#METABOLOMICS WORKBENCH juliehaines_20241126_074650 DATATRACK_ID:5406 STUDY_ID:ST003611 ANALYSIS_ID:AN005936 PROJECT_ID:PR002231
VERSION             	1
CREATED_ON             	December 5, 2024, 7:54 pm
#PROJECT
PR:PROJECT_TITLE                 	Macrophages recycle phagocytosed bacteria to fuel immunometabolic responses
PR:PROJECT_SUMMARY               	Macrophages specialize in phagocytosis, a cellular process that eliminates
PR:PROJECT_SUMMARY               	extracellular matter, including microbes, through internalization and
PR:PROJECT_SUMMARY               	degradation. Despite the critical role of phagocytosis during bacterial
PR:PROJECT_SUMMARY               	infection, the fate of phagocytosed microbial cargo and its impact on host cell
PR:PROJECT_SUMMARY               	is poorly understood. Here, we reveal that ingested bacteria constitute an
PR:PROJECT_SUMMARY               	alternative nutrient source that skews immunometabolic host responses. Tracing
PR:PROJECT_SUMMARY               	stable isotope-labelled bacteria, we found that phagolysosomal degradation of
PR:PROJECT_SUMMARY               	bacteria provides carbon atoms and amino acids that are recycled into various
PR:PROJECT_SUMMARY               	metabolic pathways, including glutathione and itaconate biosynthesis, and
PR:PROJECT_SUMMARY               	satisfy macrophage bioenergetic needs. Metabolic recycling of
PR:PROJECT_SUMMARY               	microbially-derived nutrients is regulated by the nutrient sensing mTORC1 and
PR:PROJECT_SUMMARY               	intricately tied to microbial viability. Dead bacteria, as opposed to live ones,
PR:PROJECT_SUMMARY               	are enriched in cyclic- adenosine monophosphate (AMP), sustain the cellular AMP
PR:PROJECT_SUMMARY               	pool and subsequently activate AMP protein kinase (AMPK) to inhibit mTORC1.
PR:PROJECT_SUMMARY               	Consequently, killed bacteria strongly fuel metabolic recycling and support
PR:PROJECT_SUMMARY               	macrophage survival, but elicit decreased reactive oxygen species (ROS)
PR:PROJECT_SUMMARY               	production and a reduced IL-1β secretion compared to viable bacteria. These
PR:PROJECT_SUMMARY               	results reveal a novel insight into the fate of engulfed microbes and highlights
PR:PROJECT_SUMMARY               	a microbial viability-associated metabolite that triggers host metabolic and
PR:PROJECT_SUMMARY               	immune responses. Our findings hold promise for shaping immunometabolic
PR:PROJECT_SUMMARY               	intervention in various immune-related pathologies.
PR:INSTITUTE                     	University of Colorado Anschutz Medical Campus
PR:LABORATORY                    	Lab of Angelo D'Alessandro in collaboration with lab of Johan Garaude (INSERM,
PR:LABORATORY                    	Fr)
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                   	13C-tracing metabolomics of peritoneal macrophages 1hour after engulfment of
ST:STUDY_TITLE                   	13C-labeled heat-killed E coli vs untreated peritoneal macrophages
ST:STUDY_SUMMARY                 	13C-tracing analysis of peritoneal resident macrophages isolated from C57BL6/N
ST:STUDY_SUMMARY                 	mice injected or not with uniformly 13C-labelled heat-killed E. coli, 1 hours
ST:STUDY_SUMMARY                 	post-infection.
