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Record W2883984615 · doi:10.1074/mcp.tir118.000862

A Novel Differential Ion Mobility Device Expands the Depth of Proteome Coverage and the Sensitivity of Multiplex Proteomic Measurements

2018· article· en· W2883984615 on OpenAlex

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Bibliographic record

VenueMolecular & Cellular Proteomics · 2018
Typearticle
Languageen
FieldChemistry
TopicMass Spectrometry Techniques and Applications
Canadian institutionsUniversité de MontréalUniversité du QuébecInstitute for Research in Immunology and Cancer
FundersGenome Canada
KeywordsMultiplexProteomeSensitivity (control systems)Differential (mechanical device)Ion-mobility spectrometryChemistryIonAnalytical Chemistry (journal)ChromatographyMass spectrometryBiologyBioinformaticsBiochemistryPhysicsEngineeringElectronic engineering

Abstract

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The depth of proteomic analyses is often limited by the overwhelming proportion of confounding background ions that compromise the identification and quantification of low abundance peptides. To alleviate these limitations, we present a new high field asymmetric waveform ion mobility spectrometry (FAIMS) interface that can be coupled to the Orbitrap Tribrid mass spectrometers. The interface provides several advantages over previous generations of FAIMS devices, including ease of operation, robustness, and high ion transmission. Replicate LC-FAIMS-MS/MS analyses (n = 100) of HEK293 protein digests showed stable ion current over extended time periods with uniform peptide identification on more than 10,000 distinct peptides. For complex tryptic digest analyses, the coupling of FAIMS to LC-MS/MS enabled a 30% gain in unique peptide identification compared with non-FAIMS experiments. Improvement in sensitivity facilitated the identification of low abundance peptides, and extended the limit of detection by almost an order of magnitude. The reduction in chimeric MS/MS spectra using FAIMS also improved the precision and the number of quantifiable peptides when using isobaric labeling with tandem mass tag (TMT) 10-plex reagent. We compared quantitative proteomic measurements for LC-MS/MS analyses performed using synchronous precursor selection (SPS) and LC-FAIMS-MS/MS to profile the temporal changes in protein abundance of HEK293 cells following heat shock for periods up to 9 h. FAIMS provided 2.5-fold increase in the number of quantifiable peptides compared with non-FAIMS experiments (30,848 peptides from 2,646 proteins for FAIMS versus 12,400 peptides from 1,229 proteins with SPS). Altogether, the enhancement in ion transmission and duty cycle of the new FAIMS interface extended the depth and comprehensiveness of proteomic analyses and improved the precision of quantitative measurements. The depth of proteomic analyses is often limited by the overwhelming proportion of confounding background ions that compromise the identification and quantification of low abundance peptides. To alleviate these limitations, we present a new high field asymmetric waveform ion mobility spectrometry (FAIMS) interface that can be coupled to the Orbitrap Tribrid mass spectrometers. The interface provides several advantages over previous generations of FAIMS devices, including ease of operation, robustness, and high ion transmission. Replicate LC-FAIMS-MS/MS analyses (n = 100) of HEK293 protein digests showed stable ion current over extended time periods with uniform peptide identification on more than 10,000 distinct peptides. For complex tryptic digest analyses, the coupling of FAIMS to LC-MS/MS enabled a 30% gain in unique peptide identification compared with non-FAIMS experiments. Improvement in sensitivity facilitated the identification of low abundance peptides, and extended the limit of detection by almost an order of magnitude. The reduction in chimeric MS/MS spectra using FAIMS also improved the precision and the number of quantifiable peptides when using isobaric labeling with tandem mass tag (TMT) 10-plex reagent. We compared quantitative proteomic measurements for LC-MS/MS analyses performed using synchronous precursor selection (SPS) and LC-FAIMS-MS/MS to profile the temporal changes in protein abundance of HEK293 cells following heat shock for periods up to 9 h. FAIMS provided 2.5-fold increase in the number of quantifiable peptides compared with non-FAIMS experiments (30,848 peptides from 2,646 proteins for FAIMS versus 12,400 peptides from 1,229 proteins with SPS). Altogether, the enhancement in ion transmission and