#METABOLOMICS WORKBENCH juliehaines_20240917_092840 DATATRACK_ID:5201 STUDY_ID:ST003487 ANALYSIS_ID:AN005725 PROJECT_ID:PR002140
VERSION             	1
CREATED_ON             	September 18, 2024, 8:54 pm
#PROJECT
PR:PROJECT_TITLE                 	Blocking tryptophan catabolism reduces triple-negative breast cancer invasive
PR:PROJECT_TITLE                 	capacity
PR:PROJECT_SUMMARY               	Anchorage-independent triple-negative breast cancer (TNBC) cells exhibit
PR:PROJECT_SUMMARY               	elevated levels of the tryptophan (TRP) catabolizing enzyme tryptophan
PR:PROJECT_SUMMARY               	2,3-dioxygenase 2 (TDO2) compared to the same cells grown in two-dimensional
PR:PROJECT_SUMMARY               	culture. Tracing of 13C11-TRP demonstrated that anchorage-independent culture
PR:PROJECT_SUMMARY               	and/or inflammatory cytokines that activate nuclear factor
PR:PROJECT_SUMMARY               	kappa-light-chain-enhancer of activated B (NFκB) increase TRP catabolism and
PR:PROJECT_SUMMARY               	production of downstream catabolites such as kynurenine (KYN), which activate
PR:PROJECT_SUMMARY               	the aryl hydrocarbon receptor (AhR). TDO2 expression is heterogeneous within
PR:PROJECT_SUMMARY               	TNBC cell lines. To determine the function of TDO2, both pharmacologic
PR:PROJECT_SUMMARY               	inhibition and genetic manipulation were conducted. TDO2 knockdown revealed a
PR:PROJECT_SUMMARY               	compensatory increase in indoleamine 2,3-dioxygenase 1 (IDO1), a non-homologous
PR:PROJECT_SUMMARY               	TRP catabolizing enzyme, indicating that dual inhibition of these two enzymes is
PR:PROJECT_SUMMARY               	necessary to reliably block TRP catabolism. Thus, we tested a newly developed
PR:PROJECT_SUMMARY               	TDO2/IDO1 dual inhibitor, AT-0174, and found that it effectively inhibits TNBC
PR:PROJECT_SUMMARY               	TRP catabolism. Furthermore, AT-0174 treatment or AhR inhibitor significantly
PR:PROJECT_SUMMARY               	decreased TNBC anchorage-independent survival, invasive capacity, and expression
PR:PROJECT_SUMMARY               	of mesenchymal genes and protein, while exogenous KYN increased invasion through
PR:PROJECT_SUMMARY               	AhR-mediated ZEB1 expression. Thus, dual inhibition of TDO2/IDO1 may prove
PR:PROJECT_SUMMARY               	efficacious against TNBC progression.
PR:INSTITUTE                     	University of Colorado Anschutz Medical Campus
PR:LABORATORY                    	Lab of Angelo D'Alessandro in collaboration with lab of Jennifer Richer
PR:LAST_NAME                     	Haines
PR:FIRST_NAME                    	Julie
PR:ADDRESS                       	12801 E 17th Ave, Room 1303, Aurora, Colorado, 80045, USA
PR:EMAIL                         	julie.haines@cuanschutz.edu
PR:PHONE                         	3037243339
#STUDY
ST:STUDY_TITLE                   	Tryptophan metabolite profiling of TNBC cell line BT549 grown in suspension with
ST:STUDY_TITLE                   	TDO inhibition.
ST:STUDY_SUMMARY                 	Indole-focused metabolomics analysis of TNBC cells (BT549) with pharmacological
ST:STUDY_SUMMARY                 	inhibition of TDO2 by AT-0174 or 680c91.
