#METABOLOMICS WORKBENCH Davidobe12_20200327_124023 DATATRACK_ID:1961 STUDY_ID:ST001369 ANALYSIS_ID:AN002285 PROJECT_ID:000000
VERSION             	1
CREATED_ON             	April 29, 2020, 10:46 am
#PROJECT
PR:PROJECT_TITLE                 	Metabolomics analysis of serum samples from patients during 2 years of IAT
PR:PROJECT_TITLE                 	trial, double blind placebo controled study
PR:PROJECT_TYPE                  	Study the changes produced by the use of AIT treatment or placebo
PR:PROJECT_SUMMARY               	47 patients were enrolled in a double-blind, placebo-controlled, multicenter
PR:PROJECT_SUMMARY               	trial using with GRAZAX® (Phleum pretense) during 2 years of therapy (T2).
PR:PROJECT_SUMMARY               	Immunological assays such as sIgE, sIgG4 and ISAC were carried out to the 31
PR:PROJECT_SUMMARY               	patients who finished the trial. Additionally, serum and PBMCs samples from
PR:PROJECT_SUMMARY               	these samples were analyzed by metabolomics and transcriptomics, respectively.
PR:PROJECT_SUMMARY               	Based on their sensitization level, 22 patients were grouped in Mono and Poli
PR:PROJECT_SUMMARY               	groups, excluding epithelial allergic patients. Individuals were studied based
PR:PROJECT_SUMMARY               	on their treatment in Active and Placebo and their sensitization level.
PR:INSTITUTE                     	Institute of Applied Molecular Medicine, CEU; The Centre of Metabolomics and
PR:INSTITUTE                     	Bioanalysis, CEU
PR:LAST_NAME                     	Barber Hernández
PR:FIRST_NAME                    	Domingo
PR:ADDRESS                       	Avda. Monteprincipe s/n 28668 Boadilla del Monte, Madrid, España
PR:EMAIL                         	domingo.barberhernandez@ceu.es
PR:PHONE                         	Tlf: 91 372 47 00 ext. 4662
#STUDY
ST:STUDY_TITLE                   	Grass pollen sublingual immunotherapy treatment induces transcriptomic and
ST:STUDY_TITLE                   	metabolic changes due to AIT treatment
ST:STUDY_SUMMARY                 	47 patients were enrolled in a double-blind, placebo-controlled, multicenter
ST:STUDY_SUMMARY                 	trial using with GRAZAX® (Phleum pretense) during 2 years of therapy (T2).
ST:STUDY_SUMMARY                 	Immunological assays such as sIgE, sIgG4 and ISAC were carried out to the 31
ST:STUDY_SUMMARY                 	patients who finished the trial. Additionally, serum and PBMCs samples from
ST:STUDY_SUMMARY                 	these samples were analyzed by metabolomics and transcriptomics, respectively.
ST:STUDY_SUMMARY                 	Based on their sensitization level, 22 patients were grouped in Mono and Poli
ST:STUDY_SUMMARY                 	groups, excluding epithelial allergic patients. Individuals were studied based
ST:STUDY_SUMMARY                 	on their treatment in Active and Placebo and their sensitization level. For
ST:STUDY_SUMMARY                 	metabolomics, samples were analyzed by Liquid and Gas Chromatography coupled to
ST:STUDY_SUMMARY                 	Mass Spectrometry (LC-MS and GC-MS, respectively).
ST:INSTITUTE                     	Institute of Applied Molecular Medicine, CEU; The Centre of Metabolomics and
ST:INSTITUTE                     	Bioanalysis, CEU
ST:LAST_NAME                     	Obeso Montero
ST:FIRST_NAME                    	David
ST:ADDRESS                       	Avda. Monteprincipe s/n 28668 Boadilla del Monte, Madrid, España
ST:EMAIL                         	david.obesomontero@beca.ceu.es
ST:PHONE                         	Tlf: 91 372 47 00 ext. 4662
ST:NUM_GROUPS                    	2 main groups: Active and Placebo, and 2 subgroups: Monosensitized and
ST:NUM_GROUPS                    	Polisensitized patients.
