#METABOLOMICS WORKBENCH abhinavachreja_20190520_200103 DATATRACK_ID:1727 STUDY_ID:ST001185 ANALYSIS_ID:AN001969 PROJECT_ID:PR000796
VERSION             	1
CREATED_ON             	May 22, 2019, 1:52 pm
#PROJECT
PR:PROJECT_TITLE                 	Generation of human fatty liver using custom-engineered induced pluripotent stem
PR:PROJECT_TITLE                 	cells with modifiable SIRT1 metabolism
PR:PROJECT_SUMMARY               	The mechanisms by which steatosis of the liver progresses to non-alcoholic
PR:PROJECT_SUMMARY               	steatohepatitis, and endstage liver disease remain elusive. Metabolic
PR:PROJECT_SUMMARY               	derangements in hepatocytes controlled by SIRT1 indicate that this molecule
PR:PROJECT_SUMMARY               	plays a role in the development of fatty liver in inbred animals. The ability to
PR:PROJECT_SUMMARY               	perform similar studies using human tissue has been limited by the genetically
PR:PROJECT_SUMMARY               	variability in baseline SIRT1 expression in man. We now report generation of
PR:PROJECT_SUMMARY               	human induced pluripotent stem (iPS) cells with controlled expression of SIRT1.
PR:PROJECT_SUMMARY               	By differentiating edited iPS cells into hepatocytes and then knocking down (KD)
PR:PROJECT_SUMMARY               	SIRT1, we found that downregulated SIRT1 regulates lipid homeostasis by
PR:PROJECT_SUMMARY               	increasing Srebp1c (a transcription factor driving fatty acid biosynthesis), and
PR:PROJECT_SUMMARY               	by decreasing PPARa and its transcriptional co-activator PGC1a, to exacerbate
PR:PROJECT_SUMMARY               	fat accumulation. To model human fatty livers, we repopulated the parenchyma of
PR:PROJECT_SUMMARY               	decellularized rat livers with human mesenchymal cells, fibroblasts,
PR:PROJECT_SUMMARY               	macrophages, and human SIRT1-knockdown iPS-derived hepatocytes. When
PR:PROJECT_SUMMARY               	SIRT1-metabolism was modified, the human iPS-derived liver tissue developed
PR:PROJECT_SUMMARY               	macrosteatosis and generated cells with a proinflammatory phenotype. Our data
PR:PROJECT_SUMMARY               	indicate that SIRT1 plays an important role in the regulation of hepatic lipid
PR:PROJECT_SUMMARY               	homeostasis and inflammation in the human liver. Given the ability to generate
PR:PROJECT_SUMMARY               	and characterize bioengineered and genetically-edited human liver tissue, we
PR:PROJECT_SUMMARY               	believe that use of genetically modifiable human tissue may become an important
PR:PROJECT_SUMMARY               	tool for investigating human liver biology and disease.
