#METABOLOMICS WORKBENCH juliehaines_20211122_122645 DATATRACK_ID:2940 STUDY_ID:ST001999 ANALYSIS_ID:AN003261 PROJECT_ID:000000
VERSION             	1
CREATED_ON             	November 22, 2021, 12:33 pm
#PROJECT
PR:PROJECT_TITLE                 	Polyamine import and accumulation causes immunomodulation in macrophages
PR:PROJECT_TITLE                 	engulfing apoptotic cells
PR:PROJECT_SUMMARY               	Phagocytosis of apoptotic cells, termed efferocytosis, is critical for tissue
PR:PROJECT_SUMMARY               	homeostasis and drives anti-inflammatory programming in engulfing macrophages.
PR:PROJECT_SUMMARY               	Here, we assess metabolites in naïve and inflammatory macrophages following
PR:PROJECT_SUMMARY               	engulfment of multiple cellular and non-cellular targets. Efferocytosis leads to
PR:PROJECT_SUMMARY               	unique increases in the arginine-derived polyamines, spermidine and spermine, in
PR:PROJECT_SUMMARY               	vitro and in vivo. Surprisingly, polyamine accumulation after efferocytosis does
PR:PROJECT_SUMMARY               	not arise from retention of apoptotic cell metabolites or de novo synthesis, but
PR:PROJECT_SUMMARY               	from enhanced polyamine import that is dependent on Rac1, actin, and PI3 kinase.
PR:PROJECT_SUMMARY               	Blocking polyamine import prevents efferocytosis from suppressing macrophage
PR:PROJECT_SUMMARY               	IL-1beta or IL-6. This identifies efferocytosis as a trigger for polyamine
PR:PROJECT_SUMMARY               	import and accumulation, and imported polyamines as mediators of
PR:PROJECT_SUMMARY               	efferocytosis-induced immune reprogramming.
PR:INSTITUTE                     	University of Colorado Denver
PR:LAST_NAME                     	Haines
PR:FIRST_NAME                    	Julie
PR:ADDRESS                       	12801 E 17th Ave, Room 1303, Aurora, Colorado, 80045, USA
PR:EMAIL                         	julie.haines@cuanschutz.edu
PR:PHONE                         	3037243339
#STUDY
ST:STUDY_TITLE                   	Polyamine import and accumulation causes immunomodulation in macrophages
ST:STUDY_TITLE                   	engulfing apoptotic cells (Part 4)
ST:STUDY_SUMMARY                 	Phagocytosis of apoptotic cells, termed efferocytosis, is critical for tissue
ST:STUDY_SUMMARY                 	homeostasis and drives anti-inflammatory programming in engulfing macrophages.
ST:STUDY_SUMMARY                 	Here, we assess metabolites in naïve and inflammatory macrophages following
ST:STUDY_SUMMARY                 	engulfment of multiple cellular and non-cellular targets. Efferocytosis leads to
ST:STUDY_SUMMARY                 	unique increases in the arginine-derived polyamines, spermidine and spermine, in
ST:STUDY_SUMMARY                 	vitro and in vivo. Surprisingly, polyamine accumulation after efferocytosis does
ST:STUDY_SUMMARY                 	not arise from retention of apoptotic cell metabolites or de novo synthesis, but
ST:STUDY_SUMMARY                 	from enhanced polyamine import that is dependent on Rac1, actin, and PI3 kinase.
ST:STUDY_SUMMARY                 	Blocking polyamine import prevents efferocytosis from suppressing macrophage
ST:STUDY_SUMMARY                 	IL-1beta or IL-6. This identifies efferocytosis as a trigger for polyamine
ST:STUDY_SUMMARY                 	import and accumulation, and imported polyamines as mediators of
ST:STUDY_SUMMARY                 	efferocytosis-induced immune reprogramming.
