#METABOLOMICS WORKBENCH xiaohong_20231127_144535 DATATRACK_ID:4477 STUDY_ID:ST002991 ANALYSIS_ID:AN004911 PROJECT_ID:PR001862
VERSION             	1
CREATED_ON             	November 29, 2023, 1:55 pm
#PROJECT
PR:PROJECT_TITLE                 	DNA replication stress underpins the vulnerability to oxidative phosphorylation
PR:PROJECT_TITLE                 	inhibition in colorectal cancer
PR:PROJECT_SUMMARY               	Although targeting oxidative phosphorylation (OXPHOS) for cancer treatment is
PR:PROJECT_SUMMARY               	currently impeded due to dose-limiting toxicities, there remain opportunities
PR:PROJECT_SUMMARY               	through combinations that provide therapeutic benefits at doses attainable in
PR:PROJECT_SUMMARY               	patients. On the other hand, while glycolysis-deficient cancers are generally
PR:PROJECT_SUMMARY               	vulnerable to OXPHOS inhibition in preclinical models, the full extent of
PR:PROJECT_SUMMARY               	phenotypical and mechanistic consequences of inhibiting OXPHOS in cancers
PR:PROJECT_SUMMARY               	capable of glycolysis is not yet well understood. We aimed to clarify the
PR:PROJECT_SUMMARY               	response and underlying mechanisms of colorectal cancer (CRC) that commonly
PR:PROJECT_SUMMARY               	exhibit the glycolytic phenotype to OXPHOS inhibition and to identify potential
PR:PROJECT_SUMMARY               	approaches to render such cells more sensitive to OXPHOS inhibitors.
PR:INSTITUTE                     	The University of Newcastle
PR:LAST_NAME                     	Zhao
PR:FIRST_NAME                    	Xiaohong
PR:ADDRESS                       	University Drive, Callaghan, NSW, 2308, Australia
PR:EMAIL                         	xiaohong.zhao@newcastle.edu.au
PR:PHONE                         	61 0466219528
#STUDY
ST:STUDY_TITLE                   	Metabolomics studies on human colorectal cancer cell lines
ST:STUDY_SUMMARY                 	Although targeting oxidative phosphorylation (OXPHOS) for cancer treatment is
ST:STUDY_SUMMARY                 	currently impeded due to dose-limiting toxicities, there remain opportunities
ST:STUDY_SUMMARY                 	through combinations that provide therapeutic benefits at doses attainable in
ST:STUDY_SUMMARY                 	patients. On the other hand, while glycolysis-deficient cancers are generally
ST:STUDY_SUMMARY                 	vulnerable to OXPHOS inhibition in preclinical models, the full extent of
ST:STUDY_SUMMARY                 	phenotypical and mechanistic consequences of inhibiting OXPHOS in cancers
ST:STUDY_SUMMARY                 	capable of glycolysis is not yet well understood. We aimed to clarify the
ST:STUDY_SUMMARY                 	response and underlying mechanisms of colorectal cancer (CRC) that commonly
ST:STUDY_SUMMARY                 	exhibit the glycolytic phenotype to OXPHOS inhibition and to identify potential
ST:STUDY_SUMMARY                 	approaches to render such cells more sensitive to OXPHOS inhibitors. The
ST:STUDY_SUMMARY                 	responses of glycolysis-competent CRC cells to targeting OXPHOS were tested
ST:STUDY_SUMMARY                 	using targeted meatbolomics.
ST:INSTITUTE                     	The University of Newcastle
ST:LAST_NAME                     	Zhao
ST:FIRST_NAME                    	Xiaohong
ST:ADDRESS                       	University Drive, Callaghan, NSW, 2308, Australia
ST:EMAIL                         	xiaohong.zhao@newcastle.edu.au
ST:PHONE                         	61 0466219528
#SUBJECT
SU:SUBJECT_TYPE                  	Cultured cells
SU:SUBJECT_SPECIES               	Homo sapiens
SU:TAXONOMY_ID                   	9606
#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           	Colo205_DMSO1	LJ_001	Factor:Control	RAW_FILE_NAME=LJ_001.d
SUBJECT_SAMPLE_FACTORS           	Colo205_DMSO2	LJ_002	Factor:Control	RAW_FILE_NAME=LJ_002.d
SUBJECT_SAMPLE_FACTORS           	Colo205_DMSO3	LJ_006	Factor:Control	RAW_FILE_NAME=LJ_006.d
SUBJECT_SAMPLE_FACTORS           	Colo205_ASP1	LJ_008	Factor:10 mM Aspartate	RAW_FILE_NAME=LJ_008.d
SUBJECT_SAMPLE_FACTORS           	Colo205_ASP2	LJ_009	Factor:10 mM Aspartate	RAW_FILE_NAME=LJ_009.d
SUBJECT_SAMPLE_FACTORS           	Colo205_ASP3	LJ_010	Factor:10 mM Aspartate	RAW_FILE_NAME=LJ_010.d
SUBJECT_SAMPLE_FACTORS           	Colo205_IACS1	LJ_026	Factor:100 nM IACS-010759	RAW_FILE_NAME=LJ_026.d
SUBJECT_SAMPLE_FACTORS           	Colo205_IACS2	LJ_027	Factor:100 nM IACS-010759	RAW_FILE_NAME=LJ_027.d
SUBJECT_SAMPLE_FACTORS           	Colo205_IACS3	LJ_029	Factor:100 nM IACS-010759	RAW_FILE_NAME=LJ_029.d
SUBJECT_SAMPLE_FACTORS           	Colo205_IACS+ASP1	LJ_031	Factor:100 nM IACS-010759+10 mM Aspartate	RAW_FILE_NAME=LJ_031.d
