#METABOLOMICS WORKBENCH shannon_paquette_20220928_124506 DATATRACK_ID:3481 STUDY_ID:ST002768 ANALYSIS_ID:AN004505 PROJECT_ID:PR001725
VERSION             	1
CREATED_ON             	June 14, 2023, 9:49 am
#PROJECT
PR:PROJECT_TITLE                 	Targeted Analysis of PFOS in Larval Zebrafish using LC-HRMS & Untargeted
PR:PROJECT_TITLE                 	Metabolome Wide Association Study (MWAS)
PR:PROJECT_SUMMARY               	Humans are chronically exposed to complex chemical mixtures and,
PR:PROJECT_SUMMARY               	correspondingly, researchers are disentangling the contribution of different
PR:PROJECT_SUMMARY               	contaminants to human neuropathologies. Per- and polyfluoroalkyl substances
PR:PROJECT_SUMMARY               	(PFAS) are biopersistent pollutants and, due to their diverse applications, have
PR:PROJECT_SUMMARY               	become global contaminants. Perfluorooctane sulfonate (PFOS), a prevalent PFAS
PR:PROJECT_SUMMARY               	congener, impairs humoral immunity; however, its impact on innate immunity is
PR:PROJECT_SUMMARY               	unclear. Given the critical roles of innate immune cells, namely microglia, in
PR:PROJECT_SUMMARY               	brain development and homeostasis, we asked whether exposure adversely affects
PR:PROJECT_SUMMARY               	microglial function. Herein, we demonstrate developmental PFOS exposure produces
PR:PROJECT_SUMMARY               	microglial activation and upregulation of the microglia activation gene p2ry12.
PR:PROJECT_SUMMARY               	PFOS-induced microglial activation heightened microglial responses to brain
PR:PROJECT_SUMMARY               	injury, in the absence of increased cell death or inflammation. Use of the
PR:PROJECT_SUMMARY               	photoconvertible calcium indicator CaMPARI revealed PFOS exposure heightened
PR:PROJECT_SUMMARY               	neural activity, while optogenetic silencing of neurons was sufficient to
PR:PROJECT_SUMMARY               	normalize microglial responses to injury. Through an untargeted metabolome wide
PR:PROJECT_SUMMARY               	association study (MWAS), we further determined that PFOS-exposed larvae exhibit
PR:PROJECT_SUMMARY               	significant neurochemical imbalances. Exposure to the perfluorooctanoic acid, an
PR:PROJECT_SUMMARY               	immunotoxic PFAS, did not alter neuronal activity or microglial behavior,
PR:PROJECT_SUMMARY               	further supporting a role for neural activity as a critical modifier of
PR:PROJECT_SUMMARY               	microglial function. Together, this study reveals how contaminant-induced
PR:PROJECT_SUMMARY               	changes in brain activity can shape brain health.
PR:INSTITUTE                     	Brown University
PR:DEPARTMENT                    	Pathology and Laboratory Medicine
PR:LAST_NAME                     	Paquette
PR:FIRST_NAME                    	Shannon
PR:ADDRESS                       	70 Ship Street
PR:EMAIL                         	shannon_paquette@brown.edu
PR:PHONE                         	4018636125
PR:FUNDING_SOURCE                	NSF Major Research Instrumentation (MRI) award
#STUDY
ST:STUDY_TITLE                   	Dysregulation of neural activity and microglia function following exposure to
ST:STUDY_TITLE                   	the global environmental contaminant perfluorooctane sulfonate (PFOS)
ST:STUDY_SUMMARY                 	Humans are chronically exposed to complex chemical mixtures and,
ST:STUDY_SUMMARY                 	correspondingly, researchers are disentangling the contribution of different
ST:STUDY_SUMMARY                 	contaminants to human neuropathologies. Per- and polyfluoroalkyl substances
ST:STUDY_SUMMARY                 	(PFAS) are biopersistent pollutants and, due to their diverse applications, have
ST:STUDY_SUMMARY                 	become global contaminants. Perfluorooctane sulfonate (PFOS), a prevalent PFAS
ST:STUDY_SUMMARY                 	congener, impairs humoral immunity; however, its impact on innate immunity is
ST:STUDY_SUMMARY                 	unclear. Given the critical roles of innate immune cells, namely microglia, in
ST:STUDY_SUMMARY                 	brain development and homeostasis, we asked whether exposure adversely affects
ST:STUDY_SUMMARY                 	microglial function. Herein, we demonstrate developmental PFOS exposure produces
ST:STUDY_SUMMARY                 	microglial activation and upregulation of the microglia activation gene p2ry12.
