#METABOLOMICS WORKBENCH TruxalCarlson_20200324_121313 DATATRACK_ID:1951 STUDY_ID:ST001393 ANALYSIS_ID:AN002327 PROJECT_ID:PR000956
VERSION             	1
CREATED_ON             	June 4, 2020, 4:06 pm
#PROJECT
PR:PROJECT_TITLE                 	Sea-ice diatom compatible solute shifts
PR:PROJECT_TYPE                  	Marine Metabolomics
PR:PROJECT_SUMMARY               	Sea-ice algae provide an important source of primary production in polar
PR:PROJECT_SUMMARY               	regions, yet we have limited understanding of their responses to the seasonal
PR:PROJECT_SUMMARY               	cycling of temperature and salinity. Using a targeted liquid chromatography-mass
PR:PROJECT_SUMMARY               	spectrometry-based metabolomics approach, we found that axenic cultures of the
PR:PROJECT_SUMMARY               	Antarctic sea-ice diatom, Nitzschia lecointei, displayed large differences in
PR:PROJECT_SUMMARY               	their metabolomes when grown in a matrix of conditions that included
PR:PROJECT_SUMMARY               	temperatures of –1 and 4°C, and salinities of 32 and 41, despite relatively
PR:PROJECT_SUMMARY               	small changes in growth rate. Temperature exerted a greater effect than salinity
PR:PROJECT_SUMMARY               	on cellular metabolite pool sizes, though the N- or S-containing compatible
PR:PROJECT_SUMMARY               	solutes, 2,3-dihydroxypropane-1-sulfonate (DHPS), glycine betaine (GBT),
PR:PROJECT_SUMMARY               	dimethylsulfoniopropionate (DMSP), and proline responded strongly to both
PR:PROJECT_SUMMARY               	temperature and salinity, suggesting complexity in their control. We saw the
PR:PROJECT_SUMMARY               	largest (> 4 fold) response to salinity for proline. DHPS, a rarely studied but
PR:PROJECT_SUMMARY               	potential compatible solute, reached the highest intracellular compatible solute
PR:PROJECT_SUMMARY               	concentrations of ~ 85 mM. When comparing the culture findings to natural Arctic
PR:PROJECT_SUMMARY               	sea-ice diatom communities, we found extensive overlap in metabolite profiles,
PR:PROJECT_SUMMARY               	highlighting the relevance of culture-based studies to probe environmental
PR:PROJECT_SUMMARY               	questions. Large changes in sea-ice diatom metabolomes and compatible solutes
PR:PROJECT_SUMMARY               	over a seasonal cycle could be significant components of biogeochemical cycling
PR:PROJECT_SUMMARY               	within sea ice.
PR:INSTITUTE                     	University of Washington
PR:DEPARTMENT                    	School of Oceanography
PR:LABORATORY                    	Ingalls Lab
PR:LAST_NAME                     	Dawson
PR:FIRST_NAME                    	Hannah
PR:ADDRESS                       	1501 NE Boat Street, Marine Science Building, Room G, Seattle, WA 98195
PR:EMAIL                         	hmdawson@uw.edu
PR:PHONE                         	2062216750
PR:FUNDING_SOURCE                	Booth Foundation, NSF, UW Graduate Top Scholar Award, Gordon and Betty Moore
PR:FUNDING_SOURCE                	Foundation
PR:PUBLICATIONS                  	Dawson et al., Elementa
#STUDY
ST:STUDY_TITLE                   	Sea-ice diatom compatible solute shifts
ST:STUDY_TYPE                    	Compatible solutes were quantified in sea-ice diatoms
ST:STUDY_SUMMARY                 	Sea-ice algae provide an important source of primary production in polar
ST:STUDY_SUMMARY                 	regions, yet we have limited understanding of their responses to the seasonal
ST:STUDY_SUMMARY                 	cycling of temperature and salinity. Using a targeted liquid chromatography-mass
ST:STUDY_SUMMARY                 	spectrometry-based metabolomics approach, we found that axenic cultures of the