SUBJECT_SAMPLE_FACTORS           	Colo205_IACS+ASP2	LJ_032	Factor:100 nM IACS-010759+10 mM Aspartate	RAW_FILE_NAME=LJ_032.d
SUBJECT_SAMPLE_FACTORS           	Colo205_IACS+ASP3	LJ_034	Factor:100 nM IACS-010759+10 mM Aspartate	RAW_FILE_NAME=LJ_034.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_DMSO1	LJ_014	Factor:Control	RAW_FILE_NAME=LJ_014.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_DMSO2	LJ_015	Factor:Control	RAW_FILE_NAME=LJ_015.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_DMSO3	LJ_018	Factor:Control	RAW_FILE_NAME=LJ_018.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_ASP1	LJ_020	Factor:10 mM Aspartate	RAW_FILE_NAME=LJ_020.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_ASP2	LJ_023	Factor:10 mM Aspartate	RAW_FILE_NAME=LJ_023.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_ASP3	LJ_024	Factor:10 mM Aspartate	RAW_FILE_NAME=LJ_024.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_IACS1	LJ_037	Factor:100 nM IACS-010759	RAW_FILE_NAME=LJ_037.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_IACS2	LJ_038	Factor:100 nM IACS-010759	RAW_FILE_NAME=LJ_038.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_IACS3	LJ_041	Factor:100 nM IACS-010759	RAW_FILE_NAME=LJ_041.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_IACS+ASP1	LJ_045	Factor:100 nM IACS-010759+10 mM Aspartate	RAW_FILE_NAME=LJ_045.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_IACS+ASP2	LJ_046	Factor:100 nM IACS-010759+10 mM Aspartate	RAW_FILE_NAME=LJ_046.d
SUBJECT_SAMPLE_FACTORS           	LIM1215_IACS+ASP3	LJ_048	Factor:100 nM IACS-010759+10 mM Aspartate	RAW_FILE_NAME=LJ_048.d
#COLLECTION
CO:COLLECTION_SUMMARY            	1. Metabolic Arrest 1.1 Remove culture from incubator 1.2 Aspirate media from
CO:COLLECTION_SUMMARY            	wells using vacuum sipper 1.3 Dispense about 1mL of 37oC MilliQ water to the
CO:COLLECTION_SUMMARY            	cell surface 1.4 Briefly ‘rock’ the plate for 2 secs 1.5 Aspirate the water
CO:COLLECTION_SUMMARY            	off the cells 1.6 Wait 3 more secs then add ~ enough LN2 to cover surface of
CO:COLLECTION_SUMMARY            	well/plate 1.7 Briefly store on dry ice, and transfer to a -80oC freezer if not
CO:COLLECTION_SUMMARY            	extracting immediately. 1.8 Extract/assay within 7 days 1.9 Time to complete
CO:COLLECTION_SUMMARY            	steps 1.3 – 1.5 should be minimised to prevent changes in metabolic state due
CO:COLLECTION_SUMMARY            	to cells being stressed 2. Metabolic Extraction 2.1 Transfer plates from the -80
CO:COLLECTION_SUMMARY            	deg C freezer to a 4 deg C cold room 2.2 Add 500μL of ice cold 9:1 MeOH:CHCl3,
CO:COLLECTION_SUMMARY            	v/v (+ internal standards, allow to incubate for 10 minutes 2.3 Scrape/suspend
CO:COLLECTION_SUMMARY            	with a cell lifter 2.4 Transfer to 1.5mL microcentrifuge tubes, Vortex for 30s
CO:COLLECTION_SUMMARY            	2.5 Thermomix at 950rpm for 5 mins 2.6 Centrifuge at 15,000rpm for 5 mins
CO:SAMPLE_TYPE                   	Cultured cells
#TREATMENT
TR:TREATMENT_SUMMARY             	After seeding cells in 6-well plates for 24 hours, Colo205 and LIM1215 cells
TR:TREATMENT_SUMMARY             	were treated with Vehicle control DMSO, 100 nM IACS-010759, 10 mM Aspartate, 100
TR:TREATMENT_SUMMARY             	nM IACS-010759 combined with 10 mM Aspartate, for 24 hours.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Add 500uL of ice cold 1:9 chloroform:methanol (+ internal standards) and
SP:SAMPLEPREP_SUMMARY            	scrape/suspend with a cell lifter Transfer to 1.5 mL microcentrifuge tubes
SP:SAMPLEPREP_SUMMARY            	Vortex for 30s Thermomix at 950rpm for 5 mins Centrifuge at 15,000rpm for 5 mins
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_TYPE           	HILIC
CH:INSTRUMENT_NAME               	Agilent 1200
CH:COLUMN_NAME                   	Merck Millipore SeQuant ZIC-pHILIC column (150 mm × 4.6 mm, 5 μm)
CH:SOLVENT_A                     	20 mM (NH4)2CO3, pH 9.0, Sigma-Aldrich
CH:SOLVENT_B                     	100% acetonitrile, Hypergrade for LCMS LiChrosolv, Merck
CH:FLOW_GRADIENT                 	time (t) =0 min, 80% B; t =0.5 min, 80% B; t =15.5 min, 50% B; t =17.5 min, 30%
CH:FLOW_GRADIENT                 	B; t =18.5 min, 5% B, t =21.0 min, 5% B; t =23 min, 80% B, t =33 min, 80% B.
CH:FLOW_RATE                     	300 μL/min
CH:COLUMN_TEMPERATURE            	30 ◦C
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Agilent 6545 QTOF
MS:INSTRUMENT_TYPE               	Single quadrupole
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	NEGATIVE
MS:MS_COMMENTS                   	Peak intensity data was analyzed using MetaboAnalyst. Briefly, data was
MS:MS_COMMENTS                   	normalized using median, log2FC, and p-value was generated using one-factor
MS:MS_COMMENTS                   	statistical analysis.
