitine (C5)	87808.29688	123979.0078	124266.3672	161880.4531	107479.2891	92356.60938	112854.6953	144649.3438	61229.49219	95983.47656	94629.85938	113648.3516	119565.1875	81759.21875	103122.3125	124570.0781
2-palmitoyl-GPC* (16:0)*	1758493.75	2883895.75	1834199.875	1222889	1512848.25	1027226.813	898059.75	3653334.75	1869321.5	4542629	3633204.5	1251589.875	1276849.625	1934916.75	1171691	1688051.125
2-stearoyl-GPC* (18:0)*	543702.0625	1070659.25	201746.7344	270582	418753.6875	98002.09375	212592.6563	1650945.125	330060.5625	1780750.625	1539752.75	135695.5313	114597.8906	3011382.75	615935.5	283906.3438
3-dehydrocarnitine*	1027399.25	920236.25	686799.5625	1308405.5	1783483.75	1429019.625	1882178.875	1820514.625	1372964	1913550.875	1327246.75	968857.4375	1632129.875	1685072.125	1451066.75	2029008.75
3-methylcrotonylglycine	67700.40625	112592.2188	104849.0703	96240.84375	41890.05859	34122.10156	43090.55078	67076.36719	28080.58789	26000.03906	41314.71094	71983.39844	31381.36719	28656.55859	28611.01953	54883.14063
3-methylglutaroylcarnitine (C6)	56008.66016	86507.39063	92819.89063	223610.4219	38565.62891	42483.08984	29639.16016	41053.5625	30984.6582	52067.30859	21989.32031	38705.32031	47712.76172	31265.50977	36747.19922	43093.26563
3-ureidopropionate	32751.58984	93169.86719	64497.80078	93957.70313	47966.44141	102289.7031	59852.85938	90713.78125	100709.8281	161317.9375	282530.7188	298920.875	200700.8438	168350.4063	144432.6094	173782.4531
4-acetamidobutanoate	39714.44922	47726.12109	31144.42969	32965.71875	27419.14063		26642.48047	53773.96875	42428.69141	20506.40039	37564.14844	47918.94922	21505.25	50360.10156	56042.94531	52283.67969
4-guanidinobutanoate	28566.60156		39940.44141	14108.48047	44370.28125	59428.58984	42610.35938	114081.3281	43093.51172	36048.03125	126946.6797	50247.30859	89620.65625	115568.5781	93127.07031	139627.625
5-methylthioadenosine (MTA)	56223.73828	53852.55078	51096.31641	90774.13281	42474.37891	45302.53906	52502.87891	32566.99219	47667.49219	55947.85156	38115.05078	46863.98828	42398.14844	45586.19531	38928.41016	37271.37891
5-oxoproline	1590259.75	1357682.75	1454435.375	1465421.875	1332767.625	1220104.75	1187251.5	1360341	1400476.625	1500155	1217559.75	1142320.625	1166792	1204256.375	1021168.563	1307738
7-methylguanine	92261.54688	92097.92969	39317.19141	63050.96875	56273.53906	58801.58984	34209.57031	36006.62109	102140.6406	37324.62891	40032.85156	37323.87891	74560.64063	67121.82031	37323.12891	85789.99219
acetylcarnitine (C2)	5331417	5711042.5	3787801.5	8938867	3480171	1221763.375	2145274	1686792.375	703711.25	1638032.875	233814.2188	482028.4375	438639.2188	276978.4688	195327.8594	424518.6563
adenosine	23358.82031	14106.05957	22282.32031	14698.74121	25279.26953	22078.63086	29769.56055	21806.93945	15335.04883	27839.19922	44081.35938	119429.0156	577649.8125	424953.1875	3631616	2119915.25
AMP	14893.61035				14185.84961			12778.40039	17936.07031	18923.93945	19223.69922	17470.08984	23312.25		744779.5625	538183.875
alanine	616470.25	553646.25	564523.75	639655.1875	959919.9375	881809.0625	988984.625	1489903.375	526435.875	708294.1875	566041.5	592878.0625	424153.5625	403908.75	498313.9688	460295.75
anthranilate	17103.51953	17446.9707	35023.80859		38285.39844	25442.84961	18406.83984	21288.5	42449.55859	16152.61035	34421.76172	19644.7207	20068.66016	41330.51953	35624.26172	34827.64063
