j 1 1 Mass Spectrometry of Amino Acids and Proteins SiminD.MalekniaandRichardJohnson 1.1 Introduction 1.1.1 MassTerminology Likemostmatter(withtheexceptionof,say,neutronstars),proteinsandpeptidesare mostly made of nothing – an ephemeral cloud of electrons with very little mass surroundingtinyandverydenseatomicnucleithatcontainnearlyallofthemass(i.e., peptidesandproteinsaremadeofatoms).Atomshavemassandtheunitofmassthat ismostconvenienttouseiscalledtheatomicmassunit(abbreviatedamuoru)orin biologicalcirclesaDalton(Da).Overtheyears,physicistsandchemistshaveargued aboutwhatstandardtousetodefineanatomicmassunit,buttheissueseemstohave beensettledin1959whentheGeneralAssemblyoftheInternationalUnionofPure andAppliedChemistrydefinedanatomicmassunitasbeingexactly1/12ofthemass of the most abundant carbon isotope (12C) in its unbound lowest energy state. Therefore,oneatomof12Chasamassof12.0000u.Usingthisasthestandard,one proton has a measured mass of 1.00728u and one neutron is slightly heavier at 1.00866u.One12Catomcontainssixprotonsandsixneutrons,thesumofwhichis clearlymorethanthemassof12.0000u.Acarbonatomislessthanthesumofits parts,andthereasonisthattheprotonsandneutronsinacarbonnucleusareina lower energy state than free protons and neutrons. Energy and mass are inter- changeableviaEinsteinsfamousequation(E¼mc2),andsothismassdefectisa resultofthenuclearforcesthatholdneutronsandprotonstogetherwithinanatom. This mass defect also serves as a reminder of why people like A. Q. Khan are so dangerous[1]. Eachelementisdefinedbythenumberofprotonspernucleus(e.g.,carbonatoms alwayshavesixprotons),buteachelementcanhavevariablenumbersofneutrons. Elementswithdifferingnumbersofneutronsarecalledisotopesandeachisotope possessesadifferentmass.Insomecases,theadditionalneutronsresultinstable isotopes,whichareparticularlyusefulinmassspectrometry(MS)inamethodcalled AminoAcids,PeptidesandProteinsinOrganicChemistry.Vol.5:AnalysisandFunctionofAminoAcidsandPeptides. FirstEdition.EditedbyAndrewB.Hughes. (cid:1)2012Wiley-VCHVerlagGmbH&Co.KGaA.Published2012byWiley-VCHVerlagGmbH&Co.KGaA. j 2 1 MassSpectrometryofAminoAcidsandProteins isotope dilution. Examples in the proteomic field that employ isotope dilution methodologyincludetheuseofthestableisotopes2H,13C,15N,and18O,asapplied in methods such as ICAT (isotope-coded affinity tags) [2], SILAC (stable isotope labeling with amino acids in cell culture) [3], or enzymatic incorporation of 18O water [4]. Whereas some isotopes are stable, others are not and will undergo radioactive decay. For example, hydrogen with one neutron is stable (deuterium), but if there are two additional neutrons (a tritium atom) the atoms will decay to helium (two protons and one neutron) plus a negatively charged b-particle and a neutrino.Generally,iftherearesufficientamountsofaradioactiveisotopetoproduce anabundantmassspectralsignal,thesampleislikelytobeexceedinglyradioactive, theinstrumentationwouldhavebecomecontaminated,andtheoperatorwouldlikely cometoregrethavingperformedtheanalysis.Therefore,massspectrometristswill typically concern themselves with stable isotopes. Each element has a different propensitytotakeondifferentnumbersofneutrons.Forexample,fluorinehasnine protonsandalways10neutrons;however,brominewith35protonsisevenlysplit between possessing either 44 or 46 neutrons. There are most likely interesting reasonsforthis,buttheyarenotparticularlyrelevanttoadescriptionoftheuseofMS intheanalysisofproteins. What is relevant is the notion of monoisotopic versus average versus nominal mass. The monoisotopic mass of a molecule is calculated using