Inasingleorganism,mostcellshavethesamegenome,butspecificgeneexpressionvariesacrossdifferenttissuesandcelltypes.Anygiventissueorcelltypeexpresses~11,000–13,000genes,ofwhich~3,000–5,000haveacelltypespecificexpressionpattern,whereastheremaininggenesareubiquitouslyexpressed1.Theseuniquepatternsofgeneexpressiontranslatetodifferencesattheproteinlevelbetweendifferentcelltypesandresultinthevastarrayofcellularphenotypesfoundthroughoutthebody.Therefore,asnapshotofthegeneexpressionprofileofacellcanbeindicativeofitsphenotype.OwingtothelimitedamountofRNApresentineachcell,geneexpressionprofilingwashistoricallyperformedonpooledcells,butthisbulksequencingapproachobscuredthepotentialcellheterogeneityinasampleortissue2.Forexample,inapoolofdevelopingprogenitorcells,differentcellsmightbeprimedtomakedistinctfatedecisionsbutthesetranscriptionalprogrammesareindistinguishableinabulkanalysisoftheaveragegeneexpressionintheprogenitorpool.Thedevelopmentoftechnologiesthatcanisolatethousandstotensofthousandsofcellsandassesstheirgeneexpressionprofilesatthesinglecelllevelhasenabledresearcherstodissectthiscellularheterogeneityandworktowardsabetterunderstandingofphysiology,biologicaldevelopmentanddisease2–6.Forexample,researchersgeneratedanimprovedquantitativemapofthecelltypespresentinthedevelopinghumankidney,whichhasprovidedinsightsintorenalphysiology7.Anothersinglecellstudydemonstratedthesimilaritiesbetweenfetalhumankidneyandhumankidneyorganoids,reaffirmingtheutilityofkidneyorganoidsasamodelforthestudyofdiseaseandfordrugscreening8.However,derivingbiologicalinsightsfromsinglecellRNAsequencing(scRNAseq)methodsdemandsthatresearchershandlethelargevolumeofdatageneratedbythesetechnologiesandtheiraccompanyingsourcesoftechnicalnoise9.Addressingthescaleandcomplexityofthesedatasetsthusrequiresacomplexecosystemofcomputationalmethods.BeyondscRNAseqanalysis,otheravailabletechnologiescanprofilegenomes10,methylationpatterns11andchromatinaccessibilitypatterns12,13atthesinglec...