#METABOLOMICS WORKBENCH Cristina_20220225_081936 DATATRACK_ID:3106 STUDY_ID:ST002148 ANALYSIS_ID:AN003518 PROJECT_ID:PR001361
VERSION             	1
CREATED_ON             	March 21, 2022, 10:47 am
#PROJECT
PR:PROJECT_TITLE                 	Untargeted metabolomics of Quercus ilex leaves in Drought
PR:PROJECT_TYPE                  	LC-MS analysis
PR:PROJECT_SUMMARY               	UPLC-MS analysis of samples from Quercus ilex leaves. The objective of the study
PR:PROJECT_SUMMARY               	is to characterize the leaf metabolome of Q. ilex in six-month-old seedlings and
PR:PROJECT_SUMMARY               	the changes that have taken place in response to drought stress by water
PR:PROJECT_SUMMARY               	withholding under high temperature and irradiance conditions.
PR:INSTITUTE                     	Universidad de Córdoba
PR:DEPARTMENT                    	Department Biochemistry and Molecular Biology
PR:LABORATORY                    	Agroforestry and Plant Biochemistry, Proteomics and Systems Biology
PR:LAST_NAME                     	López-Hidalgo
PR:FIRST_NAME                    	Cristina
PR:ADDRESS                       	Campus de Rabanales; Edificio C6, Planta Baja
PR:EMAIL                         	lopezhcristina@uniovi.es
PR:PHONE                         	626894948
PR:FUNDING_SOURCE                	This work was supported by the University of Cordoba and financial support from
PR:FUNDING_SOURCE                	the Spanish Ministry of Economy and Competitiveness (Project ENCINOMICS-2
PR:FUNDING_SOURCE                	PID2019-10908RB-100)
PR:PUBLICATIONS                  	Untargeted MS-based metabolomics analysis of the responses to drought stress in
PR:PUBLICATIONS                  	Quercus ilex leaf seedlings, and identification of putative compounds related to
PR:PUBLICATIONS                  	tolerance
PR:CONTRIBUTORS                  	Marta Tienda-Parrilla, Cristina López-Hidalgo, Víctor M. Guerrero-Sánchez,
PR:CONTRIBUTORS                  	Álvaro Infantes-González, Rocío Valderrama, Jesús V. Jorrin-Novo,
PR:CONTRIBUTORS                  	María-Dolores Rey
#STUDY
ST:STUDY_TITLE                   	Untargeted MS-based metabolomics analysis of the responses to drought stress in
ST:STUDY_TITLE                   	Quercus ilex leaf seedlings, and identification of putative compounds related to
ST:STUDY_TITLE                   	tolerance
ST:STUDY_TYPE                    	Untargeted MS-based metabolomics
ST:STUDY_SUMMARY                 	The effect and responses to drought stress have been analyzed in Quercus ilex
ST:STUDY_SUMMARY                 	seedlings by using a non-targeted metabolomic approach, implementing previous
ST:STUDY_SUMMARY                 	studies pub-lished in which other -omics platforms, transcriptomics, and
ST:STUDY_SUMMARY                 	proteomics, have been em-ployed. This work is aimed at characterizing the Q.
ST:STUDY_SUMMARY                 	ilex leaf metabolome, determining possible mechanisms and molecular markers of
ST:STUDY_SUMMARY                 	drought tolerance, and identifying puta-tive bioactive compounds. Six-month-old
ST:STUDY_SUMMARY                 	seedling leaves, subjected to drought stress im-posed by water withholding under
ST:STUDY_SUMMARY                 	high temperature and irradiance conditions, were col-lected when leaf
ST:STUDY_SUMMARY                 	fluorescence decreased by 20 % (day 17) and 45 % (day 24) relative to ir-rigated
ST:STUDY_SUMMARY                 	seedlings. A total of 3934 compounds were resolved, with 616 being variable, and
ST:STUDY_SUMMARY                 	342 identified, belonging to five chemical families. Out of the identified
ST:STUDY_SUMMARY                 	compounds 33 were variable, mostly corresponding to amino acids, carboxylic
ST:STUDY_SUMMARY                 	acids, benzenoids, flavo-noids and isoprenoids. Epigallocatechin, ellagic acid,
ST:STUDY_SUMMARY                 	pulegone, indole-3-acrylic acid and dihydrozeatin-O-glucoside were
ST:STUDY_SUMMARY                 	up-accumulated under drought conditions at both sam-pling times. An integrated
ST:STUDY_SUMMARY                 	multi-omics analysis of phenolic compounds and related en-zymes was performed,
ST:STUDY_SUMMARY                 	revealing that some enzymes involved in the flavonoid pathways (chalcone
ST:STUDY_SUMMARY                 	synthase, anthocyanidin synthase and anthocyanidin reductase) were
ST:STUDY_SUMMARY                 	up-accumulated at day 24 in non-irrigated seedlings. Some putative markers of
ST:STUDY_SUMMARY                 	drought tol-erance to drought in Q. ilex are proposed for assisting breeding
ST:STUDY_SUMMARY                 	programs based on the se-lection of elite genotypes.
