#METABOLOMICS WORKBENCH Tom_Metz_20140630_9826741_mwtab.txt DATATRACK_ID:133 STUDY_ID:ST000083 ANALYSIS_ID:AN000135 PROJECT_ID:PR000075
VERSION             	1
CREATED_ON          	2016-09-17
#PROJECT
PR:PROJECT_TITLE                 	Systems Biology for EnteroPathogens
PR:PROJECT_TYPE                  	MS analysis
PR:PROJECT_SUMMARY               	sysbep.org
PR:INSTITUTE                     	Pacific Northwest National Laboratory
PR:DEPARTMENT                    	Biological Separation and Mass Spectrometry
PR:LAST_NAME                     	Joshua
PR:FIRST_NAME                    	Adkins
PR:ADDRESS                       	-
PR:EMAIL                         	Joshua.Adkins@pnnl.gov
PR:PHONE                         	-
#STUDY
ST:STUDY_TITLE                   	A Multi-Omic View of Host-Pathogen-Commensal Interplay in Salmonella-Mediated
ST:STUDY_TITLE                   	Infection
ST:STUDY_TYPE                    	Timecourse of Infection
ST:STUDY_SUMMARY                 	The potential for commensal microorganisms indigenous to a host (the
ST:STUDY_SUMMARY                 	or ‘microbiota’) to alter infection outcome by influencing host-pathogen
ST:STUDY_SUMMARY                 	is largely unknown. We used a multi-omics ‘‘systems’’ approach,
ST:STUDY_SUMMARY                 	proteomics, metabolomics, glycomics, and metagenomics, to explore the molecular
ST:STUDY_SUMMARY                 	between the murine host, the pathogen Salmonella enterica serovar Typhimurium
ST:STUDY_SUMMARY                 	Typhimurium), and commensal gut microorganisms during intestinal infection with
ST:STUDY_SUMMARY                 	Typhimurium. We find proteomic evidence that S. Typhimurium thrives within the
ST:STUDY_SUMMARY                 	129/SvJ mouse gut without antibiotic pre-treatment, inducing inflammation and
ST:STUDY_SUMMARY                 	the intestinal microbiome (e.g., suppressing Bacteroidetes and Firmicutes while
ST:STUDY_SUMMARY                 	growth of Salmonella and Enterococcus). Alteration of the host microbiome
ST:STUDY_SUMMARY                 	structure was highly correlated with gut environmental changes, including the
ST:STUDY_SUMMARY                 	of metabolites normally consumed by commensal microbiota. Finally, the less
ST:STUDY_SUMMARY                 	phase of S. Typhimurium’s lifecycle was investigated, and both proteomic and
ST:STUDY_SUMMARY                 	evidence suggests S. Typhimurium may take advantage of increased fucose
ST:STUDY_SUMMARY                 	to metabolize fucose while growing in the gut. The application of multiple
ST:STUDY_SUMMARY                 	measurements to Salmonella-induced intestinal inflammation provides insights
ST:STUDY_SUMMARY                 	complex molecular strategies employed during pathogenesis between host,
ST:STUDY_SUMMARY                 	and the microbiome.
