#METABOLOMICS WORKBENCH DavideS_20240228_063403 STUDY_ID:ST003113 ANALYSIS_ID:AN005099
#ANALYSIS TYPE: MS; ION MODE: HILIC NEGATIVE ION MODE; (Institute: San Raffaele University)
VERSION             	1
CREATED_ON          	08-05-2024
#PROJECT
PR:PROJECT_TITLE    	Inhibition of Asparagine Synthetase Effectively Retards Polycystic Kidney
PR:PROJECT_TITLE    	Disease Progression.
PR:PROJECT_SUMMARY  	Polycystic Kidney Disease (PKD) is a genetic disorder characterized by bilateral
PR:PROJECT_SUMMARY  	cyst formation. We showed that PKD cells and kidneys display metabolic
PR:PROJECT_SUMMARY  	alterations, including the Warburg effect and glutaminolysis, sustained in vitro
PR:PROJECT_SUMMARY  	by the enzyme asparagine synthetase (ASNS). Here, we used antisense
PR:PROJECT_SUMMARY  	oligonucleotides (ASO) against ASNS in orthologous and slowly progressive PKD
PR:PROJECT_SUMMARY  	murine models and show that treatment leads to a drastic reduction of total
PR:PROJECT_SUMMARY  	kidney volume (measured by MRI) and a prominent rescue of renal function in the
PR:PROJECT_SUMMARY  	mouse. Mechanistically, the upregulation of an ATF4-ASNS axis in PKD is driven
PR:PROJECT_SUMMARY  	by the amino acid response (AAR) branch of the integrated stress response (ISR).
PR:PROJECT_SUMMARY  	Metabolic profiling of PKD control kidneys treated with ASNS-ASOScr-ASO revealed
PR:PROJECT_SUMMARY  	major changes in the mutants, several of which are rescued by ASNS silencing in
PR:PROJECT_SUMMARY  	vivo. Indeed, ASNS drives glutamine-dependent de novo pyrimidine synthesis and
PR:PROJECT_SUMMARY  	proliferation in cystic epithelia. Notably, while several metabolic pathways
PR:PROJECT_SUMMARY  	were completely corrected by ASNS-ASO, glycolysis was only partially restored.
PR:PROJECT_SUMMARY  	Accordingly, combining the glycolytic inhibitor 2DG with ASNS-ASO further
PR:PROJECT_SUMMARY  	improved efficacy. Our studies identify a new therapeutic target and novel
PR:PROJECT_SUMMARY  	metabolic vulnerabilities in PKD. Altogether, targeted metabolomics analysis
PR:PROJECT_SUMMARY  	performed in Tam-Cre;Pkd1ΔC/flox mouse model kidneys corroborates the central
PR:PROJECT_SUMMARY  	role of ASNS in the metabolic rewiring occurring in PKD, highlighting the
PR:PROJECT_SUMMARY  	therapeutic potential of its inhibition.
PR:INSTITUTE        	San Raffaele University
PR:LAST_NAME        	Stefanoni
PR:FIRST_NAME       	Davide
PR:ADDRESS          	Via Olgettina 58, Milan, Milan, 20132, Italy
PR:EMAIL            	stefanoni.davide@hsr.it
PR:PHONE            	+393337686005
PR:DOI              	http://dx.doi.org/10.21228/M8VM8W
#STUDY
ST:STUDY_TITLE      	Inhibition of Asparagine Synthetase Effectively Retards Polycystic Kidney
ST:STUDY_TITLE      	Disease Progression, investigated with targeted tracing metabolomics analysis in
ST:STUDY_TITLE      	MEF cells using 15N2-glutamine.
ST:STUDY_SUMMARY    	Polycystic Kidney Disease (PKD) is a genetic disorder characterized by bilateral
ST:STUDY_SUMMARY    	cyst formation. We showed that PKD cells and kidneys display metabolic
ST:STUDY_SUMMARY    	alterations, including the Warburg effect and glutaminolysis, sustained in vitro
ST:STUDY_SUMMARY    	by the enzyme asparagine synthetase (ASNS). Here, we used antisense
ST:STUDY_SUMMARY    	oligonucleotides (ASO) against Asns in orthologous and slowly progressive PKD
ST:STUDY_SUMMARY    	murine models and show that treatment leads to a drastic reduction of total
ST:STUDY_SUMMARY    	kidney volume (measured by MRI) and a prominent rescue of renal function in the
ST:STUDY_SUMMARY    	mouse. Mechanistically, the upregulation of an ATF4-ASNS axis in PKD is driven
ST:STUDY_SUMMARY    	by the amino acid response (AAR) branch of the integrated stress response (ISR).
ST:STUDY_SUMMARY    	Metabolic profiling of PKD or control kidneys treated with Asns-ASO or Scr-ASO
ST:STUDY_SUMMARY    	revealed major changes in the mutants, several of which are rescued by Asns
ST:STUDY_SUMMARY    	silencing in vivo. Indeed, ASNS drives glutamine-dependent de novo pyrimidine
ST:STUDY_SUMMARY    	synthesis and proliferation in cystic epithelia. Notably, while several
ST:STUDY_SUMMARY    	metabolic pathways were completely corrected by Asns-ASO, glycolysis was only
ST:STUDY_SUMMARY    	partially restored. Accordingly, combining the glycolytic inhibitor 2DG with
ST:STUDY_SUMMARY    	Asns-ASO further improved efficacy. Our studies identify a new therapeutic
ST:STUDY_SUMMARY    	target and novel metabolic vulnerabilities in PKD. Of interest, in these tracing
ST:STUDY_SUMMARY    	studies we could confirm that the pyrimidine biosynthesis pathway is increased
ST:STUDY_SUMMARY    	and rescued by silencing of Asns.