the massesofthemostabundantisotopeofeachelementpresentinthemolecule.For peptides,thismeansusingthespecificmassesfortheisotopesofeachelementthat possessthehighestnaturalabundance(e.g.,1H,12C,14N,16O,31P,and32Sasshown inTable1.1).Theaverageorchemicalmassiscalculatedusinganaverageofthe isotopesforeachelement,weightedfornaturalabundance.Forelementsfoundin mostbiologicalmolecules,themostabundantisotopecontainsthefewestneutrons Table1.1 Massandabundancevaluesforsomebiochemicallyrelevantelements. Element Averagemass Isotope Monoisotopicmass Abundance(%) Hydrogen 1.008 1H 1.00783 99.985 2H 2.01410 0.015 Carbon 12.011 12C 12 98.90 13C 13.00335 1.10 Nitrogen 14.007 14N 14.00307 99.63 15N 15.00011 0.37 Oxygen 15.999 16O 15.99491 99.76 17O 16.99913 0.04 18O 17.99916 0.200 Phosphorus 30.974 31P 30.97376 100 Sodium 22.990 23Na 22.98977 100 Sulfur 32.064 32S 31.97207 95.02 33S 32.97146 0.75 34S 33.96787 4.21 36S 35.96708 0.02 j 1.1 Introduction 3 and the less abundant isotopes are of greater mass. Therefore, the monoisotopic masses calculated for peptides are less than what are calculated using average elementalmasses.Thetermnominalmassreferstotheintegervalueofthemost abundantisotopeforeachelement.Forexample,thenominalmassesofH,C,N,and O are 1, 12, 14, and 16, respectively. A rough conversion between nominal and monoisotopicpeptidemassesisshownas[5]: M ¼1:000495(cid:2)M ð1:1Þ c n D ¼0:03þ0:02(cid:2)M =1000 ð1:2Þ m n whereM istheestimatedmonoisotopicpeptidemasscalculatedfromanominal c mass, M . D is the estimated standard deviation at a given nominal mass. For n m example,peptideswithanominalmassof1999wouldbeexpected,onaverage,to haveamonoisotopicmassofaround1999.99withastandarddeviationof0.07u. Therefore, 99.7% of all peptides (3 standard deviations) at a nominal mass 1999 wouldbefoundatmonoisotopicmassesbetween1999.78and2000.20(Figure1.1). Figure1.1 Predictingmonoisotopicfrom weightsof1998.99,1999.99,and2000.99with nominalmolecularweights.Usingthe standarddeviationsof0.07.Thedifference equationsfromWoolandSmilansky[5], betweenmonoisotopicandnominalmassesis peptideswithnominalmolecularweightsof calledthemassdefectandthisvaluescaleswith 1998,1999,and2000wouldonaveragebe mass. expectedtohavemonoisotopicmolecular j 4 1 MassSpectrometryofAminoAcidsandProteins As can be seen, at around mass 2000, the mass defect in a peptide molecule is just about one whole mass unit. Most of this mass defect is due to the large number of hydrogen atoms present in a peptide of this size. The mass defect associatedwithnitrogenandoxygentendstocancelout,andcarbonbydefinition hasnomassdefect.Theotherimportantobservationthatcanbemadefromthis example is that 99.7% of peptides with a nominal mass of 1999 will be found between1999.78and2000.20.Therefore,amoleculethatisaccuratelymeasured tobe2000.45cannotbeastandardpeptideandmusteithernotbeapeptideatall or is a peptide that has been modified with elements not typically found in peptides. 1.1.2 ComponentsofaMassSpectrometer Atminimum,amassspectrometerhasanionizationsource,amassanalyzer,anion detector,andsomemeansofreportingthedata.Forthepurposeshere,thereisno needtogointoanydetailatallregardingtheiondetectionandalthoughthereare manyhistoricallyinterestingmethodsofrecordingandreportingdata(photographic plates, UV-sensitive paper, etc.), nowadays one simply uses a computer. The ioni- zationsourceandthemassanalyzerarethetwocomponentsthatneedtobewell understood. Historically,ionizationwaslimitedtovolatilemoleculesthatwereamenableto gasphaseionizationmethodssuchaselectronimpact.Overtime,othertechniques