#METABOLOMICS WORKBENCH Lu_Group_20220325_023225 DATATRACK_ID:3138 STUDY_ID:ST002129 ANALYSIS_ID:AN003482 PROJECT_ID:PR001349
VERSION             	1
CREATED_ON             	April 6, 2022, 7:01 pm
#PROJECT
PR:PROJECT_TITLE                 	Discovery and characterization of virulence associated functional metabolites in
PR:PROJECT_TITLE                 	Escherichia coli based on functional metabolomics strategy
PR:PROJECT_TYPE                  	Untargeted MS quantitative analysis
PR:PROJECT_SUMMARY               	Discovery and characterization of virulence associated functional metabolites in
PR:PROJECT_SUMMARY               	Escherichia coli based on functional metabolomics strategy
PR:INSTITUTE                     	Shanghai Center for Systems Biomedicine, Shanghai Jiaotong University
PR:LAST_NAME                     	Lu
PR:FIRST_NAME                    	Haitao
PR:ADDRESS                       	800 Dongchuan RD. Minhang District, Shanghai, Shanghai, 200240, China
PR:EMAIL                         	haitao.lu@sjtu.edu.cn
PR:PHONE                         	15221478139
#STUDY
ST:STUDY_TITLE                   	Discovery and characterization of virulence associated functional metabolites in
ST:STUDY_TITLE                   	Escherichia coli based on functional metabolomics strategy(siderophores
ST:STUDY_TITLE                   	metabolomics-2)
ST:STUDY_SUMMARY                 	Bacterial metabolites are substrates of virulence factors of uropathogenic
ST:STUDY_SUMMARY                 	Escherichia coli (UPEC), but the mechanism underlying the role of functional
ST:STUDY_SUMMARY                 	metabolites in bacterial virulence from the perspective of small molecular
ST:STUDY_SUMMARY                 	metabolism is unclear. In the present study, we used a strategy of functional
ST:STUDY_SUMMARY                 	metabolomics integrated with bacterial genetics in attempt to decipher the
ST:STUDY_SUMMARY                 	mechanism of virulence formation in Escherichia coli (E. coli) from the
ST:STUDY_SUMMARY                 	viewpoint of small molecule metabolism. We identified the virulence-associated
ST:STUDY_SUMMARY                 	metabolome via analysis of the primary metabolome of the pathogenic UTI89 strain
ST:STUDY_SUMMARY                 	and the non-pathogenic MG1655 strain. Then, the iron-mediated virulence
ST:STUDY_SUMMARY                 	associated metabolome was identified by an iron fishing strategy. Also, the
ST:STUDY_SUMMARY                 	mechanism of siderophores in regulating pathogenicity in different environments
ST:STUDY_SUMMARY                 	was explored by investigating the effect of iron on siderophore biosynthesis.
ST:STUDY_SUMMARY                 	Finally, by knocking out genes related to siderophore biosynthesis, siderophore
ST:STUDY_SUMMARY                 	transport and iron utilization, siderophores dependent iron-regulating virulence
ST:STUDY_SUMMARY                 	associated metabolome, including 18 functional metabolites, was identified and
ST:STUDY_SUMMARY                 	verified to be involved in the regulation of bacterial virulence. Based on this
ST:STUDY_SUMMARY                 	we found that these functional metabolites regulated the virulence of E. coli by
ST:STUDY_SUMMARY                 	targeting multiple metabolic pathways in an iron-siderophores dependent manner.
ST:STUDY_SUMMARY                 	Moreover, a quantitative proteomics approach was implemented to further
ST:STUDY_SUMMARY                 	elucidate the mechanism of functional metabolites and functional proteins in
ST:STUDY_SUMMARY                 	modulating bacterial virulence. And our findings demonstrated that functional
ST:STUDY_SUMMARY                 	proteins regulated the virulence of E. coli by mediating iron binding,
ST:STUDY_SUMMARY                 	iron-siderophore transmembrane transport, and the biosynthesis and expression of
ST:STUDY_SUMMARY                 	functional metabolites. Interestingly, we found that functional metabolites
ST:STUDY_SUMMARY                 	enhance the virulence of E. coli by specifically modulating the key metabolic
ST:STUDY_SUMMARY                 	pathways involved in purine metabolism, proline metabolism, arginine metabolism
ST:STUDY_SUMMARY                 	and pyrimidine metabolism. Taken together, our study identified for the first
ST:STUDY_SUMMARY                 	time 18 functional metabolites regulating the of E. coli virulence, greatly
ST:STUDY_SUMMARY                 	enriching our understanding of the mechanism of functional metabolites that
ST:STUDY_SUMMARY                 	regulate the E. coli virulence by targeting primary metabolism, which will
ST:STUDY_SUMMARY                 	largely contribute to the development of new strategies to target
ST:STUDY_SUMMARY                 	virulence-based diagnosis and therapy of infections caused by different
ST:STUDY_SUMMARY                 	pathogens.
