#METABOLOMICS WORKBENCH AnnalauraM_20220901_062330 DATATRACK_ID:3445 STUDY_ID:ST002280 ANALYSIS_ID:AN003724 PROJECT_ID:PR001460
VERSION             	1
CREATED_ON             	September 7, 2022, 4:59 pm
#PROJECT
PR:PROJECT_TITLE                 	Oxidative phosphorylation selectively orchestrates tissue macrophage homeostasis
PR:PROJECT_SUMMARY               	In vitro studies associated oxidative phosphorylation (OXPHOS) with
PR:PROJECT_SUMMARY               	anti-inflammatory macrophages, while pro-inflammatory macrophages rely on
PR:PROJECT_SUMMARY               	glycolysis. However, the metabolic needs of macrophages in tissues (TMFs) to
PR:PROJECT_SUMMARY               	fulfil their homeostatic activities are incompletely understood. Here, we
PR:PROJECT_SUMMARY               	identified OXPHOS as highly discriminating process among TMFs from different
PR:PROJECT_SUMMARY               	tissues in homeostasis by analysis of RNAseq data, in both human and mouse.
PR:PROJECT_SUMMARY               	Impairing OXPHOS in TMFs via Tfam deletion differentially affected TMF
PR:PROJECT_SUMMARY               	populations. Tfam deletion resulted in reduction of alveolar macrophages (AMs)
PR:PROJECT_SUMMARY               	due to impaired lipid-handling capacity, leading to increased cholesterol
PR:PROJECT_SUMMARY               	content and cellular stress, causing cell cycle arrest in vivo. In obesity, Tfam
PR:PROJECT_SUMMARY               	depletion selectively ablated pro-inflammatory lipid-handling white adipose
PR:PROJECT_SUMMARY               	tissue macrophages (WAT-MFs), preventing insulin resistance and hepatosteatosis.
PR:PROJECT_SUMMARY               	Thus, OXPHOS, rather than glycolysis, distinguishes TMF populations and is
PR:PROJECT_SUMMARY               	critical for the maintenance of TMFs with a high lipid-handling activity,
PR:PROJECT_SUMMARY               	including pro-inflammatory WAT-MFs. This could provide a selective therapeutic
PR:PROJECT_SUMMARY               	targeting tool.
PR:INSTITUTE                     	Spanish National Center for Cardiovascular Research (CNIC)
PR:DEPARTMENT                    	Novel mechanisms of atherosclerosis
PR:LABORATORY                    	Immunobiology
PR:LAST_NAME                     	Mastrangelo
PR:FIRST_NAME                    	Annalaura
PR:ADDRESS                       	Calle de Melchor Fernández Almagro, 3, Centro Nacional de Investigaciones
PR:ADDRESS                       	Cardiovasculares
PR:EMAIL                         	annalaura.mastrangelo@cnic.es
PR:PHONE                         	(+34) 914531200
#STUDY
ST:STUDY_TITLE                   	Oxidative phosphorylation selectively orchestrates tissue macrophage homeostasis
ST:STUDY_TYPE                    	Observational study
ST:STUDY_SUMMARY                 	In vitro studies associated oxidative phosphorylation (OXPHOS) with
ST:STUDY_SUMMARY                 	anti-inflammatory macrophages, while pro-inflammatory macrophages rely on
ST:STUDY_SUMMARY                 	glycolysis. However, the metabolic needs of macrophages in tissues (TMFs) to
ST:STUDY_SUMMARY                 	fulfil their homeostatic activities are incompletely understood. Here, we
ST:STUDY_SUMMARY                 	identified OXPHOS as highly discriminating process among TMFs from different
ST:STUDY_SUMMARY                 	tissues in homeostasis by analysis of RNAseq data, in both human and mouse.
ST:STUDY_SUMMARY                 	Impairing OXPHOS in TMFs via Tfam deletion differentially affected TMF
ST:STUDY_SUMMARY                 	populations. Tfam deletion resulted in reduction of alveolar macrophages (AMs)
ST:STUDY_SUMMARY                 	due to impaired lipid-handling capacity, leading to increased cholesterol
ST:STUDY_SUMMARY                 	content and cellular stress, causing cell cycle arrest in vivo. In obesity, Tfam
ST:STUDY_SUMMARY                 	depletion selectively ablated pro-inflammatory lipid-handling white adipose
ST:STUDY_SUMMARY                 	tissue macrophages (WAT-MFs), preventing insulin resistance and hepatosteatosis.