ST:TOTAL_SUBJECTS                	22
ST:STUDY_COMMENTS                	https://www.ceu.es;http://www.metabolomica.uspceu.es
#SUBJECT
SU:SUBJECT_TYPE                  	Human
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           	Subject 1	P1_t0	Treatment:Active | Sensitization:Mono	RAW_FILE_NAME=P1_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 2	P3_t0	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P3_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 3	P4_t0	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P4_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 4	P8_t0	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P8_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 5	P9_t0	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P9_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 6	P11_t0	Treatment:Active | Sensitization:Poli	RAW_FILE_NAME=P11_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 7	P12_t0	Treatment:Active | Sensitization:Poli	RAW_FILE_NAME=P12_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 8	P13_t0	Treatment:Active | Sensitization:Poli	RAW_FILE_NAME=P13_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 9	P14_t0	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P14_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 10	P15_t0	Treatment:Active | Sensitization:Poli	RAW_FILE_NAME=P15_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 11	P16_t0	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P16_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 12	P17_t0	Treatment:Active | Sensitization:Mono	RAW_FILE_NAME=P17_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 13	P20_t0	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P20_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 14	P21_t0	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P21_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 15	P22_t0	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P22_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 16	P23_t0	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P23_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 17	P24_t0	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P24_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 18	P25_t0	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P25_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 19	P26_t0	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P26_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 20	P27_t0	Treatment:Active | Sensitization:Mono	RAW_FILE_NAME=P27_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 21	P28_t0	Treatment:Active | Sensitization:Mono	RAW_FILE_NAME=P28_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 22	P30_t0	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P30_t0.d
SUBJECT_SAMPLE_FACTORS           	Subject 1	P1_t2	Treatment:Active | Sensitization:Mono	RAW_FILE_NAME=P1_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 2	P3_t2	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P3_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 3	P4_t2	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P4_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 4	P8_t2	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P8_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 5	P9_t2	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P9_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 6	P11_t2	Treatment:Active | Sensitization:Poli	RAW_FILE_NAME=P11_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 7	P12_t2	Treatment:Active | Sensitization:Poli	RAW_FILE_NAME=P12_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 8	P13_t2	Treatment:Active | Sensitization:Poli	RAW_FILE_NAME=P13_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 9	P14_t2	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P14_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 10	P15_t2	Treatment:Active | Sensitization:Poli	RAW_FILE_NAME=P15_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 11	P16_t2	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P16_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 12	P17_t2	Treatment:Active | Sensitization:Mono	RAW_FILE_NAME=P17_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 13	P20_t2	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P20_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 14	P21_t2	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P21_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 15	P22_t2	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P22_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 16	P23_t2	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P23_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 17	P24_t2	Treatment:Placebo | Sensitization:Poli	RAW_FILE_NAME=P24_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 18	P25_T2	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P25_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 19	P26_t2	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P26_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 20	P27_T2	Treatment:Active | Sensitization:Mono	RAW_FILE_NAME=P27_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 21	P28_t2	Treatment:Active | Sensitization:Mono	RAW_FILE_NAME=P28_t2.d
SUBJECT_SAMPLE_FACTORS           	Subject 22	P30_t2	Treatment:Placebo | Sensitization:Mono	RAW_FILE_NAME=P30_t2.d
#COLLECTION
CO:COLLECTION_SUMMARY            	For immunological analyses and metabolomics, serum samples were obtained and
CO:COLLECTION_SUMMARY            	stored at -20°C until analysis. In the case of transcriptomics, Peripheral
CO:COLLECTION_SUMMARY            	blood mononuclear cells (PBMCs) were isolated from whole blood and stored at
CO:COLLECTION_SUMMARY            	-20°C in Buffer RLT until analysis.
