#METABOLOMICS WORKBENCH ttsunglin_20220521_063929 DATATRACK_ID:3264 STUDY_ID:ST002177 ANALYSIS_ID:AN003565
VERSION                          	1
CREATED_ON                       	08-10-2022
#PROJECT
PR:PROJECT_TITLE                 	Multiomics Analyses Reveal the Central Role of Pentose Phosphate Pathway in
PR:PROJECT_TITLE                 	Resident Thymic Macrophages to Cope with Efferocytosis-Associated Stress
PR:PROJECT_SUMMARY               	Tissue-resident macrophages (TRMs) are heterogeneous cell populations found
PR:PROJECT_SUMMARY               	throughout the body. Depending on their location, they perform diverse functions
PR:PROJECT_SUMMARY               	maintaining tissue homeostasis and providing immune surveillance. To survive and
PR:PROJECT_SUMMARY               	function within, TRMs adapt metabolically to the distinct microenvironments.
PR:PROJECT_SUMMARY               	However, little is known about the metabolic signatures of TRMs. The thymus
PR:PROJECT_SUMMARY               	provides a nurturing milieu for developing thymocytes yet efficiently removes
PR:PROJECT_SUMMARY               	those that failed the selection, relying on the TRMs – resident thymic
PR:PROJECT_SUMMARY               	macrophages (TMφs). This study harnesses multiomics analyses to characterize
PR:PROJECT_SUMMARY               	TMφs and unveils their unique metabolic features. We find that the pentose
PR:PROJECT_SUMMARY               	phosphate pathway (PPP) is preferentially activated in TMφs, responding to the
PR:PROJECT_SUMMARY               	reduction-oxidation demands associated with the efferocytosis of dying
PR:PROJECT_SUMMARY               	thymocytes. The blockade of PPP in Mφs leads to decreased efferocytosis, which
PR:PROJECT_SUMMARY               	can be rescued by ROS scavengers. Our study reveals the key role of PPP in TMφs
PR:PROJECT_SUMMARY               	and underscores the importance of metabolic adaptation in supporting Mφ
PR:PROJECT_SUMMARY               	efferocytosis.
PR:INSTITUTE                     	National Yang Ming Chiao Tung University
PR:DEPARTMENT                    	Institute of Microbiology and Immunology
PR:LABORATORY                    	Chia-Lin Hsu
PR:LAST_NAME                     	Chia-Lin
PR:FIRST_NAME                    	Hsu
PR:ADDRESS                       	R309, Biomedical Building, NYCU, No. 155, Sec. 2, Linong St., Beitou Dist.
PR:ADDRESS                       	Taipei 112, Taiwan
PR:EMAIL                         	clhsu@nycu.edu.tw
PR:PHONE                         	+886-2-2826-7000 ext: 65619
PR:PUBLICATIONS                  	Tsai TL, Zhou TA, Hsieh YT, Wang JC, et al. Multiomics reveal the central role
PR:PUBLICATIONS                  	of pentose phosphate pathway in resident thymic macrophages to cope with
PR:PUBLICATIONS                  	efferocytosis-associated stress. Cell Rep 2022 Jul 12;40(2):111065. PMID:
PR:PUBLICATIONS                  	35830797  https://doi.org/10.1016/j.celrep.2022.111065
PR:DOI                           	http://dx.doi.org/10.21228/M8PT3H
PR:CONTRIBUTORS                  	Tsung-Lin Tsai, Ju-Chu Wang, Chen-Hua Huang, Chao-Hsiung Lin, Chia-Lin Hsu
#STUDY
ST:STUDY_TITLE                   	Multiomics Analyses Reveal the Central Role of Pentose Phosphate Pathway in
ST:STUDY_TITLE                   	Resident Thymic Macrophages to Cope with Efferocytosis-Associated Stress
ST:STUDY_SUMMARY                 	Tissue-resident macrophages (TRMs) are heterogeneous cell populations found
ST:STUDY_SUMMARY                 	throughout the body. Depending on their location, they perform diverse functions
ST:STUDY_SUMMARY                 	maintaining tissue homeostasis and providing immune surveillance. To survive and
ST:STUDY_SUMMARY                 	function within, TRMs adapt metabolically to the distinct microenvironments.