ST:INSTITUTE                     	University of Colorado Anschutz Medical Campus
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:GENDER                        	Not applicable
#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           	-	AA89-53_r97-	treatment:control | Sample source:murine peritoneal macrophages	RAW_FILE_NAME(raw file name)=AA89-53_r97-
SUBJECT_SAMPLE_FACTORS           	-	AA89-54_r38-	treatment:control | Sample source:murine peritoneal macrophages	RAW_FILE_NAME(raw file name)=AA89-54_r38-
SUBJECT_SAMPLE_FACTORS           	-	AA89-55_r110-	treatment:control | Sample source:murine peritoneal macrophages	RAW_FILE_NAME(raw file name)=AA89-55_r110-
SUBJECT_SAMPLE_FACTORS           	-	AA89-56_r96-	treatment:control | Sample source:murine peritoneal macrophages	RAW_FILE_NAME(raw file name)=AA89-56_r96-
SUBJECT_SAMPLE_FACTORS           	-	AA89-57_r41-	treatment:control | Sample source:murine peritoneal macrophages	RAW_FILE_NAME(raw file name)=AA89-57_r41-
SUBJECT_SAMPLE_FACTORS           	-	AA89-58_r71-	treatment:Ecoli treated | Sample source:murine peritoneal macrophages	RAW_FILE_NAME(raw file name)=AA89-58_r71-
SUBJECT_SAMPLE_FACTORS           	-	AA89-59_r64-	treatment:Ecoli treated | Sample source:murine peritoneal macrophages	RAW_FILE_NAME(raw file name)=AA89-59_r64-
SUBJECT_SAMPLE_FACTORS           	-	AA89-60_r95-	treatment:Ecoli treated | Sample source:murine peritoneal macrophages	RAW_FILE_NAME(raw file name)=AA89-60_r95-
SUBJECT_SAMPLE_FACTORS           	-	AA89-61_r19-	treatment:Ecoli treated | Sample source:murine peritoneal macrophages	RAW_FILE_NAME(raw file name)=AA89-61_r19-
SUBJECT_SAMPLE_FACTORS           	-	AA89-62_r17-	treatment:Ecoli treated | Sample source:murine peritoneal macrophages	RAW_FILE_NAME(raw file name)=AA89-62_r17-
#COLLECTION
CO:COLLECTION_SUMMARY            	Cells from the peritoneal cavity were harvested with cold PBS. Phagocytic cells
CO:COLLECTION_SUMMARY            	(DAPI+ cells) were sorted by flow cytometry, frozen as dry cell pellet, and
CO:COLLECTION_SUMMARY            	stored at -80˚C until processing.
CO:SAMPLE_TYPE                   	Macrophages
#TREATMENT
TR:TREATMENT_SUMMARY             	Preparation of macrophages: Mice were injected or not with 0.5 ml of
TR:TREATMENT_SUMMARY             	thioglycolate medium to increase peritoneal macrophage abundance. Four days
TR:TREATMENT_SUMMARY             	later, mice were injected with 1E9 killed U-[13C]Bacteria previously labeled
TR:TREATMENT_SUMMARY             	with DAPI. One or two hours later, peritoneal cells were harvested, and sorted
TR:TREATMENT_SUMMARY             	by flow cytometry based on DAPI. Preparation of killed U-[13C]Bacteria: ThyA- E.
TR:TREATMENT_SUMMARY             	coli were grown overnight with shaking in LB supplemented with thymidine (500
TR:TREATMENT_SUMMARY             	ug/ml) and trimethoprim (50 ug/ml), diluted 1/40, and grown until log-phase
TR:TREATMENT_SUMMARY             	[optical density at 600 nm (OD600) of 0.8-1.2]. Bacteria were washed with
TR:TREATMENT_SUMMARY             	phosphate buffer saline (PBS) to remove LB salts before addition to cells. For
TR:TREATMENT_SUMMARY             	labeling of bacteria, 10 ul of an overnight cultured of thyA- E. coli was added
TR:TREATMENT_SUMMARY             	to 20 ml of a filtered M9 minimal medium salts (Life Technologies) supplemented
TR:TREATMENT_SUMMARY             	with 1 mM thiamine, 1 mM MgSO4, 0.1 M CaCl2, 500 ug/ml thymidine, 50 ug/ml
TR:TREATMENT_SUMMARY             	trimethoprim, and 0.5% U-[13C] glucose (Campro Scientific). Bacteria were grown
TR:TREATMENT_SUMMARY             	for 72h, washed with PBS and subjected to heat-killing by re-suspension in PBS
TR:TREATMENT_SUMMARY             	and subsequently incubation at 60˚C for 60-90 min. Bacteria were kept at 4˚C
TR:TREATMENT_SUMMARY             	until use. Efficient killing was confirmed by overnight plating on LB-agar
TR:TREATMENT_SUMMARY             	plates. For DAPI labelling, killed bacteria were incubated with 0.2 ug/ml of
TR:TREATMENT_SUMMARY             	DAPI in PBS for 5min and washed 3 times with cold PBS.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Metabolites from frozen pellets were extracted at 4e6 cells per mL using ice
SP:SAMPLEPREP_SUMMARY            	cold 5:3:2 methanol:acetonitrile:water (v/v/v) with vigorous vortexing at 4
SP:SAMPLEPREP_SUMMARY            	degrees C followed by centrifugation as described for 10 min at 18,000 g.