ST:STUDY_SUMMARY                 	PFOS-induced microglial activation heightened microglial responses to brain
ST:STUDY_SUMMARY                 	injury, in the absence of increased cell death or inflammation. Use of the
ST:STUDY_SUMMARY                 	photoconvertible calcium indicator CaMPARI revealed PFOS exposure heightened
ST:STUDY_SUMMARY                 	neural activity, while optogenetic silencing of neurons was sufficient to
ST:STUDY_SUMMARY                 	normalize microglial responses to injury. Through an untargeted metabolome wide
ST:STUDY_SUMMARY                 	association study (MWAS), we further determined that PFOS-exposed larvae exhibit
ST:STUDY_SUMMARY                 	significant neurochemical imbalances. Exposure to the perfluorooctanoic acid, an
ST:STUDY_SUMMARY                 	immunotoxic PFAS, did not alter neuronal activity or microglial behavior,
ST:STUDY_SUMMARY                 	further supporting a role for neural activity as a critical modifier of
ST:STUDY_SUMMARY                 	microglial function. Together, this study reveals how contaminant-induced
ST:STUDY_SUMMARY                 	changes in brain activity can shape brain health.
ST:INSTITUTE                     	Brown University
ST:LAST_NAME                     	Paquette
ST:FIRST_NAME                    	Shannon
ST:ADDRESS                       	70 Ship Street
ST:EMAIL                         	shannon_paquette@brown.edu
ST:PHONE                         	4018636125
#SUBJECT
SU:SUBJECT_TYPE                  	Fish
SU:SUBJECT_SPECIES               	Danio rerio
SU:TAXONOMY_ID                   	7955
SU:AGE_OR_AGE_RANGE              	24-120 hours post-fertilization
#FACTORS
#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           	DMSO_1	DMSO_72hpf_A_C18.cdf	Treatment:DMSO	Sample_ID=DMSO_A_C18; Batch=1a
SUBJECT_SAMPLE_FACTORS           	DMSO_1	DMSO_72hpf_B_C18.cdf	Treatment:DMSO	Sample_ID=DMSO_B_C18; Batch=1b
SUBJECT_SAMPLE_FACTORS           	DMSO_1	DMSO_72hpf_C_C18.cdf	Treatment:DMSO	Sample_ID=DMSO_C_C18; Batch=1c
SUBJECT_SAMPLE_FACTORS           	DMSO_2	DMSO_72hpf_D_C18.cdf	Treatment:DMSO	Sample_ID=DMSO_D_C18; Batch=2a
SUBJECT_SAMPLE_FACTORS           	DMSO_2	DMSO_72hpf_E_C18.cdf	Treatment:DMSO	Sample_ID=DMSO_E_C18; Batch=2b
SUBJECT_SAMPLE_FACTORS           	DMSO_2	DMSO_72hpf_F_C18.cdf	Treatment:DMSO	Sample_ID=DMSO_F_C18; Batch=2c
SUBJECT_SAMPLE_FACTORS           	DMSO_3	DMSO_72hpf_G_C18.cdf	Treatment:DMSO	Sample_ID=DMSO_G_C18; Batch=3a
SUBJECT_SAMPLE_FACTORS           	DMSO_3	DMSO_72hpf_H_C18.cdf	Treatment:DMSO	Sample_ID=DMSO_H_C18; Batch=3b
SUBJECT_SAMPLE_FACTORS           	DMSO_3	DMSO_72hpf_I_C18.cdf	Treatment:DMSO	Sample_ID=DMSO_I_C18; Batch=3c
SUBJECT_SAMPLE_FACTORS           	PFOS_1	PFOS32_72hpf_A_C18.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_A_C18; Batch=1a
SUBJECT_SAMPLE_FACTORS           	PFOS_1	PFOS32_72hpf_B_C18.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_B_C18; Batch=1b
SUBJECT_SAMPLE_FACTORS           	PFOS_1	PFOS32_72hpf_C_C18.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_C_C18; Batch=1c
SUBJECT_SAMPLE_FACTORS           	PFOS_2	PFOS32_72hpf_D_C18.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_D_C18; Batch=2a