arginine	606867.9375	571419.9375	585419.4375	704699	638724.8125	730021.4375	830995.75	763237.25	431560.0938	525316.5	376188.6563	467005.3125	380141.0625	355820.2188	331498.3125	478221.875
betaine	1374400.25	1130438.25	1113701.375	1569991.75	1412140.375	1182994.125	1099089.25	1278555.5	2176415.75	2451259.75	2133071.25	1481649.25	1388579.125	1187500.875	1582495.875	1757918.375
butyrylcarnitine (C4)	364692.8125	562097.875	459730.75	830263.5625	351362.5313	207688.4844	295817.0938	240090.9063	320559.3125	434709.9063	287128.9688	332198.625	237220.3125	203990.7188	189272.7656	345912.875
butyrylglycine (C4)	207255.6719	362249.875	319175.1563	401222.4375	143576.8125	104039.4219	125802.1406	152064.5938	198587.7188	170555.7031	255388.4375	173396.625	153489.2656	171242.4219	192340.3594	236541.2031
C-glycosyltryptophan*	50829.48828	62654.24219	62231.10938	58740.25	42126.30469	47012.37109	54973.35938	45553.67188	46194.53125	44809.26172	38275.48828	43452.64063	34740.37891	29426.00977	31770.11914	35565.85156
carnitine	4737347	3840802.25	3795539.75	2840287.5	4274756.5	3578058	3901349.75	3869391.25	4246473.5	4453113.5	4090309.25	3546581.75	3229761.25	3266134.5	3875650.75	4053002.75
choline	2354899.5	2402848.25	2456772.25	2452095.75	2015879.5	1930465.25	1920724.75	1913869.25	2342957.5	2121858.25	1879304.875	2088841.5	1722902.25	1832422	1663799.125	1732571.875
citrulline	433767.5	235112.4063	261701.7813	219323	445687.25	215179.7813	270987.5625	534654.4375	507559.8438	538355.5625	588958.9375	352013.75	484477.2813	448977.4063	522082.125	663629.3125
corticosterone	405727.125	448140	463473.9063	594176.0625	581053.6875	372778.3125	412378.625	690803.0625	475906.6563	820747.9375	345050.2813	723565.0625	365056	504804.0938	606590.8125	724152.875
creatine	6124689	6067575.5	5694081	7161380	4758276.5	3809573.75	4474102.5	5859657.5	3793720.5	4301961	4093416	4525102.5	3085572	3454522.25	3385426.25	4273439.5
creatinine	125407.3438	144297.5781	211512.75	182522.6563	168377.2344	216469.5469	92420.71094	253204.2969	193016.625	129759.4609	139404.7188	112284.0469	101680.5313	104500.5703	124787.0625	209823.1875
cysteine-glutathione disulfide	711826.25	265832.0625	287777.9688	385326.375	724571.9375	239953.9375	243593.8594	731892.1875	842618.8125	999845.625	788382.0625	247696.0156	234707.8281	207000.0156	563837.25	742464.9375
cytidine	353953.0313	228261.8438	221016.7344	278683.9063	358072.9063	186622.4375	206230.0156	288914.6875	341992.9688	329634.6563	264279.4688	187121.9063	135479.625	133115.2656	209030.6719	242727.8594
deoxycarnitine	304289.9375	236173.9219	199515.8125	165267.8906	313895.3125	274450.1875	233283.2344	366993.0625	264784.5	265671.9063	272284.1563	206350.125	251586.2813	228813.1563	249911.9063	321425.75
dimethylarginine (ADMA + SDMA)	451184.375	986086.125	759315.75	983678.3125	465564.5938	1070842.25	1440757.625	461896.0938	403393.6875	482771.6875	366218.5	3688920.5	1237735	1581147.875	366585.875	385049.6563
ectoine	55546.32031	65171.73828	100666.1719	105335.8906	148767.7969	186754.7969	150487.6563	343221.1875	272185.9688		275775.8125	238423.1719	167305.6719	234533.3438	233951.7031	284975.0625
ergothioneine	120472.1719	36785.30859	38497.80859	67407.29688	158406.0156	51888.83203	35863.19141	220507.0313	169857.25	281509.2813	114709.4609	46118.26953	69781.15625	72499.28125	180551.5625	159847.2969