ST:INSTITUTE                     	Pacific Northwest National Laboratory
ST:DEPARTMENT                    	Biological Separation and Mass Spectrometry
ST:LAST_NAME                     	Metz
ST:FIRST_NAME                    	Thomas
ST:ADDRESS                       	-
ST:EMAIL                         	thomas.metz@pnnl.gov
ST:PHONE                         	-
ST:NUM_GROUPS                    	4
ST:TOTAL_SUBJECTS                	30
#SUBJECT
SU:SUBJECT_TYPE                  	Animal
SU:SUBJECT_SPECIES               	Mus musculus
SU:TAXONOMY_ID                   	10090
SU:GENOTYPE_STRAIN               	129/SvJ
SU:AGE_OR_AGE_RANGE              	6- to 8-week-old
SU:GENDER                        	Female
SU:ANIMAL_ANIMAL_SUPPLIER        	Jackson Laboratories,Bar Harbor, ME
SU:ANIMAL_HOUSING                	specific pathogen-free conditions in filter-top cages
SU:ANIMAL_FEED                   	food provided ad libitum
SU:ANIMAL_WATER                  	sterile water
SU:SPECIES_GROUP                 	Mammal
#SUBJECT_SAMPLE_FACTORS:         	SUBJECT(optional)[tab]SAMPLE[tab]FACTORS(NAME:VALUE pairs separated by |)[tab]Additional sample data
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.002	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:1	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.001	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:-1	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.005	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:10	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.006	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:14	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.007	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:21	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.008	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:28	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.003	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:3	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.004	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:6	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.010	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:1	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.009	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:-1	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.013	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:10	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.014	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:14	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.015	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:21	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.016	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:28	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.011	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:3	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.012	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:6	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.018	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:1	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.017	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:-1	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.021	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:10	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.022	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:14	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.023	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:21	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.024	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:28	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.019	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:3	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.020	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:6	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.026	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:1	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.025	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:-1	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.029	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:10	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.030	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:14	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.027	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:3	
SUBJECT_SAMPLE_FACTORS           	-	SBEP_Microbiome.028	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:6	
#COLLECTION
CO:COLLECTION_SUMMARY            	Feces collected and frozen at seven time points post infection and one time
CO:COLLECTION_SUMMARY            	pre-infection
CO:COLLECTION_PROTOCOL_COMMENTS  	On the day prior to infection (day -1), and at seven time points
CO:COLLECTION_PROTOCOL_COMMENTS  	mice from one cage were transferred to a clean cage and fecal samples produced
CO:COLLECTION_PROTOCOL_COMMENTS  	that time were collected, pooled, and immediately frozen at -80° C. Samples
CO:COLLECTION_PROTOCOL_COMMENTS  	collected on days -1, 1, 3, 6, 10, 14, 21, and 28.
CO:SAMPLE_TYPE                   	Feces
CO:COLLECTION_METHOD             	Fecal matter collection
CO:COLLECTION_LOCATION           	mice from one cage were transferred to a clean cage and fecal samples produced
CO:COLLECTION_FREQUENCY          	days -1, 1, 3, 6, 10, 14, 21, and 28 relative to day of infection (day 0)
CO:COLLECTION_TIME               	days -1, 1, 3, 6, 10, 14, 21, and 28 relative to day of infection (day 0)
CO:VOLUMEORAMOUNT_COLLECTED      	four to 25 fecal pellets per pooled sample
CO:STORAGE_CONDITIONS            	frozen at -80° C
#TREATMENT
TR:TREATMENT_SUMMARY             	Experimental: Infected with 1.6 x 10^8 CFU S. Typhimurium | mouse | Control:
TR:TREATMENT_SUMMARY             	with equal volume saline solution
TR:TREATMENT_PROTOCOL_COMMENTS   	A final inoculum of 1.6 x 10^8 CFU S. Typhimurium/mouse was delivered by oral
TR:TREATMENT_PROTOCOL_COMMENTS   	to 10 mice (two cages of five mice each = Salmonella-infected). An equal number
TR:TREATMENT_PROTOCOL_COMMENTS   	mock-infected animals (two cages of five mice each = control) were administered
TR:TREATMENT_PROTOCOL_COMMENTS   	equal volume of sterile saline. Our infecting dose (10^8 CFU/mouse) aimed to
TR:TREATMENT_PROTOCOL_COMMENTS   	a persistent infection that would ensure observation of S. Typhimurium proteins
TR:TREATMENT_PROTOCOL_COMMENTS   	downstream analyses.
TR:TREATMENT                     	Biotic / Abiotic
TR:TREATMENT_COMPOUND            	S. Typhimurium / Saline
TR:TREATMENT_DOSE                	1.6 x 10^8 CFU S. Typhimurium/mouse  / equal volume saline solution
TR:TREATMENT_VEHICLE             	Saline
TR:ANIMAL_FASTING                	14 h before orogastric inoculation
TR:ANIMAL_ENDP_EUTHANASIA        	Carbon Dioxide Asphixiation followed by Cervical Dislocaton
TR:ANIMAL_ENDP_TISSUE_COLL_LIST  	Feces
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Feces thawed, buffer added, vortexed, filtered and centrifuged after which
SP:SAMPLEPREP_SUMMARY            	subjected to further centrifugation and chemical derivatization
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	After thawing, 150 mM ammonium bicarbonate buffer was added to the sample
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	1-2.5 ml based upon starting weight; volumes were recorded and used for
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	normalization), which was subsequently vortexed to disrupt fecal pellets. The
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	slurry was filtered through a 70 mm sieve to separate and remove large debris
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	undigested food particles). Filtrate was centrifuged (900 x g for 10 min), and
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	protein-rich pellet thought to contain cellular material was retained as P1.