SUBJECT_SAMPLE_FACTORS           	PFOS_2	PFOS32_72hpf_E_C18.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_E_C18; Batch=2b
SUBJECT_SAMPLE_FACTORS           	PFOS_2	PFOS32_72hpf_F_C18.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_F_C18; Batch=2c
SUBJECT_SAMPLE_FACTORS           	PFOS_3	PFOS32_72hpf_G_C18.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_G_C18; Batch=3a
SUBJECT_SAMPLE_FACTORS           	PFOS_3	PFOS32_72hpf_H_C18.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_H_C18; Batch=3b
SUBJECT_SAMPLE_FACTORS           	PFOS_3	PFOS32_72hpf_I_C18.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_I_C18; Batch=3c
SUBJECT_SAMPLE_FACTORS           	DMSO_1	DMSO_72hpf_A.cdf	Treatment:DMSO	Sample_ID=DMSO_A_HILIC; Batch=1a
SUBJECT_SAMPLE_FACTORS           	DMSO_1	DMSO_72hpf_B.cdf	Treatment:DMSO	Sample_ID=DMSO_B_HILIC; Batch=1b
SUBJECT_SAMPLE_FACTORS           	DMSO_1	DMSO_72hpf_C.cdf	Treatment:DMSO	Sample_ID=DMSO_C_HILIC; Batch=1c
SUBJECT_SAMPLE_FACTORS           	DMSO_2	DMSO_72hpf_D.cdf	Treatment:DMSO	Sample_ID=DMSO_D_HILIC; Batch=2a
SUBJECT_SAMPLE_FACTORS           	DMSO_2	DMSO_72hpf_E.cdf	Treatment:DMSO	Sample_ID=DMSO_E_HILIC; Batch=2b
SUBJECT_SAMPLE_FACTORS           	DMSO_2	DMSO_72hpf_F.cdf	Treatment:DMSO	Sample_ID=DMSO_F_HILIC; Batch=2c
SUBJECT_SAMPLE_FACTORS           	DMSO_3	DMSO_72hpf_G.cdf	Treatment:DMSO	Sample_ID=DMSO_G_HILIC; Batch=3a
SUBJECT_SAMPLE_FACTORS           	DMSO_3	DMSO_72hpf_H.cdf	Treatment:DMSO	Sample_ID=DMSO_H_HILIC; Batch=3b
SUBJECT_SAMPLE_FACTORS           	DMSO_3	DMSO_72hpf_I.cdf	Treatment:DMSO	Sample_ID=DMSO_I_HILIC; Batch=3c
SUBJECT_SAMPLE_FACTORS           	PFOS_1	PFOS32_72hpf_A.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_A_HILIC; Batch=1a
SUBJECT_SAMPLE_FACTORS           	PFOS_1	PFOS32_72hpf_B.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_B_HILIC; Batch=1b
SUBJECT_SAMPLE_FACTORS           	PFOS_1	PFOS32_72hpf_C.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_C_HILIC; Batch=1c
SUBJECT_SAMPLE_FACTORS           	PFOS_2	PFOS32_72hpf_D.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_D_HILIC; Batch=2a
SUBJECT_SAMPLE_FACTORS           	PFOS_2	PFOS32_72hpf_E.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_E_HILIC; Batch=2b
SUBJECT_SAMPLE_FACTORS           	PFOS_2	PFOS32_72hpf_F.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_F_HILIC; Batch=2c
SUBJECT_SAMPLE_FACTORS           	PFOS_3	PFOS32_72hpf_G.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_G_HILIC; Batch=3a
SUBJECT_SAMPLE_FACTORS           	PFOS_3	PFOS32_72hpf_H.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_H_HILIC; Batch=3b
SUBJECT_SAMPLE_FACTORS           	PFOS_3	PFOS32_72hpf_I.cdf	Treatment:32uM PFOS	Sample_ID=PFOS_I_HILIC; Batch=3c
#COLLECTION
CO:COLLECTION_SUMMARY            	3 dpf zebrafish larvae were immobilized on ice for 4 minutes. While on ice,
CO:COLLECTION_SUMMARY            	larval heads were removed from the body by cutting at a 45 degree angle from the
CO:COLLECTION_SUMMARY            	hindbrain to anterior of the heart. Heads (n = 10 per treatment) were snap
CO:COLLECTION_SUMMARY            	frozen in liquid nitrogen.