ST:INSTITUTE                     	Shanghai Center for Systems Biomedicine, Shanghai Jiaotong University
ST:LAST_NAME                     	Lu
ST:FIRST_NAME                    	Haitao
ST:ADDRESS                       	800 Dongchuan RD. Minhang District, Shanghai, Shanghai, 200240, China
ST:EMAIL                         	haitao.lu@sjtu.edu.cn
ST:PHONE                         	15221478139
#SUBJECT
SU:SUBJECT_TYPE                  	Bacteria
SU:SUBJECT_SPECIES               	Escherichia coli
SU:TAXONOMY_ID                   	562
#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           	-	WT-0-1S	Treatment:standard growth conditions	RAW_FILE_NAME=WT-0-1S
SUBJECT_SAMPLE_FACTORS           	-	WT-0-2S	Treatment:standard growth conditions	RAW_FILE_NAME=WT-0-2S
SUBJECT_SAMPLE_FACTORS           	-	WT-0-3S	Treatment:standard growth conditions	RAW_FILE_NAME=WT-0-3S
SUBJECT_SAMPLE_FACTORS           	-	WT-0-4S	Treatment:standard growth conditions	RAW_FILE_NAME=WT-0-4S
SUBJECT_SAMPLE_FACTORS           	-	WT-0-5S	Treatment:standard growth conditions	RAW_FILE_NAME=WT-0-5S
SUBJECT_SAMPLE_FACTORS           	-	WT-0-6S	Treatment:standard growth conditions	RAW_FILE_NAME=WT-0-6S
SUBJECT_SAMPLE_FACTORS           	-	WT-10-1S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=WT-10-1S
SUBJECT_SAMPLE_FACTORS           	-	WT-10-2S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=WT-10-2S
SUBJECT_SAMPLE_FACTORS           	-	WT-10-3S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=WT-10-3S
SUBJECT_SAMPLE_FACTORS           	-	WT-10-4S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=WT-10-4S
SUBJECT_SAMPLE_FACTORS           	-	WT-10-5S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=WT-10-5S
SUBJECT_SAMPLE_FACTORS           	-	WT-10-6S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=WT-10-6S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-0-1S	Treatment:standard growth conditions	RAW_FILE_NAME=MG1655-0-1S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-0-2S	Treatment:standard growth conditions	RAW_FILE_NAME=MG1655-0-2S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-0-3S	Treatment:standard growth conditions	RAW_FILE_NAME=MG1655-0-3S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-0-4S	Treatment:standard growth conditions	RAW_FILE_NAME=MG1655-0-4S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-0-5S	Treatment:standard growth conditions	RAW_FILE_NAME=MG1655-0-5S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-0-6S	Treatment:standard growth conditions	RAW_FILE_NAME=MG1655-0-6S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-10-1S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=MG1655-10-1S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-10-2S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=MG1655-10-2S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-10-3S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=MG1655-10-3S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-10-4S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=MG1655-10-4S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-10-5S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=MG1655-10-5S
SUBJECT_SAMPLE_FACTORS           	-	MG1655-10-6S	Treatment:10 μM iron supplementation	RAW_FILE_NAME=MG1655-10-6S
#COLLECTION
CO:COLLECTION_SUMMARY            	After 18h of culture, the sample supernatant was isolated.Then, 2μL 0.1M ferric
CO:COLLECTION_SUMMARY            	chloride was mixed with 2 mL of cell supernatant. After incubating at room
CO:COLLECTION_SUMMARY            	temperature for 15 minutes, the precipitate was removed by centrifugation at
CO:COLLECTION_SUMMARY            	20000 × g for 15 min at 4 °C. The supernatant was added to an SPE plate
CO:COLLECTION_SUMMARY            	(Waters, Oasis HLB) and washed with 0.5 mL 5% methanol, and then eluted with 0.5
CO:COLLECTION_SUMMARY            	mL 100% methanol to obtain the siderophores.
CO:SAMPLE_TYPE                   	Bacterial cells
#TREATMENT
TR:TREATMENT_SUMMARY             	M63 medium (1.36% monopotassium phosphate, 0.2% ammonium sulfate, 0.024%
TR:TREATMENT_SUMMARY             	magnesium sulfate, 0.001% calcium chloride, and 0.0015% nicotinic acid) was used
TR:TREATMENT_SUMMARY             	to form MG1655 and UTI89. In addition, add ferric chloride solution to the
TR:TREATMENT_SUMMARY             	medium to prepare 10μM iron M63 medium, we cultured the wild UTI89 strain and
TR:TREATMENT_SUMMARY             	MG1655 in the presence of 10μM iron. The E. coli strain was incubated in
TR:TREATMENT_SUMMARY             	LB-agar plate for 12 hours, one colony was isolated to LB broth for further 4
TR:TREATMENT_SUMMARY             	hours incubation, then diluted the solution into M63 medium at a ratio of 1:100
TR:TREATMENT_SUMMARY             	and the cultures were incubated for another18 h at 37°C, 200rpm to culture E.