ST:INSTITUTE        	San Raffaele University
ST:LAST_NAME        	Stefanoni
ST:FIRST_NAME       	Davide
ST:ADDRESS          	Via Olgettina 58, Milan, Milan, 20132, Italy
ST:EMAIL            	stefanoni.davide@hsr.it
ST:PHONE            	+393337686005
ST:SUBMIT_DATE      	2024-02-28
#SUBJECT_SAMPLE_FACTORS:         	SUBJECT(optional)[tab]SAMPLE[tab]FACTORS(NAME:VALUE pairs separated by |)[tab]Additional sample data
SUBJECT_SAMPLE_FACTORS           	-	2DG_1	Sample source:Brain | Treatment:2DG	Sample_Data:Genotype=WT; RAW_FILE_NAME(Raw File Name)=2DG_1.raw
SUBJECT_SAMPLE_FACTORS           	-	2DG_2	Sample source:Brain | Treatment:2DG	Sample_Data:Genotype=WT; RAW_FILE_NAME(Raw File Name)=2DG_2.raw
SUBJECT_SAMPLE_FACTORS           	-	2DG_3	Sample source:Brain | Treatment:2DG	Sample_Data:Genotype=WT; RAW_FILE_NAME(Raw File Name)=2DG_3.raw
SUBJECT_SAMPLE_FACTORS           	-	2DG_4	Sample source:Brain | Treatment:2DG	Sample_Data:Genotype=WT; RAW_FILE_NAME(Raw File Name)=2DG_4.raw
SUBJECT_SAMPLE_FACTORS           	-	2DG_5	Sample source:Brain | Treatment:2DG	Sample_Data:Genotype=WT; RAW_FILE_NAME(Raw File Name)=2DG_5.raw
SUBJECT_SAMPLE_FACTORS           	-	Saline_1	Sample source:Brain | Treatment:Saline	Sample_Data:Genotype=WT; RAW_FILE_NAME(Raw File Name)=Saline_1.raw
SUBJECT_SAMPLE_FACTORS           	-	Saline_2	Sample source:Brain | Treatment:Saline	Sample_Data:Genotype=WT; RAW_FILE_NAME(Raw File Name)=Saline_2.raw
SUBJECT_SAMPLE_FACTORS           	-	Saline_3	Sample source:Brain | Treatment:Saline	Sample_Data:Genotype=WT; RAW_FILE_NAME(Raw File Name)=Saline_3.raw
SUBJECT_SAMPLE_FACTORS           	-	Saline_4	Sample source:Brain | Treatment:Saline	Sample_Data:Genotype=WT; RAW_FILE_NAME(Raw File Name)=Saline_4.raw
SUBJECT_SAMPLE_FACTORS           	-	Saline_5	Sample source:Brain | Treatment:Saline	Sample_Data:Genotype=WT; RAW_FILE_NAME(Raw File Name)=Saline_5.raw
#SUBJECT
SU:SUBJECT_TYPE                  	Mammal
SU:SUBJECT_SPECIES               	Mus musculus
SU:TAXONOMY_ID                   	10090
#COLLECTION
CO:COLLECTION_SUMMARY            	Animals were euthanized by CO2 inhalation 16 hours following the final injection
CO:COLLECTION_SUMMARY            	and transcardially perfused with ice-cold PBS. Whole brains and spinal cords
CO:COLLECTION_SUMMARY            	were then excised, flash frozen in liquid N2, and stored at –80°C for
CO:COLLECTION_SUMMARY            	biochemical analysis.
CO:SAMPLE_TYPE                   	Brain
#TREATMENT
TR:TREATMENT_SUMMARY             	Mice were administered i.p. injections of saline (vehicle) or 4 g/kg 2DG (Cayman
TR:TREATMENT_SUMMARY             	Chemical) twice weekly for six weeks.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Metabolites from equal amounts of frontal cortex tissue were rapidly extracted
SP:SAMPLEPREP_SUMMARY            	in 80% ice-cold methanol. Extracted samples were vortexed twice, cleared by
SP:SAMPLEPREP_SUMMARY            	centrifugation at 14,000 x g for 20 minutes at 4°C, and stored at -80°C.
#CHROMATOGRAPHY
CH:INSTRUMENT_NAME               	Thermo Vanquish
CH:COLUMN_NAME                   	SeQuant ZIC- pHILIC (150 x 2.1mm,5um)
CH:COLUMN_TEMPERATURE            	30
CH:FLOW_GRADIENT                 	85% to 30% A in 20 min followed by a wash with 30% A and re-equilibration at 85%
CH:FLOW_GRADIENT                 	A
CH:FLOW_RATE                     	150 μL/min
CH:SOLVENT_A                     	100% acetonitrile
CH:SOLVENT_B                     	100% acetonitrile
CH:CHROMATOGRAPHY_TYPE           	HILIC
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
AN:ANALYSIS_DISPLAY              	HILIC NEGATIVE ION MODE
AN:NUM_FACTORS                   	2
AN:NUM_METABOLITES               	204
AN:UNITS                         	peak intensity
#MS
MS:INSTRUMENT_NAME               	Thermo Q Exactive Orbitrap
MS:INSTRUMENT_TYPE               	Orbitrap
MS:MS_TYPE                       	ESI
MS:MS_COMMENTS                   	1. A Sequant ZIC-pHILIC column (2.1 mm i.d. × 150 mm, particle size of 5 µm,
MS:MS_COMMENTS                   	Millipore Sigma) was used for separation of metabolites. A 2.1 × 20 mm
MS:MS_COMMENTS                   	guard column with the same packing material was used for protection of the
MS:MS_COMMENTS                   	analytical column. Flow rate was set at 150 μL/min. Buffers consisted of 100%
MS:MS_COMMENTS                   	acetonitrile for mobile phase A, and 100% acetonitrile for mobile phase B. The
MS:MS_COMMENTS                   	chromatographic gradient ran from 85% to 30% A in 20 min followed by a wash with
MS:MS_COMMENTS                   	30% A and re-equilibration at 85% A. Column temperature was 30 C.