weredevelopedthatallowedforionizationoflargerpolarmolecules–techniques such as fast atom bombardment (FAB) or field desorption ionization. However, thesehadrelativelypoorsensitivityrequiring0.1–1nmolofpeptideand,withthe exceptionofplasmadesorptionionization–atechniquethatusedtoxicradioactive californium,weregenerallynotcapableofionizinglargermoleculeslikeproteins. Remarkably,twodifferentionizationmethodsweredevelopedinthelate1980sthat didallowforsensitiveionizationoflargermolecules–electrosprayionization(ESI) andmatrix-assistedlaserdesorptionionization(MALDI).Posterspresentedatthe 1988AmericanSocietyforMassSpectrometryconferencebyJohnFennsgroup showedmassspectraofseveralproteins[6,7],whichrevealedthegeneralnatureof ESIofpeptidesandproteins.Namely,aseriesofheterogeneousmultiplyproton- ated ions are observed, where the maximum number of charges is roughly dependenton thenumber of basicsites in the protein or peptide.Conveniently, thisputstheionsatmass-to-charge(m/z)ratiostypicallybelow4000, whichisa rangesuitableforjustaboutallmassanalyzers(seebelow).Inaseriesofpapers between 1985 and 1988, Hillenkamp and Karas described the essentials of MALDI[8–10].Also,TanakapresentedaposterataJointJapan–ChinaSymposium on Mass Spectrometry in 1987 showing a pentamer of lysozyme using laser desorption from a glycerol matrix containing metal shavings [11]. These early resultsshowedthegeneralnatureofMALDI –singlychargedionspredominate andthereforethemassanalyzermustbecapableofmeasuringionswithveryhigh m/zratios. j 1.1 Introduction 5 Itisdesirableforuserstohavesomebasicunderstandingofthedifferenttypes ofmassanalyzersthatareavailable.Atone timemultisectoranalyzers[12]were well-liked(backwhenFABionizationwaspopular),butquicklybecamedinosaurs for protein work after the discovery of ESI. It was too difficult to deal with the electrical arcs that tended to arise when trying to couple kiloelectronvolt source voltages with a wet acidic atmospheric spray. ESI was initially most readily coupled to quadrupole mass filters, which operated at much lower voltages. Quadrupole mass filters [13], as the name implies, are made from four parallel rods where at appropriate frequency and voltages, ions at specific masses can oscillatewithoutrunningintoarodorescapingfrombetweentherods.Givena littlepush(afewelectronvoltspotential)theoscillatingionswillpassthroughthe lengthoftheparallelrodsandbedetectedattheotherend.Bothquadrupolemass filters and multisector instruments suffer from slow scan rates and poor sensi- tivity due to their low duty cycle. Instrument vendors have therefore been busy developingmoresensitiveanalyzers.Theiontraps[14,15]arelargelygovernedby the same equations for ion motion as quadrupole mass filters, but possess a greater duty cycle (and sensitivity). For those unafraid of powerful super cooled magnets, and who possess sufficiently deep pockets to pay for the initial outlay and subsequent liquid helium consumption, Fourier transform ion cyclotron resonance (FT-ICR) provides a high-mass-accuracy and high-resolution mass analyzer [16]. In this case, the ions circle within a very high vacuum cell under theinfluenceofastrongmagneticfield.Theoscillatingionsinduceacurrentina pair of detecting electrodes, where the frequency of oscillation is related to the m/z ratio. Detection of an oscillating current is also performed in Orbitrap instruments [17, 18], except in this case the ions circle around a spindle-shaped electrode rather than magnetic field lines. The time-of-flight hybrid (TOF) mass analyzer [19, 20] is, at least in principle, the simplest analyzer of all – it is an