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	peak intensity
MS_METABOLITE_DATA_START
Samples	LJ_001	LJ_002	LJ_006	LJ_008	LJ_009	LJ_010	LJ_014	LJ_015	LJ_018	LJ_020	LJ_023	LJ_024	LJ_026	LJ_027	LJ_029	LJ_031	LJ_032	LJ_034	LJ_037	LJ_038	LJ_041	LJ_045	LJ_046	LJ_048
Factors	Factor:Control	Factor:Control	Factor:Control	Factor:10 mM Aspartate	Factor:10 mM Aspartate	Factor:10 mM Aspartate	Factor:Control	Factor:Control	Factor:Control	Factor:10 mM Aspartate	Factor:10 mM Aspartate	Factor:10 mM Aspartate	Factor:100 nM IACS-010759	Factor:100 nM IACS-010759	Factor:100 nM IACS-010759	Factor:100 nM IACS-010759+10 mM Aspartate	Factor:100 nM IACS-010759+10 mM Aspartate	Factor:100 nM IACS-010759+10 mM Aspartate	Factor:100 nM IACS-010759	Factor:100 nM IACS-010759	Factor:100 nM IACS-010759	Factor:100 nM IACS-010759+10 mM Aspartate	Factor:100 nM IACS-010759+10 mM Aspartate	Factor:100 nM IACS-010759+10 mM Aspartate
ISTD_13C Sorbitol	44197	34178	31413	44601	56437	33122	34270	32892	31533	28186	31423	29020	35993	39245	33456	28669	44744	32536	31693	35251	27853	29759	25871	28656
ISTD_13C Valine	27466	26403	23367	25813	25858	25559	21878	20244	21689	22515	22828	24827	25068	24059	22952	23014	27597	25101	22824	23394	22529	23187	24443	22222
ISTD_13C Leucine	36627	32442	32975	32366	34439	32281	30718	27555	30034	30800	32392	33005	30183	30184	28587	29792	34942	31457	30517	31065	31418	30104	32620	30033
(R)-Lipoic acid	307	287	351	348	341	307	1190	1932	1298	2444	1917	803	1283	1571	1448	1577	1441	1509	660	557	346	992	1311	890
2-Hydroxyethanesulfonate	13066	13795	12332	14038	12451	14041	9915	8287	7330	8469	10738	10866	11099	12305	13871	9344	12348	13893	6250	6806	8688	9209	8561	9471
2-Methylcitric acid	592	296	351	348	341	307	1190	1932	1815	2444	1917	803	1283	1571	1448	1577	1441	1509	374	361	346	992	1311	890
2-Phenylglycine	1222	1289	643	633	1194	1284	2984	2462	1734	2285	2226	2490	617	1744	986	585	1099	887	1596	1574	1124	1844	2166	2710
3,3-Dimethylglutaric acid	8510	11870	8974	8241	789	7632	1534	5942	7670	12502	7630	8420	9170	16937	9481	2325	14092	8200	8715	7757	8686	898	6069	958
3,4-Dihydroxybenzeneacetic acid	1871	3654	7378	2795	3132	4538	55251	49419	50916	57872	66503	62053	9927	3880	4676	2955	4166	3515	20087	18589	22185	21734	20826	23451
4-Hydroxyproline	1794	1561	1374	1200	1710	1059	2644	3116	2722	1959	2055	2030	687	1573	1921	1333	2005	619	2029	992	1609	1577	2459	1534
5-Aminopentanoic acid	5957	5954	5247	3912	3616	3376	809	815	836	584	347	557	4777	5456	4577	3165	3934	3520	1362	1222	1486	706	974	1592
Acetoacetic acid	2469	3289	3476	2284	2010	2096	5769	4501	5760	5664	7936	4980	12795	14492	14660	2486	3469	4619	11321	12576	14540	4316	5888	6539
Acetyl-CoA	842	599	281	536	233	530	2443	2094	1895	1492	2458	2352	454	535	229	267	477	258	1518	1693	1640	959	1082	1413
Adenine	918	1581	1735	1022	1279	1516	1765	1739	1969	3111	3454	3722	867	593	1805	1507	1481	1658	1066	1136	1141	1579	1830	2070
Adenosine diphosphate	25891	18994	19682	20557	19084	21554	58334	49417	64839	71187	69212	64413	10968	12963	12674	17851	20437	19375	47331	58331	54670	34269	52238	57414
Adenosine monophosphate	22466	13310	12359	24469	19582	33069	216301	261130	208424	350960	409694	373469	5169	6242	5875	11403	12222	11638	79378	88457	92879	92593	132975	145410
Adenosine triphosphate	26730	24765	34015	23803	26057	20433	25278	17934	28487	34338	46046	41645	33960	34657	40293	26872	37331	36803	30777	52077	42877	18612	32374	38071
Alanine	26704	27304	26538	29163	31156	28221	48910	53334	51263	48490	57525	57135	19374	21361	21095	23598	25964	22410	32341	35330	35437	41544	46105	44672
Allantoin	2479	2404	2682	3241	2737	3292	4777	3822	3751	4653	5077	4822	2494	2923	3776	2383	3303	1087	4042	4551	5004	3749	3854	4344
Aminoadipic acid	735	757	668	799	882	592	814	1324	1347	810	1275	1328	446	1191	1020	896	1097	608	2393	2159	2570	1858	1906	1981
Arabinose	10836	9653	9569	9732	11508	9717	10287	10312	7303	9626	10145	10227	14275	13783	14777	9553	13692	11487	5905	6417	6600	4741	5855	6204
Arachidic acid	908	905	1277	1196	1114	1039	3793	3494	3049	4346	4429	4013	2192	1618	1906	2026	2089	1109	3743	4010	3128	3392	4079	3061
Arginine	2053	2679	3592	2134	2228	3629	3983	4204	4914	6727	7237	7723	3083	3480	4849	3509	3465	3054	4547	5303	6045	4326	5461	5072