MS:ION_MODE                      	NEGATIVE
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	
MS_METABOLITE_DATA_START
Samples	2DG_1	2DG_2	2DG_3	2DG_4	2DG_5	Saline_1	Saline_2	Saline_3	Saline_4	Saline_5
Factors	Sample source:Brain | Treatment:2DG	Sample source:Brain | Treatment:2DG	Sample source:Brain | Treatment:2DG	Sample source:Brain | Treatment:2DG	Sample source:Brain | Treatment:2DG	Sample source:Brain | Treatment:Saline	Sample source:Brain | Treatment:Saline	Sample source:Brain | Treatment:Saline	Sample source:Brain | Treatment:Saline	Sample source:Brain | Treatment:Saline	
1-Methyladenosine	18071.7200	29601.5900	20265.8600	20179.1200	25176.2100	20435.6300	15805.1200	26556.5600	18352.0300	27356.2300
1-Methylnicotinamide										
2DGP	34911160	33311060	32651360	30735370	33872620	254379.8000	236313.5000	233092	209570.3000	217287.6000
2-Hydroxycaproic acid	252036.5000	336503.3000	150708.8000	182674.3000	208359	342401.1000	268423	231255.7000	224091.6000	303093.6000
2-Hydroxyvaleric acid	2022956	1894132	1561093	1544935	3276415	3049344	2903548	3769964	2819770	2507179
3-Hydroxymethylglutaric acid	13556870	15763370	14454340	13115170	15221390	17466840	15363070	17481170	16075470	15261380
3-Indolepropionic acid	5807.5220	17724.8600	7704.7660	8368.4310		5648.7450	8815.4460	5694.4660	6909.2970	10304.3300
3-Methylhistidine	12789620	9603358	9999853	8921684	8885028	16566540	12191780	16826830	10785260	13711690
3-Phosphoglyceric acid	620132.8000	116324.7000	422951.6000	219568.2000	458680.8000	344162.8000	206785.6000	163721.6000	172609.3000	176084.9000
4-Acetamidobutanoic acid	46045.8100	43092.7700	32575.3400	39037.8900	46626.9100	39254.0800	29085.1300	46967.6600	35428.6300	32975.0900
4-Guanidinobutanoic acid	25369180	35409220	30266640	28637260	25523500	34845760	32768170	19450590	33898070	34336890
4-Hydroxyproline	686297.9000	785089.4000	760941.4000	370256.6000	1042048	582524.2000	590611.4000	754577.1000	640397.9000	684553.6000
4-Pyridoxic acid	40150.0900	34054.9700	20591.1500	20710.5300	33073.8900	27534.2900	32278.2400	56385.5500	24461.6800	32769.6100
4-Trimethylammoniobutanoic acid	44740840	16544860	24587280	20609160	39557420	22627920	19744900	46942940	15877420	18876510
5-Thymidylic acid	21217.0200							20952.5600	13723.1200	
6-Phosphogluconic acid	131992.5000	131688.5000	175743.7000	165336.5000	145896	189156.5000	157567.1000	107400.6000	109946	137909.7000
6-Phosphonoglucono-D-lactone										
Acetylcholine	30827770	10730870	8887630	9589687	14276310	23476840	13938970	31426450	11610480	11394450
Acetyl-CoA	48207.9700	48103.2200	43729.8900	45862.5700		49953.1400	45896.3500	70377.6600	42575.2300	48469.4100
Acetylcysteine	17751.2400	9495.1610	11938.7300	8304.9470	15173.4900	7589.5460	7026.1460	14813.0400	9404.0460	9958.9960
Adenine	57532370	78896990	48441640	51670050	66133490	72162600	72289640	80030930	73680770	77598780
Adenosine	510359200	569644700	378821000	362377200	600005100	420762400	415815200	770467500	471018300	476921600
Adenosine monophosphate	293154700	166545300	251022600	234724100	243260000	339932600	295190100	286926300	238276700	231522900
Adenosine triphosphate	55298.8200	42226.7800	58668.5700	44131.6300	64070.8100	39622.9800	45921.4500	41131.2900	31888.8700	25967.8200
ADP	1741428	541010.4000	1250016	1025581	1670941	957723.4000	1335735	886248.4000	725768.8000	841852.4000
ADP-glucose	48651.9700	57930.4800	50349.3900	52831.9100	47750.5900	89235.5000	70518.1500	73597.6400	62812.5500	62514.8500
AICAR	265721.9000	268141.1000	252398.9000	227734.9000	294959.6000	156866.6000	163426.2000	140513	125417.4000	114242.2000
Allantoin	564283.9000	468667.9000	364734.9000	295323.6000	543052.2000	590014.9000	537383.6000	767742.6000	486362.4000	514008.1000
Aminoadipic acid	1927212	2144710	2343838	1189015	2065791	2434013	2130197	1831133	1602844	1604167
Anserine	898437.7000	719937.8000	911614.5000	990996.8000	744031.3000	1312312	801825.2000	1242324	1102723	1168963
Argininosuccinic acid	848237.1000	1336935	969789.8000	859067.5000	984727.5000	894632	808320.9000	939220.3000	1006648	870770.3000
Asymmetric dimethylarginine	4019863	3466609	2902151	4300072	3969144	4895214	4107970	4765254	3499095	4228862
Betaine	145072900	190533200	179342200	130802300	150686100	172759600	169059300	136329800	160977300	178806700
Butyrylcarnitine	26648530	18788020	19506820	35396130	21041330	28525710	33811250	19440730	22058050	23480590
Caprylic acid	1332729	1554668	1189772	1227729	1232416	1514423	1280417	1086439	1387895	1305085
