#METABOLOMICS WORKBENCH Bkaipparettu_20250102_112031 DATATRACK_ID:5502 STUDY_ID:ST003651 ANALYSIS_ID:AN005997 PROJECT_ID:PR002261
VERSION             	1
CREATED_ON             	January 6, 2025, 10:14 pm
#PROJECT
PR:PROJECT_TITLE                 	Biguanides antithetically regulate tumor properties by the dose-dependent
PR:PROJECT_TITLE                 	mitochondrial reprogramming-driven c-Src pathway
PR:PROJECT_SUMMARY               	The biguanide metformin attenuates mitochondrial oxidation and has been proposed
PR:PROJECT_SUMMARY               	as an anti-cancer therapy. However, recent clinical studies suggested increased
PR:PROJECT_SUMMARY               	proliferation and fatty acid beta-oxidation (FAO) in a subgroup of breast cancer
PR:PROJECT_SUMMARY               	(BC) patients after metformin therapy. Considering that FAO can activate Src
PR:PROJECT_SUMMARY               	kinase in aggressive triple-negative BC (TNBC), we hypothesized that a low-dose
PR:PROJECT_SUMMARY               	biguanides-driven AMPK-ACC-FAO signaling may activate the Src pathway in TNBC.
PR:PROJECT_SUMMARY               	The low bioavailability of metformin in TNBC xenografts mimicked metformin's in
PR:PROJECT_SUMMARY               	vitro low-dose effect. Pharmacological or genetic inhibition of FAO
PR:PROJECT_SUMMARY               	significantly enhanced the anti-tumor properties of biguanides. Lower doses of
PR:PROJECT_SUMMARY               	biguanides induced and higher doses suppressed Src signaling. Dasatinib and
PR:PROJECT_SUMMARY               	metformin synergistically inhibited TNBC patient-derived xenograft growth but
PR:PROJECT_SUMMARY               	not in high-fat diet-fed mice. This combination also suppressed TNBC metastatic
PR:PROJECT_SUMMARY               	progression. A combination of biguanides with Src inhibitors provides synergy to
PR:PROJECT_SUMMARY               	target metastatic TNBC suffering with limited treatment options.
PR:INSTITUTE                     	Baylor College of Medicine
PR:LAST_NAME                     	Kaipparettu
PR:FIRST_NAME                    	Benny
PR:ADDRESS                       	One Baylor Plaza, Houston, Texas, 77030, USA
PR:EMAIL                         	kaippare@bcm.edu
PR:PHONE                         	7137985469
#STUDY
ST:STUDY_TITLE                   	Biguanides antithetically regulate tumor properties by the dose-dependent
ST:STUDY_TITLE                   	mitochondrial reprogramming-driven c-Src pathway
ST:STUDY_SUMMARY                 	The biguanide metformin attenuates mitochondrial oxidation and has been proposed
ST:STUDY_SUMMARY                 	as an anti-cancer therapy. However, recent clinical studies suggested increased
ST:STUDY_SUMMARY                 	proliferation and fatty acid beta-oxidation (FAO) in a subgroup of breast cancer
ST:STUDY_SUMMARY                 	(BC) patients after metformin therapy. Considering that FAO can activate Src
ST:STUDY_SUMMARY                 	kinase in aggressive triple-negative BC (TNBC), we hypothesized that a low-dose
ST:STUDY_SUMMARY                 	biguanides-driven AMPK-ACC-FAO signaling may activate the Src pathway in TNBC.
ST:STUDY_SUMMARY                 	The low bioavailability of metformin in TNBC xenografts mimicked metformin's in
ST:STUDY_SUMMARY                 	vitro low-dose effect. Pharmacological or genetic inhibition of FAO
ST:STUDY_SUMMARY                 	significantly enhanced the anti-tumor properties of biguanides. Lower doses of
ST:STUDY_SUMMARY                 	biguanides induced and higher doses suppressed Src signaling. Dasatinib and
ST:STUDY_SUMMARY                 	metformin synergistically inhibited TNBC patient-derived xenograft growth but
ST:STUDY_SUMMARY                 	not in high-fat diet-fed mice. This combination also suppressed TNBC metastatic
ST:STUDY_SUMMARY                 	progression. A combination of biguanides with Src inhibitors provides synergy to
ST:STUDY_SUMMARY                 	target metastatic TNBC suffering with limited treatment options.