Asparagine	4097	4286	3678	3959	4355	3219	16159	17357	17883	13500	12818	13601	3385	5523	4739	3579	4817	3765	9681	9721	10955	10831	10786	13714
Aspartic acid	118552	155204	144154	936285	770864	1165542	184617	178316	179650	1175722	1338366	1143538	14320	19767	17552	417771	704019	647696	33109	30782	32168	428288	434174	575647
Azelaic acid	3802	5414	7426	3521	1408	2589	1334	7356	3396	4062	3616	4196	11634	4836	7116	2322	3192	2903	3575	2276	2560	1757	2497	1789
Behenic acid	3689	2866	2392	3289	2713	2856	2836	3319	2561	3469	3409	3343	3777	3179	2976	3210	3907	3479	3877	4404	3259	3306	3687	3521
beta-Alanine	29668	32986	30485	122017	107287	157872	37535	39326	34824	170411	206982	186454	7868	9730	8561	88084	110673	87031	7819	7795	7830	89661	88872	96512
Caffeic acid	13597	12096	7230	5470	323	5785	615	18031	5420	9534	17373	27805	49462	13232	46074	5987	11758	7440	24072	5140	6676	284	13019	762
Capric acid	1872	2745	2283	1666	2633	2689	3065	1106	1748	1760	3392	2250	2506	2197	2514	7155	3368	2451	2117	2145	2248	2083	1657	3247
Caprylic acid	1917	1620	1762	581	2948	2030	2269	1464	2041	1157	1945	1154	1636	1648	1578	4110	1651	1832	1110	1060	1680	1794	499	2582
cis-Aconitic acid	2379	2526	1641	2605	3642	2145	5083	3918	5146	8285	8360	7269	840	509	438	786	956	1353	1775	3751	3012	1597	2815	2505
Citicoline	524	562	494	569	500	318	3080	4229	5103	4785	6130	6618	209	199	195	500	745	257	2159	2442	2610	4066	3641	4382
Citric acid	35417	34669	32613	44279	53929	35876	79331	73116	77265	123122	136817	115337	9280	9904	8768	12151	10480	12526	20238	34815	35935	27970	35934	34509
Coenzyme A	5609	4986	5739	5109	4660	5073	36711	36010	38422	37413	39071	39196	3563	3747	4159	3379	4003	3983	15116	16466	16686	19287	22371	20832
D-2-Hydroxyglutaric acid	9706	13301	10281	10705	7296	12548	10806	14560	17895	20934	22789	13608	19670	24976	22332	14749	22703	23455	31967	29084	31209	28104	35366	31954
Deoxycytidine	300	278	337	291	338	313	376	316	630	291	311	466	1713	2260	1781	1742	2214	2320	2436	2398	2827	3278	3710	4210
D-Lactic acid	46195	52230	47098	52221	57449	59078	49486	43204	39577	55711	63294	63841	125877	156910	165156	128602	176855	152992	145987	162795	205391	203413	216978	216016
Dodecanoic acid	3924	3688	2385	3098	3824	4449	2010	2960	3683	2715	5435	3715	4156	3785	4648	5689	4353	4432	3057	3771	4035	1919	2923	711
Ethylmalonic acid	2462	2395	2170	1811	1071	1571	260	204	202	247	339	249	5204	5267	5346	4007	6607	4539	277	500	449	329	349	214
FAD	1987	1952	2033	2244	2207	2109	3180	3166	2685	3224	3837	3874	2154	2615	2104	1735	2347	2234	2596	3031	3065	2460	3055	3526
Fructose	6324	8050	8049	8556	7588	9382	6292	9664	8113	11819	15934	15499	10201	8797	11104	6726	9695	7243	12402	11541	14679	9820	12344	9932
Fructose 1,6-bisphosphate	1547	924	1369	1292	1473	631	1257	668	1206	1133	1805	1942	7918	8251	7245	5285	6451	6223	4490	6286	4994	1758	2710	3788
Fructose 6-phosphate	1759	1331	1666	1549	1135	2334	7203	7994	7232	9257	11264	9791	1672	2363	1992	2553	2443	2779	6879	8461	8272	7622	10801	8588
Fumaric acid	88980	101525	90481	99520	89228	93153	83984	75496	79348	129924	141147	107282	252347	276833	269945	224936	314782	290514	169188	182871	191102	218072	234835	244049
Galactonolactone	22592	19182	19438	11175	1315	16477	855	18039	15718	21879	20866	19316	21686	20037	23418	1728	22378	17022	17658	14735	17152	728	13666	698
Galacturonic acid	3945	4158	3384	4349	4270	4599	2017	1696	1930	2000	2355	1656	3240	3149	4068	2739	3980	3784	2062	1949	2253	2369	1967	2113
gamma-Aminobutyric acid	132788	138869	135890	145686	148996	141969	257897	260097	247484	280434	305172	304205	114276	131615	132819	95609	139171	125666	218012	215321	225120	202667	205700	207189
gamma-Butyrolactone	15972	12065	7842	10018	1524	11903	2816	10338	13180	6718	19956	16380	15260	14485	14438	2914	16918	13416	13020	13146	14912	2052	11956	2400
Gamma-Caprolactone	7973	9421	6570	6837	987	8628	1558	5818	8572	7644	10940	9917	7166	9989	6487	938	11087	8901	7267	8000	10309	566	6602	1531
Gluconic acid	5674	6646	6070	6872	7440	6854	3175	2793	2431	2864	3083	3638	29326	32027	32741	25503	35713	30715	9010	9678	11260	9626	7794	9865
Glucose	29400	30888	30932	38325	34701	48071	14073	16254	13186	23320	26715	22728	38465	33475	43779	26882	33242	21011	15212	17906	23962	14363	10006	14353
