#METABOLOMICS WORKBENCH DavideS_20240228_063403 DATATRACK_ID:4679 STUDY_ID:ST003113 ANALYSIS_ID:AN005101 PROJECT_ID:PR001933
VERSION             	1
CREATED_ON             	February 29, 2024, 3:20 pm
#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-ASO or Scr-ASO
PR:PROJECT_SUMMARY               	revealed major changes in the mutants, several of which are rescued by ASNS
PR:PROJECT_SUMMARY               	silencing in vivo. Indeed, ASNS drives glutamine-dependent de novo pyrimidine
PR:PROJECT_SUMMARY               	synthesis and proliferation in cystic epithelia. Notably, while several
PR:PROJECT_SUMMARY               	metabolic pathways were completely corrected by ASNS-ASO, glycolysis was only
PR:PROJECT_SUMMARY               	partially restored. Accordingly, combining the glycolytic inhibitor 2DG with
PR:PROJECT_SUMMARY               	ASNS-ASO further improved efficacy. Our studies identify a new therapeutic
PR:PROJECT_SUMMARY               	target and novel metabolic vulnerabilities in PKD. Of interest, in these tracing
PR:PROJECT_SUMMARY               	studies we could confirm that the pyrimidine biosynthesis pathway is increased
PR:PROJECT_SUMMARY               	and rescued by silencing of Asns.
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
#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
#SUBJECT
SU:SUBJECT_TYPE                  	Mammal
SU:SUBJECT_SPECIES               	Mus musculus
SU:TAXONOMY_ID                   	10090
#FACTORS
#SUBJECT_SAMPLE_FACTORS:         	SUBJECT(optional)[tab]SAMPLE[tab]FACTORS(NAME:VALUE pairs separated by |)[tab]Raw file names and additional sample data
SUBJECT_SAMPLE_FACTORS           	-	1	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_1	RAW_FILE_NAME(compound)=CA24_06-1
SUBJECT_SAMPLE_FACTORS           	-	2	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_2	RAW_FILE_NAME(compound)=CA24_06-2
SUBJECT_SAMPLE_FACTORS           	-	3	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_3	RAW_FILE_NAME(compound)=CA24_06-3
SUBJECT_SAMPLE_FACTORS           	-	4	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_4	RAW_FILE_NAME(compound)=CA24_06-4
SUBJECT_SAMPLE_FACTORS           	-	5	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_5	RAW_FILE_NAME(compound)=CA24_06-5
SUBJECT_SAMPLE_FACTORS           	-	6	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_6	RAW_FILE_NAME(compound)=CA24_06-6
SUBJECT_SAMPLE_FACTORS           	-	7	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_1	RAW_FILE_NAME(compound)=CA24_06-7
SUBJECT_SAMPLE_FACTORS           	-	8	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_2	RAW_FILE_NAME(compound)=CA24_06-8
SUBJECT_SAMPLE_FACTORS           	-	9	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_3	RAW_FILE_NAME(compound)=CA24_06-9
SUBJECT_SAMPLE_FACTORS           	-	10	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_4	RAW_FILE_NAME(compound)=CA24_06-10
SUBJECT_SAMPLE_FACTORS           	-	11	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_5	RAW_FILE_NAME(compound)=CA24_06-11
SUBJECT_SAMPLE_FACTORS           	-	12	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_6	RAW_FILE_NAME(compound)=CA24_06-12
SUBJECT_SAMPLE_FACTORS           	-	13	Sample source:MEF cells | Factor:Labeled_Untreated_11_1	RAW_FILE_NAME(compound)=CA24_06-13