ST:INSTITUTE                     	Baylor College of Medicine
ST:LAST_NAME                     	Kaipparettu
ST:FIRST_NAME                    	Benny
ST:ADDRESS                       	One Baylor Plaza, Houston, Texas, 77030, USA
ST:EMAIL                         	kaippare@bcm.edu
ST:PHONE                         	7137985469
#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           	-	7-30-2021 Benny Cell lines A1	Treatment:Control | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines  A1.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines A2	Treatment:Control | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines A2.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines A3	Treatment:Control | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines A3.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines A4	Treatment:Control | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines A4.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines B1	Treatment:Met 0.01 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines B1.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines B2	Treatment:Met 0.01 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines B2.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines B3	Treatment:Met 0.01 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines B3.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines B4	Treatment:Met 0.01 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines B4.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines C1	Treatment:Met 0.05 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines C1.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines C2	Treatment:Met 0.05 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines C2.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines C3	Treatment:Met 0.05 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines C3.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines C4	Treatment:Met 0.05 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines C4.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines D1	Treatment:Met 5 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines D1.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines D2	Treatment:Met 5 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines D2.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines D3	Treatment:Met 5 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines D3.d
SUBJECT_SAMPLE_FACTORS           	-	7-30-2021 Benny Cell lines D4	Treatment:Met 5 mM | Sample source:SUM159 cell line	RAW_FILE_NAME(Raw file name)=7-30-2021 Benny Cell Lines D4.d
#COLLECTION
CO:COLLECTION_SUMMARY            	SUM-159 is a breast cancer cell line
CO:COLLECTION_SUMMARY            	(https://www.cellosaurus.org/pawefish/BreastCellLineDescriptions/SUM-159.html).
CO:COLLECTION_SUMMARY            	The Metformin treated SUM-159 cells were washed with PBS followed by pellet
CO:COLLECTION_SUMMARY            	collection using centrifugation. The pellet was submitted to metabolomics core.
CO:COLLECTION_SUMMARY            	(3*10^6 cells per pellet).
CO:SAMPLE_TYPE                   	Cultured cells
#TREATMENT
TR:TREATMENT_SUMMARY             	In the treatment groups (Metformin 0.01 mM, Metformin 0.05 mM, and Metformin 5
TR:TREATMENT_SUMMARY             	mM), Metformin was administered with a concentration of 0.01, 0.05 and 5 mM
TR:TREATMENT_SUMMARY             	respectively for 24 hours.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	The cells were freeze thawed at 3 times in liquid nitrogen. The extraction step
SP:SAMPLEPREP_SUMMARY            	starts with addition of 750 μL ice-cold methanol:water (4:1) containing 20 μL
SP:SAMPLEPREP_SUMMARY            	spiked internal standards (ISTD). After homogenization, ice-cold chloroform and
SP:SAMPLEPREP_SUMMARY            	water were added in a 3:1 ratio for a final proportion of 4:3:2
SP:SAMPLEPREP_SUMMARY            	methanol:chloroform:water. The organic and aqueous layers were collected, dried,
SP:SAMPLEPREP_SUMMARY            	and resuspended in methanol:water (1:1). The extract was deproteinized using a
SP:SAMPLEPREP_SUMMARY            	3-kDa molecular filter and the filtrate was dried under vacuum. The dried
SP:SAMPLEPREP_SUMMARY            	extracts were resuspended in 100 μL of injection solvent composed of 1:1
SP:SAMPLEPREP_SUMMARY            	methanol:water and subjected to LC-MS.
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	The extracted amino acids and carnitines were separated through the ZORBAX
CH:CHROMATOGRAPHY_SUMMARY        	Eclipse XDB C-18 HPLC column via positive ionization mode in MS.
CH:CHROMATOGRAPHY_TYPE           	Reversed phase
CH:INSTRUMENT_NAME               	Agilent 1290 Infinity
CH:COLUMN_NAME                   	Agilent ZORBAX Eclipse XDB-C18 (50 x 4.6mm,1.8um)
CH:SOLVENT_A                     	100% Water; 0.1% formic acid
CH:SOLVENT_B                     	100% Acetonitrile; 0.1% formic acid
CH:FLOW_GRADIENT                 	0-5 min 30% B, 5-15 min 70% B, 15-20 min 90% B, and 20- 20.10 min 30% B,
CH:FLOW_GRADIENT                 	followed by re-equilibration till the end of the gradient 25 min to the initial
CH:FLOW_GRADIENT                 	starting condition of 30% B.
CH:FLOW_RATE                     	0.2 mL/min
CH:COLUMN_TEMPERATURE            	37
CH:INJECTION_TEMPERATURE         	37
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Agilent 6495 QQQ
MS:INSTRUMENT_TYPE               	Triple quadrupole
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	POSITIVE
MS:MS_COMMENTS                   	Mass spectrometry data were acquired via multiple reaction monitoring (MRM)
MS:MS_COMMENTS                   	using a 6495 Triple Quadrupole mass spectrometry coupled to an HPLC system
MS:MS_COMMENTS                   	(Agilent Technologies, Santa Clara, CA) Agilent Mass Hunter Software. The peak
MS:MS_COMMENTS                   	integration and data analysis were performed using Agilent Mass Hunter
MS:MS_COMMENTS                   	Quantitative Analysis software.