ST:STUDY_SUMMARY                 	Thus, OXPHOS, rather than glycolysis, distinguishes TMF populations and is
ST:STUDY_SUMMARY                 	critical for the maintenance of TMFs with a high lipid-handling activity,
ST:STUDY_SUMMARY                 	including pro-inflammatory WAT-MFs. This could provide a selective therapeutic
ST:STUDY_SUMMARY                 	targeting tool.
ST:INSTITUTE                     	Spanish National Center for Cardiovascular Research (CNIC)
ST:DEPARTMENT                    	Novel mechanisms of atherosclerosis
ST:LABORATORY                    	Immunobiology
ST:LAST_NAME                     	Mastrangelo
ST:FIRST_NAME                    	Annalaura
ST:ADDRESS                       	Calle de Melchor Fernández Almagro, 3, Centro Nacional de Investigaciones
ST:ADDRESS                       	Cardiovasculares
ST:EMAIL                         	annalaura.mastrangelo@cnic.es
ST:PHONE                         	(+34) 914531200
ST:NUM_GROUPS                    	2
#SUBJECT
SU:SUBJECT_TYPE                  	Mammal
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           	KO1	KO1	Genoptype:Mutant	RAW_FILE_NAME=KO1.mzML
SUBJECT_SAMPLE_FACTORS           	KO1	KO1R	Genoptype:Mutant	RAW_FILE_NAME=KO1R.mzML
SUBJECT_SAMPLE_FACTORS           	KO3	KO3	Genoptype:Mutant	RAW_FILE_NAME=KO3.mzML
SUBJECT_SAMPLE_FACTORS           	KO3	KO3R	Genoptype:Mutant	RAW_FILE_NAME=KO3R.mzML
SUBJECT_SAMPLE_FACTORS           	KO2	KO2R	Genoptype:Mutant	RAW_FILE_NAME=KO2R.mzML
SUBJECT_SAMPLE_FACTORS           	WT1	WT1	Genoptype:Wild_type	RAW_FILE_NAME=WT1.mzML
SUBJECT_SAMPLE_FACTORS           	WT1	WT1R	Genoptype:Wild_type	RAW_FILE_NAME=WT1R.mzML
SUBJECT_SAMPLE_FACTORS           	WT2	WT2	Genoptype:Wild_type	RAW_FILE_NAME=WT2.mzML
SUBJECT_SAMPLE_FACTORS           	WT2	WT2R	Genoptype:Wild_type	RAW_FILE_NAME=WT2R.mzML
SUBJECT_SAMPLE_FACTORS           	WT3	WT3	Genoptype:Wild_type	RAW_FILE_NAME=WT3.mzML
SUBJECT_SAMPLE_FACTORS           	WT3	WT3R	Genoptype:Wild_type	RAW_FILE_NAME=WT3R.mzML
#COLLECTION
CO:COLLECTION_SUMMARY            	Mouse colonies were bred at the CNIC under specific pathogen-free conditions and
CO:COLLECTION_SUMMARY            	on C57BL/6 background. Tfamf/f (Larsson et al., 1998) mice were kindly provided
CO:COLLECTION_SUMMARY            	by Nils-Göran Larsson (Max Planck Institute for Biology of Ageing, Cologne,
CO:COLLECTION_SUMMARY            	Germany). All floxed mouse lines were crossed with CD11cCre mice (Caton et al.,
CO:COLLECTION_SUMMARY            	2007). Mice were group-housed, have not been used in previous procedures and
CO:COLLECTION_SUMMARY            	were fed standard chow. Littermates of the same sex were randomly assigned to
CO:COLLECTION_SUMMARY            	experimental groups. Male and female mice were used for all experiments. Mice
CO:COLLECTION_SUMMARY            	with 6–10-weeks (adult) were used for the experiment. Bronchoalveolar lavage
CO:COLLECTION_SUMMARY            	(BAL) was performed by inserting a venal catheter (BD) into the trachea and 3-10
CO:COLLECTION_SUMMARY            	washes with 0.3-1 ml FACS buffer to harvest BAL cells.
