Wikidata:AplatformfordataintegrationanddisseminationforthelifesciencesandbeyondElviraMitraka1,AndraWaagmeester2,SebastianBurgstaller-Muehlbacher3,LynnM.
Schriml1,AndrewI.
Su3,BenjaminM.
Good3UniversityofMarylandSchoolofMedicine,Baltimore,USA{emitraka,lschriml}@som.
umaryland.
eduMicelio,Antwerp,Belgiumandra@micelio.
beDepartmentofMolecularandExperimentalMedicine,ScrippsResearchInstitute,LaJolla,USA{sburgs,asu,bgood}@scripps.
eduAbstract.
Wikidataisanopen,SemanticWeb-compatibledatabasethatanyonecanedit.
This'datacommons'providesstructureddataforWikipediaarticlesandotherapplications.
EveryarticleonWikipediahasahyperlinktoaneditableiteminthisdatabase.
Thisuniqueconnectiontotheworld'slargestcommunityofvolunteerknowledgeeditorscouldhelpmakeWikidataakeyhubwithinthegreaterSemanticWeb.
Thelifesciences,asever,facescrucialchallengesindisseminatingandintegratingknowledge.
OurgroupisaddressingtheseissuesbypopulatingWikidatawiththeseedsofafoundationalsemanticnetworklink-inggenes,drugsanddiseases.
Usingthiscontent,weareenhancingWikipediaarticlestobothincreasetheirqualityandrecruithumaneditorstoexpandandimprovetheunderlyingdata.
Weencouragethecommunitytojoinusaswecollaborativelycreatewhatcanbecomethemostusedandmostcentralseman-ticdataresourceforthelifesciencesandbeyond.
Keywords:Wikidata,Wikipedia,LinkedData,SemanticWeb,Crowdsourcing,KnowledgeManagement1StoneDataSoupIntheStoneSoupfolktale[1],agroupofhungrytravelersarriveinavillagewithitsinhabitantsunwillingtosharetheirfood.
Withakettleofwaterandastonethetravelersmanagetotouchthecuriosityofthevillagers.
Thecuriosityfinallyspawnsacollaborativeefforttomakeagreatsoup.
Thisstoryisnowadaysusedtoexpressthepowerofcrowdsourcingandcollaborativeprojects[2],suchasWikipedia,wheremanyindividualseachmakesmallcontributionsbutcollectivelyproducesomethinglargerthanthesumofitsparts.
WikidataextendsthiscollaborativemodeltotheWebofdata[3].
InthisarticlewewilldescribeWikidataandthewaysthatthisopenpublicplatformcantakeacentralroleindatasharingandmanagementforthelifesciencecommunity.
2WikidataandWikipediaWikipediaisamongthemostvisitedsitesontheInternet.
Articlesaboutmedicaltopicswereviewedmorethan4.
88billiontimesin2013,anumberonparwithhttp://nih.
govandsignificantlygreaterthanWebMD[4].
Thisincrediblyimportantresource,createdthroughvolunteerlabor,isnowtightlycoupledtoWikidata-anopen,SemanticWeb-compatibledatabasethatanyonecanedit[3].
Wikipediainfoboxes-thetablesofdataoftenappearingontherightsideofarticles-cannowrendercontentstoredinWikidataandeachWikipediaarticlenowhasadirectlinktothecorrespondingWikidataitem,thusencouragingthecollaborativeeditingofthedata(Fig.
1).
Fig.
1.
Wikidataprovidesacentralizedresourceforstructureddata.
Applicationsincluding,butnotlimitedto,WikipediacannowreadandwritetoWikidata.
Infoboxesprovidethebridgebetweenmachine-readablestructureddataandtheunstructuredtextthatformsthemainbodyofeacharticle.
Since2008,theGeneWikiprojecthasautomaticallycreatedandmaintainedtheinfoboxesforaround10000articlesabouthumangenes[5].
Now,thisinitiativeisfocusedongeneratingafoundationofbiomedicalknowledgeinWikidatathatwillbeusedtoimproveinfoboxcontentonWikipediaandhelpdrivenewapplications.
Todate,wehaveloadedWikidatawithitemsabout:56451humanand73086mousegenesfromNCBIGene[6],6562conceptsintheDiseaseOntology[7],and1830FDA-approveddrugs.
ThisinitialdataloadgeneratedWikidataitemsforthesekeybiomedicalconcepts,mappedthemtoWikipediaarticlesandlinkedthemtothecorrespondingidentifiersinauthori-tativepublicdatabases.
Theidentifier-levelconnectionstothesourcedatabasesen-surethatWikidatacontentcanbeeasilyintegratedintotheexistingWebofbiomedi-caldata.