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	supernatant was centrifuged to further clarify the sample (15,000 x g for 10
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	The pellet was retained as P2 and the supernatant retained as SN2. All
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	and reagents used in metabolomics analyses were purchased from Sigma-Aldrich
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	Louis, MO), except for ammonium bicarbonate (Merck, Darmstadt, Germany),
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	of fatty acid methyl esters (FAMEs) and deuterated myristic acid (Agilent
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	Santa Clara, CA). Deionized and purified water was used to prepare buffer and
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	solutions (Nanopure Infinity ultrapure water system, Barnstead, Newton, WA).
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	samples (see Fecal sample preparation) were transferred to 0.6 ml
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	tubes, and water soluble metabolites were extracted with four volumes of
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	(-20° C) chloroform: methanol mixture (2:1). After separating the two phases
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	centrifugation (12,000 x g, 5 min), the upper aqueous layers were transferred
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	glass vials and dried under a vacuum concentrator (SpeedVac; Thermo Scientific,
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	MA). All extracted metabolites were subjected to chemical derivatization to
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	their stability and volatility during GC-MS analysis. Methoxyamine in pyridine
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	mg/ml) was added to each dried sample, and incubated at 37° C with shaking for
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	min to protect carbonyl groups and reduce the number of tautomeric peaks.
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	(trimethylsilyl) trifluoroacetamide (MSTFA) with 1% trimethylchlorosilane
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	was then added, followed by incubation at 37° C with shaking for 30 min to
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	hydroxyl and amine groups to trimethylsilyated (TMS) forms. The samples were
SP:SAMPLEPREP_PROTOCOL_COMMENTS  	allowed to cool to room temperature and were analyzed using gas chromatography
SP:PROCESSING_METHOD             	Homogenization, Filtration, Centrifugation
SP:EXTRACTION_METHOD             	SN2 samples (see Fecal sample preparation) were transferred to 0.6 ml
SP:EXTRACTION_METHOD             	tubes, and water soluble metabolites were extracted with four volumes of
SP:EXTRACTION_METHOD             	(-20° C) chloroform: methanol mixture (2:1). After separating the two phases
SP:EXTRACTION_METHOD             	centrifugation (12,000 x g, 5 min), the upper aqueous layers were transferred
SP:EXTRACTION_METHOD             	glass vials and dried under a vacuum concentrator (SpeedVac; Thermo Scientific,
SP:EXTRACTION_METHOD             	MA).
SP:EXTRACT_ENRICHMENT            	dried under a vacuum concentrator
SP:EXTRACT_STORAGE               	dried under a vacuum concentrator
SP:SAMPLE_RESUSPENSION           	Methoxyamine in pyridine (30 mg/ml)
SP:SAMPLE_DERIVATIZATION         	Methoxyamine in pyridine (30 mg/ml), N-methyl-N- (trimethylsilyl)
SP:SAMPLE_DERIVATIZATION         	(MSTFA) with 1% trimethylchlorosilane (TMCS)
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	Agilent 7890A gas chromatograph with a HP-5MS gas chromatography column using
CH:CHROMATOGRAPHY_TYPE           	GC
CH:INSTRUMENT_NAME               	Agilent 7890A
CH:COLUMN_NAME                   	Agilent HP5-MS (30m × 0.25mm, 0.25 um)
CH:CHROMATOGRAPHY_COMMENTS       	Chromatography was carried out on an Agilent 7890A gas chromatograph using the
CH:CHROMATOGRAPHY_COMMENTS       	software (Chemstation) and a HP-5MS gas chromatography column (Agilent
CH:CHROMATOGRAPHY_COMMENTS       	Santa Clara, CA; 30 m x 0.25 mm x 0.25 m film thickness). The sample injection
CH:CHROMATOGRAPHY_COMMENTS       	was splitless, and 1 L of each sample was injected. The injection port
CH:CHROMATOGRAPHY_COMMENTS       	was held at 250 C throughout the analysis. The GC oven was held at 60 C for 1
CH:CHROMATOGRAPHY_COMMENTS       	after injection, and the temperature was then increased to 325 C by 10 C/min,
CH:CHROMATOGRAPHY_COMMENTS       	by a 5 min hold at 325 C. The helium gas flow rates for each Experiment were
CH:CHROMATOGRAPHY_COMMENTS       	by the Agilent Retention Time Locking function based on analysis of deuterated
CH:CHROMATOGRAPHY_COMMENTS       	acid and were in the range of 0.450.5 mL/min.