emptytube.Ionsareaccelerateddowntheemptytubeand,asthenameimplies, the TOF is measured and is related to the m/z ratio (big ions move slowly and little ones move fast). TandemMSisaconceptthatisindependentofthespecifictypeofmassanalyzer, butshouldbeunderstoodwhendiscussingmassanalyzers.Asthenameimplies, tandemMSemploystwostagesofmassanalysis,wherethetwoanalyzerscanbe scannedinvariouswaysdependingontheexperiment.Inthemostcommontypeof experiment,thefirstanalyzerisstaticallypassinganionofaspecificmassintoa fragmentation region, where the selected ions are fragmented somehow (see below) and the resulting fragment ions are mass analyzed by the second mass analyzer.Theseso-calleddaughter,orproduct,ionscansareusuallywhataremeant whenreferringtoanMS/MSspectra.However,thereareothertypesoftandem MS experiments that are occasionally performed. One is where the first mass analyzerisstaticallypassingaprecursorion(asintheaforementionedproduction scan)andthesecondanalyzerisalsostaticallymonitoringone,orafew,specific fragment ions. This so-called selected reaction monitoring (SRM) experiment is particularly useful in the quantitation of known molecules. There are other less frequentlyusedtandemMSscans(e.g.,neutrallossscans)anditshouldbenoted j 6 1 MassSpectrometryofAminoAcidsandProteins that only certain combinations of specific analyzers are capable of performing certainkindsofscans. There are various combinations of mass analyzers used in different mass spectrometers. One of the more popular has been the quadrupole/TOF hybrid (quadrupole/time-of-flight hybridQ-TOF) [21], which uses the quadrupole as a mass filter for precursor selection and the TOF is used to analyze the resulting fragmentions.Iontrap/time-of-flighthybridsarealsosoldandprovideadditional stagesoftandemMScomparedtothequadrupole/lineariontraphybrid(Q-trap). TheQ-TOFhybrid[22]isauniqueinstrumentinthatitcanbethoughtofasatriple- quadrupoleinstrumentwherethethirdquadrupolecanalternativelybeusedasa linear ion trap. There is consequently a great deal of flexibility in the types of experimentsthatcanbedoneonsuchamassspectrometer.ThetandemTOF(TOF- TOF)[20]isaninstrumentthatallowsacquisitionoftandemmassspectraorsingle- stage mass spectra of MALDI-generated ions. A timed electrode is used for precursorselection,whichsweepsawayallionsexceptthosepassingatacertain time(i.e.,m/z)whentheelectrodeisturnedoffmomentarily.Theselectedpacketof ions is then slowed down, possibly subjected to collision-induced dissociation (CID), and reaccelerated for the final TOFmass analysis of the fragments. The Orbitrapanalyzerispurchasedasalineariontrap/Orbitraphybridandthesame vendorsellstheirioncyclotronresonanceICRinstrumentasalineariontrap/ICR hybrid.Itisbeyondthescopeofthischaptertogointoanyfurtherdetailsregarding theoperationofthemassanalyzers.Furthermore,itseemslikelythatthefieldwill continue to change in the coming years, where instrument vendors will make furtherchanges. 1.1.3 ResolutionandMassAccuracy Regardlessofthemassspectrometer,theuserneedstounderstandtheircapabilities andlimitations.Sensitivityhasbeenadrivingforceforthedevelopmentofmanyof thenewermassspectrometers.Itisalsoadifficultparametertoevaluate,andonehas to be careful not to simply evaluate the ability and tenacity of each vendors applicationchemistwhensendingtestsamplesout.Dynamicrangeisaparameter thatisusefulinthecontextofquantitativemeasurementsandformostinstrumentsit isaround104.Someinstrumentscanperformuniquescantypes(e.g.,theQ-trap),or aremoresensitiveatperformingSRMquantitativeexperiments(triple-quadrupole andQ-trapinstruments).ThescanspeedorrateofMS/MSspectraacquisitionisan