Carnosine	140248600	145589600	127975500	130758100	159177600	155700300	136089700	233230400	133327400	147243900
CDP	17262.2300				17467.6700					
CDP-Ethanolamine	2994532	1807672	1777802	1649207	2560438	2250865	1906025	3020473	1729336	1761456
Choline	28128390	59231190	44411680	35941120	38339280	45109910	32944530	42595220	53113650	42003240
cis-Aconitic acid	2213871	5405462	3586681	4108968	2541130	4870676	3306326	5602864	3980751	3712438
Citicoline	9066455	7897352	6801960	7131539	8017035	9256754	8831307	9786534	6930339	9249086
Citric acid	10026030	21837030	21909960	19151100	12632860	20389100	18771260	28591090	17225750	15299200
Citrulline	7329839	16771450	15785440	17048920	8420502	17723310	18837290	11471360	19635650	16579700
Coenzyme A								95911.1800	93145.9500	
Creatine	1833928000	2151483000	2019593000	2012936000	1746102000	2323133000	2112693000	1835404000	1965508000	2035944000
Creatinine	50762710	61545550	50134150	60339260	52575520	66797980	53017040	48757900	49998500	51273970
Cyclic AMP	277023	114447	179289.9000	131296.6000	198919.6000	224148.8000	161820.3000	243043.7000	162981.6000	134656.1000
Cytidine	8217764	2048669	4917061	4313228	8570116	5265363	2637897	9639603	1959524	2700455
Cytidine monophosphate	3923832	3075407	2989602	2621002	3535552	3987320	2648752	5139000	2803018	2570240
Cytidine triphosphate										
Cytosine	492460.3000	293817.5000	403379.1000	527191.9000	701120.7000	432444.1000	227370.5000	649479.6000	210207.9000	272263.1000
D-2-Hydroxyglutaric acid	7191603	6806436	7724898	6713837	7715719	7276678	6662210	7214574	7221464	6159315
dCDP										
dCMP	96914.0800				126491.6000	72890.5200		88209.5600	50287.6000	52400.3400
dCTP										
Deoxyadenosine	153094.6000	114441.6000	184214.7000	144851.7000	230452.8000	135148.1000	86496.0300	235013.3000	100267.8000	115570
Deoxyadenosine monophosphate	96305.1400	78001.0700	72692.1600	61290.5900	112393.4000	122853.6000	89957.7000	131256.7000	85203.1500	84493.0600
Deoxyadenosine triphosphate										
Deoxycytidine	119932.2000	69858.7000	85630.8400	130680.8000	168254.2000	88129.0200	41421.2200	169985.1000	39148.7800	62967.5000
Deoxyinosine	14943.6800	35460.3800	18412.2500	24016.4900	30338.6000	20728.3600	19289.4900	28597.3500	18580.3800	21904.7300
Deoxyribose 5-phosphate	10633.2300	14462.9400	11770.7900	14751.5900	15482.8500	18280.4200		19039.0200	15805.9500	12488.1900
Deoxyuridine	558577.4000	814494.6000	525856.7000	588276	735457.6000	565671.2000	542528.4000	766922.4000	619638.6000	689229.8000
D-Erythrose 4-phosphate	34583.1600	245135	218971.3000	466760.2000	43650.8900	47358.3000	31110.7100	57304.4500	63008.1400	47446.3800
D-Fructose	134635.6000	189447.7000	259961.1000	223273.5000	127770.9000	125348.7000	103149.6000	71718.4100	125209.4000	151029.8000
D-Glucose	250109.7000	764354.6000	714518.9000	699119	201025.7000	505267.5000	432344.7000	193416.3000	526502.9000	597121
D-Glucuronic acid										
D-Glyceraldehyde 3-phosphate	223782	1764489	731308.9000	906232.9000	217110.1000	2010465	521459.5000	314252.4000	1078847	583956.6000
D-Ribose	20054.6700	84090.3800	34627.8900	43566.6300	42341.7100	54637.9900	31547.2100	48651.3900	50362.6800	46458.0900
D-Ribose 5-phosphate	1393603	5593067	3919944	4240625	1858809	3399142	1903590	2528462	3188505	2665695
D-Ribulose	9483.2030	9138.3440	9471.7490	7985.9830	13613.0900		5078.5760	7218.3220	7339.0120	7355.7480
D-Ribulose 5-phosphate	4658601	8488487	6325812	6625711	7113898	6367228	6532743	6971767	6518988	7116371
D-Sedoheptulose 7-phosphate	1104049	5169120	2998202	4612077	1447989	2516497	2180161	2663040	3026538	2974881
FAD	109993.2000	173626.6000	82758.8700	141551	112609.4000	107904.7000	163523.5000	183226.7000	117925.1000	116778.8000
Flavin Mononucleotide	25809.7500	36695.7900	26567.7000	41122.0300	23690.3100	62693.3600	32145.1000	26835.5600	38300.4500	31175.8500
"Fructose 1_6-bisphosphate"	79428.4600	200686.9000	352079.8000	450790.4000	92072.3000	166688.8000	80880.0200	35258.0300	147746.2000	105527.1000
Fructose 6-phosphate	1774421	6066211	8259710	10881810	1804326	1769247	1495368	1132382	1930520	1895467
Fumaric acid	11249210	11641450	12071480	11150920	11896950	12150260	11485660	11654570	11844880	10913570
Galactonic acid	2572147	2372503	2132341	2102131	2805436	2632187	2625068	3320245	2154710	2473154
GDP-glucose	90535.5500	85573.7000		68783.3400			105902.8000	120816.5000		
Gluconic acid	2199095	2883238	2030624	1728505	1576775	4922440	3529050	3448132	3492978	3015898