CH:FLOW_RATE                     	0.450.5 mL/min
CH:INJECTION_TEMPERATURE         	250 C
CH:SAMPLE_INJECTION              	1 L, splitless
CH:ANALYTICAL_TIME               	37.5 min
CH:OVEN_TEMPERATURE              	60 C for 1 min, then increased to 325 C by 10 C/min, followed by a 5 min hold
CH:OVEN_TEMPERATURE              	325 C
CH:SAMPLE_SYRINGE_SIZE           	10 L
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
AN:LABORATORY_NAME               	Biological Separations & Mass Spectrometry group, Pacific Northwest National
AN:LABORATORY_NAME               	(www.omics.pnl.gov)
AN:ACQUISITION_DATE              	6/24/11 to 6/25/11
AN:SOFTWARE_VERSION              	Metabolite Detector vs. 2.0.6 beta
AN:DATA_FORMAT                   	Raw .D.Zip; Processed .CDF
#MS
MS:INSTRUMENT_NAME               	Agilent 5975C
MS:INSTRUMENT_TYPE               	Single quadrupole
MS:MS_TYPE                       	EI
MS:ION_MODE                      	POSITIVE
MS:MS_COMMENTS                   	An Agilent GC 7890A coupled with a single quadrupole MSD 5975C (Agilent
MS:MS_COMMENTS                   	Inc.; Santa Clara, CA, USA) was used, and the samples were blocked and analyzed
MS:MS_COMMENTS                   	random order for each experiment. Data were collected over the mass range
MS:MS_COMMENTS                   	m/z. A mixture of FAMEs (C8-C28) was analyzed once per day together with the
MS:MS_COMMENTS                   	for retention index alignment purposes during subsequent data analysis.
MS:SCAN_RANGE_MOVERZ             	50-550 m/z
MS:MS_COMMENTS                   	GC-MS raw data files from each Experiment were processed using the Metabolite
MS:MS_COMMENTS                   	software, version 2.0.6 beta. Briefly, Agilent.D files were converted to netCDF
MS:MS_COMMENTS                   	using Agilent Chemstation, followed by conversion to binary files using
MS:MS_COMMENTS                   	Detector. Retention indices of detected metabolites were calculated based on
MS:MS_COMMENTS                   	analysis of the FAMEs mixture, followed by their chromatographic alignment
MS:MS_COMMENTS                   	all analyses after deconvolution. Metabolites were initially identified by
MS:MS_COMMENTS                   	experimental spectra to an augmented version of FiehnLib (i.e., the Agilent
MS:MS_COMMENTS                   	Metabolomics Retention Time Locked (RTL) Library, containing spectra and
MS:MS_COMMENTS                   	retention indices for over 700 metabolites), using a Metabolite Detector match
MS:MS_COMMENTS                   	threshold of 0.6 (combined retention index and spectral probability). All
MS:MS_COMMENTS                   	identifications were manually validated to reduce deconvolution errors during
MS:MS_COMMENTS                   	data-processing and to eliminate false identifications. The NIST 08 GC-MS
MS:MS_COMMENTS                   	was also used to cross validate the spectral matching scores obtained using the
MS:MS_COMMENTS                   	library and to provide identifications of unmatched metabolites. The three most
MS:MS_COMMENTS                   	fragment ions in the spectra of each identified metabolite were automatically
MS:MS_COMMENTS                   	by Metabolite Detector, and their summed abundances were integrated across the
MS:MS_COMMENTS                   	elution profile; fragment ions due to trimethylsilylation (i.e. m/z 73 and 147)
MS:MS_COMMENTS                   	excluded from the determination of metabolite abundance. Features resulting
MS:MS_COMMENTS                   	GC column bleeding were removed from the data matrices prior to further data
MS:MS_COMMENTS                   	and analysis.