instrument parameter that is relevant when attempting a deeper analysis of a complexmixtureinagivenamountoftime.Thislatterissueisparticularlyimportant whenanalyzingcomplexproteomicsamples. Twoanalyzer-dependentparametersareparticularlyimportant–massaccuracy and resolution. Resolution is defined as a unit-less ratio of mass divided by the peak width andis typically measuredhalfway up the peak. Figure 1.2shows the peak shapes calculated for the peptide glucagon at various resolution values. Atthismass,aresolutionof10000issufficienttoprovidebaselineseparationof j 1.1 Introduction 7 Figure1.2 Effectofmassspectrometric atvariousresolutionvalues:30000(innermost resolutiononpeakshape.Shownarethe narrowpeaks),10000(outermostbroadpeak), calculatedpeakshapesforthe(MþH)þionof 3000(outermostbroadpeak),and1000(outer porcineglucagon(monoisotopicmassof mostbroadpeak). 3481.62Daandaveragemassof3483.8Da) eachisotopepeakandthehigherresolutionof30000resultsinthenarrowingof eachisotopepeak.Astheresolutiondropsbelow10000thevalleybetweeneach isotopebecomeshigheruntilat3000theisotopeclusterbecomesasinglebroad unresolvedpeak.Astheresolutiondropsfurther(blue),thesinglebroadpeakgets even fatter. Resolution is important to the extent that one needs to know if it is sufficient to separate the isotope peaks of a particular sample. If not, then a centroidofabroadunresolvedpeak(e.g.,1000or3000forglucagon)isgoingtobe closesttothepeptidemasscalculatedusingaverageelementalmass.Alternatively, iftheresolutionissufficienttoresolvetheisotopepeaks,anditispossibleforthe data system to accurately and consistently identify the monoisotopic 12C peak, then this observed peptide mass will be closest to that calculated using mono- isotopic elemental masses. Whydohighresolutionandhighmassaccuracygohandinhand?Onedoesnot hearoflow-resolution,high-mass-accuracyinstruments,forinstance.Thereareat least two reasons. First, it is not possible to determine a very accurate average elementalmass,whichisweightedforisotopeabundance.Chemicalandphysical fractionationprocessesoccurringinnatureresultinvariableamountsofeachisotope indifferentsamples.Forexample,thedifferentphotosyntheticprocesses(e.g.,C3 andC4)willfractionate13Cslightlydifferently.Hence,cornwilltendtohaveaslightly higherpercentageof13Cthanatree.Therefore,incontrasttomonoisotopicmasses, averageelementalmassescomewithfairlysubstantialerrorbars.Thesecondreason j 8 1 MassSpectrometryofAminoAcidsandProteins Figure1.3 Roleofhighmassaccuracyin (500ppm).Ifthemassmeasurementsare reducingfalse-positivesfromdatabase accurateto0.01Da(5ppm),whichareroutinely searches.Thishistogram(from[23])showsthe availableforOrbitrapandcertainQ-TOF numberoftrypticpeptidesatdifferentmass instruments,thenumberofpossibletryptic accuraciesfora1996GenPeptdatabase.Fora peptidesinthedatabasedropstoonetoa nominalmolecularweightof1000,thereare couplehundred,dependingonthespecific around5000trypticpeptidesifthe masswindow. measurementsareaccurateto0.5Da why higher resolution usually results in higher mass accuracy is that as a mono- isotopicallyresolvedpeakbecomesnarrower,anyslightvariationinthepeakposition isalsoreduced.Duetofactorssuchasoverlappingpeaksandionstatistics,itisnot possible to consistently and accurately measure a much wider unresolved isotope cluster at low resolution. Hence, the type of mass analyzer will determine the resolutionandmassaccuracy. Therearethreetypesofresolution(andmassaccuracy)fortandemMSthatare associated with the precursor ion, precursor selection, and fragment ions. The precursor and fragment ion resolution