ST:INSTITUTE                     	new
ST:DEPARTMENT                    	Universidad de Córdoba
ST:LABORATORY                    	Agroforestry and Plant Biochemistry, Proteomics and Systems Biology
ST:LAST_NAME                     	López Hidalgo
ST:FIRST_NAME                    	Cristina
ST:ADDRESS                       	Campus de Rabanales; Edificio C6, Planta Baja
ST:EMAIL                         	lopezhcristina@uniovi.es
ST:PHONE                         	626894948
#SUBJECT
SU:SUBJECT_TYPE                  	Plant
SU:SUBJECT_SPECIES               	Quercus ilex
SU:TAXONOMY_ID                   	58334
#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           	-	190218_1_C_T1_R1_neg	Factor:C_T1	RAW_FILE_NAME=190218_1_C_T1_R1_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_2_C_T1_R2_neg	Factor:C_T1	RAW_FILE_NAME=190218_2_C_T1_R2_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_3_C_T1_R3_neg	Factor:C_T1	RAW_FILE_NAME=190218_3_C_T1_R3_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_4_C_T2_R1_neg	Factor:C_T2	RAW_FILE_NAME=190218_4_C_T2_R1_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_5_C_T2_R2_neg	Factor:C_T2	RAW_FILE_NAME=190218_5_C_T2_R2_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_6_C_T2_R3_neg	Factor:C_T2	RAW_FILE_NAME=190218_6_C_T2_R3_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_7_D_T1_R1_neg	Factor:D_T1	RAW_FILE_NAME=190218_7_D_T1_R1_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_8_D_T1_R2_neg	Factor:D_T1	RAW_FILE_NAME=190218_8_D_T1_R2_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_9_D_T1_R3_neg	Factor:D_T1	RAW_FILE_NAME=190218_9_D_T1_R3_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_10_D_T2_R1_neg	Factor:D_T2	RAW_FILE_NAME=190218_10_D_T2_R1_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_11_D_T2_R2_neg	Factor:D_T2	RAW_FILE_NAME=190218_11_D_T2_R2_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_12_D_T2_R3_neg	Factor:D_T2	RAW_FILE_NAME=190218_12_D_T2_R3_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankneg1	Factor:Blank	RAW_FILE_NAME=190218_Blankneg1.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankneg2	Factor:Blank	RAW_FILE_NAME=190218_Blankneg2.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankneg3	Factor:Blank	RAW_FILE_NAME=190218_Blankneg3.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankneg4	Factor:Blank	RAW_FILE_NAME=190218_Blankneg4.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankneg5	Factor:Blank	RAW_FILE_NAME=190218_Blankneg5.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankneg6	Factor:Blank	RAW_FILE_NAME=190218_Blankneg6.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankneg7	Factor:Blank	RAW_FILE_NAME=190218_Blankneg7.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankneg8	Factor:Blank	RAW_FILE_NAME=190218_Blankneg8.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Naringina_1ppm_neg	Factor:Blank	RAW_FILE_NAME=190218_Naringina_1ppm_neg.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_neg_FS_1	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_neg_FS_1.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_neg_FS_2	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_neg_FS_2.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_neg_FS_3	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_neg_FS_3.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_neg_FS_4	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_neg_FS_4.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_neg_FS_5	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_neg_FS_5.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_neg_FS_6	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_neg_FS_6.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_neg_TOP5_1	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_neg_TOP5_1.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_neg_TOP5_2	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_neg_TOP5_2.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_neg_TOP5_3	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_neg_TOP5_3.