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS         	Peak area
MS_METABOLITE_DATA_START
Samples	SBEP_Microbiome.002	SBEP_Microbiome.001	SBEP_Microbiome.005	SBEP_Microbiome.006	SBEP_Microbiome.007	SBEP_Microbiome.008	SBEP_Microbiome.003	SBEP_Microbiome.004	SBEP_Microbiome.010	SBEP_Microbiome.009	SBEP_Microbiome.013	SBEP_Microbiome.014	SBEP_Microbiome.015	SBEP_Microbiome.016	SBEP_Microbiome.011	SBEP_Microbiome.012	SBEP_Microbiome.018	SBEP_Microbiome.017	SBEP_Microbiome.021	SBEP_Microbiome.022	SBEP_Microbiome.023	SBEP_Microbiome.024	SBEP_Microbiome.019	SBEP_Microbiome.020	SBEP_Microbiome.026	SBEP_Microbiome.025	SBEP_Microbiome.029	SBEP_Microbiome.030	SBEP_Microbiome.027	SBEP_Microbiome.028
Factors	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:1	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:-1	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:10	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:14	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:21	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:28	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:3	Infection:Control | Experimental Group:Control Group 1 | Harvest Day:6	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:1	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:-1	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:10	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:14	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:21	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:28	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:3	Infection:Control | Experimental Group:Control Group 2 | Harvest Day:6	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:1	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:-1	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:10	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:14	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:21	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:28	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:3	Infection:Infected | Experimental Group:Experimental 1 | Harvest Day:6	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:1	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:-1	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:10	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:14	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:3	Infection:Infected | Experimental Group:Experimental 2 | Harvest Day:6
2-ketohexanoic acid	215391.9474	147693.0000	260416.9507	238578.9051	258215.9919	141766.0000	204192.2647	226763.5252	232633.7018	138502.0000	273115.2449	281097.1564	159066.0000	253941.8655	279212.0127	235987.2872	280557.2236	337277.4385	227069.3030	255327.2767	199692.2513	215791.4762	255169.8928	238490.9722	216317.5659	235695.5436	182947.6058	317155.8569	178254.7055	186970.0384
Galactinol	30667.0000	45616.0000	7624.0000		3084.0000		33044.5000	53577.5000	4758.5000	40715.0000	4413.5000	9398.5000	4874.0000	3103.5000	2294.5000	3581.0000		28288.5000	512994.0000	1849351.5000	269076.0000	1285834.5000	188388.0000	745325.5000	4592.5000	23543.0000	898379.5000	595965.0000	597117.0000	341873.0000
gluconic acid lactone												5653506.2990		3954397.4950		4593253.3080					152455.1188	323058.1516			7090810.9320	8772390.8390		4663944.4520	8767443.3850	4522412.1070
hypoxanthine	1106298.6810	1228340.0490	1146394.9600	950377.2619	939610.5010	973915.3610	358305.3504	16625.0000	1101904.7930	1067096.0420	962346.5277	1873103.7950	1995752.9040	1645528.8580	419270.2829	1170363.9010	1472080.6270	1330519.7250	642958.1822	956476.0000	304158.0000	173300.0000	317387.0809	227853.5737	305774.0000	254906.0000	124738.0000	511432.0000	292674.0000	308420.0000