Glucosamine										
Glucosamine 6-phosphate	19895.1200	59251.6800	34858.9900	52045.9900	19477.9600				11439.8700	14762.5000
Glucose 6-phosphate	3059331	14885770	13755350	24007980	3980102	4059717	2437110	1936476	3932645	3790421
Glutathione	164299700	76333340	137238200	120705200	132808200	87940340	108572800	216691500	102424600	135209300
Glycerol 3-phosphate	26184630	43164420	18150170	25744110	25032800	42404910	51261430	31084530	40483270	37934970
Glycerophosphocholine	394422700	347370500	341438600	256990700	368485100	455615600	418268500	361813100	368000200	354391400
Glycine	3198516	7304541	5712069	6225623	3835757	6456195	5830889	3485059	7323194	7181869
Guanidoacetic acid	35710.8600	76919.6300	58362.5700	32101.8100	43280.0700	90652.9400	94967.4500	64143.4100	93570.4300	80199.2000
Guanine	22013.8000	756979.6000	571526.9000	604533.6000	27430.4300	483448.8000	764368.9000	42199.7300	752154.1000	981524.1000
Guanosine	2436505	4563399	1949732	2403832	3685443	2871220	2765883	4861477	2857262	2806479
Guanosine diphosphate	321946.5000	215110.8000	229277.6000	197128.6000	297940.7000	312500.9000	397383.1000	376711.2000	206730.4000	242842.3000
Guanosine monophosphate	19083800	12534680	12810240	11827670	15585410	20760450	16168610	20217990	13464660	14611660
Guanosine triphosphate										
Hexanoylcarnitine	510087.5000	170820.2000	295258.4000	494415.3000	372963.2000	376565.7000	390465.9000	290666.2000	249012.8000	242017.4000
Hippuric acid	84371.5600	134606.4000	51921.9700	41003.9600	74334.5200	20457	9174.3650	29934.0400	14668.7100	16019.0400
Hypotaurine	168675.2000	76549.9700	141992.5000	134918.2000	167257.9000	131456.8000	119176.9000	259342.5000	105597.3000	104559.6000
Hypoxanthine	53215510	130455000	92819020	108529000	86797430	96021450	100917100	97776440	116058200	116248300
IDP										
Imidazoleacetic acid	1071584	710556.3000	530864	1031219	816376.9000	851835.2000	566866.2000	725239.8000	587041.4000	490585.2000
Indoxyl sulfate	275574.5000	204074.3000	52635.1800	85993.2300	68886.7300	99807.7000	113313.6000	135910.2000	55563.6100	89933.1300
Inosine	14192020	39707510	20528380	27536150	20652690	28510180	26745320	22841140	29010300	30633180
Inosinic acid	10160090	12773920	10577330	11747270	7902077	22332450	12312560	17243490	16556740	10537980
Isovalerylcarnitine	3351592	3494711	4146262	4996256	3658849	4436381	4015708	2643996	3930333	3762865
Kynurenic acid										
L-Acetylcarnitine	485208800	576471300	627491600	614630100	470532300	646756100	642480700	467852100	592512600	621154000
L-Alanine	25007680	29212140	27048180	27881570	23571570	32136020	28459590	23653340	27190650	26853370
L-Arginine	60114290	86170920	65192550	70563740	75255760	67489440	81000020	67020880	73745180	77800730
L-Asparagine	18162320	17066960	15019840	14723200	20918040	20074030	17274640	21091820	15422110	16308660
L-Aspartic acid	141107900	175783700	164774900	165413500	155568400	187391500	178792900	161560300	175878000	182614800
L-Carnitine	333972800	415824600	398884400	425403600	345528400	462080400	470982800	329747000	503255300	525087900
L-Cystathionine	6181334	14829700	10590280	18516550	4670692	13199140	14187450	4530979	13334510	14968990
L-Cysteine										
L-Cystine										
L-Dihydroorotic acid										
L-Glutamic acid	1171126000	1036242000	1104980000	1002696000	1163889000	1193687000	1096290000	1240860000	1090286000	1008334000
L-Glutamine	499613700	458360600	473904300	911605500	441539400	534085200	508338100	469651100	470303600	518410100
L-Glyceric acid	1545134	1547527	1407257	1512964	1790321	1629266	1259590	1475182	1269808	1240076
L-Histidine	48880620	75197430	55720250	63582890	53710000	70679860	69921620	66596160	68323180	73814020
L-Homoserine	13974850	14100290	14807880	10766010	15232200	15284830	14675370	16294680	12476300	13908120
L-Isoleucine	10239550	12144630	9347263	10717060	12960180	11478550	11539670	14291570	10210970	11978110
L-Kynurenine	28576.2300	46042.3200	34184.9300	125234.7000	45539.7600	56531.8500	33780.3100	44559.2700	35063.8000	43771.9500
L-Lactic acid	198889500	303803900	239622700	236323800	295438700	313925100	218441400	293174900	286630800	290927900
L-Leucine	25054010	30429620	22375220	26230160	34026400	26968480	27692200	32057840	23933440	32907760
L-Lysine	19511700	19420590	18003250	15512960	22055630	18446430	20026460	20648570	18740880	20473170
L-Methionine	16423710	14160470	15870890	15823760	17553480	15887360	14440890	16881990	14134590	12795470
