"NB[PO
/FQUVOFʹೖ໳ͯ͠ΈΔ :V
8BUBOBCF !ZVXC 
/%4
௕Ԭ*5։ൃऀษڧձ ୈճษڧձ 

ࣗݾ঺հ ඇৗۈΤϯδχΞʴϑϦʔϥϯε ˙ 41"ʴ"1*ʴ%#ͳ8FCαʔϏεͷ੍࡞!ΞΧσϛΞ ϑϩϯτΤϯυɿ+BWB4DSJQU

3FBDU όοΫΤϯυɿ/PEFKT 
3VCZ

1)1 σʔλϕʔεؔ܎ɿ.Z42-

/FPK

3%' ͦͷଞɿαʔόͷઃఆͱ͔ػցֶशͷ͓ख఻͍ͱ͔ ɾɾɾͳΜͰ΋԰͞ΜͰ͢ɻ 

ຊ೔ͷςʔϚ "NB[PO
/FQUVOF "
GVMMZ
NBOBHFE
HSBQI
EBUBCBTF "84ʹ஥ؒೖΓͨ͠άϥϑσʔλϕʔεͰ͢ɻ ݱࡏ͸ϓϨϏϡʔ൛͕࢖͑·͢ɻ 

άϥϑɾɾɾʁ γϦʔζɾ य़ͷάϥϑσʔλಛू 

άϥϑߏ଄σʔλ ˙ σʔλߏ଄ͷछྨ • ഑ྻ <ελοΫΩϡʔ> • ࿈૝഑ྻ <ϋογϡςʔϒϧϧοΫΞοϓςʔϒϧ> • ઢܗϦετ • ໦ߏ଄ • άϥϑ ˙ ਎ۙʹ͋Δάϥϑߏ଄ • మಓ࿏ઢ • ίϯϐϡʔλωοτϫʔΫ • Ոܥਤʢ໦ߏ଄ʣ • 4/4ͷGPMMPXGPMMPXJOHͷؔ܎ Կ͔ͷωοτϫʔΫ ·ͨ͸ Կ͔ͷ૬ؔؔ܎ 

άϥϑཧ࿦ͷ༻ޠΛ͢͜͠ • ϊʔυʢ௖఺ʣͱΤοδʢลʣ • ༗޲άϥϑͱແ޲άϥϑ • Τοδʹ͸ॏΈ෇͚͕Ͱ͖Δ • ୯७άϥϑͱଟॏάϥϑ 

"NB[PO
/FQUVOF ೥݄຤ʹൃද͞Εͨ"NB[PO
71$಺ͰՔಇ͢Δάϥϑσʔλ ϕʔεɻݱࡏ͸ݶఆϓϨϏϡʔ൛͕ެ։͞Ε͍ͯΔɻ 

͓஋ஈ IUUQTBXTBNB[PODPNKQOFQUVOFQSJDJOH 42-
4FSWFSͷ΄͏ͱಉ͘͡Β͍ͷՁ֨ઃఆ ˞ϓϨϏϡʔظؒத͸ແྉͰ͢ 

ʢͪΐͬͱدΓಓʣطଘͷάϥϑσʔλϕʔε ˙ ϓϩύςΟάϥϑϞσϧɾɾɾͦΕͧΕಠࣗͷΫΤϦจ๏Λ࣋ͭ • /FPK
IUUQTOFPKDPN FUDʜ ˙ 3%'Ϟσϧɾɾɾ8$ඪ४ͷ3%'Ϟσϧͱ41"32-ΫΤϦΛ࢖͏ • 7JSUVPTP
IUUQTWJSUVPTPPQFOMJOLTXDPN • 'VTFLJ IUUQTKFOBBQBDIFPSHEPDVNFOUBUJPOTFSWJOH@EBUB https://neo4j.com/developer/guide-data-modeling/ Apache TinkerPop / Gremlin 

"NB[PO
/FQUVOFͷಛ௃ ˙ ϓϩύςΟάϥϑɾ3%'ͷ྆ํ͕࢖͑Δ άϥϑͷදݱͱ໰͍߹ΘͤͷͨΊʹɺͭͷΦʔϓϯͳۀքඪ४Λαϙʔτ͠·͢ɻ (SFNMJOʹΑͬͯ໰߹ͤՄೳͳ"QBDIF
5JOLFS1PQޓ׵ͷϓϩύςΟάϥϑɻ (SFNMJO͸ϊʔυ ௖఺ ʹͭͳ͕ΔΤοδ ล ΛݸผʹͨͲΔ୳ࡧΛ࣮ݱ͢Δάϥ ϑ୳ࡧݴޠͰ͢ɻ41"32-ʹΑͬͯ໰߹ͤՄೳͳ 3%'
3FTPVSDF
%FTDSJQUJPO
'SBNFXPSL ɻ ˙ ૝ఆ͍ͯ͠Δ༻్ 4/4ɺϨίϝϯσʔγϣϯΤϯδϯɺܦ࿏Ҋ಺ɺ෺ྲྀ࠷దԽɺࣗಈ਍அɺ৵ೖݕ஌ ΍ήϊϜ഑ྻܾఆͳͲͷΞϓϦέʔγϣϯ͕ྫʹڍ͛ΒΕ·͢ɻ https://aws.amazon.com/jp/blogs/news/amazon-neptune-a-fully-managed-graph-database-service/ 