SUBJECT_SAMPLE_FACTORS           	-	14	Sample source:MEF cells | Factor:Labeled_Untreated_11_2	RAW_FILE_NAME(compound)=CA24_06-14
SUBJECT_SAMPLE_FACTORS           	-	15	Sample source:MEF cells | Factor:Labeled_Untreated_11_3	RAW_FILE_NAME(compound)=CA24_06-15
SUBJECT_SAMPLE_FACTORS           	-	16	Sample source:MEF cells | Factor:Labeled_Untreated_11_4	RAW_FILE_NAME(compound)=CA24_06-16
SUBJECT_SAMPLE_FACTORS           	-	17	Sample source:MEF cells | Factor:Labeled_Untreated_11_5	RAW_FILE_NAME(compound)=CA24_06-17
SUBJECT_SAMPLE_FACTORS           	-	18	Sample source:MEF cells | Factor:Labeled_Untreated_11_6	RAW_FILE_NAME(compound)=CA24_06-18
SUBJECT_SAMPLE_FACTORS           	-	19	Sample source:MEF cells | Factor:Labeled_Untreated_14_1	RAW_FILE_NAME(compound)=CA24_06-19
SUBJECT_SAMPLE_FACTORS           	-	20	Sample source:MEF cells | Factor:Labeled_Untreated_14_2	RAW_FILE_NAME(compound)=CA24_06-20
SUBJECT_SAMPLE_FACTORS           	-	21	Sample source:MEF cells | Factor:Labeled_Untreated_14_3	RAW_FILE_NAME(compound)=CA24_06-21
SUBJECT_SAMPLE_FACTORS           	-	22	Sample source:MEF cells | Factor:Labeled_Untreated_14_4	RAW_FILE_NAME(compound)=CA24_06-22
SUBJECT_SAMPLE_FACTORS           	-	23	Sample source:MEF cells | Factor:Labeled_Untreated_14_5	RAW_FILE_NAME(compound)=CA24_06-23
SUBJECT_SAMPLE_FACTORS           	-	24	Sample source:MEF cells | Factor:Labeled_Untreated_14_6	RAW_FILE_NAME(compound)=CA24_06-24
SUBJECT_SAMPLE_FACTORS           	-	37	Sample source:MEF cells | Factor:Labeled_siASNS_11_1	RAW_FILE_NAME(compound)=CA24_06-37
SUBJECT_SAMPLE_FACTORS           	-	38	Sample source:MEF cells | Factor:Labeled_siASNS_11_2	RAW_FILE_NAME(compound)=CA24_06-38
SUBJECT_SAMPLE_FACTORS           	-	39	Sample source:MEF cells | Factor:Labeled_siASNS_11_3	RAW_FILE_NAME(compound)=CA24_06-39
SUBJECT_SAMPLE_FACTORS           	-	40	Sample source:MEF cells | Factor:Labeled_siASNS_11_4	RAW_FILE_NAME(compound)=CA24_06-40
SUBJECT_SAMPLE_FACTORS           	-	41	Sample source:MEF cells | Factor:Labeled_siASNS_11_5	RAW_FILE_NAME(compound)=CA24_06-41
SUBJECT_SAMPLE_FACTORS           	-	42	Sample source:MEF cells | Factor:Labeled_siASNS_11_6	RAW_FILE_NAME(compound)=CA24_06-42
SUBJECT_SAMPLE_FACTORS           	-	43	Sample source:MEF cells | Factor:Labeled_siASNS_14_1	RAW_FILE_NAME(compound)=CA24_06-43
SUBJECT_SAMPLE_FACTORS           	-	44	Sample source:MEF cells | Factor:Labeled_siASNS_14_2	RAW_FILE_NAME(compound)=CA24_06-44
SUBJECT_SAMPLE_FACTORS           	-	45	Sample source:MEF cells | Factor:Labeled_siASNS_14_3	RAW_FILE_NAME(compound)=CA24_06-45
SUBJECT_SAMPLE_FACTORS           	-	46	Sample source:MEF cells | Factor:Labeled_siASNS_14_4	RAW_FILE_NAME(compound)=CA24_06-46
SUBJECT_SAMPLE_FACTORS           	-	47	Sample source:MEF cells | Factor:Labeled_siASNS_14_5	RAW_FILE_NAME(compound)=CA24_06-47
SUBJECT_SAMPLE_FACTORS           	-	48	Sample source:MEF cells | Factor:Labeled_siASNS_14_6	RAW_FILE_NAME(compound)=CA24_06-48
#COLLECTION
CO:COLLECTION_SUMMARY            	Immortalized Pkd1+/+ and Pkd1−/− MEFs were cultured in either culture media
CO:COLLECTION_SUMMARY            	enriched with and without 15N2-glutamine. Following 24h were collected, pellet
CO:COLLECTION_SUMMARY            	and instantly extracted with metabolomics lysis buffer.