ST:STUDY_SUMMARY                 	However, little is known about the metabolic signatures of TRMs. The thymus
ST:STUDY_SUMMARY                 	provides a nurturing milieu for developing thymocytes yet efficiently removes
ST:STUDY_SUMMARY                 	those that failed the selection, relying on the TRMs – resident thymic
ST:STUDY_SUMMARY                 	macrophages (TMφs). This study harnesses multiomics analyses to characterize
ST:STUDY_SUMMARY                 	TMφs and unveils their unique metabolic features. We find that the pentose
ST:STUDY_SUMMARY                 	phosphate pathway (PPP) is preferentially activated in TMφs, responding to the
ST:STUDY_SUMMARY                 	reduction-oxidation demands associated with the efferocytosis of dying
ST:STUDY_SUMMARY                 	thymocytes. The blockade of PPP in Mφs leads to decreased efferocytosis, which
ST:STUDY_SUMMARY                 	can be rescued by ROS scavengers. Our study reveals the key role of PPP in TMφs
ST:STUDY_SUMMARY                 	and underscores the importance of metabolic adaptation in supporting Mφ
ST:STUDY_SUMMARY                 	efferocytosis.
ST:INSTITUTE                     	National Yang Ming Chiao Tung University
ST:DEPARTMENT                    	Institute of Microbiology and Immunology
ST:LABORATORY                    	Chai-Lin Hsu
ST:LAST_NAME                     	Hsu
ST:FIRST_NAME                    	Chia-Lin
ST:ADDRESS                       	R309, Biomedical Building, NYCU, No. 155, Sec. 2, Linong St., Beitou Dist.
ST:ADDRESS                       	Taipei 112, Taiwan
ST:EMAIL                         	clhsu@nycu.edu.tw
ST:PHONE                         	+886-2-2826-7000 ext:65619
ST:SUBMIT_DATE                   	2022-05-21
#SUBJECT
SU:SUBJECT_TYPE                  	Mammal
SU:SUBJECT_SPECIES               	Mus musculus
SU:TAXONOMY_ID                   	10090
SU:GENOTYPE_STRAIN               	C57BL/6
SU:AGE_OR_AGE_RANGE              	5-8 weeks
SU:GENDER                        	Male and female
#SUBJECT_SAMPLE_FACTORS:         	SUBJECT(optional)[tab]SAMPLE[tab]FACTORS(NAME:VALUE pairs separated by |)[tab]Additional sample data
SUBJECT_SAMPLE_FACTORS           	-	PC_N1_21	Cell type:peritoneal macropahge | Biological repeat:1	RAW_FILE_NAME=201903015_pc N1_21.mzXML
SUBJECT_SAMPLE_FACTORS           	-	PC_N1_33	Cell type:peritoneal macropahge | Biological repeat:1	RAW_FILE_NAME=201903015_pc N1_33.mzXML
SUBJECT_SAMPLE_FACTORS           	-	PC_N1_45	Cell type:peritoneal macropahge | Biological repeat:1	RAW_FILE_NAME=201903015_pc N1_45.mzXML
SUBJECT_SAMPLE_FACTORS           	-	PC_N2_22	Cell type:peritoneal macropahge | Biological repeat:2	RAW_FILE_NAME=201903015_pc N2_22.mzXML
SUBJECT_SAMPLE_FACTORS           	-	PC_N2_34	Cell type:peritoneal macropahge | Biological repeat:2	RAW_FILE_NAME=201903015_pc N2_34.mzXML
SUBJECT_SAMPLE_FACTORS           	-	PC_N2_46	Cell type:peritoneal macropahge | Biological repeat:2	RAW_FILE_NAME=201903015_pc N2_46.mzXML
SUBJECT_SAMPLE_FACTORS           	-	PC_N3_23	Cell type:peritoneal macropahge | Biological repeat:3	RAW_FILE_NAME=201903015_pc N3_23.mzXML