PR:INSTITUTE                     	University of Pittsburgh
PR:DEPARTMENT                    	Department of Pathology
PR:LAST_NAME                     	Soto-Gutierrez
PR:FIRST_NAME                    	Alejandro
PR:ADDRESS                       	200 Lothrop Street, 423 Biomedical Science Tower, Pittsburgh, PA 15261, USA
PR:EMAIL                         	als208@pitt.edu
PR:PHONE                         	+14126480064
#STUDY
ST:STUDY_TITLE                   	Genetic and metabolic characterization of bioengineered human fatty liver tissue
ST:STUDY_TITLE                   	with modified SIRT1 expression
ST:STUDY_SUMMARY                 	Lipidomics and metabolomics was performed three types of tissue samples to
ST:STUDY_SUMMARY                 	compare human normal liver tissue against human NASH liver and the bioengineered
ST:STUDY_SUMMARY                 	human iPS-derived fatty liver tissue-iKD-SIRT1. The purpose of this study was to
ST:STUDY_SUMMARY                 	show that the global lipidomics profile of iPS-derived fatty liver
ST:STUDY_SUMMARY                 	tissue-iKD-SIRT1 was similar to that of patients with NASH
ST:INSTITUTE                     	University of Pittsburgh
ST:DEPARTMENT                    	Department of Pathology
ST:LAST_NAME                     	Soto-Gutierrez
ST:FIRST_NAME                    	Alejandro
ST:ADDRESS                       	200 Lothrop Street, 423 Biomedical Science Tower, Pittsburgh, PA 15261, USA
ST:EMAIL                         	als208@pitt.edu
ST:PHONE                         	+14126480064
ST:NUM_GROUPS                    	3
#SUBJECT
SU:SUBJECT_TYPE                  	Human
SU:SUBJECT_SPECIES               	Homo sapiens
SU:TAXONOMY_ID                   	9606
#SUBJECT_SAMPLE_FACTORS:         	SUBJECT(optional)[tab]SAMPLE[tab]FACTORS(NAME:VALUE pairs separated by |)[tab]Additional sample data
SUBJECT_SAMPLE_FACTORS           	-	N1	Source:Healthy Control Liver Tissue	
SUBJECT_SAMPLE_FACTORS           	-	N2	Source:Healthy Control Liver Tissue	
SUBJECT_SAMPLE_FACTORS           	-	N3	Source:Healthy Control Liver Tissue	
SUBJECT_SAMPLE_FACTORS           	-	F1	Source:NASH Liver Tissue from Patient	
SUBJECT_SAMPLE_FACTORS           	-	F2	Source:NASH Liver Tissue from Patient	
SUBJECT_SAMPLE_FACTORS           	-	F3	Source:NASH Liver Tissue from Patient	
SUBJECT_SAMPLE_FACTORS           	-	R1	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1	
SUBJECT_SAMPLE_FACTORS           	-	R2	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1	
SUBJECT_SAMPLE_FACTORS           	-	R3	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1	
SUBJECT_SAMPLE_FACTORS           	-	R4	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1	
SUBJECT_SAMPLE_FACTORS           	-	R5	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1	
SUBJECT_SAMPLE_FACTORS           	-	R6	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1	
SUBJECT_SAMPLE_FACTORS           	-	Neg	Source:Negative Control Empty Scaffold	
#COLLECTION
CO:COLLECTION_SUMMARY            	De-identified tissues were obtained from Magee Women’s Hospital (Pittsburgh,
CO:COLLECTION_SUMMARY            	PA) and the University of Washington Department of Pediatrics, Division of
CO:COLLECTION_SUMMARY            	Genetic Medicine, Laboratory of Developmental Biology (Seattle, WA) after
CO:COLLECTION_SUMMARY            	obtaining a written informed consent by a protocol approved by the Human
CO:COLLECTION_SUMMARY            	Research Review Committee of the University of Pittsburgh (Honest broker
CO:COLLECTION_SUMMARY            	approval number HB015 and HB000836). Human fetal liver tissue and/or cells were
CO:COLLECTION_SUMMARY            	isolated and culture from fetal livers as previously described (26890260). The
CO:COLLECTION_SUMMARY            	de-identified normal human liver tissue and/or cells were obtained through the
CO:COLLECTION_SUMMARY            	Liver Tissue Cell Distribution System (Pittsburgh, PA) after obtaining a written
CO:COLLECTION_SUMMARY            	informed consent by a protocol approved by the Human Research Review Committee
CO:COLLECTION_SUMMARY            	of the University of Pittsburgh, which was funded by NIH Contract #
CO:COLLECTION_SUMMARY            	HSN276201200017C. Adult human liver tissue and/or cells were also obtained from
CO:COLLECTION_SUMMARY            	Ira J Fox Laboratory at Children’s Hospital of UPMC, after obtaining a written
CO:COLLECTION_SUMMARY            	informed consent by a protocol approved by the Human Research Review Committee
CO:COLLECTION_SUMMARY            	and the Institutional Review Board (IRB#: PRO12090466) of the University of
CO:COLLECTION_SUMMARY            	Pittsburgh.