CO:SAMPLE_TYPE                   	Bronchoalveolar lavage
CO:COLLECTION_METHOD             	Bronchoalveolar lavage (BAL) was performed by inserting a venal catheter (BD)
CO:COLLECTION_METHOD             	into the trachea and 3-10 washes with 0.3-1 ml FACS buffer to harvest BAL cells.
CO:STORAGE_CONDITIONS            	-80℃
#TREATMENT
TR:TREATMENT_SUMMARY             	Mice were group-housed and were fed standard chow.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	One million CD45+ F4/80+ CD11c+ FACS-sorted alveolar macrophages (AMs) from the
SP:SAMPLEPREP_SUMMARY            	bronchoalveolar lavage (BAL) of adult Tfamf/f and CD11c∆Tfam mice were
SP:SAMPLEPREP_SUMMARY            	collected. Each sample was generated by merging FACS-sorted AMs from 13 to 30
SP:SAMPLEPREP_SUMMARY            	mice. Quality Control (QC) samples (n=4) were prepared by pooling equal volumes
SP:SAMPLEPREP_SUMMARY            	of cell extracts from each sample by following the same protocols used for the
SP:SAMPLEPREP_SUMMARY            	subject samples. Samples were subjected to two freeze–thaw cycles for
SP:SAMPLEPREP_SUMMARY            	metabolism quenching and complete metabolite extraction, specifically by placing
SP:SAMPLEPREP_SUMMARY            	the samples at -80ºC for 15 min and thawing them on ice for 10 min with brief
SP:SAMPLEPREP_SUMMARY            	vortex-mixing. The samples were then centrifuged at 20,000 xg at 4°C for 10 min
SP:SAMPLEPREP_SUMMARY            	and the supernatant collected. The supernatant was evaporated to dryness
SP:SAMPLEPREP_SUMMARY            	(SpeedVac Concentrator, Thermo Fisher Scientific, Waltham, MA, USA) and
SP:SAMPLEPREP_SUMMARY            	derivatized with 10 μl O-methoxyamine hydrochloride (15mg/mL) in pyridine and
SP:SAMPLEPREP_SUMMARY            	10 μl N,O-bis(trimethylsilyl)trifluoroacetamide in 1% trimethylchlorosilane.
SP:SAMPLEPREP_SUMMARY            	Finally, 100 μl of heptane containing 10 ppm of 4-nitrobenzoic acid (IS) was
SP:SAMPLEPREP_SUMMARY            	used as internal standard to monitor sample injection
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	Derivative samples (2 μL) were injected into a GC column DB5–MS (30 m length,
CH:CHROMATOGRAPHY_SUMMARY        	0.250 mm i.d., 0.25 μm film 95% dimethyl/5% diphenylpolysiloxane) with a
CH:CHROMATOGRAPHY_SUMMARY        	pre–column (10 m J&W integrated with Agilent 122–5532G). The temperature
CH:CHROMATOGRAPHY_SUMMARY        	gradient was programmed at 60 °C (held for 1 min), with a ramping increase rate
CH:CHROMATOGRAPHY_SUMMARY        	of 10 °C/min up to 325°C (held for 10 min). The total analysis time was 37.5
CH:CHROMATOGRAPHY_SUMMARY        	min. Two analytical replicates for each sample were injected.
CH:CHROMATOGRAPHY_TYPE           	GC
CH:INSTRUMENT_NAME               	Agilent 7890B
CH:COLUMN_NAME                   	Agilent DB5-MS (30m x 0.25mm, 0.25um)
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Agilent 7250 GC/Q-TOF
MS:INSTRUMENT_TYPE               	QTOF
MS:MS_TYPE                       	EI
MS:ION_MODE                      	POSITIVE
MS:MS_COMMENTS                   	The EI source was operated at 70 eV whereas the mass spectrometer operated in
MS:MS_COMMENTS                   	the scan mode over a mass range of m/z 50–600. Metabolite deconvolution and
MS:MS_COMMENTS                   	identification were carried out using Agilent MassHunter Unknowns Analysis
MS:MS_COMMENTS                   	version B.07.00, then, data was aligned in Agilent Mass Profiler Professional
MS:MS_COMMENTS                   	version B.12.1 and exported to Agilent MassHunter Quantitative Analysis version
MS:MS_COMMENTS                   	B.07.00. Metabolites were identified by comparing their retention time,
MS:MS_COMMENTS                   	retention index and mass fragmentation patterns with those available in an
MS:MS_COMMENTS                   	in-house library including both the NIST mass spectral database (version 2017)
MS:MS_COMMENTS                   	and Fiehn RTL library (version 2008). The different derivatives that were
MS:MS_COMMENTS                   	generated from the silylated compounds were unified by summing the abundance of
MS:MS_COMMENTS                   	all derivatives from the same metabolite. Finally, the median relative area of
MS:MS_COMMENTS                   	the two analytical replicates of the same sample was computed and used for
MS:MS_COMMENTS                   	subsequent statistical analysis.