L-Palmitoylcarnitine	54793.8400	268921.7000	18603.4200	143956.8000	444658.8000	896803.3000	137655.8000	556331.3000	58810.4000	123159.4000
L-Phenylalanine	27331800	31660210	25570030	50035660	33298970	28625300	26820340	30860120	25835580	28979330
L-Pipecolic acid	2724620	4688798	4389446	1600579	2947324	4356211	3989733	2963563	3985155	4193422
L-Proline	68271030	59578980	51282120	61680440	71410970	72071650	54259660	83211280	50576600	51439060
L-Serine	34305820	20371820	24224960	24599180	42576740	25037290	21508940	31725220	22023430	20103120
L-Threonine	10252770	12516080	12095310	9833918	10891850	12919280	12566160	11969030	12104340	12731200
L-Tryptophan	4442551	4972969	4228955	5721814	4695363	5272819	4502810	5071307	4645617	3789705
L-Tyrosine	9999107	9218775	8244602	14952220	10455130	11514560	10816740	12651490	8920834	8466862
L-Valine	18273970	17149250	15858160	16636660	21560880	19135970	17868430	22352720	17602200	17482810
Malic acid	84443200	86589660	95251260	83576870	89325870	91049120	85838140	86616720	88471350	82752640
Myoinositol	71507850	116903100	100772000	65642430	84874860	126661400	122199600	99834620	125234300	118437500
N6-Acetyl-L-lysine	1156396	1115765	1211703	1055036	1244988	1346553	1103837	1413102	1053151	1296254
"N6_N6_N6-Trimethyl-L-lysine"	28493670	8855480	14109950	10964970	29578920	14342100	11652130	34716880	9478067	10778970
N-Acetylasparagine	182604.2000	216333.5000	145093.3000	286098.3000	219083.2000	563391.9000	152606.2000	234285.8000	171803	131359
N-Acetylaspartylglutamic acid	20047000	113241000	76253140	104650300	20297790	113351600	107011500	20399550	104050400	94184090
N-Acetyl-D-glucosamine	69181.9100	52859.0300	43295.2100	41124.5400	59769.5400	25480.0400	28121.9000	40740.1300	26436.4200	28557.6100
N-Acetyl-glucosamine 1-phosphate	597438.8000	444465	382898	311723.6000	682386.7000	528606.5000	391119.1000	934853.3000	353156.1000	419429.3000
N-Acetylglutamic acid	2134306	2326628	2022414	2228409	2301029	2695134	2646070	2607015	2360902	2440022
N-Acetylglutamine	543355.2000	438078	544412.1000	1507291	480796.2000	574506.8000	565452.9000	494582.7000	421792.4000	475130.8000
N-Acetyl-L-alanine	482413.1000	720468.3000	458414	521606.7000	624083.4000	562172.1000	512655.6000	685275	543739.3000	540854.6000
N-Acetyl-L-aspartic acid	802369200	686457200	700385900	664248300	823075200	882483300	722661500	927217800	746456700	745158300
N-Acetyl-L-methionine	1178556	2231410	931591.8000	985970.1000	2053558	1046309	910694.7000	2432937	1189912	1542334
N-Acetylornithine	335052.4000	270672.8000	277713.8000	332240.3000	339471.2000	365257.4000	299814.6000	427717.1000	309466.2000	324432.2000
N-Acetylputrescine										
N-acetyltryptophan	7467.3990	11443.5200	10140.0500	20234.1200	10269.9900	10137.4500	10598.3700	7235.3240	10592.2800	9261.4870
NAD	8244564	995987.6000	2308486	485484.4000	4224093	3577133	2896259	6366420	1277811	1282631
NADH	1509991	168464.5000	468341.2000	278388.7000	644260.7000	395827.1000	520835.7000	981453.4000	220225.1000	241978.8000
NADP	38173.2500		17435.9700		26180.7500	16006.2900	24665.6700	25818.6600		14992.1200
NADPH										
N-Formyl-L-methionine										
Niacinamide	104933100	146834300	141850100	123265300	145615000	128668200	128230000	108009500	147685600	130638000
Nicotinamide riboside	578447.8000	617992.1000	499186.3000	460538.8000	565102.9000	584747.5000	746982.1000	905022.5000	563269.5000	611337.4000
Nicotinamide ribotide	368979.3000	108137.1000	167811.5000	160198	308558.8000	305511.6000	318973.4000	427561.5000	159792.7000	169286.6000
Nicotinic acid	110714.6000	136743.5000	121223.1000	135023.2000	117596.1000	136819.4000	134607.1000	146697.1000	136949.4000	120883.9000
Nicotinic acid adenine dinucleotide										
Nicotinic acid mononucleotide										
O-Phosphoethanolamine	104188300	39182130	50681200	46250180	100588000	66069940	55066850	93913060	41008430	40828640
Ornithine										
Orotic acid	685870.9000	642551.5000	662954.1000	805975.2000	814133.2000	558520.9000	598019.4000	864942	588151.9000	597032.1000
Oxalacetic acid										
Oxidized glutathione	43019020	37642270	31922020	28100600	39201570	57140880	45602780	34128260	37995920	40541780
Oxoglutaric acid	752072.1000	402941.2000	714907.2000	518279.4000	668160.2000	1709290	543811.8000	1603979	485907.3000	428540.7000
Palmitic acid	4040325	4956063	3818611	4240163	6590868	12192530	4106716	12971930	3515703	3700767
Pantothenic acid	23592810	39073830	32274740	43867970	24600230	33433020	35709090	29699470	34362310	43304320