CO:SAMPLE_TYPE                   	Blood (serum)
CO:STORAGE_CONDITIONS            	-20℃
#TREATMENT
TR:TREATMENT_SUMMARY             	Subjects were randomized (1:1) during autumn 2013 to receive either active
TR:TREATMENT_SUMMARY             	treatment with GRAZAX® (Phleum pratense, 75,000SQ‐T tablets ALK, Hørsholm,
TR:TREATMENT_SUMMARY             	Denmark) or placebo as Investigational Medical Products (IMP) during 2 years.
TR:TREATMENT_SUMMARY             	Twenty-five patients were assigned to daily sublingual administration of
TR:TREATMENT_SUMMARY             	GRAZAX®, while the rest received placebo tablets that were similar to the
TR:TREATMENT_SUMMARY             	active IMP with regard to appearance, smell and taste.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	For LC-MS, proteins were removed adding 300 µL of cold (-20 °C)
SP:SAMPLEPREP_SUMMARY            	methanol:ethanol (1:1) to 100 µL of sample. Samples were then vortex-mixed and
SP:SAMPLEPREP_SUMMARY            	stored on ice for 5 min. Supernatant containing the metabolites was separated
SP:SAMPLEPREP_SUMMARY            	from the pellet by centrifugation (16,000× g for 20 min at 4 °C), and put into
SP:SAMPLEPREP_SUMMARY            	a LC vial for analysis. For GC-MS, serum samples were first deproteinized using
SP:SAMPLEPREP_SUMMARY            	cold acetonitrile (ACN) in a 3:1 proportion (120 μL of ACN were added to 40 μL
SP:SAMPLEPREP_SUMMARY            	of serum). Samples were kept on ice for 5 minutes. Afterwards, the metabolites
SP:SAMPLEPREP_SUMMARY            	were separated by centrifugation (10 min at 15,400 x g and 4°C). 100 µL of the
SP:SAMPLEPREP_SUMMARY            	resulting supernatant were transferred to a GC vial with insert and were
SP:SAMPLEPREP_SUMMARY            	evaporated to dryness for 2 hours at 30°C (SpeedVac Concentrator, Thermo Fisher
SP:SAMPLEPREP_SUMMARY            	Scientific, Waltham, MA, USA). Afterwards, a methoximation was performed by
SP:SAMPLEPREP_SUMMARY            	addition of 10 µL of O-methoxyamine hydrochloride 15mg/mL in pyridine, with the
SP:SAMPLEPREP_SUMMARY            	purpose of protecting the reactive oxygen groups in the metabolites. The mixture
SP:SAMPLEPREP_SUMMARY            	was vigorously vortex-mixed (1 minute each vial), ultrasonicated (3 times, 20
SP:SAMPLEPREP_SUMMARY            	seconds each) and further vortexed another 2 minutes. Then, the samples were
SP:SAMPLEPREP_SUMMARY            	left in darkness at room temperature for 16 h for the completion of the
SP:SAMPLEPREP_SUMMARY            	methoximation reaction. Finally, the samples were derivatized by the addition of
SP:SAMPLEPREP_SUMMARY            	10 µL of N,O-Bis(trimethylsilyl)trifluoroacetamide (BSTFA) with 1%
SP:SAMPLEPREP_SUMMARY            	trimethylchlorosilane (TMCS).