ST:INSTITUTE                     	University of Colorado Anschutz Medical Campus
ST:LAST_NAME                     	Haines
ST:FIRST_NAME                    	Julie
ST:ADDRESS                       	12801 E 17th Ave, Room 1303, Aurora, Colorado, 80045, USA
ST:EMAIL                         	julie.haines@cuanschutz.edu
ST:PHONE                         	3037243339
#SUBJECT
SU:SUBJECT_TYPE                  	Human
SU:SUBJECT_SPECIES               	Homo sapiens
SU:TAXONOMY_ID                   	9606
SU:GENDER                        	Female
#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           	-	BTS-68048-1	treatment:10 uM 680c91 | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-01+
SUBJECT_SAMPLE_FACTORS           	-	BTS-68048-2	treatment:10 uM 680c91 | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-02+
SUBJECT_SAMPLE_FACTORS           	-	BTS-68048-3	treatment:10 uM 680c91 | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-03+
SUBJECT_SAMPLE_FACTORS           	-	BTS-10A48-1	treatment:10 uM AT0174 | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-04+
SUBJECT_SAMPLE_FACTORS           	-	BTS-10A48-2	treatment:10 uM AT0174 | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-05+
SUBJECT_SAMPLE_FACTORS           	-	BTS-10A48-3	treatment:10 uM AT0174 | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-06+
SUBJECT_SAMPLE_FACTORS           	-	BTS-1A48-1	treatment:1 uM AT0174 | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-07+
SUBJECT_SAMPLE_FACTORS           	-	BTS-1A48-2	treatment:1 uM AT0174 | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-08+
SUBJECT_SAMPLE_FACTORS           	-	BTS-1A48-3	treatment:1 uM AT0174 | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-09+
SUBJECT_SAMPLE_FACTORS           	-	BTS-D48-1	treatment:DMSO vehicle | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-10+
SUBJECT_SAMPLE_FACTORS           	-	BTS-D48-2	treatment:DMSO vehicle | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-11+
SUBJECT_SAMPLE_FACTORS           	-	BTS-D48-3	treatment:DMSO vehicle | Sample source:Breast cancer cells	RAW_FILE_NAME=DS1-30-12+
#COLLECTION
CO:COLLECTION_SUMMARY            	At the end of the cell culturing timecourse, the media were removed then the
CO:COLLECTION_SUMMARY            	cells were detached using 0.5% trypsin/EDTA and then centrifuged at 1500 rpm for
CO:COLLECTION_SUMMARY            	5 mins at 4℃, and the supernatants were discarded. Next, PBS was used to
CO:COLLECTION_SUMMARY            	resuspend the cell pellets and centrifuged again at 13000 rpm for 15 mins at
CO:COLLECTION_SUMMARY            	4℃. The supernatant then discarded. The cell pellets were frozen at -80℃
CO:COLLECTION_SUMMARY            	until analysis.
CO:SAMPLE_TYPE                   	Breast cancer cells
#TREATMENT
TR:TREATMENT_SUMMARY             	TNBC cell line BT549 was cultured in suspension for 24 hours then treated with
TR:TREATMENT_SUMMARY             	DMSO (control), 1 µM AT-0174, 10 µM AT-0174, or 10 uM 680c91 for 48 hours.
TR:TREATMENT_SUMMARY             	Culture media was not changed during the duration of the experiments.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Metabolites were extracted from frozen cell pellets using ice cold 5:3:2
SP:SAMPLEPREP_SUMMARY            	methanol:acetonitrile:water (v/v/v) at 2 million cells per mL. Samples were
SP:SAMPLEPREP_SUMMARY            	vortexed 30 min at 4 degrees C followed by centrifugation for 10 min at 18,000
SP:SAMPLEPREP_SUMMARY            	g. Aliquots of supernatant (50 uL) were dried using a speedvac then
SP:SAMPLEPREP_SUMMARY            	reconstituted in an equivalent volume of 0.1% formic acid. Samples were
SP:SAMPLEPREP_SUMMARY            	maintained at 4°C until analysis that same day.
SP:PROCESSING_STORAGE_CONDITIONS 	4℃
SP:EXTRACT_STORAGE               	-80℃
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	Positive C18
CH:CHROMATOGRAPHY_TYPE           	Reversed phase
CH:INSTRUMENT_NAME               	Thermo Vanquish
CH:COLUMN_NAME                   	Phenomenex Kinetex C18 (150 x 2.1mm,1.7um)
CH:SOLVENT_A                     	100% water; 0.1% formic acid
CH:SOLVENT_B                     	100% acetonitrile; 0.1% formic acid
CH:FLOW_GRADIENT                 	0-0.5 min 5% B, 0.5-1.1 min 5-95% B, 1.1-2.75 min hold at 95% B, 2.75-3 min
CH:FLOW_GRADIENT                 	95-5% B, 3-5 min hold at 5% B
CH:FLOW_RATE                     	450 uL/min
CH:COLUMN_TEMPERATURE            	45
CH:SAMPLE_INJECTION              	6 uL
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Thermo Q Exactive Orbitrap
MS:INSTRUMENT_TYPE               	Orbitrap
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	POSITIVE
MS:MS_COMMENTS                   	Resolution 70,000, scan range 65-900 m/z, maximum injection time 200 ms,
MS:MS_COMMENTS                   	microscans 2, automatic gain control (AGC) 3 x 10^6 ions, source voltage 4.0 kV,
MS:MS_COMMENTS                   	capillary temperature 320 C, and sheath gas 45, auxiliary gas 15, and sweep gas
MS:MS_COMMENTS                   	0 (all nitrogen). Data converted to mzXML using RawConverter. Metabolites were
MS:MS_COMMENTS                   	annotated and integrated using Maven in conjunction with the KEGG database.
