#METABOLOMICS WORKBENCH thflott_20200602_061913 DATATRACK_ID:2035 STUDY_ID:ST001390 ANALYSIS_ID:AN002319 PROJECT_ID:PR000953
VERSION             	1
CREATED_ON             	June 2, 2020, 5:28 pm
#PROJECT
PR:PROJECT_TITLE                 	Natural History of the Systemic Responses to a Renal Inoculation of
PR:PROJECT_TITLE                 	Uropathogenic E. coli in Swine
PR:PROJECT_SUMMARY               	Metabolomics of whole blood samples from a novel large animal model of systemic
PR:PROJECT_SUMMARY               	infection.
PR:INSTITUTE                     	University of Michigan
PR:LAST_NAME                     	Flott
PR:FIRST_NAME                    	Thomas
PR:ADDRESS                       	428 Church St., Ann Arbor, MI, 48109
PR:EMAIL                         	thflott@med.umich.edu
PR:PHONE                         	7346604241
PR:CONTRIBUTORS                  	Mohamad Hakam Tiba, Brendan M. McCracken, Robert P.Dickson, Jean A. Nemzek,
PR:CONTRIBUTORS                  	Carmen I. Colmenero, Danielle C. Leander, Thomas L. Flott, Rodney C. Daniels,
PR:CONTRIBUTORS                  	Kristine Konopka, J. Scott VanEpps, Kathleen A. Stringer, and Kevin R. Ward
#STUDY
ST:STUDY_TITLE                   	Natural history of the systemic responses to a renal inoculation of
ST:STUDY_TITLE                   	uropathogenic E. coli in swine
ST:STUDY_SUMMARY                 	Background: The pathogenesis of systemic infection and its progression to sepsis
ST:STUDY_SUMMARY                 	remains poorly understood. Progress in the field has been stifled by the
ST:STUDY_SUMMARY                 	shortcomings of experimental models which include poor replication of the human
ST:STUDY_SUMMARY                 	condition. To address these challenges, we developed a novel large animal model
ST:STUDY_SUMMARY                 	of systemic infection that is capable of generating high-dimensional clinically
ST:STUDY_SUMMARY                 	relevant data. Methods: Male swine (n=5) were anesthetized, mechanically
ST:STUDY_SUMMARY                 	ventilated, and surgically instrumented for continuous hemodynamic monitoring
ST:STUDY_SUMMARY                 	and serial blood sampling. Animals were inoculated with uropathogenic E. coli by
ST:STUDY_SUMMARY                 	direct injection into the renal parenchyma and were maintained under anesthesia
ST:STUDY_SUMMARY                 	for up to 24 hours. The natural history of the infection was studied, animals
ST:STUDY_SUMMARY                 	were not resuscitated. Multi-dimensional data were collected hourly to every 6
ST:STUDY_SUMMARY                 	hours; all animals were euthanized when at predetermined physiologic endpoints.
ST:STUDY_SUMMARY                 	Results: Core body temperature progressively increased from mean (SD) 37.9(0.8)
ST:STUDY_SUMMARY                 	̊C at baseline to 43.0(1.2) ̊C at experiment termination (p=0.006). While mean
ST:STUDY_SUMMARY                 	arterial pressure did not begin to decline until 6h post inoculation, dropping
ST:STUDY_SUMMARY                 	from 86(9) mmHg at baseline to 28(5) mmHg (p=0.005) at termination. Blood
ST:STUDY_SUMMARY                 	glucose progressively declined but lactate levels did not elevate until the last
ST:STUDY_SUMMARY                 	hours of the experiment. There were also temporal changes in whole blood
ST:STUDY_SUMMARY                 	concentrations of a number of metabolites including increases in the
ST:STUDY_SUMMARY                 	catecholamine precursors, tyrosine (p=0.005) and phenylalanine (p=0.005). Lung,
ST:STUDY_SUMMARY                 	liver, and kidney function parameters worsened as infection progressed and at
ST:STUDY_SUMMARY                 	study termination there was histopathological evidence of injury in these
ST:STUDY_SUMMARY                 	end-organs. Conclusion: We demonstrate a versatile, multi-dimensional,
ST:STUDY_SUMMARY                 	longitudinal, swine model of systemic infection that could be used to further
ST:STUDY_SUMMARY                 	our understanding of the mechanisms that underlie infection-induced multi-organ
ST:STUDY_SUMMARY                 	dysfunction and failure, optimize resuscitation protocols and test therapeutic
ST:STUDY_SUMMARY                 	interventions. Such a model could improve translation of findings from the bench
ST:STUDY_SUMMARY                 	to the bedside, circumventing a significant obstacle in sepsis research.