SP:SAMPLEPREP_SUMMARY            	Supernatants were maintained at 4°C until analysis that same day.
SP:PROCESSING_STORAGE_CONDITIONS 	4℃
SP:EXTRACT_STORAGE               	-80℃
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	Positive C18
CH:CHROMATOGRAPHY_TYPE           	Reversed phase
CH:INSTRUMENT_NAME               	Thermo Vanquish
CH:COLUMN_NAME                   	Phenomenex Kinetex C18 (150 x 2.1mm,1.7um)
CH:SOLVENT_A                     	100% water; 0.1% formic acid
CH:SOLVENT_B                     	100% acetonitrile; 0.1% formic acid
CH:FLOW_GRADIENT                 	0-0.5 min 5% B, 0.5-1.1 min 5-95% B, 1.1-2.75 min hold at 95% B, 2.75-3 min
CH:FLOW_GRADIENT                 	95-5% B, 3-5 min hold at 5% B
CH:FLOW_RATE                     	450 uL/min
CH:COLUMN_TEMPERATURE            	45
CH:SAMPLE_INJECTION              	10 uL
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Thermo Orbitrap Exploris 120
MS:INSTRUMENT_TYPE               	Orbitrap
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	POSITIVE
MS:MS_COMMENTS                   	We use a Thermo Orbitrap Exploris 120. Resolution 120,000, scan range 65-975
MS:MS_COMMENTS                   	m/z, maximum injection time 100 ms, microscans 1, automatic gain control (AGC)
MS:MS_COMMENTS                   	detection duration 20 msec, source voltage 3.5 kV, capillary temperature 320 C,
MS:MS_COMMENTS                   	vaporizer temp 200 C, and sheath gas 50, auxiliary gas 10, and sweep gas 1 (all
MS:MS_COMMENTS                   	nitrogen). Data converted to mzXML using RawConverter. Metabolites were
MS:MS_COMMENTS                   	annotated and integrated using Maven in conjunction with the KEGG database.
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	peak area
MS_METABOLITE_DATA_START
Samples	AA89-53_r97-	AA89-54_r38-	AA89-55_r110-	AA89-56_r96-	AA89-57_r41-	AA89-58_r71-	AA89-59_r64-	AA89-60_r95-	AA89-61_r19-	AA89-62_r17-
Factors	treatment:control | Sample source:murine peritoneal macrophages	treatment:control | Sample source:murine peritoneal macrophages	treatment:control | Sample source:murine peritoneal macrophages	treatment:control | Sample source:murine peritoneal macrophages	treatment:control | Sample source:murine peritoneal macrophages	treatment:Ecoli treated | Sample source:murine peritoneal macrophages	treatment:Ecoli treated | Sample source:murine peritoneal macrophages	treatment:Ecoli treated | Sample source:murine peritoneal macrophages	treatment:Ecoli treated | Sample source:murine peritoneal macrophages	treatment:Ecoli treated | Sample source:murine peritoneal macrophages
Arginine	1690211.12	1316758.12	2245306.25	1230951.38	2332888	2552984	2717759.5	2440210.25	3192272	1626159
Arginine 13C3	9178.18	22920.18	17375.52	4625.99	12829.52	14959.83	45047.7	6382.36	22087.53	3522.91
Arginine 13C4	40902.46	26869.82	42582.79	19553.53	4752	46823.21	69994.35	50976.97	67375.6	8958.13