duty cycle of the new FAIMS interface extended the depth and comprehensiveness of proteomic analyses and improved the precision of quantitative measurements. Over the past decade, significant improvements in sensitivity, resolution, and scan speed of mass spectrometers have extended the depth of proteomic analyses. Peptide identification by mass spectrometry (MS) relies on the detection of precursor ions with predefined charge state and their sequential selection for fragmentation as they elute from the chromatographic column (1Beck S. Michalski A. Raether O. Lubeck M. Kaspar S. Goedecke N. Baessmann C. Hornburg D. Meier F. Paron I. Kulak N.A. Cox J. Mann M. The Impact 2 a very high resolution qTOF for deep shotgun proteomics.Mol. Cell. Proteomics. 2015; 14: 2014-2029Abstract S. A. of the Orbitrap mass spectrometry 2015; For low of ion for precursor ion proteomic analyses a in of the overwhelming peptide the of chimeric tandem mass spectra from isobaric ions and the of low abundance peptide ions that often with background the of peptide identification and the depth of analyses can also compromise quantitative measurements. For the precursor ion be in and on the MS/MS spectra to the peptide spectra the selection of the precursor ion of the to the of MS/MS spectra on ions in the can be using and that on peptide J. Paron I. N. Mann M. quantification by and peptide Cell. Proteomics. as and labeling that on the of peptide from the scan can be by the of confounding ions that ion and the of ions of can also the and precision of quantitative when using isobaric peptide labeling the and of ions in ion from isobaric of the peptide and ions that be from N.A. and precision in Cell. Proteomics. M. J. C. I. in and complex the and the The resolution of ions often ion fragmentation and synchronous precursor selection I. the of using ion with isobaric M. and detection of To and alleviate with several on peptide improved resolution, and For C. S. shotgun for the of A. M. and deep by on a Orbitrap mass and column M. N. N. by using column with A. N. Kulak N.A. Cox J. N. O. O. Mann M. with of the by on a Cell. Proteomics. to for analyses. in resolution and have enabled more and transmission of ions with in chimeric tandem mass spectra O. Hornburg D. A. A. Mann M. The a mass with a and an Orbitrap Cell. Proteomics. of that high resolution of scan with of MS/MS the that and peptide ions A. Cox J. Mann M. than peptide elute in shotgun the is to more than The resolution of also the of isobaric ions with charge that their selection for MS/MS The of that can and several in the and can peptide identification by more than in a C. A. S. precursor for mass can with for quantitative using isobaric peptide labeling is by the of chimeric MS/MS spectra and often have also the depth of that in as we sensitivity and peptide ions of improvements in resolution and have the of peptide the proportion of and quantifiable peptides A. Cox J. Mann M. than peptide elute in shotgun the is to is for ion the ion is to for ion and S. of on protein quantification isobaric enhancement of that can the chromatographic of current the identification of peptides over several of in ion using ion mobility spectrometry new to of proteomic a of of to the of peptides and including the of protein I. on ion mobility and of 2015; C. F. mobility spectrometry of and to F. mobility spectrometry and asymmetric waveform ion mobility spectrometry for mass Proteomics. N.A. mobility of can be that ion mobility spectrometry and mobility the by asymmetric waveform ion mobility spectrometry (FAIMS) asymmetric waveform ion mobility mass mobility mass precursor cells gain asymmetric waveform ion mobility mass mobility mass precursor cells gain ions in a with an background on their in a low field The and of field for the of tryptic peptides by ion For ions as a the and resolution up to can be using mobility mass spectrometry for peptide ions on their in mobility when to low and high asymmetric waveform ion mobility new for mass A. asymmetric waveform ion mobility ions to is an asymmetric that ions of the To and ions to the a is and ions in by the of to the of tryptic compared with FAIMS with several advantages for proteomic FAIMS and the of isobaric including FAIMS of ions to and resolution, a significant in of sensitivity compared with the field in the FAIMS ion and provides a gain in sensitivity compared with FAIMS the field is the resolution and sensitivity of FAIMS FAIMS ion time is than and can be with the duty have the of FAIMS to and to the of that the identification of peptide ions S. of mass spectrometry