ST:INSTITUTE                     	University of Colorado Denver
ST:LAST_NAME                     	Haines
ST:FIRST_NAME                    	Julie
ST:ADDRESS                       	12801 E 17th Ave, Room 1303, Aurora, Colorado, 80045, USA
ST:EMAIL                         	julie.haines@cuanschutz.edu
ST:PHONE                         	3037243339
#SUBJECT
SU:SUBJECT_TYPE                  	Cultured cells
SU:SUBJECT_SPECIES               	Mus musculus
SU:TAXONOMY_ID                   	10090
#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           	-	ctrl 1	Category:unexposed macrophages	RAW_FILE_NAME=7+
SUBJECT_SAMPLE_FACTORS           	-	ctrl 2	Category:unexposed macrophages	RAW_FILE_NAME=8+
SUBJECT_SAMPLE_FACTORS           	-	ctrl 3	Category:unexposed macrophages	RAW_FILE_NAME=9+
SUBJECT_SAMPLE_FACTORS           	-	1 -AC 8h	Category:non-engulfing	RAW_FILE_NAME=10+
SUBJECT_SAMPLE_FACTORS           	-	2 -AC 8h	Category:non-engulfing	RAW_FILE_NAME=11+
SUBJECT_SAMPLE_FACTORS           	-	3 -AC 8h	Category:non-engulfing	RAW_FILE_NAME=12+
SUBJECT_SAMPLE_FACTORS           	-	1 +AC 8h	Category:engulfing	RAW_FILE_NAME=13+
SUBJECT_SAMPLE_FACTORS           	-	2 +AC 8h	Category:engulfing	RAW_FILE_NAME=14+
SUBJECT_SAMPLE_FACTORS           	-	3 +AC 8h	Category:engulfing	RAW_FILE_NAME=15+
#COLLECTION
CO:COLLECTION_SUMMARY            	LPS-primed murine peritoneal macrophages were fed fluorescently-tagged apoptotic
CO:COLLECTION_SUMMARY            	Jurkat cells for 1h. Unengulfed targets were washed off and macrophages were
CO:COLLECTION_SUMMARY            	left to degrade targets for a further 7 hours. Macrophages were then collected
CO:COLLECTION_SUMMARY            	and sorted into non-engulfing or engulfing populations, alongside control
CO:COLLECTION_SUMMARY            	unexposed macrophages. Sorted cells were pelleted at 400xg and dry pellets were
CO:COLLECTION_SUMMARY            	snap frozen and stored at -80C until metabolite extraction.
CO:SAMPLE_TYPE                   	Macrophages
#TREATMENT
TR:TREATMENT_SUMMARY             	LPS-primed murine peritoneal macrophages were fed fluorescently-tagged apoptotic
TR:TREATMENT_SUMMARY             	Jurkat cells for 1h. Unengulfed targets were washed off and macrophages were
TR:TREATMENT_SUMMARY             	left to degrade targets for a further 7 hours. Macrophages were then collected
TR:TREATMENT_SUMMARY             	and sorted into non-engulfing or engulfing populations, alongside control
TR:TREATMENT_SUMMARY             	unexposed macrophages. Sorted cells were pelleted at 400xg and dry pellets were
TR:TREATMENT_SUMMARY             	snap frozen and stored at -80C until metabolite extraction.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	To process cells for assessment of intracellular metabolites, cells were
SP:SAMPLEPREP_SUMMARY            	pelleted at 400xg in tubes coated with 0.06% BSA. Supernatant was aspirated and
SP:SAMPLEPREP_SUMMARY            	discarded; residual liquid was carefully wicked away from the pellet with a
SP:SAMPLEPREP_SUMMARY            	kimwipe. Dry pellets were immediately snap frozen and stored at -80C until
SP:SAMPLEPREP_SUMMARY            	processing. To process culture supernatants for assessment of metabolites,
SP:SAMPLEPREP_SUMMARY            	supernatant was centrifuged at 400xg to pellet any cells. Cell-free supernatant
SP:SAMPLEPREP_SUMMARY            	was then transferred to a fresh tube, snap frozen, and stored at -80C until
SP:SAMPLEPREP_SUMMARY            	processing. Ultra-high pressure liquid chromatography-mass spectrometry
SP:SAMPLEPREP_SUMMARY            	(UHPLC-MS) was performed by the University of Colorado School of Medicine
SP:SAMPLEPREP_SUMMARY            	Metabolomics Core. Metabolites from frozen cell pellets were extracted at 2e6
SP:SAMPLEPREP_SUMMARY            	cells/mL in ice cold 5:3:2 MeOH:acetonitrile:water (v/v/v). Media was thawed on
SP:SAMPLEPREP_SUMMARY            	ice and a 10 L aliquot treated with 240 L of the same extraction solution.