ͬͦ͘͞࢖ͬͯΈΔ ͜͜ʹ͸͋Γ·ͤΜ खಈͰΞΫηεʂ IUUQTBXTBNB[PODPNKQOFQUVOF ʮϓϨϏϡʔʹαΠϯΞοϓʯ͔Βਃ͠ࠐΈ·͢ɻ ೔͘Β͍Ͱϝʔϧ͕ಧ͖·ͨ͠ɻ 

؀ڥߏங ϢʔβʔΨΠυʢӳޠʣ IUUQTEPDTBXTBNB[PODPNKB@KQOFQUVOFMBUFTUVTFSHVJEFJOUSPIUNM IUUQTEPDTBXTBNB[PODPNKB@KQOFQUVOFMBUFTUVTFSHVJ EFHFUTUBSUFEQSFSFRVJTJUFTIUNM • &$Πϯελϯε͔Β/FQUVOFͷ%#ΫϥελʔʹΞΫηε • σʔλΛϑΝΠϧ͔Βϩʔυ͢ΔͳΒ4΋ඞཁ • ͦΕͧΕʹඞཁͳΞΫηεݖݶΛ෇༩ ˞&$΍4͸ແྉͰ͸ͳ͍Ͱ͢ 

؀ڥߏஙμΠδΣετ ͱʹ͔͘શ෦ʮόʔδχΞ๺෦ VTFBTU ʯʹ࡞͍ͬͯͩ͘ʂ ͦ͜ʹ͔͠/FQUVOF͋Γ·ͤΜʂʂ 71$ͱ &$Πϯελϯεͷ࡞੒ *".ͰϢʔβʔ࡞Δ 

؀ڥߏஙμΠδΣετ /FQUVOFͷΠϯελϯε͸ /FQUVOFͷίϯιʔϧͰ࡞Δ 

؀ڥߏஙμΠδΣετ 

؀ڥߏஙμΠδΣετ /FQUVOFͷ%#Ϋϥελʔ͕Ͱ͖ͨΑʔ ϓϩϏδϣχϯάʹ͸ʙ෼͘Β͍͔͔Γ·ͨ͠ɻ 

)FMMP
/FQUVOF &$Πϯελϯεʹ44)ͰϩάΠϯɺ /FQUVOFͷΤϯυϙΠϯτʹΫΤϦΛ1045ͯ͠ΈΔɻ ۭͬΆͳͷͰɺۭͷ഑ྻ͕ฦ͖ͬͯ·ͨ͠ɻ͜ΕͰ0,ʂ 

σʔλͷϩʔυ • 4ʹόέοτΛ༻ҙʢόʔδχΞ๺෦ʂʣ • /FQUVOF͔ΒಡΈࠐΊΔΑ͏ʹݖݶ෇༩ • ϑΝΠϧΛ4ʹΞοϓϩʔυ 

ࣗ෼ͷσʔλͰ΍ͬͯΈͨ  3%'Ϟσϧ Q13952 P23511 Activation 2,721 nodes 43,228 edges • ໿ ߦͷ3%'ϑΝΠϧ .# Λ4ʹΞοϓϩʔυ • &$ίϯιʔϧ͔Βɺ4্ͷσʔλΛ/FQUVOFʹϩʔυͤ͞Δ • ඵҎԼͰ/FQUVOFʹΠϯαʔτ׬ྃ 

ࣗ෼ͷσʔλͰ΍ͬͯΈͨ  41"32-ΫΤϦ curl -X POST --data-binary 'query=PREFIX uniprot: SELECT (COUNT(DISTINCT ?prot2) as ?count) WHERE {uniprot:P00533 uniprot:activate ?prot1. ?prot1 uniprot:activate ?prot2 .}' http://neptuneinstance-cluster.cluster-cumqwp3crwyp.us-east-1- beta.rds.amazonaws.com:8182/sparql ˙ ͋Δϊʔυ *%1 ͷ࣍ͷ࣍ͷϊʔυΛશͯऔಘʢͯ͠Χ΢ϯτʣ ΤϯυϙΠϯτʹ41"32-ΫΤϦΛ౤͛Δ ϊʔυ͕ඵҎԼͰฦ͖ͬͯͨɻ 

·ͱΊ • άϥϑߏ଄σʔλ͸άϥϑσʔλϕʔεʹೖΕͯΈΔ • طଘͷπʔϧ͸ಋೖͷϋʔυϧ͕ߴ͍PS҆ఆ͠ͳ͍ɻʢݸਓͷҙݟͰ͢ʣ • ͦ͜Ͱ"NB[PO
/FQUVOF
!όʔδχΞ๺෦ • ϑϧϚωʔδυ • εέʔϧͰ͖ΔʢεϞʔϧελʔτՄೳʣ • ϓϩύςΟάϥϑͱ3%'ͷ྆Ϟσϧ͕࢖͑Δ • े෼࣮༻ϨϕϧʂʢݸਓͷҙݟͰ͢ʣ