for analyses using asymmetric waveform spectrometry 2015; the and of on an ion mass for the of FAIMS and in shotgun J. C. sensitivity in experiments using FAIMS coupled with a ion mass FAIMS provides significant in of complex protein Proteomics. Improvement in peptide detection for analyses using and waveform ion mobility mass The of FAIMS also the resolution of peptides, including and of in peptide ion mobility by A. J. F. and ion mobility of mobility of peptide of using ion mobility of peptide with by ion mobility D. mobility of from a protein with of A. A. ion mobility in the ion mobility spectrometry with up to of by ion mobility of the the reduction of peptide and with FAIMS can the and the comprehensiveness of proteomic analyses S. Improvement of quantitative measurements in using asymmetric waveform asymmetric waveform ion mobility spectrometry mass spectrometry ion mobility spectrometry tandem mass tag synchronous precursor selection cells gain asymmetric waveform ion mobility spectrometry mass spectrometry ion mobility spectrometry tandem mass tag synchronous precursor selection cells gain these a of FAIMS the can be by the that previous FAIMS ion by up to an order of and to from overwhelming high background FAIMS provides significant in of complex protein Proteomics. from of FAIMS the time of ions the ion to sensitivity and time with limited and of as of the FAIMS for with we a FAIMS that these and for analyses on a Tribrid Orbitrap mass We also in proteomic experiments with that of to profile the temporal changes in protein abundance of HEK293 cells heat for in in with in with and with to with a The on an The with of and 2 The and the with with and For the protein to in HEK293 cells in a with and For heat HEK293 cells in to the and by The in a and for a of 9 h. and cells and with HEK293 in a of and The for to The protein of the by The with for and with for in the HEK293 to with to a and The by the with to on and in for analyses. Peptide using the Peptide For of peptides from time in and with of for h. The for with of The in and on The in of of of for LC-MS/MS For chromatographic an column with in and in an on column and a of using a from to over a to a column with for the experiments using For a ion coupled to an Orbitrap Tribrid by to and with and from to in the Orbitrap resolution by a speed of time for with an of time for with an of For charge with of 30% and an For the 10-plex with the with The resolution with a time of and a of for deep of and by mass For the the for the scan the as for the Orbitrap resolution and time by a speed for in the ion scan with time of by the selection of synchronous precursor ions for Orbitrap resolution of of time of of and a of up to using The new FAIMS interface with the of the sensitivity, up and from the of the FAIMS interface is in with on the and FAIMS and by a and can be to For the and to a of to ion transmission. The on the to for ion as by S. an to ion transmission and sensitivity of FAIMS for as the and FAIMS The to with a for the high The FAIMS time For an scan using in the for scan the as in the previous with the including the with The precursor to and to and The number of for to and as with a of For the 10-plex as a and as for peptides with unique peptides a mass of of the ion and with a for with unique peptides in to the time of for order up to = and protein with for using and for and to the for for and to the duty cycle for the with the using with a A. D. S. M. M. A. J. C. with and using proteins in to the and of the in the The proteins with J. for and analyses performed and using the for S. M. a to of in LC-MS/MS LC-FAIMS-MS/MS and experiments on the HEK293 digest to compared The for with = for the experiments and = for the experiments. FAIMS to limit to the LC-MS/MS to with LC-FAIMS-MS/MS for the For the experiments that compared for versus with HEK293 digests the for the and the time heat shock in HEK293 cells protein with distinct for heat shock proteins FAIMS and with FAIMS The the changes of the proteins with high the the changes of the proteins in the for proteins in the from profile of to a and to a up for and FAIMS for and of proteomic analyses. for peptide ions peptides by with and FAIMS and peptides FAIMS with FAIMS The for the and unique peptides for the with the FAIMS peptide transmission for peptides by with transmission of for peptide identification on precursor FAIMS and with FAIMS The quantitative of the changes in the heat with a time for time by the from the the and the as The peptide as an the to peptides from cells that to the heat to peptides from