proteome variability of postsynaptic density (psd) fractions … · 2020. 1. 25. · psd/sps fold...

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Proteome variability of postsynaptic density (PSD) fractions analyzed by quantitative mass spectrometry Fumika Sakaue 1 , Christopher Colangelo 2 , Lisa Chung 3 , Thomas Abbott 2 , Gordana Ivosev 4 , Angus C Nairn 1 1. Department of Psychiatry, 2. Keck Biotechnology Resource Laboratory, 3. Biostatistics Division, Yale University, New Haven, CT, 4. AB Sciex, Concord ON requirement our study protein depend on aim proteins associated with PSD peptide observability - high ionization efficiency - unique sequence >3 peptides/protein >10 S/N >0.75 quality transition observability increased throughput -balance the number of transitions with retention time 3 peptides/protein 5 transitions/peptide Introduction The postsynaptic density (PSD) is a specialized protein complex at the synaptic junction of glutamatergic excitatory synapses. The protein components of the PSD, including neurotransmitter receptors, cytoskeletal proteins, and signaling molecules, can be altered by synaptic activity and drug exposure. Therefore, methodologies to quantify the changes in the abundance of PSD proteins should help our understanding of the molecular basis of synaptic plasticity. In this study, we attempted to develop methods for the detection and quantitation of PSD proteins in a reproducible manner using targeted with MRM and SWATH mass spectrometry. Overview of our studies We originally started this project to characterize of the differences in the PSD proteome following cocaine treatment. For this purpose, we designed a comprehensive workflow for the development of large scale (>1000 transitions/run) label-free LC-MRM proteome assay. However, the MRM data raised some issues related to sample variability in PSD proteins. To address these issues, we have examined in more detail the basis for altered PSD protein levels that might be caused by preparation conditions. Acknowledgements This work was supported by NIDA DA018343, NIDA DA10044 and NIMH MH90963. MRM - multiple reaction monitoring digestion protein HPLC fragmentation Q2 collision-induced dissociation Q1 precursor ion “transition” detection Q3 product ion example: 524 Q1 278 m/z Q3 MRM is highly specific assay method for detecting analytes of interest utilizing, most predominantly, a triple quadrupole-based mass spectrometer. Q1 is set to transmit only the parent m/z of the peptide, the fragmentation via collisional induced dissociation occurs in Q2, and Q3 is set to transmit this a single diagnostic fragment. The specific combination of m/z associated with the parent and fragment ions selected is referred to as a “transition”. identify all proteins in PSD sample AB 5500 (MRM) AB 5600 (LC-MS/MS) MRM transition selection (S/N, quality, number of peptide) 1200 proteins 112 proteins (M112) Discovery proteomics to MRM transition selection 1,200 proteins were identified in the PSD fraction by discovery runs on a TripleTOF 5600 MS. From the protein list, 112 proteins were selected as target analytes (M112) based on the number of peptides detected, peak distribution and signal/noise ratio. The data were translated into a QTRAP 5500 LC-MRM assay enabling rapid quantitation of 112 proteins. 3 peptides per protein were quantified by measuring 5 transitions for each peptide. Effect of preparation date and cage compared to cocaine treatment on the M112 proteins Fold change of PSD/SPS by SWATH Evaluation of variability from preparation conditions for the reselection of MRM targets using SWATH Conclusions Listed 112 target PSD proteins for MRM assay Mitochondria related proteins are decreased in PSD fraction compared with SPS -they might be contaminants Proteins that are susceptible to preparation conditions should be excluded from MRM targets Development of MRM method for PSD proteins Identification of PSD core proteins selection of ‘appropriate’ MRM target Characterization of the differences in the PSD proteome following cocaine treatment PSD preparation homogenize isolation of triton-insoluble fraction Percoll gradient solubilization with urea buffer nucleus cytosol synapto -neurosome spinoplasm synaptic plasma membrane synaptosome PSD-95 Synaptophysin NR2B Rat brain tissue was homogenized using a Dounce tissue grinder. Nuclear and unhomogenized cell contaminants were removed by low-speed centrifugation, followed by a high-speed centrifugation to obtain the pellet containing synaptoneurosomes (SPS). This was applied to a Percoll gradient and ultracentrifuged. The synaptosome fraction was collected and