gamma-glutamylalanine	144813.5938	129813.3672	132932.125	41976.14844	262418.2813	251815.0938	253899.7344	356103.8125	273778.8438	357839.4688	360303.1563	294168.7188	277105.875	253089.9375	245315.4063	252571.2344
gamma-glutamylglutamine	162882.4063	93865.96094	59435.03906	30862.4707	162701.3906	99652.53906	147094.3438	185669.0313	450476.1875	625222.8125	617618.9375	206332.0938	208320.8438	209568.9375	366386.6875	363448.2813
gamma-glutamylisoleucine*	185574.0625	195855.7969	165948.4688	172583.6563	126252.3828	160972.6094	143688.1406	138385.5625	111246.4219	134096.1563	143315.3594	149778.25	162006.1563	160824.3281	113597.7578	151695.1094
gamma-glutamylleucine	697704	588121.3125	666184.375	579853.5625	511825.5	588966.5625	601765.25	572605	481481.8438	640237.5	701678.5625	681412.875	717509.1875	743253.125	564729	707266.3125
gamma-glutamylmethionine		28691.11914	19667.90039		46334.73828	72948.67188	146587.6875	63006.57031	73569.67188	124127.6406	245111.0313	174603.7188	212374.875	165471.5469	130838.3516	96172.75
gamma-glutamylphenylalanine	343675.75	280793.2188	340341.7188	322757.0625	380894.3125	403076.2813	369928.125	448785.75	217186.4375	294115.0625	366042.375	373835.7813	350458.5313	358563.4063	328363.1875	342579.125
gamma-glutamyltryptophan	55369.69922	51439.26953	45588.71875	61925.35938	42368.5	60302.32813	42062.76172	71522.04688	50217.71875	74508.29688	63838.91016	81621.63281	76261.07813	78123.02344	72444.25781	97407.3125
gamma-glutamyltyrosine	230327.5156	283793.625	284945.375	309435.75	247337.75	267683.6563	234582.375	314303.4063	185757.0313	257332.2031	310477.2188	268633.4063	247284.6563	299177.8125	237337.7813	286904.0313
gamma-glutamylvaline	214708.1875	233139.4375	222801.2344	187290.2344	149245.5469	213177.2344	183121.2031	178481.8125	202442.1563	281786.6563	273694.0313	262422.7813	246300.375	233925.4375	182546.375	242901.9219
glutamine	1855415.75	1620526.375	1387096.125	1289785.625	1498045.25	1096523.75	1692165.25	1401462.125	1915396	2147287.25	1635654	1503516.375	1484044.25	1599599.125	1425121.375	1539422
glutathione, oxidized (GSSG)	773709.375	758946.5	736224.0625	1253377.375	673418.1875	524296.6875	539544.6875	671729.5	943397.625	997334.1875	829187.625	744867.0625	695678.4375	662544.0625	625214.75	880603.625
glycerophosphorylcholine (GPC)	1024244.813	570656.25	817667.125	390022.0625	802304.375	1012549.188	782411.0625	1092273.75	3405796.75	2549459.5	4177096.75	2205674.25	2358591	3554620	4036729.5	3832209.25
glycylvaline	38458.17969	28804.89063	26363.68945	30030.61914	18218.93945		20790.19922	43170.55078	15188.58984	11666.07031	25192.82031	43666.44141	20999.42969		15953.41992	21717.94922
heme	1539260.75	2905462.5	1312673.5	1855883.625	827010.25	188742.0625	614191.25	3846661.5	3454353.75	3960685.75	1405187.875	1682408.625	825970.375	2321007.5	967886.625	2015117.25
hexanoylcarnitine (C6)	212905.1094	592664.625	290487.5938	466321.375	172416.7656	63566.87891	128175.3828	51303.80078	184908.8125	250309.0781	90773.49219	125237.4453	91144.10156	57182.96094	67200.32813	97051.53906
homocitrulline	99162.15625	60683.64453	50763.71875	59594.24219	100054.0938	45856.21094	51962.96094	125237.0391	137168.5938	151942.4531	142328.0469	65983.52344	68621.07813	57521.55859	112087.0781	167680.125