CO:SAMPLE_TYPE                   	Larval Fish Heads/Brain
#TREATMENT
TR:TREATMENT_SUMMARY             	Timed spawns were performed for 1 hr. Embryos were collected and screened for
TR:TREATMENT_SUMMARY             	embryo quality at 4 hpf. Healthy embryos were placed in 24-well plates at a
TR:TREATMENT_SUMMARY             	density of 3 embryos per well. Prior to treatment, PFOS was diluted in egg water
TR:TREATMENT_SUMMARY             	to a final concentration of 28 uM. Egg water containing 0.1% DMSO was used as
TR:TREATMENT_SUMMARY             	vehicle control. Embryos were dosed with 2 mL of diluted PFOS solution or
TR:TREATMENT_SUMMARY             	vehicle control at 4 hpf. The 24-well plates were sealed with parafilm to limit
TR:TREATMENT_SUMMARY             	evaporative loss and placed in an incubator (28.5 ± 1°C). Embryos were
TR:TREATMENT_SUMMARY             	dechorionated at 24 hpf and statically exposed until the experimental timepoint
TR:TREATMENT_SUMMARY             	of interest.
#SAMPLEPREP
SP:SAMPLEPREP_SUMMARY            	Larvae were stored in -80°C freezer until extracted and defrosted at 20°C. 1
SP:SAMPLEPREP_SUMMARY            	mL methanol was added to the centrifuge tube containing the embryos. The samples
SP:SAMPLEPREP_SUMMARY            	were sonicated for 90 minutes, vortex mixed 1 minute, and allowed to reach
SP:SAMPLEPREP_SUMMARY            	equilibrium for 3 hours at 20°C. Samples were then centrifuged at 3,000 rpm for
SP:SAMPLEPREP_SUMMARY            	10 minutes. The following was added to an LC analysis vial: 50 µL of the
SP:SAMPLEPREP_SUMMARY            	methanol extract, 10 µL labelled PFOS internal standard, and 440 µL of a
SP:SAMPLEPREP_SUMMARY            	mixture containing 1:1 methanol:water and 2 mM ammonium acetate. The sample
SP:SAMPLEPREP_SUMMARY            	extracts were re-analyzed using LC-HRMS to collect untargeted metabolomics data.
SP:SAMPLEPREP_SUMMARY            	A 10 µL volume was injected in triplicate onto on the Thermo LC-Orbitrap system
SP:SAMPLEPREP_SUMMARY            	described above. Two chromatography separation methods were used, normal and
SP:SAMPLEPREP_SUMMARY            	reverse-phase. The normal-phase LC was performed with a HILIC column (Thermo
SP:SAMPLEPREP_SUMMARY            	Syncronis HILIC 50 mm X 2.1 mm x 3 µm) at a constant temperature of 25ºC.
SP:SAMPLEPREP_SUMMARY            	Mobile phase A contained 2 mM ammonium acetate in acetonitrile and mobile phase
SP:SAMPLEPREP_SUMMARY            	B contained 2 mM aqueous ammonium acetate. Metabolites were eluted from the
SP:SAMPLEPREP_SUMMARY            	column at a constant flow rate of 0.2 mL/minute using a solvent gradient as
SP:SAMPLEPREP_SUMMARY            	follows: equilibrate with 10% B for 1 minute, increase to 65% B for 9 minutes
SP:SAMPLEPREP_SUMMARY            	and hold for 3 minutes, decrease to 10% over 1 minute and hold for 1 minute. The
SP:SAMPLEPREP_SUMMARY            	reverse-phase LC was performed with a C18 column (Thermo Hypersil Gold Vanquish,
SP:SAMPLEPREP_SUMMARY            	50 mm X 2.1 mm x 1.9 µm) at a constant temperature of 60ºC. Mobile phase A
SP:SAMPLEPREP_SUMMARY            	contained 2 mM aqueous ammonium acetate and mobile phase B contained 2 mM
SP:SAMPLEPREP_SUMMARY            	ammonium acetate in acetonitrile. Metabolites were eluted from the column at a
SP:SAMPLEPREP_SUMMARY            	constant flow rate of 0.5 mL/minute using a mobile phase gradient as follows:
SP:SAMPLEPREP_SUMMARY            	equilibration with 2.5% B for 1 minute, increase to 100% B over 11 minutes and
SP:SAMPLEPREP_SUMMARY            	held for 2 minutes, and back to 2.5% B over 1 minute and held for 1.5 minutes
SP:SAMPLEPREP_SUMMARY            	(total run time 16.5 minutes, data were collected from 0.05 to 12.5 minutes).