SP:SAMPLEPREP_SUMMARY            	Extractions were carried out using vigorous vortexing for 30 min at 4C.
SP:SAMPLEPREP_SUMMARY            	Supernatants were clarified by centrifugation (10 min, 18,000 g, 4C) and
SP:SAMPLEPREP_SUMMARY            	analyzed using a Thermo Vanquish UHPLC coupled to a Thermo Q Exactive mass
SP:SAMPLEPREP_SUMMARY            	spectrometer.
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	Isocratic flow at 250 uL/min using 95% phase A (0.1% formic acid in water) and
CH:CHROMATOGRAPHY_SUMMARY        	5% phase B (0.1% formic acid in acetonitrile).
CH:CHROMATOGRAPHY_TYPE           	Reversed phase
CH:INSTRUMENT_NAME               	Thermo Vanquish
CH:COLUMN_NAME                   	Phenomenex Kinetex C18 (150 x 2.1mm, 2.6 um)
CH:FLOW_GRADIENT                 	isocratic
CH:FLOW_RATE                     	250 ul/min
CH:COLUMN_TEMPERATURE            	25
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Thermo Q Exactive Orbitrap
MS:INSTRUMENT_TYPE               	Orbitrap
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	POSITIVE
MS:MS_COMMENTS                   	Global metabolomics analyses were performed using a 3 min isocratic run in
MS:MS_COMMENTS                   	positive and negative ion modes (separate runs) as described previously (Nemkov
MS:MS_COMMENTS                   	et al., 2015, Nemkov et al., 2017); stable isotope tracing samples were analyzed
MS:MS_COMMENTS                   	using a 5 min C18 gradient in positive and negative ion modes (separate runs) as
MS:MS_COMMENTS                   	described (Nemkov et al., 2019, Gehrke et al., 2019). For all analyses, the MS
MS:MS_COMMENTS                   	scanned in MS1 mode across the m/z range of 65 to 950. Peaks were annotated (in
MS:MS_COMMENTS                   	conjunction with the KEGG database), integrated, and quality control performed
MS:MS_COMMENTS                   	using Maven (Princeton University) as described. Stable isotope tracing results
MS:MS_COMMENTS                   	were isotopically corrected for the natural abundance of 13C1, 13C2, 15N1, and
MS:MS_COMMENTS                   	15N2 (Nemkov et al., 2017).
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	peak area
MS_METABOLITE_DATA_START
Samples	ctrl 1	ctrl 2	ctrl 3	1 -AC 8h	2 -AC 8h	3 -AC 8h	1 +AC 8h	2 +AC 8h	3 +AC 8h
Factors	Category:unexposed macrophages	Category:unexposed macrophages	Category:unexposed macrophages	Category:non-engulfing	Category:non-engulfing	Category:non-engulfing	Category:engulfing	Category:engulfing	Category:engulfing
L-alanine	6.70E+05	6.41E+05	6.96E+05	6.47E+05	7.43E+05	7.44E+05	6.68E+05	7.25E+05	6.57E+05