homostachydrine*	54307.55859	70968.25	35251.76172	35573.57031	244523.7031	344716.3125	138618.1719	465074.7813	886598.1875	763640.4375	1169412.375	975295.25	854913.4375	699220.6875	817003.25	1056613.625
hydroxyisovaleroylcarnitine (C5)	92836.82813	83898.71875	51754.78906	110636.2422	60466.39063	45744.89844	55257.03125	58119.55078	90025.82031	121788.8906	99297.75	72214.17188	56393.42188	47664.62109	51452.67969	67876.11719
imidazole propionate			40583.82031		33810.03125		30921.58008	66788.11719	23154.78711	17003.23047	56599.92188	68257.53906	66656.57813	71910.17188	56600.46094	81702.00781
isobutyrylcarnitine (C4)	83686.57031	135320.7969	99984.39063	190734.7813	116004.8125	107887.8516	87469.52344	134978.3906	97492.35156	143344.5156	165871.125	156549.2344	119458.4063	117152.1797	96171.78125	175865.5938
isoleucine	27185036	25422326	23077098	19710104	22119270	22664960	23084476	23023108	14688702	15495795	15988148	20257798	21197746	21320906	16580260	20483138
isovalerylcarnitine (C5)	140717.7656	154008.6719	168820.2813	209076.9063	138165.7656	133344.4219	191813.2188	190677.625	120001.5625	183108.8438	150216.5469	195271.0625	132771.1719	115833.2266	136246.3125	144919.1875
kynurenine	518631.9375	423165.2188	543572.25	598408.4375	648705.75	753103.4375	824762.25	877862.6875	146456.125	237293.3906	285475.0313	343090.5625	190921.6875	187745.5938	177352.625	328377.5
laurylcarnitine (C12)	108821.9609	359254.9688	92979.97656	70962.29688	40100.60938	25887.30078	34178.01953	72144.64844	73910.53125	107279.5234	65658.89063	74148.09375	39257.12891	91718.92969	61821.03906	69247.67188
leucine	33511324	38299680	33011250	28742706	29124938	29808548	33480232	29892886	19792496	22614648	20595210	27431178	29407142	28840202	22242644	26671252
metacryloyl glycine	217021.9844	760716.6875	668189.5625	610936.4375	79656.52344	37277.76172	56386.03125	15341.38086	73494.52344	93509.28125	62620	67413.24219	48031.10156	41421.21875	19961.08984	54878.69922
methionine	6132862	5105321.5	5644709.5	5267080.5	7928424.5	7888027	7557169	11215904	4747326.5	5430157	6516562	6626033	6180880	6223251	6185563.5	5751263
N-acetyl-beta-alanine	144065.9844	142054.875	178017.7344	173850.2969	152892.8438	125540.6484	130551.4922	156972.0781	117904.6172	115654.6875	99749.78125	90546.5625	109848.2109	117644.4375	107716.3906	136361.0938
N-acetylisoleucine	75225.71875	110673.3984	88086.03125	79922.95313	54654.42188	69648.04688	71558.70313	111335.7734	61548.92969	71397.45313	68287.65625	69970.10938	101960.5391	78091.53906	94193.82031	76885.71875
N-acetylleucine	401285.9375	468860.1875	512063.2188	488529.5938	327538.8125	399710.7813	503207.5938	679514.9375	288601.1563	312235.25	359433.0938	416597.5625	509736.4063	439046.5313	410927.5	459702.9375
N-delta-acetylornithine*	418211.6563	85816.5	85534.50781	131120.0156	540272.125	173837.5156	174301.4375	738597	500511.4375	449338.8125	448786.375	175533.3125	241074.1094	231980.5	590973.625	787763.25
1-methyladenosine	44724.10938	50448.28906	65085.85156	47390.96875	54687.57422	73998.70313	53537.94922	33271.21875	32214.91797	67808.24219	32495.19922	41543.39063	52687.89844	51863.75391	21640.76953	23255.25977
1-methylguanosine	28803.14063	27884.91992	30855.25977	49449.57813	21826.19922	26048.50195	17124.4707	24556.9707	44247.05859	30400.89258	32416.17969	25979	15347.62891	23509.10938	21149.90039	26766.67188