SP:SAMPLEPREP_SUMMARY            	For both normal and reverse-phase LC, the MS was operated in full scan mode with
SP:SAMPLEPREP_SUMMARY            	120,000 resolution, automatic gain control of 3 × 106, and maximum dwell time
SP:SAMPLEPREP_SUMMARY            	of 100 ms. Electrospray ionization was conducted in positive mode for
SP:SAMPLEPREP_SUMMARY            	normal-phase and negative mode for reverse phase LC. Ionization was performed at
SP:SAMPLEPREP_SUMMARY            	a sheath gas flow of 40 units, auxiliary gas flow of 10 units, sweep gas flow of
SP:SAMPLEPREP_SUMMARY            	2 units, spray voltage of 3.5 kV, 310ºC capillary temperature, funnel radio
SP:SAMPLEPREP_SUMMARY            	frequency (RF) level of 35, and 320ºC auxiliary gas heater temperature.
#CHROMATOGRAPHY
CH:CHROMATOGRAPHY_SUMMARY        	The normal-phase LC was performed with a HILIC column at a constant temperature
CH:CHROMATOGRAPHY_SUMMARY        	of 25ºC. Mobile phase A contained 2 mM ammonium acetate in acetonitrile and
CH:CHROMATOGRAPHY_SUMMARY        	mobile phase B contained 2 mM aqueous ammonium acetate. Metabolites were eluted
CH:CHROMATOGRAPHY_SUMMARY        	from the column at a constant flow rate of 0.2 mL/minute using a solvent
CH:CHROMATOGRAPHY_SUMMARY        	gradient as follows: equilibrate with 10% B for 1 minute, increase to 65% B for
CH:CHROMATOGRAPHY_SUMMARY        	9 minutes and hold for 3 minutes, decrease to 10% over 1 minute and hold for 1
CH:CHROMATOGRAPHY_SUMMARY        	minute.
CH:CHROMATOGRAPHY_TYPE           	HILIC
CH:INSTRUMENT_NAME               	Thermo Vanquish
CH:COLUMN_NAME                   	Thermo Syncronis HILIC 50 mm X 2.1 mm x 3 µm
CH:SOLVENT_A                     	2 mM ammonium acetate in acetonitrile
CH:SOLVENT_B                     	2 mM aqueous ammonium acetate
CH:FLOW_GRADIENT                 	equilibrate with 10% B for 1 minute, increase to 65% B for 9 minutes and hold
CH:FLOW_GRADIENT                 	for 3 minutes, decrease to 10% over 1 minute and hold for 1 minute
CH:FLOW_RATE                     	0.2 mL/minute
CH:COLUMN_TEMPERATURE            	25ºC
#ANALYSIS
AN:ANALYSIS_TYPE                 	MS
#MS
MS:INSTRUMENT_NAME               	Thermo Q Exactive HF-X Orbitrap
MS:INSTRUMENT_TYPE               	Orbitrap
MS:MS_TYPE                       	ESI
MS:ION_MODE                      	POSITIVE
MS:MS_COMMENTS                   	Electrospray ionization was conducted in positive mode for normal-phase and
MS:MS_COMMENTS                   	negative mode for reverse phase LC. Ionization was performed at a sheath gas
MS:MS_COMMENTS                   	flow of 40 units, auxiliary gas flow of 10 units, sweep gas flow of 2 units,
MS:MS_COMMENTS                   	spray voltage of 3.5 kV, 310ºC capillary temperature, funnel radio frequency
MS:MS_COMMENTS                   	(RF) level of 35, and 320ºC auxiliary gas heater temperature.
MS:MS_RESULTS_FILE               	ST002768_AN004505_Results.txt	UNITS:unitless	Has m/z:Yes	Has RT:Yes	RT units:Seconds
#END