L-arginine	3.03E+05	2.99E+05	4.56E+05	1.70E+05	1.77E+05	1.49E+05	1.97E+06	1.36E+06	2.74E+06
L-asparagine	1.94E+04	3.90E+04	2.19E+04	0.00E+00	1.56E+04	1.68E+04	1.41E+05	8.35E+04	9.89E+04
L-aspartate	1.00E+05	8.02E+04	9.67E+04	1.53E+04	2.82E+04	2.65E+04	2.36E+05	1.52E+05	1.52E+05
L-cysteine	1.38E+05	1.39E+05	9.36E+04	1.18E+04	4.57E+04	1.33E+04	4.54E+05	4.20E+05	3.08E+05
L-glutamate	8.71E+05	7.34E+05	6.42E+05	2.17E+05	3.23E+05	2.45E+05	1.48E+06	9.97E+05	9.94E+05
L-glutamine	3.45E+05	3.62E+05	4.89E+05	1.72E+05	1.63E+05	1.23E+05	1.43E+06	1.07E+06	1.12E+06
L-histidine	7.33E+04	9.43E+04	1.33E+05	5.97E+04	6.12E+04	4.95E+04	4.49E+05	2.71E+05	3.39E+05
L-leucine	6.89E+05	9.60E+05	1.37E+06	5.49E+05	5.18E+05	6.71E+05	3.37E+06	2.68E+06	2.58E+06
L-lysine	1.86E+05	2.34E+05	4.05E+05	1.90E+05	1.95E+05	1.99E+05	3.11E+06	2.18E+06	2.52E+06
L-methionine	2.53E+04	2.46E+04	8.23E+03	0.00E+00	0.00E+00	0.00E+00	1.37E+05	8.78E+04	7.67E+04
L-phenylalanine	1.46E+05	1.91E+05	4.47E+05	2.67E+05	1.79E+05	2.45E+05	9.89E+05	7.37E+05	6.06E+05
L-proline	1.53E+06	2.81E+06	2.04E+06	1.47E+06	1.46E+06	1.70E+06	6.14E+06	4.90E+06	4.06E+06
L-serine	3.62E+04	6.12E+04	5.43E+04	2.54E+04	2.38E+04	1.23E+04	1.64E+05	8.43E+04	1.10E+05
L-threonine	1.03E+05	1.04E+05	9.32E+04	3.81E+04	5.73E+04	1.76E+04	4.88E+05	4.28E+05	3.41E+05
L-tryptophan	4.92E+05	5.83E+05	6.33E+05	7.15E+05	4.52E+05	7.64E+05	4.58E+06	3.86E+06	3.46E+06
L-tyrosine	2.05E+05	2.08E+05	2.61E+05	1.32E+05	1.84E+05	1.99E+05	4.75E+05	4.63E+05	3.60E+05
L-valine	2.94E+06	3.56E+06	3.03E+06	2.27E+06	2.61E+06	2.53E+06	4.00E+06	3.73E+06	2.74E+06
AMP	1.62E+05	1.90E+05	1.07E+05	5.40E+04	8.75E+04	6.60E+04	3.45E+05	1.98E+05	2.17E+05
Adenosine	3.45E+05	6.07E+05	3.83E+05	1.39E+05	1.51E+05	1.23E+05	3.15E+05	2.38E+05	7.77E+04
Cytosine	4.75E+04	1.18E+05	4.03E+04	1.96E+05	2.61E+05	3.34E+05	5.44E+06	5.53E+06	3.21E+06
IMP	1.13E+05	1.13E+05	5.93E+04	1.72E+04	2.06E+04	1.37E+04	1.12E+05	3.54E+04	5.01E+04
Hypoxanthine	3.12E+05	6.46E+05	2.76E+05	3.30E+05	3.12E+05	3.44E+05	3.39E+06	2.57E+06	1.40E+06
Urate	3.62E+04	3.72E+04	2.15E+04	9.78E+03	9.58E+03	1.55E+04	6.90E+04	3.91E+04	3.51E+04
Nicotinamide	3.18E+06	8.07E+06	3.38E+06	1.77E+06	2.50E+06	2.41E+06	7.33E+06	5.96E+06	1.86E+06
Thymine	5.87E+04	7.70E+04	6.32E+04	6.24E+04	6.03E+04	7.24E+04	1.30E+05	1.23E+05	1.56E+05
Glutathione	5.49E+05	6.56E+05	4.33E+05	3.57E+05	2.73E+05	2.02E+05	1.20E+06	9.13E+05	3.41E+05
S-Adenosyl-L-methionine	2.07E+04	4.78E+04	3.14E+04	0.00E+00	2.55E+04	2.65E+04	1.61E+05	9.08E+04	5.93E+04
Ornithine	8.35E+04	1.06E+05	1.32E+05	7.87E+04	8.52E+04	7.19E+04	5.57E+05	3.42E+05	3.88E+05
L-Citrulline	4.25E+04	7.92E+04	5.26E+04	4.63E+04	3.54E+04	1.98E+04	8.00E+04	5.57E+04	5.42E+04