Phosphocreatine	1512844	903270.2000	680531.4000	799486.7000	584605.8000	1934496	1186722	1682561	1176580	1099153
Phosphoenolpyruvic acid	96672.0600	16353.2300	41097.3500	32119.8300	78038.5200	67605.1900	37022.3900	95052.1800	24773.6400	29923.5900
Phosphorylcholine	463046400	327266700	400295600	413947100	482791800	473420900	421561600	548260500	356150800	393224800
Phosphoserine	30632.1500	21823.9900	27871.4100	20770.7400	42483.6100	21170.2800	19965.7100	33177.6100	23397.4500	19628.6000
Propionylcarnitine	12114170	19382400	14558500	12640900	12996360	29589480	29131320	16970190	20271520	26398620
Purine		20842.2600	14709.5700	25033.4500	15478.2000	6732.9170	9238.5630	8561.9530	11031.7300	10050.4500
Pyridoxine										
Pyroglutamic acid	9083174	16394620	12944100	21875160	11164020	11149900	9190057	12387660	13133910	13866550
Pyruvic acid	608428.6000	564926.6000	577122.5000	575075.4000	556909.2000	701434.4000	625423.7000	619364.8000	606822.4000	580995.8000
Riboflavin	64464.2800	92790.1700	48556.5200	81277.6200	83398.0400	89883.0100	88099.9500	147591.7000	55286.8000	70361.9300
S-Adenosylhomocysteine	3232633	3748679	3122260	2690293	3684940	3414546	2969820	4656133	2716471	2959100
S-Adenosylmethionine	3737208	4378089	3616028	4509134	3927514	4077517	5276703	3660138	3369053	3221664
"Sedoheptulose 1_7-bisphosphate"	12682	19912.2100	22901.4600	33604.2900	16421.0300	19752.6700	9275.1690	6328.0410	8810.6640	10431.5600
Succinic acid	18363620	16544070	9071933	11855620	17622380	23723230	23775370	22407910	15146440	21011110
Succinyl-CoA										
Taurine	189176400	131441800	147759000	137948600	191595600	163151900	142471300	204979200	139212800	142121100
Thiamine	922140.4000	747482.4000	631164.1000	579685.5000	892064.9000	723324.6000	784844.7000	1039055	507134.1000	696811.8000
Thiamine monophosphate	701236.7000	1637712	967881.7000	1172770	1012379	1002887	1066737	931165	1387748	1238766
Thymidine	547238.8000	897099.7000	570041.9000	672432.2000	845890.1000	472255	461171.1000	643601.8000	474996.6000	550904.2000
Thymidine 5^-triphosphate										
Thymine	82562.9700	124651.9000	93549.4800	114468.3000	124063.1000	76158.8200	75138.4000	95598.4500	76460.9600	88909.3800
Uracil	3003195	3593269	2368585	2386399	4082146	2460131	2769332	5158349	2638088	2796553
Ureidopropionic acid	402354.9000	583792.1000	451617.7000	528816.1000	524864.2000	574999.2000	639525.6000	468992.6000	538051.2000	708647.7000
Ureidosuccinic acid	291800.1000	104260	166784.6000	143675.9000	209500.2000	114826.5000	140302.4000	197604	131488.8000	95065.2700
Uric acid	1588201	2470242	1519407	1719608	1679056	2557848	2819014	3509999	2289309	2537028
Uridine	23158180	31243110	26794530	28679470	28036620	26356070	27222640	29968550	27944810	28296540
Uridine 5^-diphosphate	38150.7800	11567.2000	20744.3300	18178.5600	39095.4300	20421.0500	15375.1200	12740.6500	12835.7200	10849
Uridine 5^-monophosphate	6488815	4522133	4939597	4776241	5251102	7314132	5231483	5976845	5178765	6537770
Uridine diphosphate glucose	2303555	1887415	1925247	2252701	1876842	2557450	2228902	2492264	1726329	1702319
Uridine diphosphate glucuronic acid	31603.8200	26857.2400					40438.8100			20943.7000
Uridine diphosphate-N-acetylglucosamine	2358106	1891389		1595269	2203455	3095284	2529683	3555106	2382372	2278980
Uridine triphosphate										
Urocanic acid	3023881	1840372	1436514	1409767	2665339	1787312	553826.4000	1336565	1161095	1273898
Xanthine	9495254	13985650	8281733	9815354	14119270	9844726	9437991	18084230	10577490	11874360
Xanthosine
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	pubchem_id	inchi_key	kegg_id	other_id	other_id_type	ri	ri_type	moverz_quant	
1-Methyladenosine									
1-Methylnicotinamide									
2DGP									
2-Hydroxycaproic acid									
2-Hydroxyvaleric acid									
3-Hydroxymethylglutaric acid									
3-Indolepropionic acid									
3-Methylhistidine									
3-Phosphoglyceric acid									
4-Acetamidobutanoic acid									
4-Guanidinobutanoic acid									
4-Hydroxyproline									
4-Pyridoxic acid									
4-Trimethylammoniobutanoic acid									
5-Thymidylic acid									
6-Phosphogluconic acid									
6-Phosphonoglucono-D-lactone									
Acetylcholine									
Acetyl-CoA									
Acetylcysteine									
Adenine									
Adenosine									
Adenosine monophosphate									
Adenosine triphosphate									
ADP									
ADP-glucose									
AICAR									
Allantoin									