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	relative abundance
MS_METABOLITE_DATA_START
Samples	KO1	KO1R	KO2R	KO3	KO3R	WT1	WT1R	WT2	WT2R	WT3	WT3R
Factors	Genoptype:Mutant	Genoptype:Mutant	Genoptype:Mutant	Genoptype:Mutant	Genoptype:Mutant	Genoptype:Wild_type	Genoptype:Wild_type	Genoptype:Wild_type	Genoptype:Wild_type	Genoptype:Wild_type	Genoptype:Wild_type
Monoglycerol(16:0)	1544.39	1859.33	1456	1157.3	1261.46	1419.52	1293.99	901.51	918.9	1196.17	1196.71
6-Deoxyglucose	262.13	389.71	311	282.84	308.35	168	123.79	230.96	281.02	149.91	147.28
Alanine	1813.68	2039.41	2171	2773.04	2059.82	1519.24	1514.69	1253.32	1482.19	1732.83	1532.32
Arachidic acid	168.3	187.14	190	194.68	208.16	199.6	176.88	194.92	183.48	210.21	134.39
Arachidonic acid	1279.98	1250.58	1190	1159.05	1072.16	939.55	893.21	928.93	854.97	1135.87	1011.01
Aspartic acid	1685.63	1970.46	2105	2442.26	2322.53	1227.66	1318.78	877.62	949.75	998.36	930.16
Cholesterol	204100.3355	204950.121	186654	167792.5424	169773.9365	110034.1367	108534.1513	112531.2553	109774.6827	107986.8689	105313.9675
Citric acid	1152.92	1191.77	1151	1091	1169.47	869.22	967.57	1064.91	1226.35	719.11	703.96
Decanoic acid	4376.64	4255.23	4586	5029.79	4682.35	5017.78	5084.47	4651.73	4548	4969.81	4669.5
Eicosapentaenoic acid	1452.72	1482.11	5667	9989.79	9745.03	1709.84	1655.43	1431	1495.2	2945.34	3065.06
Fumaric acid	760.59	711.51	738	717.96	761.8	488.34	518.81	470.4	407.49	496.5	550.58
Glucose	367.55	460.57	458	500.4	503.55	301.07	343.37	270.68	335.82	306.02	218.57
Glutamic acid	1433.24	1619.86	1630	1786.23	1682.52	879.97	869.7	707.16	959.58	886.91	710.34
Glycerol	3017.88	2722.1	2664	2373.91	2542.64	1797.08	1690.93	2108.47	2361.38	2798.67	2627.65
Glycerol 1-phosphate	865.59	782.07	758	669.29	714.44	539.55	486.83	411.74	374.98	622.46	424.1
Glycine	1827.29	1825.22	2814	2289.4	2046.15	1335.91	1154.21	1733.62	1819.12	1549.25	1229.02
Isocitric acid	385.45	478.36	450	428.27	507	303.91	280.2	175.98	166.46	223.6	183.62
Isoleucine	1016.56	1052.71	1047	1065.94	1051.58	594.07	648.19	516.06	504.9	534.12	622.55
Lactic acid	1582.21	1839.04	1754	1829.51	1763.42	1525.4	1490.7	1574.46	1609.21	1666.47	1886.25
Leucine	69981.01	71142.5	58864	47440.08	46891.91	66295.54	67064.46	33895.56	34665.72	49295.33	49228.22
Malic acid	229.9	227.42	221	227.61	200.96	149.51	141.7	67.85	107.65	143.43	132.3
Myoinositol	1019.712435	904.0846988	948	932.1662191	937.8526844	619.5179771	728.9580921	428.1399165	532.0223491	369.8407219	333.3971281
Myoinositol 6phosphate	756.15	740.03	707	674.53	656.42	513.95	497.54	506.3	406.52	499.46	401.91
Myristic acid	1116.254952	1160.903555	1106	1094.351775	1053.158901	1196.207033	1031.864329	1148.726676	1050.623068	1185.885469	1129.445179
Oleic Acid	1689.06	1620.88	1471	1312.49	1263.04	1427.58	1382.91	1199.33	1253.75	1265.91	1185.33