TR:TREATMENT_SUMMARY             	coli.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Siderophores were extracted as previously described. Briefly, 12μL 0.1M ferric
SP:SAMPLEPREP_SUMMARY            	chloride was mixed with 2 mL of cell supernatant. After incubating at room
SP:SAMPLEPREP_SUMMARY            	temperature for 15 minutes, the precipitate was removed by centrifugation at
SP:SAMPLEPREP_SUMMARY            	20000 × g for 15 min at 4 °C. The supernatant was added to an SPE plate
SP:SAMPLEPREP_SUMMARY            	(Waters, Oasis HLB) and washed with 0.5 mL 5% methanol, and then eluted with 0.5
SP:SAMPLEPREP_SUMMARY            	mL 100% methanol to obtain the siderophores. LC/MS analysis was performed using
SP:SAMPLEPREP_SUMMARY            	5μL aliquots.
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_TYPE           	Reversed phase
CH:INSTRUMENT_NAME               	Agilent 1290 Infinity
CH:COLUMN_NAME                   	Waters Acquity BEH HSS T3 (100 x 2.1mm, 1.8um)
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Agilent 6560 Ion Mobility
MS:INSTRUMENT_TYPE               	QTOF
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	POSITIVE
MS:MS_COMMENTS                   	Agilent MassHunter Workstation Data Acquisition Agilent MassHunter
MS:MS_COMMENTS                   	QualitativeAnalysis B.07.00 Agilent MassHunter Quantitative Analysis (for QTOF)
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	peak area
MS_METABOLITE_DATA_START
Samples	WT-0-1S	WT-0-2S	WT-0-3S	WT-0-4S	WT-0-5S	WT-0-6S	WT-10-1S	WT-10-2S	WT-10-3S	WT-10-4S	WT-10-5S	WT-10-6S	MG1655-0-1S	MG1655-0-2S	MG1655-0-3S	MG1655-0-4S	MG1655-0-5S	MG1655-0-6S	MG1655-10-1S	MG1655-10-2S	MG1655-10-3S	MG1655-10-4S	MG1655-10-5S	MG1655-10-6S
Factors	Treatment:standard growth conditions	Treatment:standard growth conditions	Treatment:standard growth conditions	Treatment:standard growth conditions	Treatment:standard growth conditions	Treatment:standard growth conditions	Treatment:10 μM iron supplementation	Treatment:10 μM iron supplementation	Treatment:10 μM iron supplementation	Treatment:10 μM iron supplementation	Treatment:10 μM iron supplementation	Treatment:10 μM iron supplementation	Treatment:standard growth conditions	Treatment:standard growth conditions	Treatment:standard growth conditions	Treatment:standard growth conditions	Treatment:standard growth conditions	Treatment:standard growth conditions	Treatment:10 μM iron supplementation	Treatment:10 μM iron supplementation	Treatment:10 μM iron supplementation	Treatment:10 μM iron supplementation	Treatment:10 μM iron supplementation	Treatment:10 μM iron supplementation
enterobactin	515292	615239	1060330	811184	419824	466272	336343	321808	667505	572655	476851	349078	3925844	3562670	4083195	4843017	658000	5376059	727156	741385	678088	522021	621916	397058
enterobactin-Fe	62142	62230	72926	23830	17410	12823	69089	69268	69453	70481	46937	59166	57347	56823	46856	41172	47040	48853	129809	124791	106956	67245	56843	107872
yersiniabactin	24577148	10157895	18141733	19752677	15728024	14104995	42776243	43629630	28450665	38267643	41417168	22122513												
yersiniabactin+Fe	97791390	49671046	80670582	103884135	82423069	75897153	24593491	32865551	53690948	41526008	51420622	38557891												
HPTT	58461939	36684314	40962049	67832705	46430761	36272247	27777502	29098864	28758707	26629458	31125663	19824542												
HPTT-Fe	438625	139389	256774	500994	518944	392365	1331638	1520403	1651667	1717536	2044592	1288922												
salmochelin	142466	83882	134012	285077	75737	86470	60950	23520	49702	35707	35307	48976												
salmochelin-Fe	22428	23574	26365	17916	24707	17744	28496	32494	29713	30327	33146	30975												
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	quantified m/z	retention time
enterobactin	670.1652	16.42
enterobactin-Fe	723.0616	16.42
yersiniabactin	482.1342	17.92
HPTT	307.0206	18.22
salmochelin	404.1182	19.24
salmochelin-Fe	457.2826	19.41
yersiniabactin+Fe	535.0356	15.4
HPTT-Fe	665.9588	18.12
METABOLITES_END
#END