ST:STUDY_SUMMARY                 	Antarctic sea-ice diatom, Nitzschia lecointei, displayed large differences in
ST:STUDY_SUMMARY                 	their metabolomes when grown in a matrix of conditions that included
ST:STUDY_SUMMARY                 	temperatures of –1 and 4°C, and salinities of 32 and 41, despite relatively
ST:STUDY_SUMMARY                 	small changes in growth rate. Temperature exerted a greater effect than salinity
ST:STUDY_SUMMARY                 	on cellular metabolite pool sizes, though the N- or S-containing compatible
ST:STUDY_SUMMARY                 	solutes, 2,3-dihydroxypropane-1-sulfonate (DHPS), glycine betaine (GBT),
ST:STUDY_SUMMARY                 	dimethylsulfoniopropionate (DMSP), and proline responded strongly to both
ST:STUDY_SUMMARY                 	temperature and salinity, suggesting complexity in their control. We saw the
ST:STUDY_SUMMARY                 	largest (> 4 fold) response to salinity for proline. DHPS, a rarely studied but
ST:STUDY_SUMMARY                 	potential compatible solute, reached the highest intracellular compatible solute
ST:STUDY_SUMMARY                 	concentrations of ~ 85 mM. When comparing the culture findings to natural Arctic
ST:STUDY_SUMMARY                 	sea-ice diatom communities, we found extensive overlap in metabolite profiles,
ST:STUDY_SUMMARY                 	highlighting the relevance of culture-based studies to probe environmental
ST:STUDY_SUMMARY                 	questions. Large changes in sea-ice diatom metabolomes and compatible solutes
ST:STUDY_SUMMARY                 	over a seasonal cycle could be significant components of biogeochemical cycling
ST:STUDY_SUMMARY                 	within sea ice.
ST:INSTITUTE                     	University of Washington
ST:DEPARTMENT                    	School of Oceanography
ST:LABORATORY                    	Ingalls Lab
ST:LAST_NAME                     	Dawson
ST:FIRST_NAME                    	Hannah
ST:ADDRESS                       	1501 NE Boat Street, Marine Science Building, Room G, Seattle, WA 98195
ST:EMAIL                         	hmdawson@uw.edu
ST:PHONE                         	2062216750
ST:PUBLICATIONS                  	Dawson et al., Elementa
#SUBJECT
SU:SUBJECT_TYPE                  	Other
SU:SUBJECT_SPECIES               	Nitzschia lecointei
SU:TAXONOMY_ID                   	186028
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           	-	32ppt-1C_A	Type:Smp | Salinity:32 | Temp_degC:-1	Replicate=A; RFU=605.6; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_32ppt-1C_A;170413_Smp_40ppt4C_C;170410_Smp_32ppt-1C_A
SUBJECT_SAMPLE_FACTORS           	-	32ppt-1C_B	Type:Smp | Salinity:32 | Temp_degC:-1	Replicate=B; RFU=551.2; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_32ppt-1C_B;170413_Smp_32ppt-1C_B;170410_Smp_32ppt-1C_B
SUBJECT_SAMPLE_FACTORS           	-	32ppt-1C_C	Type:Smp | Salinity:32 | Temp_degC:-1	Replicate=C; RFU=550.6; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_32ppt-1C_C;170413_Smp_32ppt-1C_C;170410_Smp_32ppt-1C_C
SUBJECT_SAMPLE_FACTORS           	-	32ppt4C_A	Type:Smp | Salinity:32 | Temp_degC:4	Replicate=A; RFU=847.1; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_32ppt4C_A;170413_Smp_32ppt4C_B;170410_Smp_32ppt4C_A
SUBJECT_SAMPLE_FACTORS           	-	32ppt4C_B	Type:Smp | Salinity:32 | Temp_degC:4	Replicate=B; RFU=967.1; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_32ppt4C_B;170413_Smp_32ppt4C_A;170410_Smp_32ppt4C_B
SUBJECT_SAMPLE_FACTORS           	-	32ppt4C_C	Type:Smp | Salinity:32 | Temp_degC:4	Replicate=C; RFU=918.5; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_32ppt4C_C;170413_Smp_32ppt4C_C;170410_Smp_32ppt4C_C