CO:SAMPLE_TYPE                   	Cultured cells
#TREATMENT
TR:TREATMENT_SUMMARY             	Immortalized Pkd1+/+ and Pkd1−/− MEFs were cultured in either culture media
TR:TREATMENT_SUMMARY             	enriched or not with 15N2-glutamine.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	MEF cells samples were extracted in a ratio of 1milion/1mL of ice cold
SP:SAMPLEPREP_SUMMARY            	extraction solution (methanol:acetonitrile:water 5:3:2 v/v/v). Suspensions were
SP:SAMPLEPREP_SUMMARY            	vortexed continuously for 30 min at 4°C. Insoluble material was removed by
SP:SAMPLEPREP_SUMMARY            	centrifugation at 18,000 g for 10 min at 4°C and supernatants were isolated for
SP:SAMPLEPREP_SUMMARY            	metabolomics analysis by UHPLC-MS.
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	5MM_NEG_ESI
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                     	5% acetonitrile/95% water; 1mM ammonium acetate
CH:SOLVENT_B                     	95% acetonitrile/5% water; 1mM ammonium acetate
CH:FLOW_GRADIENT                 	0-0.5 min 0% B, 0.5-1.1 min 0-100% B, 1.1-2.75 min hold at 100% B, 2.75-3 min
CH:FLOW_GRADIENT                 	100-0% B, 3-5 min hold at 0% B.
CH:FLOW_RATE                     	0.450ml/min
CH:COLUMN_TEMPERATURE            	45°C
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
AN:LABORATORY_NAME               	Angelo D'Alessandro Lab
#MS
MS:INSTRUMENT_NAME               	Thermo Q Exactive Orbitrap
MS:INSTRUMENT_TYPE               	Orbitrap
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	NEGATIVE
MS:MS_COMMENTS                   	The Q Exactive was run independently in positive and negative ion mode, scanning
MS:MS_COMMENTS                   	using full MS from 125-1500 m/z at 70,000 resolution and top 10 data-dependent
MS:MS_COMMENTS                   	MS2 at 17,500 resolution. Electrospray ionization was achieved with 45 Arb
MS:MS_COMMENTS                   	sheath gas, 25 Arb auxiliary gas, and 4 kV spray voltage. Calibration was
MS:MS_COMMENTS                   	performed prior to the run using the PierceTM Positive and Negative Ion
MS:MS_COMMENTS                   	Calibration Solutions (Thermo Fisher Scientific). Run order of samples was
MS:MS_COMMENTS                   	randomized and technical replicates were injected after every 4 samples to
MS:MS_COMMENTS                   	assess quality control. Metabolite assignments and correction for expected
MS:MS_COMMENTS                   	natural abundances of 13C isotopes were performed using MAVEN.
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	Peak Area
MS_METABOLITE_DATA_START
Samples	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	37	38	39	40	41	42	43	44	45	46	47	48
Factors	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_1	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_2	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_3	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_4	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_5	Sample source:MEF cells | Factor:Unlabeled_Untreated_11_6	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_1	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_2	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_3	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_4	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_5	Sample source:MEF cells | Factor:Unlabeled_Untreated_14_6	Sample source:MEF cells | Factor:Labeled_Untreated_11_1	Sample source:MEF cells | Factor:Labeled_Untreated_11_2	Sample source:MEF cells | Factor:Labeled_Untreated_11_3	Sample source:MEF cells | Factor:Labeled_Untreated_11_4	Sample source:MEF cells | Factor:Labeled_Untreated_11_5	Sample source:MEF cells | Factor:Labeled_Untreated_11_6	Sample source:MEF cells | Factor:Labeled_Untreated_14_1	Sample source:MEF cells | Factor:Labeled_Untreated_14_2	Sample source:MEF cells | Factor:Labeled_Untreated_14_3	Sample source:MEF cells | Factor:Labeled_Untreated_14_4	