subjected to hypotonic lysis. Subsequently, the synaptic plasma membrane fraction was collected by ultracentrifugation. Following a Triton extraction, the PSD fraction was collected by ultracentrifugation. PSD SPS Red dots indicate 218 transitions with over 4 fold- increased expression in PSD2 and PSD3 Prep date 1 Prep date 2 Mitochondria related proteins are susceptible to the prep conditions blue: saline red: cocaine 39324 peptides (1732 proteins) MRM log 2 scatter plots between PSD 1 and five other PSD biological replicates. The red dots indicate transitions that are four fold up-regulated in PSD 2 vs. PSD 1. These same transitions are then mapped onto the other four scatter plots. Volcano plot for peptides. -log10 scaled p- value (y-axis) against log2 fold change (x axis). According to the adjusted p-values, they are labeled in black, dark green (< 0.1), green (< 0.05), or light green (< 0.01). PSD/SPS fold change by SWATH classified into cellular component using gene ontology annotations. Increased: >1.5 FC, decreased: <-1.5 FC. Upper panel: total proteins. Only 4% of total proteins are increased in the PSD fraction. Nearly all mito proteins are decreased in the PSD fraction. lower panel: PSD/SPS FC of 112 MRM targets. increased 6% decreased 68% no change 26% cytoskeleton (229) increased 46% no change 54% PSD (24) increased 22% decreased 32% no change 41% not qualified 5% nonmito (78) increased 4% decreased 72% no change 23% not qualified 1% total (1732) increased 10% decreased 61% no change 29% synapse (144) increased 16% decreased 45% no change 35% not qualified 4% total (112) increased 20% decreased 51% no change 29% dendri>c spine (35) increased 3% decreased 73% no change 21% not qualified 3% mito (34) increased 0.3% decreased 82% no change 17% not qualified 1% mitochondrion (341) M112 Total proteins The PSD fraction might be susceptible to variability in preparation condition. To analyze the variability among sample preparations, both the SPS and PSD fractions were prepared in different conditions and compared for ALL proteins by SWATH analysis. AB Sciex SWATH - sequential windowed acquisition of all theoretical fragment-ion spectra In the MRM workflow, a fixed number of analytes are targeted and high resolution MS/MS spectra are collected across an LC run. On the other hand, in SWATH, a wider Q1 window containing more analytes is passed. This produces a more complex MS/MS spectrum which is a composite of all the analytes within that Q1 m/z window. The Q1 quadrupole is stepped at 25 amu increments across the mass range of interest, passing a 25 amu window through into the collision cell. The transmitted ions are fragmented and the resulting fragments are analyzed in the TOF MS Analyzer at high resolution. 1 swath 25 Da 100 mS PSD SPS red: day0 green: day1 blue: day2 Peak area clustering analysis of SPS and PSD from cage A-C. The influence of prep-date is a big factor for PSD preparation. Peak area clustering analysis of PSD from saline or cocaine treated rat. The control (saline) and cocaine treated groups could not be distinguished. Log scale peak area of MTCH1 peptide (YSGVLSSIGK) for 5 transitions. The result showed significant change only for Prep date 1 (WC – cocaine; WS – saline). Left: Peak area clustering analysis of 6 PSD samples prepared on the same date. Right: Log scale peak area of SPTA2 peptide for 5 transitions. The peptide decreased only the samples from cage 14 (WC14, WS14). prepared at the same date cage cage rat ID tissue frozen or unfrozen prep-date fractions A 1 half cortex unfrozen day 0 SPS and PSD half cortex frozen day 0 SPS and PSD 2 half cortex unfrozen day 0 SPS and PSD half cortex frozen day 0 SPS and PSD B 3 half cortex frozen day 1 SPS and PSD half cortex frozen Day 2 SPS and PSD 4 half cortex frozen day 1 SPS and PSD half cortex frozen Day 2 SPS and PSD C 5 half cortex frozen day 1 SPS and PSD half cortex frozen Day 2 SPS and PSD 6 half cortex frozen day 1 SPS and PSD half cortex frozen Day 2 SPS and PSD each color represents a transition Prep date 1 cage 1 cage 11 Prep date 2 cage 12 cage 13 cage14 Effect of preparation conditions on ALL proteins MRM (vs PSD1) SWATH (vs PSD1) 5 10 15 20 25 10 15 20 log2(MRM_1_2) log2(SWATH_1_2) Correlation between SWATH and sMRM is 0.90 Correlation of MRM and SWATH Correlation of MRM and SWATH using 6 biological replicates of cortical PSD samples. Upper panel: log 2 scatter plot between PSD 1 and the other 5 PSD samples. Lower panel: log 2 fold change scatter plot between MRM and SWATH for PSD 1 vs PSD 2. The correlation of 0.90 shows that the two methods give consistent results for the M112 proteins.