inositol	64017.0070	221000.1798	90048.0000	84091.6119	109104.9448	48309.1262	625507.8506	21524.8943	87592.0000	72076.0000	75778.0000	64629.3682	60817.1177	66933.0000	74417.4396	75648.7001	70985.7348	67450.0000	6726258.8960	21797994.2500	24839341.7800	10804141.3100	55563.9908	60454.5841	22443627.9800	19461391.6800	14069969.5600	29916434.2100	33090137.6300	24045791.0500
lactose	5488.0000	49563.0000	7383.0000	3374.0000	6198.0000	14521.5000	2487.5000	50578.5000	2050.0000	16852.5000	41961.5000	7427.0000	8563.0000	8289.5000	62292.0000	8050.0000	2026.5000	6687.5000	2424891.0000	2840281.0000	903258.5000	2913762.5000	2257966.0000	2661470.5000	951.0000	14874.5000	3772711.5000	3436779.0000	2955622.5000	1834552.0000
L-glutamic acid	1322183.0000	4634850.0000	3367625.0000	1208713.0000	2801329.0000	4975321.0000	4505804.0000	3449898.0000	282390.0000	2967113.0000	3378785.0000	3258184.0000	4103602.0000	3115084.0000	2107178.0000	2286819.0000	1309087.0000	3994508.0000	4379188.0000	4313190.0000	778971.0000	1282452.0000	3871326.0000	1166823.0000	422372.0000	3705203.0000	2862261.0000	2539128.0000	3170576.0000	2115712.0000
L-histidine				3428741.9460								5653506.2990		3954397.4950		4593253.3080	5172192.0390		9678382.5060	6255364.5600		5361014.5480			7090810.9320	8772390.8390		4663944.4520	8767443.3850	4522412.1070
L-homoserine	113414.3322	178550.2423	229332.9648	133933.6261	98847.1740	173863.2873	36790.1303	38125.0000	190869.4666	205157.2922	150696.5890	223919.2067	200374.4454	157996.2109	52327.0000	212814.9525	219274.6752	202648.6340	186949.8208	82080.5237	47661.7970	47591.4010	59539.0000	57762.6536	104057.3354	65309.1520	57659.0842	94183.6397	69351.0000	98716.9186
melibiose	14088.5000	12466.0000		4268.5000				6666.0000	990.0000	4510.0000	4411.5000							3907.0000	2242869.5000	6659044.0000	987308.5000	4572262.0000	1369913.0000	3056349.5000		10672.5000	3745028.5000	2488504.0000	2658464.0000	1348533.0000
methionine sulfoxide	303089.4348	246238.0000	196945.8237	266569.5000	162743.5000	158751.9618	201292.1750	55756.6238	254890.6424	113922.6876	167251.1190	368582.0194	157880.2775	336798.0239	80666.3874	207358.6877	272065.4594	254522.5154	217531.6399	259247.1800	76508.9949	169278.2770	432968.0511	147841.7152	351318.5634	240420.6594	395650.4386	271433.1225	418650.8645	145543.3483
raffinose	30470.0000	8379.0000	5998.0000	7676.0000	9168.0000	14403.0000	9182.0000	9921.0000		6033.0000			6012.0000	3039.0000	6080.0000	2078.0000	4118.0000	8572.0000	5803107.0000	11731037.0000	2252028.0000	9491301.0000	3003515.0000	7115220.0000	5050.0000	26303.0000	8136145.0000	7267019.0000	6545848.0000	2828983.0000
shikimic acid			1138789.2770																	888332.8260	643769.1444	424332.9996			843085.5664	669868.2063	416722.7231	966912.9809	962065.3568	810530.7703
urea	83551.4829	97233.4965	83174.2909	79953.0236	69364.7798	75814.7769	93050.9337	25414.0000	116265.5154	51193.1456	53368.7012	71670.9352	72359.6726	54666.1879	27128.7316	111191.8088	58084.2329	71764.4081	77580.6242	167422.4875	173669.8480	656186.3348	42078.8615	75955.5673	248055.5500	337172.7049	1091191.8150	618727.4347	2325193.4160	662968.5050
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	moverz_quant	ri	ri_type	pubchem_id	inchi_key	kegg_id	other_id	other_id_type
2-ketohexanoic acid				159664			CHEBI:17308	PNNL_ID
Galactinol				439451			CID45109775	PNNL_ID
gluconic acid lactone				7027			CHEBI:16217	PNNL_ID
hypoxanthine							CHEBI:17368	PNNL_ID
inositol				892			CHEBI:17268	PNNL_ID
lactose				440995			CHEBI:17716	PNNL_ID
L-glutamic acid				33032			CHEBI:16015	PNNL_ID
L-histidine				6274			CHEBI:15971	PNNL_ID
L-homoserine							CHEBI:15699	PNNL_ID
melibiose				440658			CID46905267	PNNL_ID
methionine sulfoxide				847			CHEBI:49033	PNNL_ID
raffinose				10542			CHEBI:16634	PNNL_ID
shikimic acid				8742			CHEBI:16119	PNNL_ID
urea							CHEBI:16199	PNNL_ID
METABOLITES_END
#END