CO:SAMPLE_TYPE                   	Liver
#TREATMENT
TR:TREATMENT_SUMMARY             	Normal liver tissue and NASH liver tissue samples were not treated, and were
TR:TREATMENT_SUMMARY             	directly analyzed for lipidomics profile. Bioengineered human iPS-derive fatty
TR:TREATMENT_SUMMARY             	liver tissue was synthesized as described in the study referenced herein
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Human normal liver, human NASH liver and human iPS-derived fatty liver
SP:SAMPLEPREP_SUMMARY            	tissueiKD-SIRT1 samples were homogenized using a FastPrep system (MP Bio) with
SP:SAMPLEPREP_SUMMARY            	Matrix D ceramic beads in 80% MeOH at a ratio of 15 μL/mg tissue. The
SP:SAMPLEPREP_SUMMARY            	homogenate was spiked with isotopically labelled standards, taurine-1,1,2,2-d4
SP:SAMPLEPREP_SUMMARY            	(final concentration 100 μM, Cambridge Isotopes MA) and 10 μL of a 50 μg/mL
SP:SAMPLEPREP_SUMMARY            	fatty acid internal standard mix. Chloroform (600 μL) was then added to the
SP:SAMPLEPREP_SUMMARY            	homogenate supernatant and the sample was vortexed and centrifuged at 1,500 x g
SP:SAMPLEPREP_SUMMARY            	for 5 min. The aqueous phase was taken for polar metabolite analysis and the
SP:SAMPLEPREP_SUMMARY            	organic phase was split for targeted free fatty acid analysis and untargeted
SP:SAMPLEPREP_SUMMARY            	lipidomics. Polar samples were cleared by centrifugation at 16,000 x g and the
SP:SAMPLEPREP_SUMMARY            	supernatant dried under N2. Samples were resuspended in 50 μL of 1.5 mM
SP:SAMPLEPREP_SUMMARY            	ammonium fluoride (aq) and 10 μL was injected for separation and analysis. The
SP:SAMPLEPREP_SUMMARY            	organic phase was dried under N2 and reconstituted in 100 μL of
SP:SAMPLEPREP_SUMMARY            	chloroform:methanol (2:1) and 5 μL was injected for untargeted lipidomics
SP:SAMPLEPREP_SUMMARY            	analysis.
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	METABOLOMICS: Briefly, samples were separated over a reversed phase Phenomenex
CH:CHROMATOGRAPHY_SUMMARY        	Kinetex C18+ column (2.1 × 100 mm, 1.7 μm particle size) maintained at 40°C.
CH:CHROMATOGRAPHY_SUMMARY        	For the 20 minute LC gradient, the mobile phase consisted of the following:
CH:CHROMATOGRAPHY_SUMMARY        	solvent A (1.5mM ammonium fluoride) and solvent B (100% acetonitrile). The
CH:CHROMATOGRAPHY_SUMMARY        	gradient was the following: 0-12.0 min 5% B, to 100% B, 12.0-15.0 min hold at
CH:CHROMATOGRAPHY_SUMMARY        	100% B, 15.0-15.1 100% to 5% B, 15.1-20.0 min 5%B.
CH:CHROMATOGRAPHY_TYPE           	Reversed phase
CH:INSTRUMENT_NAME               	Thermo Vanquish
CH:COLUMN_NAME                   	Phenomenex Kinetex C18+ column (2.1 × 100 mm, 1.7 µm)
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Thermo Q Exactive HF hybrid Orbitrap
MS:INSTRUMENT_TYPE               	Orbitrap
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	UNSPECIFIED
MS:MS_COMMENTS                   	METABOLOMICS: Metabolites were identified in both positive and negative mode by
MS:MS_COMMENTS                   	accurate mass (≤ 10 ppm) and retention time. Integrated peak areas were then
MS:MS_COMMENTS                   	extracted manually using Quan Browser (Thermo Fisher Xcalibur ver 2.7) and
MS:MS_COMMENTS                   	normalized to internal standard.