the time with a The in an to their by For the the to For the the that for the using the and the time several that protein for proteins and proteins on the in The of and to proteins that by and the to proteins that by and the to proteins that by that to by of for proteins with the the and the to We protein that unique peptides and that = heat in of the time profile to a with of up to = a proteins as their a with a to the low proportion and of the changes in protein with to the as a on the by a an to be to to a of in proteomic analyses M. of of Cell. Proteomics. to on their F. to a with as is the of a FAIMS interface that is with the of Orbitrap mass spectrometers. of the FAIMS and coupling to the Orbitrap in of the new FAIMS is that FAIMS to the as as an ion to the The FAIMS can be for a the experiments performed to ion and the and of the FAIMS interface using and experiments. of 2 of a the ion FAIMS and non-FAIMS experiments. of = with FAIMS and to an ion transmission of The of spectra with and FAIMS also the performed FAIMS ion including ions and ions the FAIMS showed the transmission of the peptide ion with of these the for is when using an and of The for using the over a of h. The of and as the of the and that the for the of the of the over The for and over the of the of the FAIMS interface for we the of peptide ions with and FAIMS for a tryptic digest of using the ion and heat of ion as a of their charge state is in with spectra and The that of the peptide ion current with FAIMS enabled the detection of more low abundance peptide ions that with is with the peptide ion improved of the with FAIMS also the of FAIMS for ion and the of charge state ion The analyses of the of peptide ions that the The of ions the of can also be to the for transmission of ions and to the of We the of the new FAIMS interface over LC-MS/MS analyses = of of a HEK293 tryptic digest over a (n = with a and the using the The peptide from the using the quantification in the The on the ion and the of the peptides present in of to the heat in The chromatographic for the and over the as by the ion of and experiments performed for LC-MS/MS FAIMS for the in the heat of the FAIMS of a of unique peptide present in of The of peptide detection can be from The of ion transmission of the FAIMS interface is also in the of peptides is the The for the of peptide a of for FAIMS compared with a of for FAIMS experiments we an in from for ion LC-MS/MS experiments performed FAIMS showed from The for of as a for showed than for FAIMS to that for LC-MS/MS experiments performed FAIMS The number of peptide unique peptide and protein the of the LC-FAIMS-MS/MS analyses of the showed of a of of that the FAIMS can as a that from the of the and the sensitivity and of the The FAIMS can be for more than a to the for To the selection of for of duty we performed LC-FAIMS-MS/MS analyses from up to in The on the of for the of tryptic peptides as as the of that to be and LC-FAIMS-MS/MS performed on a of a HEK293 tryptic digest using a The of MS/MS spectra scan is in and that as from their number of MS/MS To of the duty the number of by and to the number of with an of MS/MS spectra The and the duty The of the number of unique peptides for the that the the that these ion in peptide the number of unique peptides for that that the number of MS/MS for that the the in peptides from to the peptide for and and We the of the peptide identification for and LC-FAIMS-MS/MS analyses. analyses performed for to the identification of unique peptides on with an of peptides The of LC-FAIMS-MS/MS analyses enabled an identification of and unique peptides with an of and peptides, LC-FAIMS-MS/MS performed provided a depth of the of in of the peptides and a compromise to we compared the with LC-MS/MS of HEK293 tryptic digest by LC-MS/MS with and FAIMS to the in LC-MS/MS analyses performed with and FAIMS enabled the identification of and and unique peptides, The of peptide ion in FAIMS as of the number of peptides in more than The gain of in peptide identification with FAIMS also in a increase in the number of protein unique peptides The number of unique identification for is in and that a number of identification in the FAIMS the LC-MS/MS the in peptides in the the in protein with of protein be that with FAIMS experiments for and we the proportion of versus peptide ions the of precursor for LC-MS/MS performed with and analyses that FAIMS enabled a gain in the detection of new the and with and peptides that to FAIMS and LC-MS/MS with of and in an transmission of for with the transmission that with The peptides that with