and accuracy may be identical (e.g., for Q-TOForiontraps)ordifferent(e.g.,foriontrap-FT-MShybridsorTOF-TOF).The importanceofbeingabletomoreaccuratelydeterminepeptidemasseswasclearly demonstrated by Clauser et al. [23] as shown in Figure 1.3, which depicts a histogram of the number of tryptic peptides at different mass accuracies. For a 1996GenPeptdatabase,therearearound5000trypticpeptidesatanominalmassof 1000withatoleranceof(cid:3)0.5Da(500ppm).However,ifthetoleranceistightened up to(cid:3)0.05Da, then the number oftrypticpeptides drops by an amount that is dependentonthemass.Therearefewerpeptidesateitherthelow-orhigh-mass endofthehistogram,suchthatthereareonlytwotrypticpeptidesinthedatabaseat ameasurementof1000.3(cid:3)0.05Da.Likewise,thereareonly30–40peptideswitha massof1000.7(cid:3)0.05Da.Mostofthetrypticpeptidesatanominalmassof1000are intherangeof1000.45–1000.65,soatoleranceof(cid:3)0.05Dainthemiddleofthis histogram will reduce the number of possible tryptic peptides from 5000 to 2000–3000.Whenusingadatabasesearchprogramthatidentifiespeptidesfrom j 1.1 Introduction 9 their MS/MS spectra, a tighter precursor mass tolerance will result in fewer candidate sequences, which has the desirable effect of reducing the chances of anincorrectidentification. Databasesearchprograms(e.g.,Mascot[24]orSEQUEST[25])assumethatthereis onlyasingleprecursorandthatallofthefragmentionsarederivedfromthatone precursorion.Formorecomplicatedsamplesitisquitepossiblethatmorethanone precursorisselectedatatimeandthelikelihoodofthishappeningisdependenton the precursor selection resolution. Typical ion traps select the precursor using a windowthatisthreeorfourm/zunitswide,Q-TOFsaresimilar,andTOF-TOFshave aprecursorresolutionofaround400(e.g.,atm/z1000,anypeakat997.5willhaveits transmissionreducedbyhalf).Theshapeofthisprecursorselectionwindowisalso important – a sharp cutoff to zero transmission is good and a slow taper is not. Sometimesanextraneouslow-intensityprecursorisnotaproblem,aslongasmostof thefragmentionintensityisassociatedwiththemajorprecursorandtheprecursor mass that is associated with the resulting MS/MS spectrum is from the correct precursorion.Searchprogramswillstillidentifythemajorpeptide,sincetherewill onlybeafewlow-intensityfragmentionsleftover.However,onecanreadilyimagine severalscenarioswheremassselectionofmultipleprecursorswouldbeaproblem. For example, suppose a minor precursor fragments really well, but the major precursordoesnot.Inthiscase,theMS/MSspectrumcontainsfragmentionsfrom theminorprecursor,buttheprecursormassthatisusedinthedatabasesearchis derivedfromthemajorone.Or,alow-intensityprecursortriggersadata-dependent MS/MS acquisition, but another very intense ion that is a few m/z units away contributes much of the fragment ion intensity. In such instances, where the fragment ions are derived from more than one precursor, search programs may getthewronganswerbecausethewrongprecursormasswasusedortherearetoo manyleftoverfragmentionsandthescoringalgorithmpenalizesoneofthecorrect sequences.Tighterselectionwindowswithabruptcutoffs(highprecursorselection resolution) reduce the likelihood of this occurring. Improved database search algorithmswouldalsohelp. Oneofthemajorchallengesinproteomicsishigh-throughputanalysis.Thehigh resolvingpowerofFT-ICRinstrumentsofferslessthan1ppmmassmeasurement accuracyandthepeptideidentificationprotocolofaccuratemasstags(AMTs)now affordsproteinidentificationwithouttheneedfortandemMS/MS.Combiningthe AMT information with high-performance liquid chromatography (HPLC) elution