ST:INSTITUTE                     	University of Michigan
ST:LAST_NAME                     	Flott
ST:FIRST_NAME                    	Thomas
ST:ADDRESS                       	428 Church St., Ann Arbor, MI, 48109
ST:EMAIL                         	thflott@med.umich.edu
ST:PHONE                         	7346604241
#SUBJECT
SU:SUBJECT_TYPE                  	Mammal
SU:SUBJECT_SPECIES               	Sus Scrofa
SU:TAXONOMY_ID                   	9823
SU:GENDER                        	Male
#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           	17x10022	224_003	Timepoint:6	Sample Collection Site=JV; RAW_FILE_NAME=224_003
SUBJECT_SAMPLE_FACTORS           	17x10022	224_035	Timepoint:-	Sample Collection Site=JV; RAW_FILE_NAME=224_035
SUBJECT_SAMPLE_FACTORS           	17x10022	224_097	Timepoint:12	Sample Collection Site=JV; RAW_FILE_NAME=224_097
SUBJECT_SAMPLE_FACTORS           	17x10039	224_013	Timepoint:-	Sample Collection Site=JV; RAW_FILE_NAME=224_013
SUBJECT_SAMPLE_FACTORS           	17x10039	224_025	Timepoint:12	Sample Collection Site=JV; RAW_FILE_NAME=224_025
SUBJECT_SAMPLE_FACTORS           	17x10039	224_079	Timepoint:6	Sample Collection Site=JV; RAW_FILE_NAME=224_079
SUBJECT_SAMPLE_FACTORS           	17x10055	224_009	Timepoint:-	Sample Collection Site=JV; RAW_FILE_NAME=224_009
SUBJECT_SAMPLE_FACTORS           	17x10055	224_010	Timepoint:12	Sample Collection Site=JV; RAW_FILE_NAME=224_010
SUBJECT_SAMPLE_FACTORS           	17x10055	224_020	Timepoint:6	Sample Collection Site=JV; RAW_FILE_NAME=224_020
SUBJECT_SAMPLE_FACTORS           	17x10064	224_001	Timepoint:12	Sample Collection Site=JV; RAW_FILE_NAME=224_001
SUBJECT_SAMPLE_FACTORS           	17x10064	224_024	Timepoint:-	Sample Collection Site=JV; RAW_FILE_NAME=224_024
SUBJECT_SAMPLE_FACTORS           	17x10064	224_090	Timepoint:6	Sample Collection Site=JV; RAW_FILE_NAME=224_090
#COLLECTION
CO:COLLECTION_SUMMARY            	Whole blood (WB) samples were collected from the indwelling line in the internal
CO:COLLECTION_SUMMARY            	jugular vein. Blood was collected into 4ml Vacutainer tubes containing sodium
CO:COLLECTION_SUMMARY            	heparin. Following collection, tubes were inverted several times to ensure
CO:COLLECTION_SUMMARY            	adequate mixing and were immediately placed on ice. Each of two 600uL aliquots
CO:COLLECTION_SUMMARY            	were added to screw-top cryogenic storage tubes and flash frozen in liquid
CO:COLLECTION_SUMMARY            	nitrogen. Frozen samples were placed on dry ice until the completion of the
CO:COLLECTION_SUMMARY            	experiment at which time they were transferred to storage in liquid nitrogen and
CO:COLLECTION_SUMMARY            	stored until the time of assay. The remaining whole blood volume in the
CO:COLLECTION_SUMMARY            	collection tube was centrifuged (1300g for 10 min at 4C). Aliquots of
CO:COLLECTION_SUMMARY            	plasma(~600uL) were transferred into screw-top cryogenic storage tubes, flash
CO:COLLECTION_SUMMARY            	frozen in liquid nitrogen, placed on dry ice, and stored in liquid nitrogen for
CO:COLLECTION_SUMMARY            	future assays.
CO:SAMPLE_TYPE                   	Blood (whole)
CO:STORAGE_CONDITIONS            	Described in summary
#TREATMENT
TR:TREATMENT_SUMMARY             	Male swine (n=5) were anesthetized, mechanically ventilated, and surgically
TR:TREATMENT_SUMMARY             	instrumented for continuous hemodynamic monitoring and serial blood sampling.
TR:TREATMENT_SUMMARY             	Animals were inoculated with uropathogenic E. coli by direct injection into the
TR:TREATMENT_SUMMARY             	renal parenchyma and were maintained under anesthesia for up to 24 hours. The
TR:TREATMENT_SUMMARY             	natural history of the infection was studied, animals were not resuscitated.