Moreover,theprovenanceofallWikidataclaimscanbeassessedthroughinspectionofthesupportingreferences.
Thedataiskeptuptodatebyperiodicallyrunning'bots'thatpropagatechangesfromauthoritativesourcestoWikidata.
WhenconflictsarisefromhumaneditstoWikidataitems,theseareflaggedformanualre-view.
Thenextphaseoftheprojectwillstitchtheseconceptsintoarichlyintercon-nectedsemanticnetwork.
3Takingasipofthedatasoup–WikidataandtheSemanticWebThefirstapplicationtouseWikidataextensivelyisWikipediabutthiscouldbethetipoftheiceberg.
TogiveapreviewofwhatWikidatacouldbecome,it'suse-fultobrieflyexamineitsclosestancestor,DBpedia.
TheDBpediaprojectminescon-tentfromWikipediabyparsinginfoboxes,mapsthiscontenttotheirownontology,andprovidesaccesstothisdataintheformofalargeRDFdatabaseavailablebothforbulkdownloadandSPARQLquery.
Whileenablinginterestingqueriesonitsown,itsmostimportantfunctionisasagloballinkinghubfortheSemanticWeb[8].
IncomparisontoDBpedia,Wikidatahasanumberofadvantages.
First,itcanbeediteddirectlyandchangesarereflectedinrealtime.
Second,itdoesnotrequireanyparsingbecausealldataismanagedinadatabasefromtheoutset.
Third,itcontainslargeamountsofcontentthatisnotpresentinWikipedia,suchasitemsforeverymousegene.
Finally,itsqueryAPIsupportsnotonlyqueriesalongitsassertedknowledgegraph,butalsoalongreferences,qualifiersandevenedithistories.
Theseadditionalcapabilities,viewedinlightofthesuccessoftheDBpediaproject,portendavitalfutureforWikidatainthecontextoftheSemanticWeb.
Withinthebiomedicaldomain,usefulqueriesarealreadypossibleasaresultofthe'single-pot'natureofWikidata.
Forexample,itispossibletouseWikidata'sSPARQLendpoint(https://query.
wikidata.
org/)toanswerquestionssuchas"whatclinicallyrelevantdrug-druginteractionsareknownforthedrugmethadone(CHEMBL651)"[9].
Importantly,thedatausedtoanswerthisquerycamefromtwogroupsworkingcompletelyindependently.
Our'drug_bot'botaddedtheCHEMBLidentifiers(aswellasmanyotheridentifiers)whileanotherbotdevelopedbyateamattheMedicalUniversityofViennaaddedthedrug-druginteractions[10].
Thishap-penedwithoutanydirectcoordinationbetweenourgroups.
Thiskindofserendipitous,automatic,cross-continentaldataintegrationistheprimarygoaloftheSemanticWeb,butisnotyetcommonplace.
ThekeybeautyandmainchallengeoftheSemanticWebisitsdistributednature.
InorderforthiskindofintegrationtohappenintheabsenceofacentralizedresourcelikeWikidata,severalmajorhurdleswouldneedtobeleaped.
First,bothteamswouldneedtoknowenoughaboutthefairlycomplexstackofsemantictechnologiestoprovidetheirdataasRDFthroughastable,publicSPARQLendpoint.
Second,theywouldhavetoworkwithoverlappingidentifiersystems.
Third,thewould-beconsumeroftheirdatawouldneedtodiscoverbothoftheirendpointsandbesophisticatedenoughwithSPARQLtoidentifyandissuetheappropriatedistributedquery.
Allofthisispossi-bleandcanwork,butitisnoteasy.
Byintegratingdatainacentralized,singlecommunitypot,Wikidatapro-videsaplatformthataddresseseachoftheseproblems.
DataprovidersdonothavetosetupandmaintaintheirownSPARQLendpoint–achallengethatveryfewteamshavesucceededatdoingforanylengthoftime[11].
Byvirtueofworkinginthesamedatabase,itisfarlesslikely-thoughnotimpossible-forindependentteamstogener-ateandpublishdifferentidentifiers,asthefirststepinworkingwithWikidataistoqueryittoseewhatisalreadythere.
Finally,thechallengeoffindingarelevantend-pointisnegatedwhenthereisonlyone.
NotethatWikidatacanbequeriedusingSPARQLortheWikidataQueryLanguage[12].
4ManyCooks.
.
.
ThefactthatWikidataisonecentralized,communityresourceimmediatelysurfacesthechallengesincurredinanycollaborativeontologydevelopmentpro-cess.
InWikidata,the'ontology'correspondstoitscollectionoflinkingpropertiesusedtodescribeitems.