FAIMS of ions than FAIMS of gain in sensitivity the identification of The of FAIMS to and precursor on previous generations of Orbitrap mass spectrometers to the and precision of quantitative measurements in proteomic analyses S. of mass spectrometry for analyses using asymmetric waveform spectrometry 2015; S. Improvement of quantitative measurements in using asymmetric waveform the present we compared the of FAIMS for using isobaric labeling with that of the synchronous precursor selection is to peptide and ion I. the of using ion with isobaric M. and detection of we the temporal in protein abundance of HEK293 cells heat shock in of up to a of 9 protein and tryptic peptides from of the time with the 10-plex and to To LC-MS/MS with FAIMS of the using to that in we also compared FAIMS with for from high of of the as is the for depth and when using isobaric labeling for in a increase in the number of peptide identification is for to in identification with a of peptide peptide increase in the number of identification peptide using LC-FAIMS-MS/MS analyses enabled up to increase in the number of peptides compared with of using FAIMS for quantification is the precursor ion that peptide and ion quantification from the more scan with that peptide for spectra be for identification and the quantification of the ions is using the To the number of that showed changes in protein we protein that unique peptides and that in time For we compared for LC-MS/MS analyses performed using FAIMS and analyses enabled the identification of and protein of 1,229 and 2,646 protein using and by the of for with of up to = a proteins as their a with a the proteins to on their proteins to a with as and in and for and of protein with unique peptides and present in is provided in we these to and The in the changes for proteins that the the the changes for proteins from that by the heat in the changes in protein by and FAIMS proteins that by and FAIMS showed as in the for and protein in of changes for peptides and proteins is provided in and the of protein quantification measurements and The protein in provides an of the heat shock in the HEK293 in to the heat shock The of proteins in the to with abundance also the heat that have a to their abundance in the for proteins from the 10-plex to the of the heat shock for a of the the heat shock by the of proteins in in abundance heat that is an to is in the of the heat to of heat shock proteins to protein and of on proteins that in the to protein and in the of the heat shock The heat shock is to be in by F. in to is to the heat to the of heat shock proteins to the of proteins that have as a of the J. of in the heat in and The of the heat shock proteins as by the of the of the by of on is in with the that with proteins by the of proteins in the to proteins is heat proteins can and their of heat shock proteins their protein from can have on the increase in abundance of several heat shock proteins including the protein the and of proteins also to J. of heat shock by that a complex with The of in the of the heat as a the to the of more heat shock proteins a that in the in to heat in proteins in the with following heat shock protein of in that of complex and complex and complex and complex and a in the of the the heat shock and The of the proteins from the heat shock is to to a and in in the is coupled to the of M. M. of heat of on and in 2015; with the that the of the in the of heat protein and the of and a of the proteins that up the complex in the of the heat the proteins that of the and in to the a of the and the protein and of the by the of to the to the of from proteins that to the as a to their the of in the and of is the of by the of to alleviate protein of the complex in abundance in the to the heat to the in cells shock to the of a of and of in in J. to the sensitivity of the the low that can to the of that can be The of can be by the number of the in order to up with the to the that the heat shock to a increase in the proteins that in an is in the of the by of that have a to proteins that with proteins from the to with that the of in the the complex by the heat shock by the of the in proteins in and and the increase in proteins in the the that the of the to and the of the in the of the the heat shock a number of that in the of the of protein in protein and of heat shock protein the of a FAIMS that can be on the of Orbitrap Tribrid and can significant advantages for proteomic analyses. FAIMS on generations of mass spectrometers several in of ease of operation, and sensitivity that their the and of previous FAIMS to