Glucose 6-phosphate	5299	4006	5426	3673	2495	6838	26578	28790	23808	28533	35964	31863	1606	1327	988	5902	6118	7176	17161	18600	27396	30777	36448	33390
Glucuronic acid	2707	2555	2476	3016	2887	3050	969	1133	767	568	1260	1132	2252	3038	2830	2023	2549	2601	767	1246	1204	1018	629	717
Glutaconic acid	28826	25694	14286	20970	2695	24385	4421	19119	23672	12370	40364	31575	28764	27206	30159	5325	28683	24812	25260	24042	26966	3184	24569	4646
Glutamic acid	1657264	1853262	1780915	1928982	1934953	1948510	2780899	2666054	2734005	3048984	3325441	3172745	1429480	1705240	1764707	1344186	1705976	1625478	2612495	2543827	2695172	2353397	2315210	2430524
Glutamine	989539	864138	841365	916275	952618	838678	670035	696207	429575	315295	396027	515979	1036425	1103748	1097243	884045	1207105	817755	992256	948346	1090522	809412	682494	794573
Glyceraldehyde 3-phosphate	1337	1263	1343	872	1518	1116	239	261	225	537	309	790	4971	6384	6376	4203	6097	5994	2145	2100	1926	2630	2792	2885
Glyceric acid	1313	1480	1633	1509	1369	1616	1584	1452	1647	2162	1595	2417	2428	2602	1785	1842	2434	1912	1753	2145	2354	1729	1952	2125
Glycerol 3-phosphate	1863	1268	1619	705	2090	659	951	1106	821	1225	1160	517	5386	6123	5756	5993	6123	5527	1521	1102	1610	956	1295	1245
Glycerophosphocholine	3785	3767	4951	5226	5541	4823	6065	6068	5884	6253	7129	7813	1385	1581	1404	1779	2106	2150	2034	2211	2514	2768	3221	3156
Glycine	21260	21671	22286	27141	29484	25205	34293	32125	28666	31363	30617	32772	20016	25473	24768	20492	24133	19806	22816	25864	26938	25486	21619	27626
Guanosine diphosphate	928	573	566	1184	965	546	1813	1469	1740	2725	2943	3034	868	694	884	1001	1046	1104	1287	3067	2408	1040	1635	1543
Guanosine monophosphate	1640	1044	1012	1871	1880	2538	6316	7542	6664	10258	13783	11639	708	983	918	967	1145	991	3266	3045	3105	3541	5162	5218
Guanosine triphosphate	817	610	1123	836	684	440	620	548	608	1321	1496	1903	1718	1369	2005	1012	1567	1237	785	2473	1227	425	732	982
Heptadecanoic acid	3202	2113	2175	2117	1627	1790	2080	3318	2310	2643	2848	2991	1480	1479	1024	2241	2149	1733	2878	2272	1805	2324	2148	2508
Hypotaurine	13542	12573	11272	13179	10831	12109	2332	3418	3191	2559	3629	3896	13765	12020	13749	10686	14689	8357	4956	3042	3691	3580	2612	3314
Hypoxanthine	5108	4043	2414	7257	7823	5950	4636	6867	5717	17198	18804	15584	2545	3494	2189	2839	2402	2232	345	1087	1313	1940	1939	2907
Isoleucine	114672	119575	130182	128957	131219	137036	260116	276164	258345	277308	292662	314631	112579	127026	130527	112267	134375	123388	186179	193860	211190	217839	222909	237977
Isomaltose	1313	653	750	500	175	202	220	197	1022	216	638	207	548	270	711	253	561	222	237	283	850	1985	727	525
Itaconic acid	2542	3319	2819	2658	2453	3259	3410	3849	4547	5327	5176	3643	4737	5805	5680	3349	5124	6056	6090	7386	8118	7323	8724	7553
Ketoleucine	9986	9053	6920	5639	3833	9087	4860	6998	7442	8233	10545	10715	9160	11152	10043	8189	10746	9685	9938	8873	10909	4280	7720	4392
Leucine	110655	118484	126357	122921	124328	124986	256402	266702	254642	272276	297692	321946	101888	121161	126199	109392	129850	118754	180619	193267	205744	222630	233233	237387
Linoleic acid	3117	3481	2932	3430	3732	3503	3991	4400	4102	4111	4887	5058	3924	4009	4438	3837	3775	3847	3455	3554	3627	4280	4361	4287
Lysine	2547	3768	3723	3544	2970	4569	6063	6438	5952	8553	10503	10921	4317	4205	6910	4470	5471	5260	6294	7016	8959	4963	7180	7725
Maleic acid	44776	42199	23836	28433	4810	30415	4553	40059	33320	23963	56240	46765	66035	41602	52501	9691	34164	33183	43181	30707	35183	3948	40242	5684
Malic acid	396256	651551	385658	640367	433603	427678	375925	334054	367593	808901	947250	509792	1671770	1872633	1819758	1445383	2140028	1972421	1182144	1209947	1278984	1443626	1494744	1619597
Malonic acid	1818	1728	1519	2148	2008	1026	5412	4955	5278	8938	9195	6575	2088	1722	2047	1930	1200	1582	3548	3895	4170	3296	3889	4215
Methionine	42115	47849	46413	54743	59609	53440	106352	116295	101458	117247	122941	130938	48393	54232	53713	44121	55282	48428	83040	80572	89248	91010	81400	97263
Methionine sulfoxide	3707	4041	3718	3761	3831	3948	7170	6905	6465	6367	6137	6727	4197	5083	4354	3686	4954	3090	6230	6003	5742	6285	6010	6444
myo-Inositol	346444	322019	296058	362627	399924	350435	2994826	2780683	2695710	2962383	3298732	3133006	328331	380182	347458	294861	406193	341865	2425176	2506868	2667032	2533956	2523615	2762397