N6-carbamoylthreonyladenosine	18951.19922	27430.61914	17827.13086	29553.96094	17164.2793	12471.51953	20801.61914	16260.21094	19713.10938	17701.73047	20835.5	20105.06055		11090.61035	14131.76953	15545.67871
nicotinamide	515845.8438	533788.3125	349800.0625	484005.5	481890.1875	294183.4375	229118.2969	566040.4375	867705.125	1159548.25	523978.4063	702439.875	456151.75	632494.3125	857684	560908.375
octanoylcarnitine (C8)	55527.30469	198658.8125	91863.67969	154124.9219	77635.11719	22343.0918	59505.96094	30130.2793	65480.07031	78352.3125	49626.23828	57453.53125	38713.25	31397.36914	33207.58984	36670.83984
oleoylcarnitine (C18)	412805	1834002.75	566131.8125	538060.625	315099.1875	171861.8125	320237.2188	596069.9375	354365	722056.375	576504.1875	346564.0625	130296.2578	396489	196205.1875	291034.0313
ophthalmate	61191.22656	79656.78125	74932.82031	208452.9375	35689.60938	38611.82813	29130.91016	39467.21094	43936.82813	59733.22266	95895.78906	56957.32813	32935.53125	41939	44900.03125	54945.41016
palmitoylcarnitine (C16)	502829.25	2013105.875	748164.3125	669420.625	338034.5938	184589.1719	316148.125	682178.4375	399194.4375	702921.1875	621162.0625	420110.9063	154478.25	388786.3438	215856.6719	254862.8438
pantothenate (Vitamin B5)	939125.6875	945997.0625	1282260	1626111.125	658015.0625	566616.75	679604.4375	886807.75	537212	618906.8125	454904.625	450782.5313	458176.0938	392105.9375	430832.5313	476869.8125
phenylalanine	26424416	26248646	24911938	23975786	27203166	28956886	30584108	31961812	17560702	20157206	20340590	23364834	22736768	21886142	19811316	23229176
pipecolate	1020915.25	943471.75	772503.4375	726723.875	1244192.25	717245.4375	814149.5	1555848	925486.8125	1020015.75	869711.5625	755836.375	681259.0625	612136.875	871792.0625	952207.75
prolylhydroxyproline	382247.125	234406.7813	174055.4063	269811.9375	186385.5781	87630.4375	84217.89844	237150.5625	245845.5625	252802.7656	187756.625	192142.875	114788.0234	71228.78125	125448.8906	158667.8281
proline	5747125	3585565.25	3202645.75	3689925	6118320.5	4323508.5	4217059	9199525	3208343.5	4774474.5	4265220	3451296.5	2931272.5	2878825.5	3322713.5	3753364.25
propionylcarnitine (C3)	440563.7813	423391.3438	398286.125	911706.875	446696.6875	388113.4063	510300.0625	548081.4375	158264.2031	288737.625	197483.6875	234577.4063	180736.4063	169080.6563	169604.375	254535.3281
serotonin (5HT)	2271976.25	1918190.625	2443841.75	2206139	1695350.625	2397797.5	2549264.25	24430.42969	2035891.75	2751137	2186913	2120997.5	1426754	1263046	2140818.5	2266315
sphinganine	152364.4063	563708.625	184824.2969	269862.25	94384.77344	57055.26172	91795.5	183711.2344	31362.61133	90794.36719	85750.6875	102132.25	72758.39844	140722.0156		42950.76953
sphingosine	269737.6875	1098975.375	301985.75	369854.3125	123930.3906	74611.6875	131945.2969	570665.1875	109880.9141	254422.2969	280939.8125	140450.3594	91924.03906	192380.8594	63048.80859	107900.9531
stachydrine	160306.8906	189124.7969	174404.6094	158243.75	1206616.75	1203262.125	689241.9375	2145286.5	2377688.5	2442773.25	2829384.25	2929296	2418719.25	2162424	2158725.25	2693736.75
succinylcarnitine (C4)	65832.20313	67319.13281	45180.32031	76428.75781	49625.14063	34860.85938	36861.83984	49817.33984	35169.57813	46949.46094	34158.78125	27958.10938	21113.56055	21303.61914	21297.58008	31594.71094