SUBJECT_SAMPLE_FACTORS           	-	40ppt-1C_A	Type:Smp | Salinity:40 | Temp_degC:-1	Replicate=A; RFU=860.2; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_40ppt-1C_A;170413_Smp_40ppt-1C_A;170410_Smp_40ppt-1C_A
SUBJECT_SAMPLE_FACTORS           	-	40ppt-1C_B	Type:Smp | Salinity:40 | Temp_degC:-1	Replicate=B; RFU=681.6; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_40ppt-1C_B;170413_Smp_40ppt4C_B;170410_Smp_40ppt-1C_B
SUBJECT_SAMPLE_FACTORS           	-	40ppt-1C_C	Type:Smp | Salinity:40 | Temp_degC:-1	Replicate=C; RFU=814.3; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_40ppt-1C_C;170413_Smp_40ppt-1C_C;170410_Smp_40ppt-1C_C
SUBJECT_SAMPLE_FACTORS           	-	40ppt4C_A	Type:Smp | Salinity:40 | Temp_degC:4	Replicate=A; RFU=581.8; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_40ppt4C_A;170413_Smp_40ppt4C_A;170410_Smp_40ppt4C_A
SUBJECT_SAMPLE_FACTORS           	-	40ppt4C_B	Type:Smp | Salinity:40 | Temp_degC:4	Replicate=B; RFU=681.6; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_40ppt4C_B;170413_Smp_40ppt-1C_B;170410_Smp_40ppt4C_B
SUBJECT_SAMPLE_FACTORS           	-	40ppt4C_C	Type:Smp | Salinity:40 | Temp_degC:4	Replicate=C; RFU=662; Vol_L=0.07; RAW_FILE_NAME=170410_Smp_40ppt4C_C;170413_Smp_32ppt-1C_A;170410_Smp_40ppt4C_C
SUBJECT_SAMPLE_FACTORS           	-	ASWFilterBlk_1	Type:Blk | Salinity:NA | Temp_degC:NA	Replicate=1; RFU=NA; Vol_L=0.3; RAW_FILE_NAME=170612_Blk_ASWFilterBlk_1;170615_Blk_ASWFilterBlk_1;170612_Blk_ASWFilterBlk_1
SUBJECT_SAMPLE_FACTORS           	-	ASWFilterBlk_2	Type:Blk | Salinity:NA | Temp_degC:NA	Replicate=2; RFU=NA; Vol_L=0.3; RAW_FILE_NAME=170612_Blk_ASWFilterBlk_2;170615_Blk_ASWFilterBlk_2;170612_Blk_ASWFilterBlk_2
SUBJECT_SAMPLE_FACTORS           	-	ASWFilterBlk_3	Type:Blk | Salinity:NA | Temp_degC:NA	Replicate=3; RFU=NA; Vol_L=0.3; RAW_FILE_NAME=170612_Blk_ASWFilterBlk_3;170615_Blk_ASWFilterBlk_3;170612_Blk_ASWFilterBlk_3
SUBJECT_SAMPLE_FACTORS           	-	MediaBlk_ppt32	Type:Blk | Salinity:32 | Temp_degC:NA	Replicate=ppt32; RFU=1; Vol_L=0.07; RAW_FILE_NAME=170410_Blk_MediaBlk_ppt32;170413_Blk_MediaBlk_ppt32;170410_Blk_MediaBlk_ppt32
SUBJECT_SAMPLE_FACTORS           	-	MediaBlk_ppt40	Type:Blk | Salinity:40 | Temp_degC:NA	Replicate=ppt40; RFU=1; Vol_L=0.07; RAW_FILE_NAME=170410_Blk_MediaBlk_ppt40;170413_Blk_MediaBlk_ppt40;170410_Blk_MediaBlk_ppt40
SUBJECT_SAMPLE_FACTORS           	-	S2C_4	Type:Smp | Salinity:NA | Temp_degC:NA	Replicate=4; RFU=NA; Vol_L=0.1671; RAW_FILE_NAME=170612_Smp_S2C_4;170615_Smp_S2C_4;170612_Smp_S2C_4
SUBJECT_SAMPLE_FACTORS           	-	S2C_5	Type:Smp | Salinity:NA | Temp_degC:NA	Replicate=5; RFU=NA; Vol_L=0.2486; RAW_FILE_NAME=170612_Smp_S2C_5;170615_Smp_S2C_5;170612_Smp_S2C_5
SUBJECT_SAMPLE_FACTORS           	-	S2C_6	Type:Smp | Salinity:NA | Temp_degC:NA	Replicate=6; RFU=NA; Vol_L=0.2049; RAW_FILE_NAME=170612_Smp_S2C_6;170615_Smp_S2C_6;170612_Smp_S2C_6
#COLLECTION
CO:COLLECTION_SUMMARY            	Cultured diatom cells at different salinities and temperatures grown to
CO:COLLECTION_SUMMARY            	exponential phase were filtered onto 0.2-micron filters and extracted for
CO:COLLECTION_SUMMARY            	metabolites as described in methods. Three dedicated ice cores were sampled from
CO:COLLECTION_SUMMARY            	the Chukchi Sea near Utqiaġvik, AK. The bottom 5-cm sections were placed in
CO:COLLECTION_SUMMARY            	polycarbonate tubs, allowed to melt at 4°C in artificial seawater, and filtered
CO:COLLECTION_SUMMARY            	onto 0.2-micron filters. Filters were extracted for metabolites as described in
CO:COLLECTION_SUMMARY            	methods. All filters were frozen in liquid nitrogen immediately after filtration
CO:COLLECTION_SUMMARY            	and stored in a -80 C freezer until extraction.