AnewpropertyinWikidatahastobeproposedforcommuni-tydiscussionandisonlycreatedafteraconsensusregardingthevalueofthepropertyanditsrelationtoexistingpropertieshasbeenestablished.
Forthoseusedtocontrol-lingtheirowndataanddatamodels,thisprocesscanfeeltedious.
Butthissamefun-damentalprocessmustbeundertakeninanyattemptatdataintegration.
Thefactthatithappensupfront,whendataisfirstbeingloaded,shouldhelptokeepthedatacon-sistentandreducethedownstreamidentifierandontologicalmappingproblemsthatcontinuetoplaguebioinformatics.
ImaginethepowerofcombiningthestructureddatainWikidata,thehighaccessibilityanddedicatedcommunityofWikipediaandtheknowledgeofthescien-tificcommunity.
Contemplatefurtherthatallofthisdataisfreelyavailableandac-cessiblethroughastablequeryinterfaceandrobust,read/writeAPI.
Thismakesim-portant,high-qualityinformationeasilyaccessiblebyanyoneandopensupscientificknowledgeforpublicscrutiny.
Further,thebuilt-inprovenancetrackingcanprovidedetailedchainsofevidencetosupportorrefuteeachclaimandallofthiscanbedis-cussedusingthemanysocialtools,suchas'talkpages'foreverydataitem,bakedintotheMediaWikiinfrastructure.
Asidefromcreatingusefulwaystodisseminatedata,thissociotechnicalstructureprovidesaframeworkforthebroadcommunitytobroadcastfeedbackbacktotheoriginaldataowners.
Evenatthisearlystageofthisproject,thisprocesshasalreadyledtoimprovementsinsourcedata.
Forexample,intheDiseaseOntologytheterm'Ollierdisease'hadthesynonym'Maffuccisyndrome'.
UponimportingtheDiseaseOntologyintoWikidata,membersoftheWikidatacommunitypointedoutthatthetwoterms,thoughputativesynonyms,linkedtotwodifferentextantWikidataitems.
Uponcloserreviewitwasdeterminedthatthesetwotermsrepresenttwodif-ferent,albeitcloselyrelated,diseases,leadingtothecreationofanewtermintheDiseaseOntology.
AsWikidataexpandsitistobeexpectedthatadditionaldiffer-encesinrepresentationbetweenitandotherknowledgeresourceswillsurface.
ThesewillfirstbetriagedbytheWikidatacommunitytocheckforerrorsand,ifconsensusisachievedthatthereisanerrorintheoriginalsource,thiswillberelayedforconsid-eration.
Inthisway,theWikidatacommunitycanbecomethe'manyeyes'thatmakeallontologybugsshallow.
5.
.
.
CanMakeaDeliciousSoupWecancreateapowerfulcommonsofbiomedicalknowledgebybuildingonestablishedresourcesandthededicatedcommunitytoconnectgenes,proteins,drugs,diseases,phenotypesandsymptoms.
WikipediawillbethefirstapplicationtousethecontentinWikidata,butcertainlynotthelast.
Thefireisreadyandthepotisstartingtoheatup.
Somevillagersarealreadypeekingoutoftheirwindowsreadytojoinusaroundthepot,butitwilltaketheeffortofthewholecommunitytomakeadeliciousbiomedicaldatasoup.
Weinviteyoutojoinusinthiseffort.
References1.
HistoryoftheStoneSoupStoryfrom1720tonow.
Availablefrom:http://www.
stonesoup.
com/history-of-the-stone-soup-story-from-1720-to-now/.
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aifb.
kit.
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Vrandei,D.
andM.
Krtzsch,Wikidata:AFreeCollaborativeKnowledgebase,inCommunicationsoftheACM.
2014,ACM.
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Heilman,J.
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andA.
G.
West,Wikipediaandmedicine:quantifyingreadership,editors,andthesignificanceofnaturallanguage.
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Huss,J.
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,3rd,etal.
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,etal.
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43(Databaseissue):p.
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NucleicAcidsRes,2015.
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2015[cited2015Sep.
14];Availablefrom:https://bitbucket.
org/sulab/wikidatasparqlexamples/overview#markdown-header-get-all-the-drug-drug-interactions-for-methadone-based-on-its-chembl-id-chembl651.
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Pfundner,A.
,etal.
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JMedInternetRes,2015.
17(5):p.
e110.
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Buil-Arand,C.
,etal.
SPARQLWeb-QueryingInfrastructure:ReadyforActionin12thInternationalSemanticWebConference.
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Sydney,Australia.
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WikidataQueryEditor.
[cited2015;Availablefrom:https://wdq.
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