TDTEDKGEFLSEGGGV*	13970105	9435432	15262580	12447777	6520197.5	12536888	18256320	131612.0938	12460037	15197042	18045520	13680227	6263590.5	5576915	16224289	14205395
TDTEDKGEFLSEGGGVR*	75460.85938	65759.25	118067.4375	343148.3438	1295858.25	533565.625	638579.3125	323211.2188	187476.9531	229141.1563	169296.375	178379.0625	6682112.5	4087975.25	1014648.938	803950.75
tigloylglycine	85603.28125	219800.6563	187395.8906	143989.9844	42719.75391	18786.4707	47843.08984	46038.55859	33179.80859	27256.30078	41314.39844	50324.21094	16731.41992	19077.60938	24791.19922	35703.07813
trans-urocanate	290787.2813	304349.5313	381963.125	524632.3125	262776	270697.2813	240998.0156	437365.1563	288570.3125	363212	199657.3594	250294.6094	223496.9375	208983.3125	186260.3594	481863.625
tryptophan	23877240	13144603	23675390	21482832	27335798	30938898	26543884	36181172	18201104	24457844	22532664	24805062	24258108	24636658	24376552	27097868
tyrosine	10166545	8536448	9905584	11098055	13939688	15096242	12972268	18949314	8483246	10371493	9423976	11709490	10409601	10609994	9835209	8853914
valine	26389118	25054132	24399710	21320692	22968090	21314506	21794070	27104600	18782264	20522084	22167924	22407012	21954958	22579942	21861742	25951550
xanthosine	36673.75	29816.83008	41210.98828	51677.87109	32586.28906	26511.31055	14105.79981	28497.31055	42882.82813	32848.51953	24657.46094	31773.2207	22107.7207	22763.43945	33092.89063	27583.34961
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	RI	MASS	PUBCHEM	KEGG	HMDB
1-arachidonoyl-GPC* (20:4)*	5554	544.3		C05208
1-arachidoyl-GPC (20:0)	6100	552.4			HMDB10390
1-docosahexaenoyl-GPC* (22:6)*	5518	568.4
1-eicosatrienoyl-GPC* (20:3)*	5600	546.4
1-heptadecanoyl-GPC (17:0)	5750	510.4			HMDB12108
1-linoleoyl-GPC (18:2)	5574	520.4	11988421	C04100
1-myristoyl-GPC (14:0)	5481	468.3	460604		HMDB10379
1-oleoyl-GPC (18:1)	5700	522.4	16081932
1-palmitoleoyl-GPC* (16:1)*	5524	494.3
1-palmitoyl-GPC (16:0)	5671	496.4	86554
1-stearoyl-GPC (18:0)	5844	524.4	497299
2'-deoxycytidine	1256	228	13711	C00881	HMDB00014
2-aminoadipate	794	162.1	469	C00956	HMDB00510
2-arachidonoyl-GPC* (20:4)*	5524	544.3
2-docosahexaenoylglycerophosphoethanolamine*	5512	526.2
2-linoleoyl-GPC* (18:2)*	5544	520.4
2-methylbutyroylcarnitine (C5)	2439	246.1	6426901		HMDB00378
2-palmitoyl-GPC* (16:0)*	5604	496.3
2-stearoyl-GPC* (18:0)*	5780	524.4	10208382
3-dehydrocarnitine*	1020	160.2	6991982	C02636	HMDB12154
3-methylcrotonylglycine	2580	158.1	169485		HMDB00459
3-methylglutaroylcarnitine (C6)	1900	290.1	128145		HMDB00552
3-ureidopropionate	1062	133.1	111	C02642	HMDB00026
4-acetamidobutanoate	1724	146.1	18189	C02946	HMDB03681
4-guanidinobutanoate	1085	146.1	500	C01035	HMDB03464
5-methylthioadenosine (MTA)	2427	298.1	439176	C00170	HMDB01173
5-oxoproline	1446	130.1	7405	C01879	HMDB00267
7-methylguanine	1353	166.1	11361	C02242	HMDB00897
acetylcarnitine (C2)	1203	204.2	7045767	C02571	HMDB00201
adenosine	1650	268.1	60961	C00212	HMDB00050
AMP	1210	348.1	15938965	C00020	HMDB00045
alanine	650	90.1	59,507,311,724	C00041	HMDB00161
anthranilate	3213	138.1	3,734,162,227	C00108	HMDB01123
arginine	650	175.2	5,246,487,232	C00062	HMDB00517
betaine	721	118.2	247	C00719	HMDB00043
butyrylcarnitine (C4)	2007	232.2	213144
butyrylglycine (C4)	2077	146.1	88412		HMDB00808
C-glycosyltryptophan*	1912	367.1
carnitine	702	162.2	10917	C00318