SUBJECT_SAMPLE_FACTORS           	-	PC_N3_35	Cell type:peritoneal macropahge | Biological repeat:3	RAW_FILE_NAME=201903015_pc N3_35.mzXML
SUBJECT_SAMPLE_FACTORS           	-	PC_N3_47	Cell type:peritoneal macropahge | Biological repeat:3	RAW_FILE_NAME=201903015_pc N3_47.mzXML
SUBJECT_SAMPLE_FACTORS           	-	Quality control mix_29	Cell type:QC | Biological repeat:-	RAW_FILE_NAME=201903015_QC_29.mzXML
SUBJECT_SAMPLE_FACTORS           	-	Quality control mix_41	Cell type:QC | Biological repeat:-	RAW_FILE_NAME=201903015_QC_41.mzXML
SUBJECT_SAMPLE_FACTORS           	-	Quality control mix_53	Cell type:QC | Biological repeat:-	RAW_FILE_NAME=201903015_QC_53.mzXML
SUBJECT_SAMPLE_FACTORS           	-	THY_N1_25	Cell type:Thymic macropahge | Biological repeat:1	RAW_FILE_NAME=201903015_thy N1_25.mzXML
SUBJECT_SAMPLE_FACTORS           	-	THY_N1_37	Cell type:Thymic macropahge | Biological repeat:1	RAW_FILE_NAME=201903015_thy N1_37.mzXML
SUBJECT_SAMPLE_FACTORS           	-	THY_N1_49	Cell type:Thymic macropahge | Biological repeat:1	RAW_FILE_NAME=201903015_thy N1_49.mzXML
SUBJECT_SAMPLE_FACTORS           	-	THY_N2_27	Cell type:Thymic macropahge | Biological repeat:2	RAW_FILE_NAME=201903015_thy N2_27.mzXML
SUBJECT_SAMPLE_FACTORS           	-	THY_N2_39	Cell type:Thymic macropahge | Biological repeat:2	RAW_FILE_NAME=201903015_thy N2_39.mzXML
SUBJECT_SAMPLE_FACTORS           	-	THY_N2_51	Cell type:Thymic macropahge | Biological repeat:2	RAW_FILE_NAME=201903015_thy N2_51.mzXML
SUBJECT_SAMPLE_FACTORS           	-	THY_N3_28	Cell type:Thymic macropahge | Biological repeat:3	RAW_FILE_NAME=201903015_thy N3_28.mzXML
SUBJECT_SAMPLE_FACTORS           	-	THY_N3_40	Cell type:Thymic macropahge | Biological repeat:3	RAW_FILE_NAME=201903015_thy N3_40.mzXML
SUBJECT_SAMPLE_FACTORS           	-	THY_N3_52	Cell type:Thymic macropahge | Biological repeat:3	RAW_FILE_NAME=201903015_thy N3_52.mzXML
#COLLECTION
CO:COLLECTION_SUMMARY            	The thymic macrophages were sorted by F4/80p, CD64p, and CD11bmed. The
CO:COLLECTION_SUMMARY            	peritoneal macrophages were sorted by F4/80p, CD11p. The cells were washed with
CO:COLLECTION_SUMMARY            	PBS and stored at -80°C. 5*10^5 cells were collected for methanol extraction.
CO:COLLECTION_SUMMARY            	Ultra-pure water was used for metabolite reconstitution after removing the
CO:COLLECTION_SUMMARY            	methanol.
CO:SAMPLE_TYPE                   	Macrophages
#TREATMENT
TR:TREATMENT_SUMMARY             	To obtain the resident thymic macrophages, the thymus was harvested from 5 to 8
TR:TREATMENT_SUMMARY             	weeks old C57BL mice, cut into small pieces, and incubated in DMEM containing
TR:TREATMENT_SUMMARY             	0.4 mg/mL collagenase P and 0.4 mg/mL DNase I at 37˚C for 20 min with frequent
TR:TREATMENT_SUMMARY             	gentle mixing. The resulting cell suspension was overlaid on the 57% Percoll
TR:TREATMENT_SUMMARY             	Plus solution at the volume ratio of 1:1 and centrifuged at 650 x g for 20 min
TR:TREATMENT_SUMMARY             	at 4˚C. The cells at the interface were collected and washed with PBS, and
TR:TREATMENT_SUMMARY             	re-suspended in 24G2 supernatant at room temperature for 15 min for blocking.
