#METABOLOMICS WORKBENCH hormel101_20170711_145535 DATATRACK_ID:1118 STUDY_ID:ST000790 ANALYSIS_ID:AN001258 PROJECT_ID:PR000574
VERSION             	1
CREATED_ON             	July 12, 2017, 2:37 pm
#PROJECT
PR:PROJECT_TITLE                 	Mayo Pilot and Feasibility: Identifying metabolic adaptations characteristic of
PR:PROJECT_TITLE                 	multiple myeloma cells via mass spectrometry-based metabolite profiling
PR:PROJECT_SUMMARY               	Mayo Pilot and Feasibility: Identifying metabolic adaptations characteristic of
PR:PROJECT_SUMMARY               	multiple myeloma cells via mass spectrometry-based metabolite profiling
PR:INSTITUTE                     	Mayo Clinic
PR:LAST_NAME                     	Gonsalves
PR:FIRST_NAME                    	Wilson
PR:ADDRESS                       	200 First St. SW, Rochester, Minnesota, 55905, USA
PR:EMAIL                         	gonsalves.wilson@mayo.edu
PR:PHONE                         	507-266-0792
#STUDY
ST:STUDY_TITLE                   	Identifying metabolic adaptations characteristic of multiple myeloma cells via
ST:STUDY_TITLE                   	targeted sphingolipids concentrations from bone marrow and peripheral plasma
ST:STUDY_SUMMARY                 	Will be assessing the targeted sphingolipids concentrations of high risk versus
ST:STUDY_SUMMARY                 	low risk smoldering myeloma patients based on peripheral blood plasma and bone
ST:STUDY_SUMMARY                 	marrow plasma.
ST:INSTITUTE                     	Mayo Clinic
ST:LAST_NAME                     	Gonsalves
ST:FIRST_NAME                    	Wilson
ST:ADDRESS                       	200 First St. SW, Rochester, Minnesota, 55905, USA
ST:EMAIL                         	gonsalves.wilson@mayo.edu
ST:PHONE                         	507-266-0792
#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           	-	ms6273-1	grouping:Slow Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-2	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-3	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-4	grouping:Slow Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-5	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-6	grouping:Slow Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-7	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-8	grouping:Slow Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-9	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-10	grouping:Slow Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-11	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-12	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-13	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-14	grouping:Slow Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-15	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-16	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-17	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-18	grouping:Slow Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-19	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-20	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-21	grouping:Slow Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-22	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-23	grouping:Slow Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-24	grouping:Quick Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-25	grouping:Slow Progressors	Sample type=plasma; type=peripheral
SUBJECT_SAMPLE_FACTORS           	-	ms6273-26	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-27	grouping:Slow Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-28	grouping:Slow Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-29	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-30	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-31	grouping:Slow Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-32	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-33	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-34	grouping:Slow Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-35	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-36	grouping:Slow Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-37	grouping:Slow Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-38	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-39	grouping:Slow Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-40	grouping:Slow Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-41	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-42	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-43	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-44	grouping:Slow Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-45	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-46	grouping:Slow Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-47	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-48	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-49	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
SUBJECT_SAMPLE_FACTORS           	-	ms6273-50	grouping:Quick Progressors	Sample type=plasma; type=bone marrow
#COLLECTION
CO:COLLECTION_SUMMARY            	"In order to analyze the metabolites of clonal PCs (intracellular) and BM plasma
CO:COLLECTION_SUMMARY            	(extracellular) separately, they have to be separated out from the BM samples.