Myristic acid	8571	6807	6312	6236	6654	7237	2533	5158	4348	3894	4871	5624	9588	6638	9482	7458	7511	7036	4120	3802	3988	4156	3847	3434
N-Acetylalanine	10640	12791	10601	14100	13385	13053	7700	7491	7332	7555	7519	8852	12400	14184	14354	11111	14032	13613	7962	7439	7726	8308	8970	10968
N-Acetylglutamic acid	66261	69406	72040	72061	71890	71840	104862	104521	99313	100112	108105	109024	69508	87817	87556	67718	85397	82411	119751	125015	131075	127885	121440	132485
N-Acetylglutamine	13677	14244	13788	15397	17452	15185	17352	18455	15952	16144	17327	19034	18378	21709	19698	16170	23437	20084	20683	22608	24070	24552	23771	27776
N-Acetylneuraminic acid	34075	33571	33566	38524	36862	40054	29919	31046	25233	34140	35204	35356	19939	24897	26059	21936	26350	25185	13379	15615	18018	14749	19790	20308
NAD	19026	15331	17116	16639	17899	16836	41177	35073	39704	38546	45761	44011	17199	17636	17290	15490	21154	17585	37512	38191	40712	39115	46073	46008
NADP	1233	959	1392	774	689	723	919	335	985	842	886	765	990	1366	1042	1231	1628	1326	1198	1345	1317	703	932	1051
N-alpha-Acetyllysine	22031	17399	15218	23172	28083	16609	17732	17932	16037	14048	16141	14517	18113	13658	17380	14092	22394	10505	16046	17037	14417	14620	13234	15331
Octadecanedioic acid	1901	1079	773	1064	973	528	889	2164	663	779	2989	1621	1521	802	3298	1018	950	776	869	783	905	964	669	427
Oleic acid	70021	80549	75769	76033	74137	84401	33416	35916	35956	38976	40625	42194	60662	68327	63462	59161	63437	68329	25499	31829	27180	30280	34774	35163
Orotic acid	8222	6676	5603	11932	10226	12307	26104	23898	23426	28048	32225	26183	15012	17191	12661	11815	14290	12156	16357	17413	16952	23505	25531	21161
Orotidine	16407	15952	15181	20059	18544	15984	64357	60000	57620	69471	76180	73499	15241	16908	17902	13776	19012	16266	37489	43116	42852	38891	40382	41439
Oxidized glutathione	3523	4733	2876	2108	1993	1940	3681	4227	3646	6138	4656	5439	6414	6608	7643	2264	2935	3106	2489	3231	3684	4064	6606	4246
Oxoglutaric acid	1867	2658	2401	1819	1865	1862	3789	3642	4410	3809	5995	3239	9566	11362	10214	2090	2591	2734	8356	9786	10577	2695	4691	4532
PA(16:0/16:0)	1202	1465	1356	1299	1492	1374	3140	2989	2876	2739	2910	2644	1878	1876	1867	1584	1878	1690	2078	2282	2528	2368	2348	2109
Palmitic acid	69297	70754	48254	44510	45539	40806	31822	37238	27553	41153	37165	39760	50918	39386	41069	49391	44442	40789	55544	44672	32444	31945	32169	35417
Pantothenic acid	278530	299723	256547	321053	296632	300419	812312	744715	743898	810677	922730	829543	237705	243280	252173	188825	257686	225022	691293	822482	805077	787349	809661	818658
Pelargonic acid	8092	8556	5560	5520	20100	8936	17769	4801	6794	6152	9033	6770	6032	8333	7155	45260	8090	8392	6289	7367	8313	15334	5339	18869
Pentadecanoic acid	2878	3201	2030	2336	1030	2302	936	4242	2007	2494	2724	3066	5120	2587	3928	1644	2419	2173	2191	2132	2198	1732	1607	1705
Phenylalanine	113568	125472	131308	136599	140659	138518	306355	318333	295695	321117	336371	361057	118955	131399	135203	116451	136995	129427	217413	227885	236075	250987	267459	275301
Phthalic acid	77993	69441	40267	31044	7904	30212	7916	111981	33343	53282	104481	138439	212914	61401	209850	22658	58161	37322	123381	27377	46520	7363	66672	8650
Proline	61134	65119	60425	66737	74814	67313	183000	183269	183805	178855	201837	211971	46553	58167	51974	48297	56293	51748	202973	224991	226453	248707	258657	262211
Pyridoxine	5590	7917	6567	8364	7714	8723	10143	10915	10340	12849	15597	12264	6266	8247	9840	4970	8556	6642	10457	11810	13898	9352	9338	10848
Pyroglutamic acid	714913	866886	840508	876561	849784	940891	962457	1002690	953084	1002617	1061256	1073797	962644	1160538	1211934	893741	1189585	1002936	992928	1093063	1198852	1118273	1068802	1080835
Pyruvic acid	2186	2205	2369	2403	1554	2406	2194	1862	2112	2795	3001	2707	4644	5291	5086	4147	6200	6070	3601	3042	3486	4082	4572	4458
Ribose 5-phosphate	1537	1003	1432	1530	930	1605	1216	1213	1424	1468	1643	1630	791	886	1299	1660	1650	1703	1511	1732	1006	1808	2193	1544
S-Adenosylhomocysteine	2687	3031	1699	6735	5428	7016	33153	33008	26882	23249	21403	38294	3229	5437	6341	3170	4980	3918	17561	21609	16527	15092	12873	9299
Serine	56199	70680	64252	72948	79339	72203	111396	116877	99985	127500	126209	114161	67411	87859	81254	63663	84762	82597	135630	139991	147303	139728	136069	159754