Sample source:MEF cells | Factor:Labeled_Untreated_14_5	Sample source:MEF cells | Factor:Labeled_Untreated_14_6	Sample source:MEF cells | Factor:Labeled_siASNS_11_1	Sample source:MEF cells | Factor:Labeled_siASNS_11_2	Sample source:MEF cells | Factor:Labeled_siASNS_11_3	Sample source:MEF cells | Factor:Labeled_siASNS_11_4	Sample source:MEF cells | Factor:Labeled_siASNS_11_5	Sample source:MEF cells | Factor:Labeled_siASNS_11_6	Sample source:MEF cells | Factor:Labeled_siASNS_14_1	Sample source:MEF cells | Factor:Labeled_siASNS_14_2	Sample source:MEF cells | Factor:Labeled_siASNS_14_3	Sample source:MEF cells | Factor:Labeled_siASNS_14_4	Sample source:MEF cells | Factor:Labeled_siASNS_14_5	Sample source:MEF cells | Factor:Labeled_siASNS_14_6
L-Glutamine_C12 PARENT	17107280	17701536	17986014	17905858	16950336	17565010	20431292	20398654	17494178	19886606	18162178	21432094	4049562.75	4118810.75	4466336	4130551.25	4317054.5	4253345	41780.91	73915.65	60679.61	85437.26	76366.12	91239.16	0	36328.04	28211.39	34158.32	75080.98	55641.39	0	0	0	25996.42	34259.81	42084.15
L-Glutamine_N15-label-2	0	0	0	0	0	0	0	0	0	0	0	0	1799715.392	2087673.604	1607745.111	2111668.469	1595747.775	2027674.218	6276597.299	6350877.27	6796551.847	2640625.167	5385243.666	4753872.46	27195032.05	29935613.06	26984218.07	28670728.7	26984216.68	27616659.94	20451923.69	23032543.61	27494335.66	26529625.13	23418420.81	23032532.53
L-Glutamate_C12 PARENT	120883840	124247528	119585376	130986280	119668264	125629184	130192232	138345472	50399744	156129456	66368468	155644272	61637364	70240312	72688928	64167884	72532472	70753944	67719168	68320400	55399188	8383101.5	61672460	63421152	51387936	50858032	50358724	48552848	54732492	51460896	63540096	60866240	65912148	63972720	63425360	56930324
L-Glutamate_N15-label-1	0	0	0	0	0	0	0	0	0	0	0	0	774909.3022	925703.818	727435.5262	1027759.381	971986.3978	1016947.228	2076825.67	2095207.4	2256942.377	937346.9958	1970478.346	1874882.574	919165.9363	1023620.086	961008.7644	1015172.002	1040340.396	1265900.192	410446.7088	405649.2548	415235.4156	463008.7683	436627.1448	370022.6147
(S)-Dihydroorotate_C12 PARENT	222754.89	208810.25	243374.7	201283.92	196704.7	276908.53	333957.53	331781.81	1806169.62	320445.47	1127557.88	319203.25	154655	152600.89	133662.86	219710.95	125412.24	211940.67	190044.08	261505.83	313167.91	277438.84	212239.56	235470.17	49019.02	35833.54	65556.57	101045.52	71427.6	112616	32544.57	33936.9	73806.07	80489.3	50129.72	111161.23
(S)-Dihydroorotate_N15-label-1	0	0	0	0	0	0	0	0	0	0	0	0	1229.389319	855.4915239	475.9075043	1618.10279	948.7656633	1630.752571	7014.243178	9399.305256	11642.07282	787.0581034	9005.900571	6891.102037	2113.279556	1012.910089	2089.73471	2252.287419	1036.845355	2481.424253	1094.521246	0	1942.469446	1789.952345	728.6938559	569.0656415
Carbamoyl phosphate_C12 PARENT	5327.67	7864.16	5279.66	6639.37	8095.85	8316.54	16306.52	11757.15	91486.37	11313.9	61750.87	11654.12	5939.09	2085.99	9973.32	8260.23	26434.39	5718.53	3937.41	1804.61	6445.79	5748.72	48500.61	10822.47	19019.5	4041.68	7104.59	14075.37	3341.08	20716	16508.08	26347.37	19185.34	4968.68	6816.3	19376.91
Carbamoyl phosphate_N15-label-1	0	0	0	0	0	0	0	0	0	0	0	0	107.7793564	13.17322566	84.29084691	52.92570835	52.73970884	76.92356526	33.35313385	172.794885	876.6884453	583.0920593	174.188694	922.1252777	72.91981117	70.00054491	84.2371083	90.35147796	70.65445365	104.9308361	176.2327878	450.4535896	262.6321892	25.3178562	32.51543327	23.18742771
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	KEGG ID	m/z	r.t.
L-Glutamine_C12 PARENT	C00064	145.061859	0.671
L-Glutamine_N15-label-2	C00064	147.056	0.673
L-Glutamate_C12 PARENT	C00025	146.045883	0.6184
L-Glutamate_N15-label-1	C00025	147.042755	0.6139
(S)-Dihydroorotate_C12 PARENT	C00337	157.02792	0.652
(S)-Dihydroorotate_N15-label-1	C00337	158.022009	0.669
Carbamoyl phosphate_C12 PARENT	C00169	139.980881	0.575
Carbamoyl phosphate_N15-label-1	C00169	140.97905	0.585
METABOLITES_END
#END