CO:COLLECTION_SUMMARY            	Thus, upon acquiring the BM samples from patients they will be placed in
CO:COLLECTION_SUMMARY            	centrifuged at 2500 rpm for 10 minutes to separate out the plasma from the
CO:COLLECTION_SUMMARY            	cellular fraction. The separated BM plasma is then stored in separate vials and
CO:COLLECTION_SUMMARY            	snap frozen under liquid nitrogen for 20 seconds before storing at -80οC for
CO:COLLECTION_SUMMARY            	further analysis. The leftover cellular component present as a pellet will be
CO:COLLECTION_SUMMARY            	washed and reconstituted with an equal volume of RPMI 1640 medium. Erythrocytes
CO:COLLECTION_SUMMARY            	are lysed using ammonium chloride lysing solution. After incubation on ice for 5
CO:COLLECTION_SUMMARY            	min, the cell suspension is diluted with RPMI medium. The cells are again
CO:COLLECTION_SUMMARY            	pelleted by centrifugation and then suspended in RoboSep buffer (250ml PBS, 2%
CO:COLLECTION_SUMMARY            	BSA, 1mM EDTA). The clonal CD138 positive PCs are purified using positive
CO:COLLECTION_SUMMARY            	selection by mixing the cells with a CD138 positive selection cocktail and
CO:COLLECTION_SUMMARY            	anti-CD138 magnetic-activated cell separation microbeads (ROBOSEP™ cell
CO:COLLECTION_SUMMARY            	separation system, StemCell Technologies Inc) in the automated RoboSep cell
CO:COLLECTION_SUMMARY            	separation system. The purified samples containing only CD138 positive cells are
CO:COLLECTION_SUMMARY            	re‐suspended and then centrifuged to form a cell pellet. The goal will be to
CO:COLLECTION_SUMMARY            	obtain at least 1-2 x 107 clonal PCs per sample. The cell pellet will be snap
CO:COLLECTION_SUMMARY            	frozen under liquid nitrogen for 20 seconds before storing at -80οC for further
CO:COLLECTION_SUMMARY            	analysis. Both the BM plasma samples as well as the clonal PCs pellet will be
CO:COLLECTION_SUMMARY            	provided to the metabolomics core for sample preparation for LC-MS analysis. For
CO:COLLECTION_SUMMARY            	Aim 2, we will be using stored BM samples from SMM patients that have already
CO:COLLECTION_SUMMARY            	had their BM plasma and clonal PCs separated from each other and stored at
CO:COLLECTION_SUMMARY            	-80οC. It is important to note that all these samples were collected and frozen
CO:COLLECTION_SUMMARY            	in a timely manner. Furthermore consistency in sample collection, storage and
CO:COLLECTION_SUMMARY            	processing is imperative for the optimal conduct of metabolomics-based
CO:COLLECTION_SUMMARY            	experiments. This ensures that all samples being analyzed and compared with each
CO:COLLECTION_SUMMARY            	other would have been manipulated similarly, limiting any handling biases. All
CO:COLLECTION_SUMMARY            	patient samples in the Predolin Foundation Biobank were collected and stored by
CO:COLLECTION_SUMMARY            	following a standardized operating procedure. BM samples were processed for BM
CO:COLLECTION_SUMMARY            	plasma separation and clonal PCs enrichment but were then immediately snap
CO:COLLECTION_SUMMARY            	frozen for storage at -80οC within approximately 3 hours of collection from the
CO:COLLECTION_SUMMARY            	patient. All samples were collected in patients who have been fasting for at
CO:COLLECTION_SUMMARY            	least 6 to 8 hours prior. To further ensure consistency in our analysis of this
CO:COLLECTION_SUMMARY            	study, we will only use samples that have never been thawed since initial
CO:COLLECTION_SUMMARY            	storage to preserve the stability of the metabolites originally present in the
CO:COLLECTION_SUMMARY            	samples."