TR:TREATMENT_SUMMARY             	The anti-CD64, anti-CD11b, and anti-F4/80 antibody cocktail in FACS buffer (PBS
TR:TREATMENT_SUMMARY             	with 0.5% bovine serum albumin (BSA) and 2 mM EDTA) was added to the sample and
TR:TREATMENT_SUMMARY             	allowed incubation on ice for 20 min. At the end of the staining, the cells were
TR:TREATMENT_SUMMARY             	centrifuged, washed, and re-suspended in propidium iodide containing FACS
TR:TREATMENT_SUMMARY             	buffer. Live singlets with CD64+CD11bloF4/80+ were defined as resident thymic
TR:TREATMENT_SUMMARY             	macrophages (TMφs) and sorted by BD FACSMelody with the purity > 95%. The
TR:TREATMENT_SUMMARY             	peritoneal cavity macrophages (PCMφs) were collected by intra-peritoneal
TR:TREATMENT_SUMMARY             	injected 5 mL of ice-cold complete DMEM, thoroughly rinsed the peritoneal
TR:TREATMENT_SUMMARY             	cavity, and re-collected the solution containing the exudate cells. The cells
TR:TREATMENT_SUMMARY             	were processed and stained as described above, and the CD11b+F4/80+ cells were
TR:TREATMENT_SUMMARY             	identified as PCMφs and harvested.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Sorted 5 x 105 tissue-resident macrophages were re-suspended in 1 mL LC-MS grade
SP:SAMPLEPREP_SUMMARY            	methanol and processed to obtain the metabolites. In brief, the proteins in the
SP:SAMPLEPREP_SUMMARY            	sample were precipitated and removed while the supernatant was collected and
SP:SAMPLEPREP_SUMMARY            	evaporated by a vacuum concentrator. The resulting metabolite extracts were
SP:SAMPLEPREP_SUMMARY            	resolved in 50 µL of ultra-pure water and transferred to a reduced-volume
SP:SAMPLEPREP_SUMMARY            	autosampler vial for LC-MS analysis. For liquid chromatography, the ACQUITY BEH
SP:SAMPLEPREP_SUMMARY            	C18 column (100 mm length x 2.1 mm internal diameter, 1.7 µm particles) was
SP:SAMPLEPREP_SUMMARY            	used and maintained at 40°C in the ultra-performance liquid chromatography
SP:SAMPLEPREP_SUMMARY            	(UPLC). Samples were eluted with gradient process at 0.3 mL/min using mobile
SP:SAMPLEPREP_SUMMARY            	phase (A) 0.1 % ammonium hydroxide in LC-MS grade water and mobile phase (B) 0.1
SP:SAMPLEPREP_SUMMARY            	% ammonium hydroxide in LC-MS grade acetonitrile (1 % B for 0.5 min, 1–100 % B
SP:SAMPLEPREP_SUMMARY            	in 4 min, 100 % B for 0.5 min, 100-1 % B in 1 min, 1 % B for 3 min). The mass
SP:SAMPLEPREP_SUMMARY            	spectrometry data were acquired through the Waters Xevo G2-XS QTof in negative
SP:SAMPLEPREP_SUMMARY            	mode.
#CHROMATOGRAPHY
CH:INSTRUMENT_NAME               	Waters Acquity
CH:COLUMN_NAME                   	Waters Acquity BEH C8 (100 x 2.1mm, 1.7um)
CH:CHROMATOGRAPHY_TYPE           	Reversed phase
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Waters Xevo-G2-XS
MS:INSTRUMENT_TYPE               	QTOF
MS:MS_TYPE                       	ESI
MS:MS_COMMENTS                   	Raw data is processed by Progenesis QI software. The features were matched to
MS:MS_COMMENTS                   	the KEGG compounds through Chemspider while the mass error was limited to 15
MS:MS_COMMENTS                   	ppm.
MS:ION_MODE                      	NEGATIVE
MS:MS_RESULTS_FILE               	ST002177_AN003565_Results.txt	UNITS:peak area	Has m/z:Yes	Has RT:Yes	RT units:Minutes
#END