Palmitelaidic acid	643.5690365	654.7631298	616	533.0411176	630.6573462	479.494271	440.2855699	530.3337626	577.268463	608.5112678	475.5485659
Palmitic acid	69113.56	72139.78	65577	59322.17	61733.45	70269.62	70379.96	67594.52	67941.95	67367.65	65340.71
Palmitoleic acid	434.01	476.15	366	245.25	309.93	355.59	349.77	261.21	259.02	344.48	279.03
Proline	2159.32	2418.54	2498	2852.16	2560.78	1640.46	1706.29	1514.53	1687.94	1747.2	1756.99
Pyruvic acid	7430.34	7848.19	7794	7891.14	8007.23	8449.62	8458.5	7996.7	8932.16	7861.19	7687
Serine	1095.2	1262.48	1338	1514.17	1482.14	1100.43	1176.12	962.86	1005.65	1014.98	893.4
Stearic acid	8595.44	8510.01	9314	9825.12	10325.74	10825.13	10845.77	9895.13	9988.18	9647.56	9925.36
Succinic acid	1269.52	1397.58	1322	1098.14	1522.73	1233.5	1446.88	1171.77	1051.59	1097.97	1529.97
Threonine	433.44	527.75	503	557.67	492.75	321.77	274.6	258.1	212.95	325.18	276.95
Valine	2055.47	2146.87	2102	2107.39	2096.82	1242.2	1024.03	841.44	1013.68	1200.12	1209.19
Cysteine	822.33	811.32	889	1130.78	954.7	596.6	388.15	336.55	444.71	557.93	525.47
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	Pubchem ID	KEGG ID	Retention_time	Target_Ion	Retention_Index
Monoglycerol(16:0)	14900	-	23.43	371	2581
6-Deoxyglucose	93579	C00586	15.54	117.07	1998
Alanine	5950	C00041	7.404	116	777.72
Arachidic acid	10467	C06425	22.33	369.30	2385
Arachidonic acid	444899	C00219	21.681	91	2417
Aspartic acid	5960	C00049	12.101	160	1102.84
Cholesterol	5997	C00187	27.488	329	2826.78
Citric acid	311	C00158	16.458	273	1493.93
Decanoic acid	2969	C01571	16.63	229.20	1391
Eicosapentaenoic acid	446284	C06428	23.86	361.20	2425
Fumaric acid	444972	C00122	10.868	245	1025.3
Glucose	5793	C00031	17.36	319.20	1579.97
Glutamic acid	33032	C00025	14.256	246	1297.52
Glycerol	753	C00116	9.806	205	949.79
Glycerol 1-phosphate	3707990	C00623	15.879	357	1439.25
Glycine	750	C00037	7.66	102	1002
Isocitric acid	1198	C00311	16.897	273	1497.48
Isoleucine	6306	C00407	10.084	158	969.56
Lactic acid	612	C00186	6.794	147	732.96
Leucine	6106	C00123	7.96	86	831.85
Malic acid	525	C00711	12.433	233	1164.45
Myoinositol	892	C00137	19.29	305.10	2194
Myoinositol 6phosphate	161368	C01284                      	22.12	318.20	2386
Myristic acid	11005	C06424	16.821	117	1524.35
Oleic Acid	445639	C00712	20.381	339	1892.45
Palmitelaidic acid	5282745	-	18.65	311.20	1995
Palmitic acid	985	C00249                      	18.793	117	1720.26
Palmitoleic acid	 445638	C08362	18.554	311	1701.83
Proline	145742	C00148	10.162	142	975.16
Pyruvic acid	1060	C00022	6.643	174	721.67
Serine	5951	C00065	10.991	204	1040.14
Stearic acid	5281	C01530	20.608	341	1916.02
Succinic acid	1110	C00042	10.387	247	989.72
Threonine	6288	C00188	11.329	218	1063.93
Valine	6287	C00183	7.219	72	762.88
Cysteine	5862	C00097	13.43	218	1230.5
METABOLITES_END
#END