choline	674	104.2	170746	C00114
citrulline	715	176.1	833	C00327	HMDB00904
corticosterone	4856	347.2	5753	C02140	HMDB01547
creatine	758	132.1	586	C00300	HMDB00064
creatinine	730	114.1	588	C00791	HMDB00562
cysteine-glutathione disulfide	821	427.1	4247235		HMDB00656
cytidine	1065	244	6175	C00475	HMDB00089
deoxycarnitine	759	146.1	725	C01181	HMDB01161
dimethylarginine (ADMA + SDMA)	812	203.2	123831	C03626	HMDB01539
ectoine	832	143.1	1,260,416,993,223	C06231
ergothioneine	847	230.2	3032311	C05570	HMDB03045
gamma-glutamylalanine	1108	219	440103
gamma-glutamylglutamine	806	276.1	150914		HMDB11738
gamma-glutamylisoleucine*	2644	261.2			HMDB11170
gamma-glutamylleucine	2744	261.2	151023		HMDB11171
gamma-glutamylmethionine	1993	279.2	7009567
gamma-glutamylphenylalanine	2846	295.1	111299		HMDB00594
gamma-glutamyltryptophan	3033	334.2	3038501
gamma-glutamyltyrosine	2073	311.2	94340
gamma-glutamylvaline	2040	247.2			HMDB11172
glutamine	684	147.2	5961	C00064	HMDB00641
glutathione, oxidized (GSSG)	1535	613.1	6,535,911,215,652	C00127	HMDB03337
glycerophosphorylcholine (GPC)	694	258.1	657272	C00670	HMDB00086
glycylvaline	1572	175.1	27,248,076,994,979
heme	5057	616.2		C00032	HMDB03178
hexanoylcarnitine (C6)	3174	260.2	6426853		HMDB00705
homocitrulline	832	190.1	650,726,991,977	C02427	HMDB00679
homostachydrine*	1199	158.2	441447	C08283
hydroxyisovaleroylcarnitine (C5)	1683	262.1
imidazole propionate	1011.7	141.1	70630		HMDB02271
isobutyrylcarnitine (C4)	1941	232.2			HMDB00736
isoleucine	1614	132.1	791	C00407	HMDB00172
isovalerylcarnitine (C5)	2533	246.2	6426851		HMDB00688
kynurenine	1902	209.1	1,611,666,971,029	C00328	HMDB00684
laurylcarnitine (C12)	5066	344.3	10427569		HMDB02250
leucine	1674	132.2	70,457,986,106	C00123	HMDB00687
metacryloyl glycine	1922	144	152645
methionine	1252	150.1	69,920,876,137	C00073	HMDB00696
N-acetyl-beta-alanine	1460	132.1	76406	C01073
N-acetylisoleucine	3370	174.1	2802421
N-acetylleucine	3444	174.1	70912	C02710	HMDB11756
N-delta-acetylornithine*	836.2	175.1	9920500
1-methyladenosine	1356	282.1	5460178	C02494	HMDB03331
1-methylguanosine	1850	298.1	96373		HMDB01563
N6-carbamoylthreonyladenosine	2656	413
nicotinamide	1267	123.1	936	C00153	HMDB01406
octanoylcarnitine (C8)	4100	288.3	123701	C02838	HMDB00791
oleoylcarnitine (C18)	5202	426.4			HMDB05065
ophthalmate	1457	290.1	9817431		HMDB05765
palmitoylcarnitine (C16)	5179	400.4	461	C02990	HMDB00222
pantothenate (Vitamin B5)	2218	220.1	6613	C00864	HMDB00210
phenylalanine	2056	166.1	69,256,656,140	C00079	HMDB00159
pipecolate	1120	130.1	849	C00408	HMDB00070
prolylhydroxyproline	960	229.2	11673055		HMDB06695
proline	796	116.1	1,457,426,971,047	C00148	HMDB00162
propionylcarnitine (C3)	1589	218.2	107738	C03017	HMDB00824
serotonin (5HT)	1660	177.1	5202	C00780	HMDB00259
sphinganine	5175	302.3	3126	C00836	HMDB00269
sphingosine	5197	300.2	5353955	C00319	HMDB00252
stachydrine	860	144.1	115244	C10172	HMDB04827
succinylcarnitine (C4)	1401	262.1
TDTEDKGEFLSEGGGV*	3301	821.1
TDTEDKGEFLSEGGGVR*	2880	600
tigloylglycine	2523	158.1	6441567		HMDB00959
trans-urocanate	1119	139.1	736715	C00785	HMDB00301
tryptophan	2445	205.1	69,235,166,305	C00078	HMDB00929
tyrosine	1516	182.1	60,576,942,100	C00082	HMDB00158
valine	1040	118.1	69,710,186,287	C00183	HMDB00883
xanthosine	1785	285	64959	C01762	HMDB00299
METABOLITES_END
#END