timesandMS/MSisreferredtoaspeptidepotentialmassandtimetags(PMTs)[26]. Thisapproachexpeditestheanalysisofsamplesfromthesameproteomethrough shotgun proteomics – a method of identifying proteins in complex mixtures by combining HPLC and MS/MS [27]. Once a peptide has been correctly identified through AMTand MS/MS with an assigned PMT, the information is stored in a database.Thisstrategygreatlyincreasesanalysisthroughputbyeliminatingtheneed for time-consuming MS/MS analyses. Accurate mass measurements are now routinely practiced in applications involving organisms with limited proteomes, including proteotyping the influenza virus [28], and the rapid differentiation of seasonalandpandemicstains[29]. j 10 1 MassSpectrometryofAminoAcidsandProteins 1.1.4 AccurateAnalysisofESIMultiplyChargedIons Itisimportanttobrieflydescribethedeconvolutionalgorithmsusedtotranslatem/z ratiosofmultiplychargedionsgeneratedduringESItozero-chargemolecularmass values.Theaccurateassignmentofmultiplychargedionsissignificantinproteomics applications,bothintheanalysisoftheintactproteinsandfortheidentificationof fragment ions by MS/MS. Forlow-resolution massspectra, algorithms were orig- inallydevelopedbyassumingthenatureofcharge-carryingspeciesorconsidering onlyalimitedsetofchargecarryingspecies(i.e.,proton,sodium)[30,31].Fortwo ions (m /z and m /z ) that differ by one charge unit and both contain the same a a b b charge-carryingspecies,thechargeoniona(z )isgivenbyEq.(1.3),wherem isthe a p massofaproton,andthemolecularweightisderivedfromEq.(1.4): z ¼ðm =z (cid:4)m Þ=ðm =z (cid:4)m =z Þ ð1:3Þ a b b p b b a a molecular weight¼z ðm =z Þ(cid:4)z m ð1:4Þ a a a a p Theadvantageofhigh-resolutionelectrospraymassspectraisthattheioncharge canbederiveddirectlyfromthereciprocalofthemass-to-chargeseparationbetween adjacentisotopicpeaks(1/Dm/z)foranymultiplychargedion–referredtoasthe isotope spacing method [32]. Although the isotope spacing method is direct, complexities arising from spectral noise and overlapping peaks may result in inaccurateionchargedetermination;furthermore,distinguishing1/zand1/(z þ 1) forhighchargestateions(z>10),wouldrequiremassaccuraciesofafewpartsper million, which is not achieved routinely. To overcome some of these limitations, algorithmsofZscore[33]andTHRASH[34]combinedpatternrecognitiontechni- questotheisotopespacingmethod.Forexample,theTHRASHalgorithmmatches the experimental abundances with theoretical isotopic distributions based on the modelaminoacidaveragine(C H N O S )[35];however,this 4.938 7.7583 1.3577 1.4773 0.0417 requirementrestrictsitsapplicationtoaspecificgroupofcompoundsandelemental compositions (i.e., proteins). The AID-MS [36] and PTFT [37] algorithms further advanced the latter algorithms by incorporating peak-finding routines to locate possibleisotopicclustersandtoovercometheproblemsassociatedwithoverlapping peaks. Auniquealgorithm,CRAM(chargeratioanalysismethod)[38–40],deconvolutes electrospraymassspectrasolelyfromthem/zvaluesofmultiplychargedions.The algorithmfirstdeterminestheionchargebycorrelatingtheratioofm/zvaluesforany two(i.e.,consecutiveornonconsecutive)multiplychargedionstotheuniqueratiosof twointegers.Themass,andsubsequentlytheidentityofthechargecarryingspecies, isthendeterminedfromm/zvaluesandchargestatesofanytwoions.Fortheanalysis ofhigh-resolutionelectrospraymassspectra,CRAMcorrelatesisotopicpeaksthat sharethesameisotopiccompositions.Thisprocessisalsoperformedthroughthe CRAMprocessaftercorrectingthemultiplychargedionstotheirlowestcommonion charge.CRAMdoesnotrequirepriorknowledgeoftheelementalcompositionofa
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