#TREATMENT
TR:TREATMENT_SUMMARY             	We will use matched BM plasma and purified clonal marrow PCs from the BM samples
TR:TREATMENT_SUMMARY             	of SMM patients collected at the time of their diagnosis and stored within the
TR:TREATMENT_SUMMARY             	Mayo Clinic Predolin Foundation Biobank. We will select BM samples from patients
TR:TREATMENT_SUMMARY             	with SMM who progressed to MM within 2 years of their samples being collected
TR:TREATMENT_SUMMARY             	and stored; this will constitute the high risk SMM group. We will also select BM
TR:TREATMENT_SUMMARY             	samples from SMM patients who have not progressed to MM within at least 2 years
TR:TREATMENT_SUMMARY             	of follow up of their samples being collected and stored; this will constitute
TR:TREATMENT_SUMMARY             	the standard risk SMM group. The strength of this approach is that we will
TR:TREATMENT_SUMMARY             	utilize stored SMM samples from one of the most comprehensively characterized
TR:TREATMENT_SUMMARY             	monoclonal gammopathy biobanks available. Secondly, all samples will be obtained
TR:TREATMENT_SUMMARY             	from collection dates at least 2 years prior in order to ensure adequate
TR:TREATMENT_SUMMARY             	follow-up time to assess their current clinical status. This would avoid the
TR:TREATMENT_SUMMARY             	need to prospectively collect samples from SMM patients and clinically follow
TR:TREATMENT_SUMMARY             	them for a number of years before we are able to gauge who were clinically high
TR:TREATMENT_SUMMARY             	or standard risk for progression. There are over 700 SMM patients who have had
TR:TREATMENT_SUMMARY             	their BM samples collected and stored in the biobank from 1996 to 2013; more
TR:TREATMENT_SUMMARY             	than half these patients have progressed to MM.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	sphingolipids concetrations
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_TYPE           	Reversed phase
CH:INSTRUMENT_NAME               	Waters Acquity
CH:COLUMN_NAME                   	Waters Acquity BEH C8 (150 x 2mm, 1.7um)
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:MS_COMMENTS                   	-
MS:INSTRUMENT_NAME               	Thermo Quantum Ultra
MS:INSTRUMENT_TYPE               	Triple quadrupole
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	POSITIVE
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS         	uM
MS_METABOLITE_DATA_START
Samples	ms6273-1	ms6273-2	ms6273-3	ms6273-4	ms6273-5	ms6273-6	ms6273-7	ms6273-8	ms6273-9	ms6273-10	ms6273-11	ms6273-12	ms6273-13	ms6273-14	ms6273-15	ms6273-16	ms6273-17	ms6273-18	ms6273-19	ms6273-20	ms6273-21	ms6273-22	ms6273-23	ms6273-24	ms6273-25	ms6273-26	ms6273-27	ms6273-28	ms6273-29	ms6273-30	ms6273-31	ms6273-32	ms6273-33	ms6273-34	ms6273-35	ms6273-36	ms6273-37	ms6273-38	ms6273-39	ms6273-40	ms6273-41	ms6273-42	ms6273-43	ms6273-44	ms6273-45	ms6273-46	ms6273-47	ms6273-48	ms6273-49	ms6273-50