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	Peak Area
MS_METABOLITE_DATA_START
Samples	7-30-2021 Benny Cell lines A1	7-30-2021 Benny Cell lines A2	7-30-2021 Benny Cell lines A3	7-30-2021 Benny Cell lines A4	7-30-2021 Benny Cell lines B1	7-30-2021 Benny Cell lines B2	7-30-2021 Benny Cell lines B3	7-30-2021 Benny Cell lines B4	7-30-2021 Benny Cell lines C1	7-30-2021 Benny Cell lines C2	7-30-2021 Benny Cell lines C3	7-30-2021 Benny Cell lines C4	7-30-2021 Benny Cell lines D1	7-30-2021 Benny Cell lines D2	7-30-2021 Benny Cell lines D3	7-30-2021 Benny Cell lines D4
Factors	Treatment:Control | Sample source:SUM159 cell line	Treatment:Control | Sample source:SUM159 cell line	Treatment:Control | Sample source:SUM159 cell line	Treatment:Control | Sample source:SUM159 cell line	Treatment:Met 0.01 mM | Sample source:SUM159 cell line	Treatment:Met 0.01 mM | Sample source:SUM159 cell line	Treatment:Met 0.01 mM | Sample source:SUM159 cell line	Treatment:Met 0.01 mM | Sample source:SUM159 cell line	Treatment:Met 0.05 mM | Sample source:SUM159 cell line	Treatment:Met 0.05 mM | Sample source:SUM159 cell line	Treatment:Met 0.05 mM | Sample source:SUM159 cell line	Treatment:Met 0.05 mM | Sample source:SUM159 cell line	Treatment:Met 5 mM | Sample source:SUM159 cell line	Treatment:Met 5 mM | Sample source:SUM159 cell line	Treatment:Met 5 mM | Sample source:SUM159 cell line	Treatment:Met 5 mM | Sample source:SUM159 cell line
L-Tryptophan (ISTD)	6104158	4958735	4546356	5515840	5381765	5649255	5122592	5467960	5928682	5268568	5099651	5468930	5059699	6157147	5572547	5494978
Deoxy carnitine	52889	50795	54426	55730	49318	57689	51410	61702	90410	96562	92528	110064	39292	39395	42456	39439
Carnitine	117183	122799	121764	120510	123321	114874	132667	133460	134440	136117	142170	176682	58907	51723	55148	51496
Acetyl Carnitine	8700003	9086827	8452604	9234448	8593944	8980911	9254466	9590174	10491059	10170758	10547154	11749133	4319796	4050824	3906573	4288565
Propeonyl Carnitine	5796067	5480931	4451094	5606198	4838752	5070518	4404175	5233438	4859154	4861092	4532430	4337147	1288926	1538217	1497939	1438081
2-Methyl butyryl carnitine/Isovalery carnitine	2409081	2217618	1555453	2389300	2019969	2133199	1610059	2066630	2312683	2320571	2073818	2141235	849976	1212921	1067536	1027950
Glutaryl carnitine	60616	62882	54932	64913	61615	63613	70431	66195	66082	68650	59482	58967	112082	142304	151548	119607
Butryl Carnitine	25368078	25566396	18206993	27776582	24204245	28464995	19675347	26674751	28319544	26804793	27902955	26121059	11844066	15330242	15341937	14287482
Isobutyryl Carnitine	21609459	20299846	14675155	22064309	19712004	21134813	15540708	20825848	21840566	20966114	20827616	20130654	8887006	11297813	11190803	10522576
Malonylcarnitine	13144	14837	15935	16070	14680	17336	15956	12601	18766	17815	15801	14442	15751	18132	24593	20689
Hexanoyl carnitine	1459046	1624260	1286680	1605959	1496431	1655517	1409700	1674571	1842516	1851531	1896845	1593250	1125394	1271979	1255106	1029316
MethylGlutaryl carnitine	12681	13663	12045	15768	11383	14284	11392	12072	15054	14758	15721	11519	15758	14371	15667	14167
Octonyl Carnitine	716532	836109	706203	898507	676012	702978	641480	662195	691323	811554	762497	677855	1064485	987844	1074847	909691
Decanoyl carnitine	272770	317573	263620	320694	293395	274701	266592	263189	314375	388882	359840	309690	214124	199263	241037	173202
Lauroyl carnitine	476350	496841	427794	479196	429603	454065	418206	366679	517522	559087	522382	469799	299317	288192	319809	270119
Myristoyl carnitine	1369646	1768463	1696957	1721499	1521319	1681391	1812879	1390448	1980980	2118274	1913490	1790679	1645463	1524024	1574520	1732955
Palmitoylcarnitine	306356	348892	425044	395587	340985	473063	528198	325398	519969	521814	491821	480042	445718	352171	440524	604912
Stearoyl carnitine	16493	14777	14567	18843	18180	20113	19063	20835	30098	21970	34758	29193	19442	19064	18548	18181
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name
L-Tryptophan (ISTD)
Deoxy carnitine
Carnitine
Acetyl Carnitine
Propeonyl Carnitine
2-Methyl butyryl carnitine/Isovalery carnitine
Glutaryl carnitine
Butryl Carnitine
Isobutyryl Carnitine
Malonylcarnitine
Hexanoyl carnitine
MethylGlutaryl carnitine
Octonyl Carnitine
Decanoyl carnitine
Lauroyl carnitine
Myristoyl carnitine
Palmitoylcarnitine
Stearoyl carnitine
METABOLITES_END
#END