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  • Proteome variability of postsynaptic density (PSD) fractions analyzed by quantitative mass spectrometry

    Fumika Sakaue1, Christopher Colangelo2, Lisa Chung3, Thomas Abbott2, Gordana Ivosev4, Angus C Nairn1

    1. Department of Psychiatry, 2. Keck Biotechnology Resource Laboratory, 3. Biostatistics Division, Yale University, New Haven, CT, 4. AB Sciex, Concord ON

    requirement our study

    protein depend on aim proteins associated with PSD

    peptide observability - high ionization efficiency - unique sequence

    >3 peptides/protein >10 S/N >0.75 quality

    transition

    observability increased throughput - balance the number of transitions with retention time

    3 peptides/protein 5 transitions/peptide

    Introduction

    The postsynaptic density (PSD) is a specialized protein complex at the synaptic junction of glutamatergic excitatory synapses. The protein components of the PSD, including neurotransmitter receptors, cytoskeletal proteins, and signaling molecules, can be altered by synaptic activity and drug exposure. Therefore, methodologies to quantify the changes in the abundance of PSD proteins should help our understanding of the molecular basis of synaptic plasticity. In this study, we attempted to develop methods for the detection and quantitation of PSD proteins in a reproducible manner using targeted with MRM and SWATH mass spectrometry.

    Overview of our studies

    We originally started this project to characterize of the differences in the PSD proteome following cocaine treatment. For this purpose, we designed a comprehensive workflow for the development of large scale (>1000 transitions/run) label-free LC-MRM proteome assay. However, the MRM data raised some issues related to sample variability in PSD proteins. To address these issues, we have examined in more detail the basis for altered PSD protein levels that might be caused by preparation conditions.

    Acknowledgements

    This work was supported by NIDA DA018343, NIDA DA10044 and NIMH MH90963.

    MRM - multiple reaction monitoring

    digestion

    protein

    HPLC

    fragmentation

    Q2 collision-induced dissociation

    Q1 precursor ion

    “transition”

    detection

    Q3 product ion

    example: 524 Q1

    278 m/z Q3

    MRM is highly specific assay method for detecting analytes of interest utilizing, most predominantly, a triple quadrupole-based mass spectrometer. Q1 is set to transmit only the parent m/z of the peptide, the fragmentation via collisional induced dissociation occurs in Q2, and Q3 is set to transmit this a single diagnostic fragment. The specific combination of m/z associated with the parent and fragment ions selected is referred to as a “transition”.

    identify all proteins in PSD sample

    AB 5500 (MRM) AB 5600 (LC-MS/MS)

    MRM transition selection (S/N, quality, number of peptide)

    1200 proteins 112 proteins (M112)

    Discovery proteomics to MRM transition selection

    1,200 proteins were identified in the PSD fraction by discovery runs on a TripleTOF 5600 MS. From the protein list, 112 proteins were selected as target analytes (M112) based on the number of peptides detected, peak distribution and signal/noise ratio. The data were translated into a QTRAP 5500 LC-MRM assay enabling rapid quantitation of 112 proteins. 3 peptides per protein were quantified by measuring 5 transitions for each peptide.

    Effect of preparation date and cage compared to

    cocaine treatment on the M112 proteins

    Fold change of PSD/SPS by SWATH

    Evaluation of variability from preparation conditions

    for the reselection of MRM targets using SWATH

    Conclusions

    Listed 112 target PSD proteins for MRM assay

    Mitochondria related proteins are decreased in PSD fraction compared with SPS -they might be contaminants

    Proteins that are susceptible to preparation conditions should be excluded from MRM targets

    Development of MRM method for PSD proteins

    Identification of PSD core proteins selection of ‘appropriate’ MRM target

    Characterization of the differences in the PSD proteome following cocaine treatment

    PSD preparation

    homogenize

    isolation of triton-insoluble fraction

    Percoll gradient

    solubilization with urea buffer

    nucleus cytosol

    synapto -neurosome

    spinoplasm synaptic plasma

    membrane

    synaptosome

    PSD-95 Synaptophysin

    NR2B

    Rat brain tissue was homogenized using a Dounce tissue grinder. Nuclear and unhomogenized cell contaminants were removed by low-speed centrifugation, followed by a high-speed centrifugation to obtain the pellet containing synaptoneurosomes (SPS). This was applied to a Percoll gradient and ultracentrifuged. The synaptosome fraction was collected and subjected to hypotonic lysis. Subsequently, the synaptic plasma membrane fraction was collected by ultracentrifugation. Following a Triton extraction, the PSD fraction was collected by ultracentrifugation.