Aminoadipic acid									
Anserine									
Argininosuccinic acid									
Asymmetric dimethylarginine									
Betaine									
Butyrylcarnitine									
Caprylic acid									
Carnosine									
CDP									
CDP-Ethanolamine									
Choline									
cis-Aconitic acid									
Citicoline									
Citric acid									
Citrulline									
Coenzyme A									
Creatine									
Creatinine									
Cyclic AMP									
Cytidine									
Cytidine monophosphate									
Cytidine triphosphate									
Cytosine									
D-2-Hydroxyglutaric acid									
dCDP									
dCMP									
dCTP									
Deoxyadenosine									
Deoxyadenosine monophosphate									
Deoxyadenosine triphosphate									
Deoxycytidine									
Deoxyinosine									
Deoxyribose 5-phosphate									
Deoxyuridine									
D-Erythrose 4-phosphate									
D-Fructose									
D-Glucose									
D-Glucuronic acid									
D-Glyceraldehyde 3-phosphate									
D-Ribose									
D-Ribose 5-phosphate									
D-Ribulose									
D-Ribulose 5-phosphate									
D-Sedoheptulose 7-phosphate									
FAD									
Flavin Mononucleotide									
"Fructose 1,6-bisphosphate"									
Fructose 6-phosphate									
Fumaric acid									
Galactonic acid									
GDP-glucose									
Gluconic acid									
Glucosamine									
Glucosamine 6-phosphate									
Glucose 6-phosphate									
Glutathione									
Glycerol 3-phosphate									
Glycerophosphocholine									
Glycine									
Guanidoacetic acid									
Guanine									
Guanosine									
Guanosine diphosphate									
Guanosine monophosphate									
Guanosine triphosphate									
Hexanoylcarnitine									
Hippuric acid									
Hypotaurine									
Hypoxanthine									
IDP									
Imidazoleacetic acid									
Indoxyl sulfate									
Inosine									
Inosinic acid									
Isovalerylcarnitine									
Kynurenic acid									
L-Acetylcarnitine									
L-Alanine									
L-Arginine									
L-Asparagine									
L-Aspartic acid									
L-Carnitine									
L-Cystathionine									
L-Cysteine									
L-Cystine									
L-Dihydroorotic acid									
L-Glutamic acid									
L-Glutamine									
L-Glyceric acid									
L-Histidine									
L-Homoserine									
L-Isoleucine									
L-Kynurenine									
L-Lactic acid									
L-Leucine									
L-Lysine									
L-Methionine									
L-Palmitoylcarnitine									
L-Phenylalanine									
L-Pipecolic acid									
L-Proline									
L-Serine									
L-Threonine									
L-Tryptophan									
L-Tyrosine									
L-Valine									
Malic acid									
Myoinositol									
N6-Acetyl-L-lysine									
"N6,N6,N6-Trimethyl-L-lysine"									
N-Acetylasparagine									
N-Acetylaspartylglutamic acid									
N-Acetyl-D-glucosamine									
N-Acetyl-glucosamine 1-phosphate									
N-Acetylglutamic acid									
N-Acetylglutamine									
N-Acetyl-L-alanine									
N-Acetyl-L-aspartic acid									
N-Acetyl-L-methionine									
N-Acetylornithine									
N-Acetylputrescine									
N-acetyltryptophan									
NAD									
NADH									
NADP									
NADPH									
N-Formyl-L-methionine									
Niacinamide									
Nicotinamide riboside									
Nicotinamide ribotide									
Nicotinic acid									
Nicotinic acid adenine dinucleotide									
Nicotinic acid mononucleotide									
O-Phosphoethanolamine									
Ornithine									
Orotic acid									
Oxalacetic acid									
Oxidized glutathione									
Oxoglutaric acid									
Palmitic acid									
Pantothenic acid									
Phosphocreatine									
Phosphoenolpyruvic acid									
Phosphorylcholine									
Phosphoserine									
Propionylcarnitine									
Purine									
Pyridoxine									
Pyroglutamic acid									
Pyruvic acid									
Riboflavin									
S-Adenosylhomocysteine									
S-Adenosylmethionine									
"Sedoheptulose 1,7-bisphosphate"									
Succinic acid									
Succinyl-CoA									
Taurine									
Thiamine									
Thiamine monophosphate									
Thymidine									
Thymidine 5'-triphosphate									
Thymine									
Uracil									
Ureidopropionic acid									
Ureidosuccinic acid									
Uric acid									
Uridine									
Uridine 5'-diphosphate									
Uridine 5'-monophosphate									
Uridine diphosphate glucose									
Uridine diphosphate glucuronic acid									
Uridine diphosphate-N-acetylglucosamine									
Uridine triphosphate									
Urocanic acid									
Xanthine									
Xanthosine									
METABOLITES_END