CO:SAMPLE_TYPE                   	Diatom cells/Particulate matter from sea ice cores
CO:STORAGE_CONDITIONS            	Described in summary
#TREATMENT
TR:TREATMENT_SUMMARY             	Diatom cells were cultured in a matrix of two temperatures (–1°C and 4°C)
TR:TREATMENT_SUMMARY             	and two salinities (32 and 40) in triplicate. There was no treatment for the sea
TR:TREATMENT_SUMMARY             	ice cores – this was a study of how the cultured diatoms compare to the
TR:TREATMENT_SUMMARY             	diatom-dominated Arctic sea-ice communities.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Each sample was extracted using a modified Bligh-Dyer extraction. Briefly,
SP:SAMPLEPREP_SUMMARY            	filters were cut up and put into 15 mL teflon centrifuge tubes containing a
SP:SAMPLEPREP_SUMMARY            	mixture of 100 µm and 400 µm silica beads. Heavy isotope-labeled internal
SP:SAMPLEPREP_SUMMARY            	standards were added along with ~2 mL of cold aqueous solvent (50:50
SP:SAMPLEPREP_SUMMARY            	methanol:water) and ~3 mL of cold organic solvent (dichloromethane). The samples
SP:SAMPLEPREP_SUMMARY            	were shaken on a FastPrep-24 Homogenizer for 30 seconds and chilled in a -20 °C
SP:SAMPLEPREP_SUMMARY            	freezer repeatedly for three cycles of bead-beating and a total of 30 minutes of
SP:SAMPLEPREP_SUMMARY            	chilling. The organic and aqueous layers were separated by spinning samples in a
SP:SAMPLEPREP_SUMMARY            	centrifuge at 4,300 rpm for 2 minutes at 4 °C. The aqueous layer was removed to
SP:SAMPLEPREP_SUMMARY            	a new glass centrifuge tube. The remaining organic fraction was rinsed three
SP:SAMPLEPREP_SUMMARY            	more times with additions of 1 to 2 mL of 50:50 methanol:water. All aqueous
SP:SAMPLEPREP_SUMMARY            	rinses were combined for each sample and dried down under N2 gas. The remaining
SP:SAMPLEPREP_SUMMARY            	organic layer was transferred into a clean glass centrifuge tube and the
SP:SAMPLEPREP_SUMMARY            	remaining bead beating tube was rinsed two more times with cold organic solvent.
SP:SAMPLEPREP_SUMMARY            	The combined organic rinses were centrifuged, transferred to a new tube, and
SP:SAMPLEPREP_SUMMARY            	dried under N2 gas. Dried aqueous fractions were re-dissolved in 380 µL of
SP:SAMPLEPREP_SUMMARY            	water. Dried organic fractions were re-dissolved in 380 µL of 1:1
SP:SAMPLEPREP_SUMMARY            	water:acetonitrile. 20 µL of isotope-labeled injection standards in water were
SP:SAMPLEPREP_SUMMARY            	added to both fractions. Blank filters were extracted alongside samples as
SP:SAMPLEPREP_SUMMARY            	methodological blanks.