    PSD

    SPS

    Red dots indicate 218 transitions with over 4 fold-increased expression in

    PSD2 and PSD3 Prep date 1

    Prep date 2

    Mitochondria related proteins are susceptible to

    the prep conditions

    blue: saline red: cocaine

    39324 peptides (1732 proteins)

    MRM log 2 scatter plots between PSD 1 and five other PSD biological replicates. The red dots indicate transitions that are four fold up-regulated in PSD 2 vs. PSD 1. These same transitions are then mapped onto the other four scatter plots.

    Volcano plot for peptides. -log10 scaled p-value (y-axis) against log2 fold change (x axis). According to the adjusted p-values, they are labeled in black, dark green (< 0.1), green (< 0.05), or light green (< 0.01).

    PSD/SPS fold change by SWATH classified into cellular component using gene ontology annotations. Increased: >1.5 FC, decreased: c  spine  (35)  

    increased  3%  

    decreased  73%  

    no  change  21%  

    not  qualified  

    3%  

    mito  (34)  

    increased  0.3%  

    decreased  82%  

    no  change  17%  

    not  qualified  

    1%  mitochondrion  (341)  

    M11

    2

    T

    otal

    pro

    tein

    s

    The PSD fraction might be susceptible to variability in preparation condition. To analyze the variability among sample preparations, both the SPS and PSD fractions were prepared in different conditions and compared for ALL proteins by SWATH analysis.

    AB Sciex

    SWATH - sequential windowed acquisition

    of all theoretical fragment-ion spectra

    In the MRM workflow, a fixed number of analytes are targeted and high resolution MS/MS spectra are collected across an LC run. On the other hand, in SWATH, a wider Q1 window containing more analytes is passed. This produces a more complex MS/MS spectrum which is a composite of all the analytes within that Q1 m/z window. The Q1 quadrupole is stepped at 25 amu increments across the mass range of interest, passing a 25 amu window through into the collision cell. The transmitted ions are fragmented and the resulting fragments are analyzed in the TOF MS Analyzer at high resolution.

    1 swath 25 Da

    100 mS

    PSD SPS

    red: day0 green: day1 blue: day2

    Peak area clustering analysis of SPS and PSD from cage A-C. The influence of prep-date is a big factor for PSD preparation.

    Peak area clustering analysis of PSD from saline or cocaine treated rat. The control (saline) and cocaine treated groups could not be distinguished.

    Log scale peak area of MTCH1 peptide (YSGVLSSIGK) for 5 transitions. The result showed significant change only for Prep date 1 (WC – cocaine; WS – saline).

    Left: Peak area clustering analysis of 6 PSD samples prepared on the same date. Right: Log scale peak area of SPTA2 peptide for 5 transitions. The peptide decreased only the samples from cage 14 (WC14, WS14).

    prepared at the same date

    cage

    cage rat ID tissue frozen or unfrozen prep-date fractions

    A 1 half cortex unfrozen day 0 SPS and PSD half cortex frozen day 0 SPS and PSD

    2 half cortex unfrozen day 0 SPS and PSD half cortex frozen day 0 SPS and PSD

    B 3 half cortex frozen day 1 SPS and PSD half cortex frozen Day 2 SPS and PSD

    4 half cortex frozen day 1 SPS and PSD half cortex frozen Day 2 SPS and PSD

    C 5 half cortex frozen day 1 SPS and PSD half cortex frozen Day 2 SPS and PSD

    6 half cortex frozen day 1 SPS and PSD half cortex frozen Day 2 SPS and PSD

    each color represents a

    transition Prep date 1 Prep date 1

    Prep date 2

    each color represents a

    transition

    Prep date 1

    Prep date 2

    each color represents a

    transition

    cage 1 cage 11

    Prep date 2

    Prep date 1

    Prep date 2

    each color represents a

    transition

    Prep date 1

    Prep date 2

    each color represents a

    transition

    Prep date 1

    Prep date 2

    each color represents a

    transition

    cage 12 cage 13 cage14

    Effect of preparation conditions on ALL proteins

    MRM (vs PSD1)

    SWATH (vs PSD1)

    5 10 15 20 25

    1015

    20

    log2(MRM_1_2)

    log2(SWATH_1_2)

    Correlation between SWATH

    and sMRM is 0.90

    Correlation of MRM and SWATH

    Correlation of MRM and SWATH using 6 biological replicates of cortical PSD samples. Upper panel: log 2 scatter plot between PSD 1 and the other 5 PSD samples. Lower panel: log 2 fold change scatter plot between MRM and SWATH for PSD 1 vs PSD 2. The correlation of 0.90 shows that the two methods give consistent results for the M112 proteins.