Shikimic acid	10082	13378	9619	4737	1818	8291	2120	7610	8370	11822	12406	12248	13161	14216	12816	1473	12892	8672	11486	7315	8391	2290	6675	3344
Sorbitol	3857	4376	4298	5131	5569	4884	5978	5953	5149	6445	8503	7574	6185	6729	6706	4453	6562	4659	8507	9061	9635	8531	7175	8837
Stearic acid	71499	75170	42129	37626	32168	28902	44130	44684	39385	58794	46543	49667	41704	30226	31353	57680	38186	32056	69339	55061	45152	37335	40444	43734
Succinic acid	28786	36383	26503	33344	20504	30380	11709	24179	20955	28926	32765	23919	26579	25916	25882	6766	16459	16765	26115	17542	18950	7009	20000	7277
Succinic anhydride	3200	3283	2686	2733	1949	3111	1774	2544	1933	3289	3457	2682	2861	2472	1960	806	1503	1639	2333	1771	2307	1118	1731	713
Taurine	1125358	1150884	1128326	780470	822530	676707	942265	922340	864937	249553	300227	357915	1109107	1225230	1322443	786800	1054136	882791	1035243	1045972	1112476	754870	747580	712450
Thiamine pyrophosphate	1017	560	257	1456	931	1881	20021	21736	17182	34394	39555	33582	270	262	240	271	595	488	2591	4574	5163	4745	8852	9781
Threonic acid	426512	422940	398643	503358	671998	420499	231052	211688	211396	232604	260728	248660	631123	687920	672679	375235	710254	651109	240725	264827	275225	295910	295868	332539
Threonine	297472	338521	336857	392820	412052	387890	432507	565776	411403	645448	501436	569752	306146	360821	337831	288776	334404	308419	332916	357425	392845	385785	305730	413410
Tryptophan	24348	27000	29385	27940	28522	28632	71770	74492	69451	71927	78645	86115	24205	27814	28649	22354	29804	27083	46492	50661	54664	60060	59842	62889
Tyrosine	101495	118192	116440	129160	133667	126178	314049	321474	289168	311201	341691	356083	111304	129791	128542	107697	130847	119102	220397	224264	244563	257653	250813	280674
Uracil	10209	8796	9030	9357	8727	9364	32927	31978	30172	35527	39317	37558	9471	10549	9745	8580	10351	9498	21394	21960	21399	20644	22458	22893
Ureidosuccinic acid	1464	1277	1307	1341	1679	1528	765	404	1008	339	1011	1062	1913	2521	2371	1618	2318	1817	845	1231	1335	915	938	543
Uridine 5'-diphosphate	3324	2414	2218	2286	2403	2895	6998	5756	7388	7282	7724	7302	1400	1467	1656	2718	2683	2589	5290	6960	6351	3828	5134	6943
Uridine 5'-monophosphate	3402	2915	2417	4002	3119	5617	19682	21828	20324	41168	45951	29285	928	1474	1390	2075	2335	2047	7213	8203	8795	9081	12901	14000
Uridine diphosphate glucose	9885	9585	8413	8300	8538	8708	13036	11472	13433	16312	19397	17507	8561	8731	9086	9008	10304	9412	8800	9739	9849	9640	11429	10405
Uridine diphosphate-N-acetylglucosamine	93267	85006	86472	73160	73995	75030	380188	362982	384816	392033	597732	399895	21913	23043	23689	20788	27349	25057	63016	71373	73602	69721	78133	70985
Urocanic acid	1783	2093	1477	1003	1486	1273	1275	1563	903	1446	1177	644	1393	1101	1177	753	969	763	1279	1394	1344	1125	794	1034
Valine	74433	82050	81863	80623	89319	90934	172018	181918	170990	182566	199491	208448	80540	85615	87533	77679	88186	85202	125555	132907	145608	147397	147446	161181
Xanthine	12371	13837	13905	18497	17665	19184	29048	35743	29631	53991	71375	61754	14648	17377	20190	13481	18182	15124	24411	26746	30185	31078	29037	34696
Xylitol	2588	2519	2305	2640	3324	3620	1787	1666	1639	1715	1941	1594	9779	12072	9588	7872	10339	8812	2254	2245	2564	2289	1782	2336
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	HMDB	PubChem	KEGG
ISTD_13C Sorbitol	NA	NA	NA
ISTD_13C Valine	NA	NA	NA
ISTD_13C Leucine	NA	NA	NA
(R)-Lipoic acid	HMDB0001451	6112	C16241
2-Hydroxyethanesulfonate	HMDB0003903	7866	C05123
2-Methylcitric acid	HMDB0000379	5290	C02225
2-Phenylglycine	HMDB0002210	99291	NA
3,3-Dimethylglutaric acid	HMDB0002441	20984	NA
3,4-Dihydroxybenzeneacetic acid	HMDB0001336	547	C01161
4-Hydroxyproline	HMDB0000725	5810	C01157
5-Aminopentanoic acid	HMDB0003355	138	C00431
Acetoacetic acid	HMDB0000060	96	C00164
Acetyl-CoA	HMDB0001206	444493	C00024
Adenine	HMDB0000034	190	C00147
Adenosine diphosphate	HMDB0001341	6022	C00008
Adenosine monophosphate	HMDB0000045	6083	C00020
Adenosine triphosphate	HMDB0000538	5957	C00002
Alanine	HMDB0000161	5950	C00041
Allantoin	HMDB0000462	204	C01551
Aminoadipic acid	HMDB0000510	469	C00956
Arabinose	HMDB0000646	439195	C02479
Arachidic acid	HMDB0002212	10467	C06425
Arginine	HMDB0000517	6322	C00062