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	Peak Area
MS_METABOLITE_DATA_START
Samples	N1	N2	N3	F1	F2	F3	R1	R2	R3	R4	R5	R6
Factors	Source:Healthy Control Liver Tissue	Source:Healthy Control Liver Tissue	Source:Healthy Control Liver Tissue	Source:NASH Liver Tissue from Patient	Source:NASH Liver Tissue from Patient	Source:NASH Liver Tissue from Patient	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1	Source:Bioengineered human iPS-derived fatty liver tissue-iKD-SIRT1
Aspartic acid	1424.176465	4508.442663	2288.947546	2950.338909	1967.465406	3034.113558	1481.396135	3715.999464	2701.764303	2572.191186	445.5967253	328.9367329
Alanine	774.3639101	6924.49552	1324.709917	2526.633827	2122.223742	2775.450311	1191.22904	1447.392229	390.0973716	795.2065001	752.3773785	650.2042584
Serine	142.8815832	553.3631629	386.1622378	823.5484338	578.6046444	370.9040017	2026.971372	2351.35514	1382.972673	2963.262641	317.1591059	714.5148768
Arginine	47.54567788	279.9589255	525.294541	1227.564606	484.2619503	398.2466176	26125.03112	98079.49032	45801.12346	42910.24026	101377.5454	26696.38537
Valine	6486.653458	38511.77101	2710.994926	20225.96699	26108.22033	26324.31055	12846.09825	66201.07293	123166.9397	15201.77107	115391.7803	14610.21339
Lysine	218.9291362	6860.793212	1509.868999	6468.14712	0	0	1542.559869	5069.02367	4175.645728	2564.529574	2158.106187	1773.190471
Creatinine	2086.726047	6181.820356	1691.145259	747.3710115	1353.898986	4052.881284	0	0	0	0	0	0
Histidine	4476.330171	31853.60193	10709.0007	23464.71279	10529.43388	21996.27993	25544.61042	99398.60708	63054.67742	31712.7911	95252.34045	31389.49202
Leucine	35725.94265	215962.1528	13404.92391	100069.8945	142676.5587	166747.5916	42619.57053	212011.7284	401723.1506	47731.94537	370107.5525	47122.65352
Methionine	374.5242132	1335.124358	1007.515097	0	1591.713646	1217.194206	2153.920941	2135.637126	1693.22094	4015.461223	1695.249859	1962.919632
Tyrosine	319.3998518	2687.022068	3016.094745	7840.579691	1417.913783	1462.105426	4547.409265	13736.54297	4834.099105	7611.918264	9863.006551	3709.894307
Ornithine	226.3115715	2492.983183	395.9936212	2659.75445	4053.142267	1181.458473	364.6256063	0	1099.862178	283.9215978	1198.618935	117.5291032
Adenosine	25910.49853	387617.2494	13415.46792	148537.2452	79858.12583	49513.9355	0	22328.96153	21574.11055	975.4840489	92436.60938	3316.6781
Tryptophan	11348.89594	60759.30861	3990.078845	36790.39404	47317.04922	69113.36673	13417.61322	80346.45021	135851.7031	11205.58662	92516.42971	7814.183517
Succinic acid	303.7648201	3729.648921	1187.834532	452.2815827	254.5923022	935.7676259	847.6636815	1408.360578	139.7446807	1766.282541	158.3330668	979.8537727
Hexose	3963.160432	12974.20144	3133.765468	4924.059712	2919.141727	4858.372662	365.2896013	459.6012741	1569.53385	957.7227983	2349.996757	915.5254178