TR:TREATMENT_SUMMARY             	Multi-dimensional data were collected hourly to every 6 hours; all animals were
TR:TREATMENT_SUMMARY             	euthanized when at predetermined physiologic endpoints.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Whole blood samples were thawed on ice and subjected to a methanol-chloroform
SP:SAMPLEPREP_SUMMARY            	precipitation. Briefly, samples were thawed in an ice-water bath after which 500
SP:SAMPLEPREP_SUMMARY            	μL of blood was transferred to a microcentrifuge tube and 1ml of a 1:1
SP:SAMPLEPREP_SUMMARY            	methanol-chloroform solution was added. Samples were sonicated for 2 minutes at
SP:SAMPLEPREP_SUMMARY            	4°C, then incubated at -20°C for 20 minutes, and then centrifuged (13,400g at
SP:SAMPLEPREP_SUMMARY            	4°C for 30 minutes). The aqueous supernatant was transferred to a new
SP:SAMPLEPREP_SUMMARY            	microcentrifuge tube and dried by lyophilization. Samples were then resuspended
SP:SAMPLEPREP_SUMMARY            	in 600 μL of 50mM sodium phosphate buffer in D2O for NMR analysis.
SP:PROCESSING_STORAGE_CONDITIONS 	On ice
#ANALYSIS
AN:ANALYSIS_TYPE                 	NMR
#NMR
NM:INSTRUMENT_NAME               	Varian
NM:INSTRUMENT_TYPE               	FT-NMR
NM:NMR_EXPERIMENT_TYPE           	1D-1H
NM:SPECTROMETER_FREQUENCY        	500 MHz
#NMR_METABOLITE_DATA
NMR_METABOLITE_DATA:UNITS	uM
NMR_METABOLITE_DATA_START
Samples	224_035	224_013	224_009	224_024	224_003	224_079	224_020	224_090	224_097	224_010	224_025	224_001
Factors	Timepoint:-	Timepoint:-	Timepoint:-	Timepoint:-	Timepoint:6	Timepoint:6	Timepoint:6	Timepoint:6	Timepoint:12	Timepoint:12	Timepoint:12	Timepoint:12
Aminoadipic acid						37.07096774		52.572	55.7375	68.94097222	83.5456	222.9464286
2-Hydroxybutyric acid	22					23.6516129			19.175			
Ketoleucine	26.95	27.5	16.26595745	30.88064	20.87962963	29.69032258	17.95918367	13.728	22.1	24.63541667	19.9104	35.49744898
ADP	212.74	193.0729167	106.7234043	144.97504	135.2083333	238.0258065	288.0952381	147.108	247.1625	194.21875	178.2176	219.4387755
AMP	113.08	73.33333333	69.27659574	135.41024	181.5509259	204.1419355	108.6904762	159.432	166.725	143.0381944	194.224	313.1632653
ATP	323.51	327.7083333	185.8297872	201.95392	261.6319444	301.7677419	480.0340136	150.696	370.825	369.9131944	166.1152	183.380102
Alanine	199.32	431.40625	248.2021277	553.52864	596.2152778	814.2193548	636.6156463	345.384	740.1875	1421.40625	845.216	1233.852041
Betaine	112.2	255.234375	157.9787234	347.47552	100.3240741	190.0516129	156.7687075	139.62	118.4625	194.7916667	168.2624	259.4260204
Carnitine							6.36		7.8	12.8	8.78	8.28
Choline	22.88	18.046875	14.62765957	17.35328	26.6087963	24.82580645	31.05442177	12.48	33.3125	38.19444444	19.3248	25.67602041
Creatine	94.82	100.2604167	174.9468085	237.89024	187.025463	238.3612903	332.4319728	233.532	397.8	519.0625	431.5872	618.0484694
Creatinine	68.2	61.015625	54.18085106	53.2896	75.37037037	79.50967742	142.3639456	43.992	185.9	233.9409722	98.7712	164.1581633
Dimethyl sulfone	8.36	22.20052083	13.69148936	22.27232	8.530092593	24.32258065	16.64965986	9.672	13.65	16.04166667	15.4208	16.97704082
Glucose	6417.62	4338.268229	2892.06383	4863.56416	2906.851852	3267.277419	2286.428571	2214.576	2254.6875	1009.861111	2061.8976	1678.622449
Glutamic acid	169.07	286.171875	150.2553191	292.54624	186.0069444	363.3290323	232.1598639	316.992	259.35	224.9652778	420.0704	597.1428571
Glutamine	228.03	325.1302083	200.3404255	316.73152	324.3981481	505.0709677	355.255102	236.34	571.35	636.7013889	503.8112	569.0816327