their and the of that with to The of LC-MS/MS with previous interface to the from the high of the FAIMS the of the FAIMS to that the of LC-FAIMS-MS/MS over extended time the more of the new FAIMS on the of Orbitrap Tribrid mass and can be and a LC-FAIMS-MS/MS experiments performed with and a of can also be with the new FAIMS The FAIMS interface can be in with with to the of the The of the new FAIMS is improved and can be for time periods over significant in The of FAIMS in LC-MS/MS analyses also the of and in the and and can the of the mass The ion transmission the FAIMS improved and to ion transmission for and LC-FAIMS-MS/MS analyses. is in with previous of FAIMS that provided transmission of of the in asymmetric waveform ion mobility spectrometry of the on peptide improvements in the to transmission. to the FAIMS to and ions from the S. an to ion transmission and sensitivity of FAIMS for the the and of the from to of the in asymmetric waveform ion mobility spectrometry of the on peptide in a asymmetric waveform ion mobility spectrometry protein 2015; in to the FAIMS an field and a time of ions the FAIMS from to to the duty cycle and the number of MS/MS spectra For the of FAIMS to ions on their mobility high and low to significant in the of and the depth of FAIMS the proportion of ions also peptide ions of that to chimeric MS/MS in the selection of precursor ions of and the detection of abundance peptide To the of MS/MS can be in a LC-FAIMS-MS/MS The can be on the depth of the We the the can be with provides a 30% gain in the number of unique peptide compared with LC-MS/MS analyses for the number of is that of ion MS/MS spectra on the Orbitrap Tribrid can the duty cycle and in LC-FAIMS-MS/MS experiments and can the of for The proportion of precursor ions in FAIMS experiments also advantages for of quantitative and for isobaric labeling peptide and abundance measurements from the MS/MS including to ions and chimeric MS/MS spectra that the precision and comprehensiveness of quantitative measurements using isobaric we the of LC-MS/MS performed using and FAIMS to profile the temporal changes in protein using 10-plex analyses that FAIMS to a 2.5-fold increase in the number of peptides compared with the ion mobility the of and is a reduction in with more quantification S. Improvement of quantitative measurements in using asymmetric waveform the quantification can be performed the with the number of scan to peptide and quantification is than that with for the and the spectra in the Orbitrap the identification for FAIMS compared with the ion spectra in The improved duty cycle by FAIMS for quantification over to increase the of the protein heat shock versus for FAIMS and The proteins that as a of using FAIMS the of heat shock is on the by the of the heat shock in as in several in to the and with the that by the heat shock and from the of the heat shock to heat to to by several limited of in the of in cells to heat of the of the of changes in and and of in and of heat shock proteins M. J. The heat shock on the of Cell. I. S. and to in J. HEK293 the order in these with to is The of these to cells can to the heat shock is unique to heat is also with to and to I. S. and to in J. the that is to cells by heat to increase to and that the heat shock is and S. O. A. and J. following the changes in the by in a time we the comprehensiveness of the We that proteins that a to in abundance with by the protein using a stable labeling with in quantification in several cells that proteins that up have that as a J. N. N. D. M. I. M. M. M. of protein in with the proteins that the in the with their several advantages of the new FAIMS interface with the the of the to of the complex ion from an a from a the of that facilitated a of in the scan that have to and over FAIMS gain as an in the field of to duty cycle by the that is on the Orbitrap Tribrid mass spectrometers. the duty cycle can be improved to the transmission with a reduction in the time by the of on the Orbitrap Tribrid mass and enabled depth for analyses S. and with The of FAIMS on the new Tribrid in the field of is in and the to in the The have to the the can be with the We and D. in for and for and the of is the of a with from the and and the of The for in and from the for and the The is a in by the with

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Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.143
Threshold uncertainty score0.716

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.019
GPT teacher head0.246
Teacher spread0.226 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it