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	peak area
MS_METABOLITE_DATA_START
Samples	BTS-68048-1	BTS-68048-2	BTS-68048-3	BTS-10A48-1	BTS-10A48-2	BTS-10A48-3	BTS-1A48-1	BTS-1A48-2	BTS-1A48-3	BTS-D48-1	BTS-D48-2	BTS-D48-3
Factors	treatment:10 uM 680c91 | Sample source:Breast cancer cells	treatment:10 uM 680c91 | Sample source:Breast cancer cells	treatment:10 uM 680c91 | Sample source:Breast cancer cells	treatment:10 uM AT0174 | Sample source:Breast cancer cells	treatment:10 uM AT0174 | Sample source:Breast cancer cells	treatment:10 uM AT0174 | Sample source:Breast cancer cells	treatment:1 uM AT0174 | Sample source:Breast cancer cells	treatment:1 uM AT0174 | Sample source:Breast cancer cells	treatment:1 uM AT0174 | Sample source:Breast cancer cells	treatment:DMSO vehicle | Sample source:Breast cancer cells	treatment:DMSO vehicle | Sample source:Breast cancer cells	treatment:DMSO vehicle | Sample source:Breast cancer cells
5-Hydroxyindoleacetate	1303946	1186771	1385611	1532727	2068595	2234090	2239447	1575651	1864273	1103217	1665920	1914503
3-Methyleneoxindole	269476.2	208763.2	211415	341066.7	431094.9	481003.6	555281.4	358511	378021.4	235818.6	278904.6	204984.7
Indole	173859.9	126727.4	122866	207328.7	243392.9	247850.6	304927.6	192168.3	221076.9	124723.4	161549.9	137579.2
Indole-3-acetaldehyde	12962.35	15729.44	12636.06	23491.9	30092.78	30116.31	36467.04	19347.64	20085.52	15679.97	14453.99	11660.11
Indolepyruvate	31808.16	20671.26	41705.55	18355.78	17969.62	10158.23	20622.97	19751.67	28679.53	23458.13	25553.05	99479.82
6-Hydroxykynurenic acid	157748.7	114814.9	109036.5	199756.7	326943.1	319254.2	214781	311686.1	458080.8	201679.4	268490.2	122377.9
kynurenine	283932.7	181495.9	174208	609934.8	817953	987054.2	2187093	1261708	1898506	2887910	3896185	2288864
N-formyl kynurenine	152752	144395.7	168986.7	535601.4	648561.3	837486	1507285	942777.9	1231727	1993090	1994012	1212064
Anthranilate	103755.3	162547.9	129255	103008.2	159125.2	126821.8	153518.7	119581.1	119524	100215.1	97350.18	110354.2
Picolinic acid	1622467	1772881	1905941	1949704	2746598	2692841	2950049	2486492	2496974	1936893	2347040	2316351
g-Oxalo-crotonate	104202.4	106104.7	194716.4	145186	97252.78	161382	102502.1	112501.8	107544.9	124265.9	121960.8	236271.8
2-Aminomuconate	284481.8	371685	400550.2	264129	340927	326209.4	236585.7	337216.8	379533.2	269264	350335.2	269853.8
Formyl-5-hydroxy-kynurenamine	283932.7	181495.9	174208	609934.8	817953	987054.2	2187093	1261708	1898506	2887910	3896185	2288864
Hydroxyindole-acetylglycine	1262.626	0	0	2357.488	7871.647	4234.245	7997.068	2191.733	2559.687	3288.76	2845.748	1346.52
Kynurenate	31943.64	27777.16	25528	27963.37	34178.72	38678.75	30192.2	31415.58	33563.79	25128.8	26527.53	29343.83
Tryptamine	48111.45	37568.44	40874.37	50538.03	105767.2	81712.32	74532.44	63002.58	80077.44	63353.29	70291.28	37139.21
5-hydroxytryptophan	25984.74	28108.28	23348.87	26491.33	41973.21	43130.95	44466.79	31389.71	37393.4	38258.78	37873.84	24083.88
L-tryptophan	15677400	11302460	11723770	20300520	22960290	28243820	29232070	19477080	21839530	13007890	15121800	11626150
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	KEGG ID	m/z	RT
5-Hydroxyindoleacetate	C05635	192.0618	0.5667723
3-Methyleneoxindole	C02796	146.0603	1.742382
Indole	C00463	118.0656	1.748629
Indole-3-acetaldehyde	C00637	160.0761	1.733175
Indolepyruvate	C00331	204.0636	0.877594
6-Hydroxykynurenic acid	C08480	206.0484	0.8706
kynurenine	C00328	209.0922	1.337228
N-formyl kynurenine	C02700	237.0872	1.390947
Anthranilate	C00108	138.0552	1.757466
Picolinic acid	C10164	124.0402	0.5641276
g-Oxalo-crotonate	C03453	159.03	0.8567833
2-Aminomuconate	C02220	158.0434	0.8271907
Formyl-5-hydroxy-kynurenamine	C05647	209.0922	1.325983
Hydroxyindole-acetylglycine	C05832	249.085	1.591549
Kynurenate	C01717	190.0499	0.9183065
Tryptamine	C00398	161.1075	1.756924
5-hydroxytryptophan	C00643	221.0923	1.048222
L-tryptophan	C00078	205.0975	1.736209
METABOLITES_END
#END