SP:PROCESSING_METHOD             	Protein precipitation and metabolite extraction
SP:PROCESSING_STORAGE_CONDITIONS 	On ice
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	GC-MS analysis was performed by a GC system (Agilent Technologies 7890A)
CH:CHROMATOGRAPHY_SUMMARY        	equipped with an autosampler (Agilent 7693) coupled to a mass spectrometer with
CH:CHROMATOGRAPHY_SUMMARY        	triple-Axis detector (5975C, Agilent). Two microliters (2 μL) of the
CH:CHROMATOGRAPHY_SUMMARY        	derivatized sample were injected through a GC-Column DB5-MS (30 m length, 0.25
CH:CHROMATOGRAPHY_SUMMARY        	mm i.d., 0.25 μm film 95% dimethyl/5% diphenylpolysiloxane) with an integrated
CH:CHROMATOGRAPHY_SUMMARY        	precolumn (10 m J&W, Agilent). Carrier gas (He) flow rate was set at 1 mL/min
CH:CHROMATOGRAPHY_SUMMARY        	and injector temperature at 250 °C. Split ratio was fixed from 1:5 to 1:10 with
CH:CHROMATOGRAPHY_SUMMARY        	3 to 10 mL/min. He split flow into a Restek 20782 (Bellefonte, PA, USA)
CH:CHROMATOGRAPHY_SUMMARY        	deactivated glass-wool split liner. The temperature gradient was programmed as
CH:CHROMATOGRAPHY_SUMMARY        	follows: the initial oven temperature was set at 60 ºC (held for 1 min),
CH:CHROMATOGRAPHY_SUMMARY        	increased to 325 ºC at 10 ºC/min rate (within 26.5 min) and hold 325 ºC for
CH:CHROMATOGRAPHY_SUMMARY        	10 min. The total run time was 37.5 min. A cool-down period was applied for 10
CH:CHROMATOGRAPHY_SUMMARY        	min before the next injection. Detector transfer line, filament source and the
CH:CHROMATOGRAPHY_SUMMARY        	quadrupole temperature were set at 280 ºC, 230 ºC and 150 ºC, respectively.
CH:CHROMATOGRAPHY_SUMMARY        	MS detection was performed with electron ionization (EI) mode at -70 eV. The
CH:CHROMATOGRAPHY_SUMMARY        	mass spectrometer was operated in scan mode over a mass range of m/z 50-600 at a
CH:CHROMATOGRAPHY_SUMMARY        	rate of 2.7 scan/s. Several IS injections, a standard mix of fatty acid methyl
CH:CHROMATOGRAPHY_SUMMARY        	esters (FAME C8-C30), extraction blanks and 3 QCs samples were injected at the
CH:CHROMATOGRAPHY_SUMMARY        	beginning of analysis, following QCs injections every 5 experimental samples and
CH:CHROMATOGRAPHY_SUMMARY        	1 QC injection at the end of worklist.
CH:CHROMATOGRAPHY_TYPE           	GC
CH:INSTRUMENT_NAME               	Agilent 7890A
CH:COLUMN_NAME                   	GC-Column DB5-MS (30 m length, 0.25 mm i.d., 0.25 µm film 95% dimethyl/5% diphenylpolysiloxane) with an integrated precolumn (10 m J&W, Agilent)
CH:COLUMN_NAME                   	diphenylpolysiloxane) with an integrated precolumn (10 m J&W, Agilent)
CH:COLUMN_TEMPERATURE            	As Oven
CH:INJECTION_TEMPERATURE         	250
CH:INTERNAL_STANDARD             	Standard mix of fatty acid methyl esters (FAME C8-C30)
CH:SAMPLE_INJECTION              	2 μL
CH:ANALYTICAL_TIME               	37.5 min
CH:OVEN_TEMPERATURE              	The initial oven temperature was set at 60 ºC (held for 1 min), increased to
CH:OVEN_TEMPERATURE              	325 ºC at 10 ºC/min rate (within 26.5 min) and hold 325 ºC for 10 min.
CH:TRANSFERLINE_TEMPERATURE      	280
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
AN:DATA_FORMAT                   	.D
#MS
MS:INSTRUMENT_NAME               	Agilent 5975C
MS:INSTRUMENT_TYPE               	Single quadrupole
MS:MS_TYPE                       	EI
MS:ION_MODE                      	POSITIVE
MS:MS_COMMENTS                   	GC-MS analysis was performed by a GC system (Agilent Technologies 7890A)
MS:MS_COMMENTS                   	equipped with an autosampler (Agilent 7693) coupled to a mass spectrometer with
MS:MS_COMMENTS                   	triple-Axis detector (5975C, Agilent).
MS:HELIUM_FLOW                   	1 mL/min
MS:IONIZATION_ENERGY             	-70 eV
MS:MS_RESULTS_FILE               	ST001369_AN002285_Results.txt	UNITS:peak area	Has m/z:Yes	Has RT:Yes	RT units:Minutes
#END