Glutathione	98.89	87.08333333	53.71276596	69.41312	133.1712963	134.3612903	106.0714286	62.556	127.5625	105.7986111	131.76	125.5739796
Glycine	1036.42	1050.15625	591.4255319	1234.40576	1225.405093	1379.006452	805.7312925	742.404	1446.575	831.1111111	1048.0288	1357.181122
Hippuric acid							72.58503401		61.75	109.2361111		71.13520408
Histidine	58.52	71.61458333	49.61702128	36.61952	70.02314815	92.09032258	101.207483	56.004	118.4625	107.1354167	89.5968	112.8061224
Hypoxanthine					27.24537037		48.07823129		36.2375	122.03125		42.65306122
IMP			12.87234043		34.12037037	42.60645161	49.57482993	23.712	34.9375	88.22916667	35.5264	43.63520408
Isoleucine	67.1	90.6640625	56.87234043	97.28768	70.40509259	99.97419355	64.3537415	71.292	80.275	80.20833333	117.7056	203.0229592
Lactic acid	1383.03	1456.783854	1099.06383	1792.58016	2291.666667	1503.806452	1394.829932	596.076	2600.4875	7598.784722	1075.7472	2767.959184
Leucine	145.2	161.4192708	101.106383	154.12992	132.7893519	184.516129	129.829932	120.588	177.6125	169.0104167	256.2976	372.5127551
Lysine	193.38	162.7083333	124.0425532	198.67456	295.2430556	327.2645161	302.1258503	234	422.5	359.21875	357.216	495.1403061
Malonic acid	174.35	145.3776042	104.5	159.45888	176.0763889	185.1870968	195.4931973	111.228	201.825	183.5243056	153.232	197.130102
Methionine	22.11	31.3671875	20.59574468	32.7936	37.04861111	49.31612903	39.09863946	28.704	48.9125	65.12152778	47.2384	72.25765306
CAR(2:0)		2.01				2.85			4.23	7.45		
Ornithine	89.21	124.4661458	114.9148936	165.06112	117.2569444	183.1741935	185.2040816	131.508	146.4125	241.3888889	207.888	269.5280612
Phenylalanine	51.7	59.58333333	39.20212766	45.91104	78.04398148	110.2064516	90.54421769	70.824	136.825	124.3229167	141.9104	197.6913265
Proline	223.63	253.3723958	149.4361702	233.79104	188.8078704	354.1032258	328.3163265	164.58	267.15	281.4930556	258.4448	414.6045918
Pyruvic acid	47.19	73.90625	63.65957447	101.93344	127.6967593	142.7483871	104.2006803	59.748	107.4125	157.5520833	82.3744	121.7857143
Serine	52.03	132.34375	51.60638298	43.58816	95.3587963	114.5677419	162.755102	102.804	143.65	138.6458333	134.4928	186.0459184
Taurine		82.35677083	89.63829787	71.46272	158.125	166.5677419	217.9421769	218.712	163.15	189.8263889	120.048	409.1326531
Threonine	67.43	84.93489583	61.43617021	34.56992	142.8472222	121.4451613	127.0238095	121.992	206.7	129.0972222	162.6016	295.7653061
Trimethylamine N-oxide	51.04	31.08072917	21.53191489	42.63168	65.94907407	56.19354839	54.25170068	30.264	71.825	52.51736111	48.4096	55.14030612
Tyrosine	43.45	45.83333333	37.21276596	45.7744	62.25694444	70.95483871	82.68707483	57.408	87.75	87.65625	93.3056	125.7142857
Valine	170.17	230.8854167	155.4042553	239.8032	186.1342593	262.3483871	174.7278912	159.744	224.7375	178.5590278	291.6288	427.9336735
NMR_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	KEGG ID
Aminoadipic acid	C00956
2-Hydroxybutyric acid	C05984
Ketoleucine	C00233
ADP	C00008
AMP	C00020
ATP	C00002
Alanine	C00041
Betaine	C00719
Carnitine	C00318
Choline	C00114
Creatine	C00300
Creatinine	C00791
Dimethyl sulfone	C11142
Glucose	C00221
Glutamic acid	C00025
Glutamine	C00064
Glutathione	C00051
Glycine	C00037
Hippuric acid	C01586
Histidine	C00135
Hypoxanthine	C00262
IMP	C00130
Isoleucine	C00407
Lactic acid	C00186
Leucine	C00123
Lysine	C00047
Malonic acid	C00383
Methionine	C00073
CAR(2:0)	C02571
Ornithine	C00077
Phenylalanine	C00079
Proline	C00148
Pyruvic acid	C00022
Serine	C00065
Taurine	C00245
Threonine	C00188
Trimethylamine N-oxide	C01104
Tyrosine	C00082
Valine	C00183
METABOLITES_END
#END