Arginine 13C5	20433.32	14813.65	13789.06	6915.83	6108.13	79678.87	114067.78	48287.32	87642.19	30804.21
Arginine 13C6	74762.8	51660.14	42960.81	51056.86	23975.32	346067.03	416019.75	226021.42	387703.12	121969.8
Cysteine	494396.88	532368.5	478710.75	434952.09	43268.91	5302613.5	5075747.5	4251465.5	4520884.5	240336.3
Cysteine 13C3	35572.95	55451.17	31507.13	30811.81	0	487189.03	642604.5	396178.5	435980.09	59762.31
Glutamate	2180610	2758086.75	2214423.25	2189113	930663.75	6688388.5	5407099.5	4831601	5419846	671468.81
Glutamate 13C2	50333.45475	101532.2776	65285.98967	64409.27318	19605.12216	529900.9348	559386.774	367996.817	376467.3059	34903.56685
Glutamate 13C3	44646.68	53553.15	34624.68	35230.19	3503.84	805217.19	890041	574900.44	686741.81	86674.23
Glutamate 13C4	15560.91	28013.38	28902.1	34886.39	33427.73	93592.79	121208.24	83455.84	90474.99	20390.4
Glutamate 13C5	34838.05	52450.41	26132.44	30901.24	8685.58	636208.19	801759	506280.28	642192.75	103252.62
Glutamine	826225.31	810039.5	936286.75	885940.94	650395.25	3056562.25	2878396	2659265.25	2756883.75	721872.94
Glutamine 13C2	1648.348437	2959.000513	0	0	1.04436875	19154.68919	24101.0221	9687.002619	11819.83666	4786.234357
Glutamine 13C3	0	3517.52	3159	0	0	47453.96	46092.58	42427.07	41481.95	4320.37
Glutamine 13C5	12509.8	25117.94	11762.64	23752.03	0	187426.8	216054.88	134564.95	156751.05	23494.63
Methionine	336734.53	263966.84	338179.16	167332.31	131469.42	1972400.12	1972531	2324051.75	2268267.25	91253.88
Methionine 13C2	5100.398047	8060.270309	19171.04804	0	5317.835005	17043.92964	27541.98373	13442.32346	12134.31157	4396.057013
Methionine 13C3	0	0	0	0	0	8787.2793	12737.5576	18217.1504	11478.4971	1490.2167
Methionine 13C4	0	1954.9775	7415.2065	0	0	46626.4844	58953.9063	36166.3867	48105.8906	4931.8086
Methionine 13C5	55632.64	61059.92	61383.08	37973.5	27678.33	516706.88	368815.97	427854.59	353801.41	71184.51
Glutathione	14421756	25209776	15970541	10276800	6195178	19495278	12692864	10287968	13700764	564936.94
Glutathione 13C2	0	0	0	0	0	837414.5162	714646.7856	454129.8972	599577.2556	28454.52303
Glutathione 13C3	41886.85	56708.82	26480.91	22261.54	9700.37	557557	392930.09	243077.23	334042.28	18488.52
Glutathione 13C4	0	0	6710.81	2487.97	0	169777.31	140832.56	83462.69	134507.95	7131.78
Glutathione 13C5	23320.75	41919.01	8092.18	6710.87	0	415747	430341.22	265819.94	351348	21836.54
Glutathione 13C6	28272.61	28172.59	49348.97	18807.59	8593.19	190716.19	102155.41	71927.86	103695.97	20329.99
Glutathione 13C7	0	0	0	0	0	146413.9219	156438.4219	103430.7813	109912.0391	9748.8945
Glutathione 13C8	4115.16	2256.1	0	0	0	57779.23	39972.65	26527.05	40670.62	7374.98
Glutathione 13C10	5535.71	0	4920.79	0	2635.37	9019.32	25456.28	14396.33	10234.46	1701.72
Glutathione disulfide 13C2	40874.69744	89141.81196	52513.58247	28139.17	0	48336.38	16280.45	28215.35	30685.26	0
Glutathione disulfide 13C3	5614.98	34558.09	8209.48	4255.85	0	0	6474.55	8146	1329.02	0