SP:PROCESSING_STORAGE_CONDITIONS 	On ice
SP:EXTRACTION_METHOD             	Bligh-Dyer
SP:EXTRACT_STORAGE               	-80℃
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	See attached summary
CH:CHROMATOGRAPHY_TYPE           	HILIC
CH:INSTRUMENT_NAME               	Waters Acquity I-Class
CH:COLUMN_NAME                   	SeQuant ZIC- pHILIC (150 x 2.1mm, 5um)
#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                      	POSITIVE
MS:MS_COMMENTS                   	See protocol, data from culture samples
#MS_METABOLITE_DATA
MS_METABOLITE_DATA:UNITS	Normalized Peak Area Per RFU
MS_METABOLITE_DATA_START
Samples	32ppt-1C_A	32ppt-1C_B	32ppt-1C_C	32ppt4C_A	32ppt4C_B	32ppt4C_C	40ppt-1C_A	40ppt-1C_B	40ppt-1C_C	40ppt4C_A	40ppt4C_B	40ppt4C_C	MediaBlk_ppt32	MediaBlk_ppt40
Factors	Type:Smp | Salinity:32 | Temp_degC:-1	Type:Smp | Salinity:32 | Temp_degC:-1	Type:Smp | Salinity:32 | Temp_degC:-1	Type:Smp | Salinity:32 | Temp_degC:4	Type:Smp | Salinity:32 | Temp_degC:4	Type:Smp | Salinity:32 | Temp_degC:4	Type:Smp | Salinity:40 | Temp_degC:-1	Type:Smp | Salinity:40 | Temp_degC:-1	Type:Smp | Salinity:40 | Temp_degC:-1	Type:Smp | Salinity:40 | Temp_degC:4	Type:Smp | Salinity:40 | Temp_degC:4	Type:Smp | Salinity:40 | Temp_degC:4	Type:Blk | Salinity:32 | Temp_degC:NA	Type:Blk | Salinity:40 | Temp_degC:NA
Arginine	3001743.408	3353997.62	3473641.388	2047106.722	1698512.647	2573092.073	2335450.843	3500449.538	3087854.396	2421586.241	2355497.196	2250111.394	1879293	1509344
Betaine	56366274.51	57471124.47	62389815.5	52668001.74	42033883.89	46236727.8	58787152.39	81983985.9	69842894.74	106876016.9	88522521.17	85193418.45	290210241.2	405191332.6
DMSP	84298805.04	88753782.64	91901779.29	53419515.17	43157476.06	50160089.24	77844264.95	107686663	94006701.58	106265384.7	85811727	85883007	0	0
Glutamic acid	1437396.143	1426585.312	1581338.874	631602.5971	635460.1096	804831.9477	929326.352	1223627.23	988213.4447	790644.5926	687145.0704	644907.4562	11948	22690
Glutamine	1012372.1	962250.7983	1112967.323	983365.3264	929346.839	891417.8508	891061.3904	1022730.047	987494.6924	1173204.373	1061338.592	972871.6375	81580	99379
Proline	6544300.099	7656239.487	7636082.312	3694745.551	3403697.603	4411326.56	14468261.5	18856393.64	15358434.32	12977585.27	9521670.421	9583883.542	1317050.067	1547480.596
MS_METABOLITE_DATA_END
#METABOLITES
METABOLITES_START
metabolite_name	quantitated m/z	KEGGNAME	CHEBI	MS_method	KEGG ID
Arginine	175.119501	L-Arginine; (S)-2-Amino-5-guanidinovaleric acid; L-Arg	CHEBI:16467	HILIC_QE_Pos	C00062
Betaine	118.086804	Betaine; Trimethylaminoacetate; Glycine betaine; N,N,N-Trimethylglycine; Trimethylammonioacetate	CHEBI:17750	HILIC_QE_Pos	C00719
DMSP	135.047977	S,S-Dimethyl-beta-propiothetin; S-Dimethylsulfonium propionic acid; Dimethylpropiothetin; DMPT; DMSP	CHEBI:16457	HILIC_QE_Pos	C04022
Glutamic acid	148.060984	L-Glutamate; L-Glutamic acid; L-Glutaminic acid; Glutamate	CHEBI:16015	HILIC_QE_Pos	C00025
Glutamine	147.076968	L-Glutamine; L-2-Aminoglutaramic acid	CHEBI:18050	HILIC_QE_Pos	C00064
Proline	116.071154	L-Proline; 2-Pyrrolidinecarboxylic acid	CHEBI:17203	HILIC_QE_Pos	C00148
METABOLITES_END
#END