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_1_C_T1_R1_pos	Factor:C_T1	RAW_FILE_NAME=190218_1_C_T1_R1_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_2_C_T1_R2_pos	Factor:C_T1	RAW_FILE_NAME=190218_2_C_T1_R2_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_3_C_T1_R3_pos	Factor:C_T1	RAW_FILE_NAME=190218_3_C_T1_R3_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_4_C_T2_R1_pos	Factor:C_T2	RAW_FILE_NAME=190218_4_C_T2_R1_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_5_C_T2_R2_pos	Factor:C_T2	RAW_FILE_NAME=190218_5_C_T2_R2_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_6_C_T2_R3_pos	Factor:C_T2	RAW_FILE_NAME=190218_6_C_T2_R3_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_7_D_T1_R1_pos	Factor:D_T1	RAW_FILE_NAME=190218_7_D_T1_R1_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_8_D_T1_R2_pos	Factor:D_T1	RAW_FILE_NAME=190218_8_D_T1_R2_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_9_D_T1_R3_pos	Factor:D_T1	RAW_FILE_NAME=190218_9_D_T1_R3_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_10_D_T2_R1_pos	Factor:D_T2	RAW_FILE_NAME=190218_10_D_T2_R1_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_11_D_T2_R2_pos	Factor:D_T2	RAW_FILE_NAME=190218_11_D_T2_R2_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_12_D_T2_R3_pos	Factor:D_T2	RAW_FILE_NAME=190218_12_D_T2_R3_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankpos1	Factor:Blank	RAW_FILE_NAME=190218_Blankpos1.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankpos2	Factor:Blank	RAW_FILE_NAME=190218_Blankpos2.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankpos3	Factor:Blank	RAW_FILE_NAME=190218_Blankpos3.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankpos4	Factor:Blank	RAW_FILE_NAME=190218_Blankpos4.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankpos5	Factor:Blank	RAW_FILE_NAME=190218_Blankpos5.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankpos6	Factor:Blank	RAW_FILE_NAME=190218_Blankpos6.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankpos7	Factor:Blank	RAW_FILE_NAME=190218_Blankpos7.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Blankpos8	Factor:Blank	RAW_FILE_NAME=190218_Blankpos8.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_Naringina_1ppm_pos	Factor:Blank	RAW_FILE_NAME=190218_Naringina_1ppm_pos.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_pos_FS_1	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_pos_FS_1.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_pos_FS_2	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_pos_FS_2.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_pos_FS_3	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_pos_FS_3.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_pos_FS_4	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_pos_FS_4.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_pos_FS_5	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_pos_FS_5.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_pos_FS_6	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_pos_FS_6.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_pos_TOP5_1	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_pos_TOP5_1.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_pos_TOP5_2	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_pos_TOP5_2.mzXML
SUBJECT_SAMPLE_FACTORS           	-	190218_QCMIX_pos_TOP5_3	Factor:Quality Control mixture	RAW_FILE_NAME=190218_QCMIX_pos_TOP5_3.mzXML
#COLLECTION
CO:COLLECTION_SUMMARY            	Out of the biological replicates, three asymptomatic (non-damaged) non-irrigated
CO:COLLECTION_SUMMARY            	seedlings were randomly selected for metabolomics. All leaves were collected
CO:COLLECTION_SUMMARY            	when the chlorophyll fluorescence dropped by 20 and 45 % in the non-irrigated
CO:COLLECTION_SUMMARY            	seedlings compared to irrigated ones (at days 17 and 24, respectively) [7].
CO:COLLECTION_SUMMARY            	After collection, leaves from the three biological replicates per treatment and
CO:COLLECTION_SUMMARY            	sampling time were washed with tap water, blot dried with filter paper,
CO:COLLECTION_SUMMARY            	shock-frozen in liquid nitrogen, and stored at -80 °C until metabolite
CO:COLLECTION_SUMMARY            	extraction.