Factors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Slow Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Quick Progressors	grouping:Quick Progressors
Sph	0.04	0.05	0.07	0.02	0.03	0.01	0.02	0.03	0.02	0.02	0.01	0.07	0.04	0.03	0.07	0.04	0.07	0.05	0.02	0.02	0.03	0.03	0.04	0.05	0.02	0.06	0.11	0.08	0.12	0.19	0.19	0.15	0.28	0.13	0.28	0.17	0.08	0.07	0.12	0.04	0.14	0.15	0.12	0.21	0.18	0.03	0.24	0.17	0.18	0.21
SPA	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.03	0.00	0.04	0.02	0.00	0.00	0.00	0.02	0.02	0.00	0.00	0.03	0.04	0.04	0.04	0.05	0.07	0.06	0.07	0.06	0.05	0.05	0.04	0.04	0.03	0.02	0.05	0.07	0.03	0.06	0.05	0.03	0.06	0.05	0.05	0.06
S1P	0.66	1.39	0.81	0.73	0.81	1.14	0.91	0.80	1.15	0.96	0.49	1.03	1.13	0.93	1.30	0.60	1.35	1.20	0.90	0.95	0.79	0.99	1.25	0.98	0.93	0.61	0.40	0.63	0.69	1.05	0.51	0.62	0.56	1.09	0.36	0.51	0.60	0.50	0.52	0.65	0.47	0.59	0.65	0.48	0.62	0.59	0.43	0.65	0.52	0.67
C8-cer	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00	0.00
C14-cer	0.01	0.01	0.01	0.02	0.01	0.01	0.01	0.01	0.01	0.01	0.00	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.00	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.01	0.00	0.01	0.00	0.01	0.01	0.01	0.01	0.01	0.01	0.01
C16-cer	0.20	0.34	0.46	0.61	0.23	0.38	0.31	0.33	0.28	0.23	0.18	0.29	0.47	0.29	0.41	0.38	0.40	0.25	0.23	0.38	0.28	0.27	0.25	0.33	0.28	0.31	0.33	0.22	0.40	0.32	0.19	0.34	0.28	0.58	0.27	0.21	0.24	0.25	0.26	0.16	0.18	0.36	0.21	0.30	0.31	0.24	0.34	0.33	0.25	0.24
C18:1-cer	0.00	0.00	0.01	0.01	0.00	0.00	0.00	0.01	0.01	0.00	0.00	0.01	0.01	0.01	0.01	0.01	0.01	0.00	0.00	0.01	0.02	0.01	0.01	0.01	0.01	0.00	0.01	0.01	0.01	0.00	0.00	0.00	0.00	0.02	0.01	0.00	0.00	0.00	0.00	0.00	0.00	0.01	0.00	0.00	0.00	0.00	0.01	0.01	0.01	0.01
C18-cer	0.06	0.16	0.16	0.05	0.05	0.08	0.12	0.12	0.09	0.05	0.04	0.11	0.15	0.08	0.28	0.17	0.13	0.10	0.07	0.13	0.12	0.08	0.08	0.09	0.10	0.09	0.10	0.05	0.14	0.08	0.04	0.13	0.06	0.27	0.11	0.04	0.10	0.07	0.04	0.05	0.04	0.12	0.06	0.10	0.08	0.07	0.17	0.13	0.08	0.09
C20-cer	0.07	0.17	0.18	0.05	0.05	0.10	0.10	0.13	0.11	0.06	0.06	0.13	0.18	0.11	0.24	0.21	0.21	0.07	0.09	0.16	0.08	0.07	0.07	0.09	0.11	0.08	0.06	0.05	0.12	0.07	0.04	0.11	0.05	0.00	0.08	0.04	0.08	0.06	0.05	0.05	0.04	0.13	0.06	0.09	0.08	0.07	0.15	0.09	0.07	0.07
C22-cer	0.32	0.36	0.50	0.36	0.32	0.42	0.45	0.40	0.45	0.38	0.26	0.37	0.55	0.34	0.62	0.42	0.54	0.31	0.40	0.57	0.32	0.39	0.30	0.57	0.41	0.46	0.36	0.29	0.37	0.46	0.20	0.36	0.33	0.69	0.35	0.29	0.33	0.38	0.27	0.30	0.30	0.45	0.33	0.33	0.45	0.35	0.42	0.32	0.43	0.35
C24:1-cer	0.28	0.50	0.42	0.80	0.44	0.64	0.57	0.42	0.57	0.38	0.35	0.49	0.58	0.66	0.97	0.45	0.50	0.54	0.34	0.64	0.34	0.34	0.29	0.55	0.40	0.55	0.31	0.42	0.48	0.65	0.37	0.47	0.49	0.96	0.65	0.43	0.53	0.38	0.42	0.27	0.37	0.43	0.50	0.33	0.61	0.36	0.45	0.45	0.26	0.48
C24-cer	1.03	1.18	1.28	0.89	1.12	1.54	1.41	1.18	1.30	1.27	0.90	1.17	1.53	0.91	1.28	1.31	1.41	1.11	1.32	1.34	1.02	1.22	1.05	1.40	1.03	1.25	1.02	0.68	1.14	1.42	0.84	1.24	1.06	1.33	0.78	0.96	0.89	1.21	0.91	1.05	0.97	1.16	0.76	1.07	1.28	0.97	1.16	0.99	1.13	0.85
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name
Sph
SPA
S1P
C8-cer
C14-cer
C16-cer
C18:1-cer
C18-cer
C20-cer
C22-cer
C24:1-cer
C24-cer
METABOLITES_END
#END