Cystathionine	36082.11	32049.98	32065.85	25266.81	2426.49	96216.34	86278.38	59275.86	81007.62	1531.83
Cystathionine 13C7	935337.81	2635984.25	1834929.38	1635479	152909.11	310004.34	362531.53	512287.47	410021.91	19468.27
S-Adenosyl-L-methionine	8981.75	9999.29	15222.87	18453.47	0	58301.84	47968.14	46387.66	38397.13	0
Putrescine	101156.55	111771.25	128721.31	107357.65	80369.74	274275.12	206232.73	152800.05	178092.3	31305.3
Putrescine 13C4	0	4154.65	0	3552.19	0	102885.27	105442.88	44410.91	67141.54	20680.96
Spermidine	860601.75	777178.5	129422.06	375069.59	448777.16	127924.84	469815.75	87080.88	234486.11	7548.93
Spermine	39765.95	48763.13	10403.33	37363.02	77948.73	5178.67	15839.68	0	37354.27	0
Ornithine	425238.78	453047.84	453086.75	243554	203065.08	3506709.25	3183583	2948283.25	2615886.25	439333.16
Ornithine 13C2	0	0	686.8678813	0	0	30493.09122	29152.80593	4907.508569	1101.396194	10171.89999
Ornithine 13C3	1764.3	17333.81	0	6709.37	0	236358.81	240460.98	174506.36	164771.08	62273.31
Ornithine 13C4	0	0	0	0	0	102965.37	114768.47	89401.75	71948.22	11264.94
Ornithine 13C5	48354.52	32925.05	17503.52	32918.14	4416.1	877392.19	1009395.5	650138.06	652201.31	197033.5
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	KEGG ID	med Mz	med RT
Arginine	C00062	175.119095	0.586
Arginine 13C3	C00062	178.13092	0.617
Arginine 13C4	C00062	179.128723	0.628
Arginine 13C5	C00062	180.136261	0.618
Arginine 13C6	C00062	181.138931	0.591
Cysteine	C00097	122.027283	0.626
Cysteine 13C3	C00097	125.037071	0.652
Glutamate	C00025	148.060532	0.615
Glutamate 13C2	C00025	150.066727	0.635
Glutamate 13C3	C00025	151.070984	0.671
Glutamate 13C4	C00025	152.070648	0.641
Glutamate 13C5	C00025	153.076691	0.665
Glutamine	C00064	147.076324	0.612
Glutamine 13C2	C00064	148.079724	0.612
Glutamine 13C3	C00064	150.086731	0.648
Glutamine 13C5	C00064	152.093201	0.619
Methionine	C00073	150.058502	0.636
Methionine 13C2	C00073	152.068008	0.614
Methionine 13C3	C00073	153.071408	0.614
Methionine 13C4	C00073	154.074808	0.614
Methionine 13C5	C00073	155.073517	0.654
Glutathione	C00051	308.091187	0.637
Glutathione 13C2	C00051	310.097107	0.644
Glutathione 13C3	C00051	311.100952	0.654
Glutathione 13C4	C00051	312.1026	0.661
Glutathione 13C5	C00051	313.107147	0.642
Glutathione 13C6	C00051	314.105286	0.573
Glutathione 13C7	C00051	315.108686	0.573
Glutathione 13C8	C00051	316.121887	0.651
Glutathione 13C10	C00051	318.125397	0.646
Glutathione disulfide 13C2	C00127	615.157227	0.634
Glutathione disulfide 13C3	C00127	616.168091	0.66
Cystathionine	C00542	223.074493	0.637
Cystathionine 13C7	C00542	230.09758	0.626
S-Adenosyl-L-methionine	C00019	399.144501	0.601
Putrescine	C00134	89.107437	0.576
Putrescine 13C4	C00134	93.120972	0.573
Spermidine	C00315	146.165176	0.567
Spermine	C00750	203.222824	0.559
Ornithine	C01602	133.097427	0.575
Ornithine 13C2	C01602	135.104227	0.575
Ornithine 13C3	C01602	136.10611	0.627
Ornithine 13C4	C01602	137.110641	0.624
Ornithine 13C5	C01602	138.114014	0.605
METABOLITES_END
#END