Asparagine	HMDB0000168	6267	C00152
Aspartic acid	HMDB0000191	5960	C00049
Azelaic acid	HMDB0000784	2266	C08261
Behenic acid	HMDB0000944	8215	C08281
beta-Alanine	HMDB0000056	239	C00099
Caffeic acid	HMDB0001964	1549111	C01481
Capric acid	HMDB0000511	2969	C01571
Caprylic acid	HMDB0000482	379	C06423
cis-Aconitic acid	HMDB0000072	643757	C00417
Citicoline	HMDB0001413	13804	C00307
Citric acid	HMDB0000094	311	C00158
Coenzyme A	HMDB0001423	87642	C00010
D-2-Hydroxyglutaric acid	HMDB0000606	439391	C01087
Deoxycytidine	HMDB0000014	13711	C00881
D-Lactic acid	HMDB0001311	61503	C00256
Dodecanoic acid	HMDB0000638	3893	C02679
Ethylmalonic acid	HMDB0000622	11756	NA
FAD	HMDB0001248	643975	C00016
Fructose	HMDB0000660	439709	C02336
Fructose 1,6-bisphosphate	HMDB0001058	445557	C05378
Fructose 6-phosphate	HMDB0000124	69507	C00085
Fumaric acid	HMDB0000134	444972	C00122
Galactonolactone	HMDB0002541	5640	C03383
Galacturonic acid	HMDB0002545	84740	C08348
gamma-Aminobutyric acid	HMDB0000112	223130	C00334
gamma-Butyrolactone	HMDB0000549	7302	C01770
Gamma-Caprolactone	HMDB0003843	12756	NA
Gluconic acid	HMDB0000625	10690	C00257
Glucose	HMDB0000122	5793	C00221
Glucose 6-phosphate	HMDB0001401	5958	C00092
Glucuronic acid	HMDB0000127	94715	C00191
Glutaconic acid	HMDB0000620	5280498	C02214
Glutamic acid	HMDB0000148	33032	C00025
Glutamine	HMDB0000641	5961	C00064
Glyceraldehyde 3-phosphate	NA	NA	NA
Glyceric acid	HMDB0000139	439194	C00258
Glycerol 3-phosphate	HMDB0000126	439162	C00093
Glycerophosphocholine	HMDB0000086	71920	C00670
Glycine	HMDB0000123	750	C00037
Guanosine diphosphate	HMDB0001201	8977	C00035
Guanosine monophosphate	HMDB0001397	6804	C00144
Guanosine triphosphate	HMDB0001273	6830	C00044
Heptadecanoic acid	HMDB0002259	10465	NA
Hypotaurine	HMDB0000965	107812	C00519
Hypoxanthine	HMDB0000157	790	C00262
Isoleucine	HMDB0000172	6306	C00407
Isomaltose	HMDB0002923	440656	C05400
Itaconic acid	HMDB0002092	811	C00490
Ketoleucine	HMDB0000695	70	C00233
Leucine	HMDB0000687	6106	C00123
Linoleic acid	HMDB0000673	5280450	C01595
Lysine	HMDB0000182	5962	C00047
Maleic acid	HMDB0000176	444972	C01384
Malic acid	HMDB0000744	525	C03668
Malonic acid	HMDB0000691	867	C04025
Methionine	HMDB0000696	6137	C00073
Methionine sulfoxide	HMDB0002005	847	C02989
myo-Inositol	HMDB0000211	NA	C00137
Myristic acid	HMDB0000806	11005	C06424
N-Acetylalanine	HMDB0000766	88064	NA
N-Acetylglutamic acid	HMDB0001138	185	C00624
N-Acetylglutamine	HMDB0006029	25561	NA
N-Acetylneuraminic acid	HMDB0000230	445063	C19910
NAD	HMDB0000902	5893	C00003
NADP	HMDB0000217	5886	C00006
N-alpha-Acetyllysine	HMDB0000446	192590	C12989
Octadecanedioic acid	HMDB0000782	70095	NA
Oleic acid	HMDB0000207	445639	C00712
Orotic acid	HMDB0000226	967	C00295
Orotidine	HMDB0000788	92751	C01103
Oxidized glutathione	HMDB0003337	975	C00127
Oxoglutaric acid	HMDB0000208	51	C00026
PA(16:0/16:0)	HMDB0000674	446066	C00416
Palmitic acid	HMDB0000220	985	C00249
Pantothenic acid	HMDB0000210	6613	C00864
Pelargonic acid	HMDB0000847	8158	C01601
Pentadecanoic acid	HMDB0000826	13849	C16537
Phenylalanine	HMDB0000159	6140	C00079
Phthalic acid	HMDB0002107	1017	C01606
Proline	HMDB0000162	145742	C00148
Pyridoxine	HMDB0000239	1054	C00314
Pyroglutamic acid	HMDB0000267	7405	C01879
Pyruvic acid	HMDB0000243	1060	C00022
Ribose 5-phosphate	HMDB0001548	439167	C00117
S-Adenosylhomocysteine	HMDB0000939	439155	C00021
Serine	HMDB0062263	5951	C00716
Shikimic acid	HMDB0003070	8742	C00493
Sorbitol	HMDB0000247	5780	C00794
Stearic acid	HMDB0000827	5281	C01530
Succinic acid	HMDB0000254	1110	C00042
Succinic anhydride	HMDB0032523	7922	C19524
Taurine	HMDB0000251	1123	C00245
Thiamine pyrophosphate	HMDB0001372	1132	C00068
Threonic acid	HMDB0000943	151152	C01620
Threonine	HMDB0000167	6288	C00188
Tryptophan	HMDB0000929	6305	C00078
Tyrosine	HMDB0000158	6057	C00082
Uracil	HMDB0000300	1174	C00106
Ureidosuccinic acid	HMDB0000828	93072	C00438
Uridine 5'-diphosphate	HMDB0000295	6031	C00015
Uridine 5'-monophosphate	HMDB0000288	6030	C00105
Uridine diphosphate glucose	HMDB0000286	53477679	C00029
Uridine diphosphate-N-acetylglucosamine	HMDB0000290	9547196	C00043
Urocanic acid	HMDB0000301	736715	C00785
Valine	HMDB0000883	6287	C00183
Xanthine	HMDB0000292	1188	C00385
Xylitol	HMDB0002917	6912	C00379
METABOLITES_END
#END