CO:SAMPLE_TYPE                   	new
CO:STORAGE_CONDITIONS            	-80℃
#TREATMENT
TR:TREATMENT_SUMMARY             	An experiment based on a completely randomized design was developed by using ten
TR:TREATMENT_SUMMARY             	biological replicates per treatment [7]. Out of the biological replicates, three
TR:TREATMENT_SUMMARY             	asymptomatic (non-damaged) non-irrigated seedlings were randomly selected for
TR:TREATMENT_SUMMARY             	metabolomics. All leaves were collected when the chlorophyll fluorescence
TR:TREATMENT_SUMMARY             	dropped by 20 and 45 % in the non-irrigated seedlings compared to irrigated ones
TR:TREATMENT_SUMMARY             	(at days 17 and 24, respectively)
TR:TREATMENT                     	Drought
TR:PLANT_PLOT_DESIGN             	Randomized design
TR:PLANT_LIGHT_PERIOD            	28 W m-2 solar irradiance
TR:PLANT_HUMIDITY                	41% humidity
TR:PLANT_TEMP                    	37 °C temperature
TR:PLANT_GROWTH_STAGE            	Six-month-old seedlings
TR:PLANT_METAB_QUENCH_METHOD     	Liquid N2
TR:PLANT_STORAGE                 	-80ºC
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Metabolites were extracted from leaves as described by Valledor et al., [41],
SP:SAMPLEPREP_SUMMARY            	with minor modifications. An extraction solution containing 600 µL of ice-cold
SP:SAMPLEPREP_SUMMARY            	methanol: chloroform: water (5:2:2) was added to 50 mg dry weight leaf tissue
SP:SAMPLEPREP_SUMMARY            	and vortexed for 10 sec. The mixture was sonicated (ultrasonic bath, 40 kHz for
SP:SAMPLEPREP_SUMMARY            	10 min) and after centrifugation at 20,000 × g at 4°C for 4 mins, the
SP:SAMPLEPREP_SUMMARY            	supernatant was transferred to a new tube. Then, 200 µL of cold methanol:
SP:SAMPLEPREP_SUMMARY            	chloroform: water (5:2:2) was added to the pellets and the process was repeated
SP:SAMPLEPREP_SUMMARY            	once. After combining both supernatants, they were vacuum dried at 30°C
SP:SAMPLEPREP_SUMMARY            	(Speedvac, Eppendorf Vacuum Concentrator Plus/5301, Eppendorf, Leicestershire,
SP:SAMPLEPREP_SUMMARY            	UK). Dried extracts were reconstituted in methanol, centrifuged at 20,000×g for
SP:SAMPLEPREP_SUMMARY            	10 min, and filtered through 0.22 μm PTPE membranes (Thermo Fisher Scientific,
SP:SAMPLEPREP_SUMMARY            	Courtaboeuf, France), and the filtrate was collected in 1.5 mL LC/MS certified
SP:SAMPLEPREP_SUMMARY            	sample vials.
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_TYPE           	Reversed phase
CH:INSTRUMENT_NAME               	Thermo Dionex Ultimate 3000 RS
CH:COLUMN_NAME                   	Waters Acquity BEH C8 (100 x 2.1mm, 1.7um)
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Thermo Q Exactive HF hybrid Orbitrap
MS:INSTRUMENT_TYPE               	QTRAP
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	POSITIVE
MS:MS_COMMENTS                   	The operating parameters, in positive ion mode, were sheath gas flow rate at 60
MS:MS_COMMENTS                   	kV, auxiliary gas flow rate at 25 kV, sweep gas flow rate at 2 kV, spray voltage
MS:MS_COMMENTS                   	at 3.5 kV, capillary temperature at 320 °C, S-lens RF level at 50 kV, and
MS:MS_COMMENTS                   	auxiliary gas heater temperature at 400 °C. The Xcalibur v3.1 software was used
MS:MS_COMMENTS                   	for instrument control and data acquisition. Spectra data were acquired in a
MS:MS_COMMENTS                   	full scan (FS) mode at a resolution of 70,000 (full width half maximum, FWHM at
MS:MS_COMMENTS                   	m/z 200) for MS1, and a data dependent (dd-MS2/dd-SIM) manner for MS2,
MS:MS_COMMENTS                   	fragmenting the five most abundant precursor ions per MS1 scan (TopN, 5),
MS:MS_COMMENTS                   	acquiring MS/MS data between 200 and 2000 m/z at a resolution of 17.500.
MS:MS_RESULTS_FILE               	ST002148_AN003518_Results.txt	UNITS:peak area	Has m/z:Yes	Has RT:Yes	RT units:Minutes
#END