Itaconic acid	2264.156835	5120.013669	733.0741007	2490.42518	2714.220863	2169.23741	549.1288108	414.0137294	311.3466068	517.3307934	277.9989695	400.3776948
Oxoglutaric acid	216.0285612	655.4620144	148.2156835	601.4465468	327.478705	296.787482	172.5894829	634.0037227	60.64774682	114.7913317	1430.273322	333.1663015
Fructose-1,6-biphosphate	531.4866906	2011.023741	191.7999281	236.9853957	351.6920144	535.2071942	0	134.5245186	248.2698227	0	109.9205927	0
Glucose-6-phosphate	10623.7554	91699.46043	12832.72662	12149.27338	10283.64029	7922.079137	662.2896245	2028.852881	1840.164461	0	1908.015682	0
Fumaric acid	7981.122302	15503.1223	1846.851799	3596.009353	4101.233813	7530.028777	359.1684152	1195.678832	736.5252191	657.1972817	2531.2216	208.6118698
Citric acid	0	0	161.2580576	876.7489209	0	0	48.05691645	19.09509786	24.13493729	0	33.2520981	69.73154977
Glutamic acid	10159.30935	16029.80576	9026.705036	18185.02878	11164.48201	16087.39568	8459.586873	21288.27287	10958.56575	6623.250166	13192.80483	3899.897866
Glutamine	1608.633094	3124.291367	3503.876978	1290.656115	796	1864.1	8288.403716	12022.47435	7699.397843	16191.35808	9567.967204	9636.161426
CAR(2:0)	9505.899281	26066.10072	6305.629496	4840.823741	4856.310072	9821.28777	0	0	0	0	0	0
Cis-Aconitic acid	2420.204317	4642.860432	581.0433813	1093.901439	2395.315827	1926.984892	3.492999907	6.345401216	25.56015204	0	55.20095076	12.56735935
Phosphoenolpyruvic acid	0	0	0	0	0	0	0	2086.804004	5620.469891	0	0	0
Lactic acid	55910.65468	262717.1583	21406.7554	48909.56835	64138.60432	208399.6259	65315.29695	130059.4699	96928.86361	33358.86874	59023.24026	28047.75278
Pyruvic acid	975.6136691	3107.589209	0	788.0805755	1100.61295	2457.440288	0	0	0	0	0	0
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	Formula	REGNO	Retention Times (min)
Aspartic acid	C4H7NO4	37126	1.11
Alanine	C3H7NO2	37109	1.25
Serine	C3H7NO3	37123	1.24
Arginine	C6H14N4O2	37289	1.38
Valine	C5H11NO2	37484	1.31
Lysine	C6H14N2O2	37121	1.32
Creatinine	C4H7N3O	37310	1.47
Histidine	C6H9N3O2	37119	1.49
Leucine	C6H13NO2	42493	1.55
Methionine	C5H11NO2S	37371	1.45
Tyrosine	C9H11NO3	37107	1.52
Ornithine	C5H12N2O2	37139	1.48
Adenosine	C10H13N5O4	37045	2.57
Tryptophan	C11H12N2O2	37505	3.02
Succinic acid	C4H6O4	1966	1.22
Hexose	C6H12O6	71389	1.25
Itaconic acid	C5H6O4	1984	1.26
Oxoglutaric acid	C5H6O5	37135	1.2
Fructose-1,6-biphosphate	C6H14O12P2	49892	1.09
Glucose-6-phosphate	C6H13O9P	37776	1.12
Fumaric acid	C4H4O4	37095	1.13
Citric acid	C6H8O7	37071	1.14
Glutamic acid	C5H9NO4	37101	1.11
Glutamine	C5H10N2O3	37346	1.25
CAR(2:0)	C9H17NO4	71521	1.49
Cis-Aconitic acid	C6H6O6	37059	1.34
Phosphoenolpyruvic acid	C3H5O6P	37169	1.36
Lactic acid	C3H6O3	37125	1.24
Pyruvic acid	C3H4O3	1584	1.33
METABOLITES_END
#END