Cadaverine	1.84E+04	1.63E+05	5.57E+04	3.47E+04	1.50E+05	5.10E+04	6.80E+04	4.08E+05	2.60E+04
Spermidine	4.14E+06	8.39E+06	4.10E+06	1.31E+07	8.38E+06	1.07E+07	2.83E+07	1.95E+07	1.02E+07
Spermine	2.47E+05	4.74E+05	2.27E+05	1.51E+06	7.41E+05	9.70E+05	6.90E+06	5.06E+06	1.64E+06
Putrescine	1.52E+05	2.03E+05	1.56E+05	1.04E+05	1.22E+05	1.43E+05	3.31E+05	2.56E+05	2.54E+05
D-Glucosamine	7.00E+04	2.13E+05	8.22E+04	1.26E+05	1.65E+05	1.76E+05	1.37E+05	1.96E+05	1.05E+05
Creatine	1.19E+07	2.22E+07	9.17E+06	6.81E+06	7.36E+06	7.10E+06	1.52E+07	1.08E+07	7.36E+06
Creatinine	1.18E+05	1.88E+05	2.55E+05	8.45E+04	1.08E+05	1.41E+05	2.68E+05	2.15E+05	2.23E+05
N-Acetylornithine	1.43E+04	4.42E+04	2.40E+04	1.27E+04	1.20E+04	2.80E+04	1.08E+05	9.26E+04	5.94E+04
Taurine	2.33E+05	2.17E+05	1.39E+05	6.31E+04	5.60E+04	6.80E+04	1.22E+05	5.85E+04	8.50E+04
L-Methionine S-oxide	4.07E+04	4.49E+04	5.42E+04	5.99E+04	4.16E+04	5.13E+04	6.02E+05	4.97E+05	2.84E+05
Indole	4.57E+05	3.97E+05	5.57E+05	5.59E+05	4.30E+05	3.99E+05	5.81E+05	5.28E+05	4.97E+05
Indole-3-acetate	1.64E+04	1.88E+04	5.45E+04	1.62E+04	1.52E+04	6.04E+03	9.60E+04	4.44E+04	2.92E+04
Sphingosine	1.98E+05	7.88E+04	2.49E+05	2.79E+05	2.16E+05	9.89E+04	2.17E+05	9.60E+04	2.16E+05
Acetylcholine	8.06E+05	1.33E+06	8.26E+05	4.36E+05	5.08E+05	5.25E+05	1.57E+06	1.43E+06	9.80E+05
Choline	2.10E+07	3.24E+07	2.13E+07	1.56E+07	1.30E+07	1.09E+07	5.07E+07	3.32E+07	2.66E+07
L-Carnitine	1.34E+06	1.73E+06	1.01E+06	1.29E+06	1.41E+06	1.28E+06	2.78E+06	2.47E+06	1.80E+06
acetyl-carnitine (acyl-C2)	5.16E+06	8.76E+06	4.84E+06	2.49E+06	2.51E+06	2.34E+06	5.04E+06	4.82E+06	2.16E+06
propionyl-carnitine (acyl-C3)	5.31E+04	1.01E+05	4.22E+04	5.35E+04	4.83E+04	5.64E+04	1.90E+05	1.32E+05	4.92E+04
butanoyl-l-carnitine (acyl-C4)	2.22E+04	1.78E+04	1.74E+04	6.15E+04	2.37E+04	2.55E+04	2.57E+04	2.68E+04	2.31E+04
acyl-C4-OH (Hydroxybutyrylcarnitine)	1.60E+05	2.68E+05	1.40E+05	4.96E+04	6.42E+04	8.26E+04	1.10E+05	1.24E+05	8.33E+04
Propionic/Propanoic acid	3.46E+05	2.69E+05	2.78E+05	3.17E+05	3.00E+05	2.57E+05	2.56E+05	2.60E+05	3.22E+05
Methylenediurea	8.09E+04	1.98E+05	6.80E+04	6.26E+04	5.54E+04	5.65E+04	1.19E+05	9.84E+04	5.29E+04
2-Deoxy-alpha-D-glucoside	6.66E+05	5.39E+05	5.93E+05	5.40E+05	4.77E+05	4.01E+05	9.63E+05	5.41E+05	6.23E+05
N-Acyl-D-mannosaminolactone	9.41E+05	1.16E+06	1.08E+06	1.65E+06	1.68E+06	1.84E+06	1.37E+06	1.63E+06	1.10E+06
9-Oxononanoic acid	5.03E+05	6.29E+05	5.13E+05	4.68E+05	4.60E+05	4.84E+05	5.22E+05	6.10E+05	5.49E+05
2-Oxo-7-methylthioheptanoic acid	2.47E+04	2.46E+04	5.81E+04	3.34E+04	1.80E+04	1.98E+04	7.68E+05	5.78E+05	5.59E+05
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	KEGG ID	m/z	r.t.
L-alanine	C00041	90.0555	0.93
L-arginine	C00062	175.1188	0.63
L-asparagine	C00152	133.0607	0.66
L-aspartate	C00049	134.0448	0.66
L-cysteine	C00097	122.0272	0.67
L-glutamate	C00025	148.0603	0.65
L-glutamine	C00064	147.0763	0.65
L-histidine	C00135	156.0766	0.62
L-leucine	C00123	132.1019	0.68
L-lysine	C00047	147.1126	0.60
L-methionine	C00073	150.0583	0.67
L-phenylalanine	C00079	166.0861	1.44
L-proline	C00148	116.0708	0.67
L-serine	C00065	106.0502	0.68
L-threonine	C00188	120.0657	0.65
L-tryptophan	C00078	205.0969	1.72
L-tyrosine	C00082	182.0797	0.65
L-valine	C00183	118.0864	0.66
AMP	C00020	348.0693	0.68
Adenosine	C00212	268.1031	0.72
Cytosine	C00380	112.0508	0.78
IMP	C00130	349.0533	0.78
Hypoxanthine	C00262	137.0457	0.73
Urate	C00366	169.0354	0.74
Nicotinamide	C00153	123.0554	0.76
Thymine	C00178	127.0503	0.67
Glutathione	C00051	308.0902	0.83
S-Adenosyl-L-methionine	C00019	399.1433	0.65
Ornithine	C01602	133.0971	0.60
L-Citrulline	C00327	176.1027	0.65
Cadaverine	C01672	103.1233	0.60
Spermidine	C00315	146.1650	0.61
Spermine	C00750	203.2227	0.60
Putrescine	C00134	89.1079	0.61
D-Glucosamine	C00329	180.0864	0.72
Creatine	C00300	132.0767	0.68
Creatinine	C00791	114.0664	0.66
N-Acetylornithine	C00437	175.1075	0.67
Taurine	C00245	126.0220	0.70
L-Methionine S-oxide	C02989	166.0531	0.85
Indole	C00463	118.0653	1.89
Indole-3-acetate	C00954	176.0703	1.90
Sphingosine	C00319	300.2889	1.92
Acetylcholine	C01996	146.1174	0.68
Choline	C00114	104.1074	0.65
L-Carnitine	C00318	162.1123	0.65
acetyl-carnitine (acyl-C2)	C02571	204.1227	0.67
propionyl-carnitine (acyl-C3)	C03017	218.1383	0.68
butanoyl-l-carnitine (acyl-C4)	C02862	232.1538	1.60
acyl-C4-OH (Hydroxybutyrylcarnitine)	HMDB13127	248.1486	0.67
Propionic/Propanoic acid	C00163	75.0448	1.69
Methylenediurea	C06381	133.0735	0.66
2-Deoxy-alpha-D-glucoside	C03573	164.0679	0.58
N-Acyl-D-mannosaminolactone	C03792	205.0564	0.65
9-Oxononanoic acid	C16322	173.1170	1.81
2-Oxo-7-methylthioheptanoic acid	C17220	191.0760	0.62
METABOLITES_END
#END