research project : exploring the dynamics of biosafety research using relational data analysis
DESCRIPTION
RESEARCH PROJECT : Exploring the dynamics of biosafety research using relational data analysis. Christophe Bonneuil (Centre Koyré d’Histoire des Sciences, Cnrs, Paris) Andrei Mogoutov (Aguidel Consulting) Etienne Klein (INRA, Avignon) Fabien Moll-François (Centre Koyré). - PowerPoint PPT PresentationTRANSCRIPT
RESEARCH PROJECT :Exploring the dynamics of
biosafety research using relational data analysis
Christophe Bonneuil (Centre Koyré d’Histoire des Sciences, Cnrs, Paris) Andrei Mogoutov (Aguidel Consulting)Etienne Klein (INRA, Avignon) Fabien Moll-François (Centre Koyré)
Exploring the history of GM crops biosafety research using relational
data analysis A. Analytical Tools for Strategic
Management of Innovation
B. Analysing the dynamics of biosafety research in the EU and the USA
A. Analytical Tools for Strategic A. Analytical Tools for Strategic Management of InnovationManagement of Innovation
Data collection, data warehousing, analytical design and data analysis
Andrei Mogoutov, AGUIDEL CONSULTING68 Bld Port Royal, 75005, Paris, France
www.aguidel.com
ObjectivesObjectives• Research/Industry Network Dynamics• Scientific productivity, Competitiveness,
Benchmarking, Early warning• Strategic Management of Innovation• National/Sectoral Systems of Innovation• Sociology and Economics of Science• Project management and decision support
Using• Systematic Data Collection• Analytical tools
Design of Analytical SolutionDesign of Analytical Solution
Back Office- data tables- matching tools- tools for textual analysis- tools for data update and control
Front Office
Middle Office
- a layer of analytical queries - pre-defined queries for multilevel data aggregationand synthetic analysis and indicators […]
- graphical/analytical interfaces (GIS, Relational Mappings, Statistical Charts, Financial Charts)- statistical tables, indicators and textual synthesis- integrated querying tools
ON-LINEOFF-LINE
DATA UPDATE FEED-BACK
Back OfficeBack Office
Patents
Actors
Literature
Relations
ProductsProjects
FinancialInfo
ActorLocation
ActorIdentity
ContentsClassification
Schema
MATCHING SYSTEM
Johnson & J ohnson
Glaxo SmithKline plc
Aventis
Wyeth
Merck & Co. Inc.
Roche
Bristol-Myers Squibb Co.
Schering-Plough Corp.
Pfizer
Novartis
Pharmacia
Eli Lilly and Co.
Bayer AG
AstraZeneca
Abbott
NETWORK ORIENTED DATABASE
Front OfficeFront Office
Relational Mapping of EUROLABS Data Base:Relational Mapping of EUROLABS Data Base:
EUROLABS is a database of public non-university research centers of the 15 EUROLABS is a database of public non-university research centers of the 15 European countries. It contained beginning of 2002 some 770 entries with over European countries. It contained beginning of 2002 some 770 entries with over 100 items per institution (including country, staff number, sectors addressed, 100 items per institution (including country, staff number, sectors addressed,
domains of activities and main disciplinary competences).domains of activities and main disciplinary competences).
Relational Mapping of EUROLABS Data Base:Relational Mapping of EUROLABS Data Base:Countries vs. SectorsCountries vs. Sectors
France
Germany
Sector Natural Resources, Energy, Environment
Sector Health
Sector Industry
UK
Sector Government/Public Services
Sector Agriculture
Sector Services, Infrastructure
Spain
Holland
Sector Defence
Italy
Finland
Denmark
Portugal Belgium
Greece
Austria
Sw eden
Ireland
Luxembourg
Sector Industry Sector Natural Resources, Energy, Environment
Sector Agriculture
Sector Health
Sector Government/Public ServicesSector Services, Infrastructure
Sector Defence
CEREQADIT
BNM
INRA
AFNOR
CNES
ANVAR
LNE
CEA
AFD
TECHNACOL
CTCPA
CEMAGREF
ADEME
INRETS
AFSSA
CSTB
BBV
INRIA
CIRAD
IPSN
CTBA
GEVES
ITERG
ANACT
AGROTEC
ITP
OST
CERFISE
ADRIA-NORMANDIE
FRS
ONERA
ASGA
CTP
ITV
CNS
CREID
CRITT 2ABI
SHOM
UNGDA
CTSCCV
IFRI
IRFRH
IGR
IRD ITPF
CEDRE
IFREMER
AFOCEL
CRITT IAA IDFCVG
BNIC
AGPH
BRGM
CERIB
CNG
CETIOM
CETIM
CETIAT
ASTREDHOR
AFSSAPS
INRS
SFC
LRCCP
LCPC
ITL
ITFF
ITEIPMAI
ITCF
ITAVI
IS
Institut Pasteur
INSERM
INRPINERIS
INED
GENETHON
IDF
CTTN/IREN
GEMCEA
CTTB
CTIF
GIP Ultrasons
CTICM
ACTA
CTIFL
ANITTALRPV
ITB
CIRTES
SETRA
AGPM
UNIP
Institut Curie
ANIFELTITAB
CETIH
Institut de l'ElevageFNPC
CTC
C.T.DEC
CETEHOR
CEE
GIP-MI
ANDRA
Relational Mapping of EUROLABS Data Base:Relational Mapping of EUROLABS Data Base:France - Institutes vs. SectorsFrance - Institutes vs. Sectors
Relational Mapping of EUROLABS Data Base:Relational Mapping of EUROLABS Data Base:Single Institution Profile (INED)Single Institution Profile (INED)
INED
Basic Research Function
Certif ication/Standards
Development
Diffusion/Extension
Applied Research Function
public sector contracts
private sector contracts
government grant/core funding
Medical Sciences
Social Sciences
Other Social Sciences
Sector Government/Public Services
Sector Health
Health Sciences
National Authorities Links
BIRABEN
TOULEMON
MESLE
DESESQUELLES
THERE
CHASTELAND
BROUARD
LEFEVRE
VALLIN
LOCOH
ROHRBASSER
BONVALET
PAILHE
KATEB
SIMON
PENNEC
FESTY
GUERIN-PACE
GAYMU
HERTRICH
COURBAGE
ATTANE
LEBUGLE
VERON
BLUM
HERAN
COURGEAU
LELIEVRE
LERIDON
MERON
GRIBAUDI
FARGUES
ARDUIN
VICHNEVSKAIA
HECHT
SOLAZ
PARANT
KHLAT
BEDIDI
BRIAN
CHESNAIS
TAMOUZA
GOUSSEFF
MARPSAT-COMPAIN
GUYAVARCH
GABADINHO
FIRDION
Lantoine
EKERT-JAFFE
CAMBOIS
BARBIERI
ENEL
RIANDEY
MONNIER
PISON
LEVY
FILHON
MUNOZ-PEREZ
MAZUY
LE COEUR-LALLEMANT
NIZARD
CHARLES
BELLIS
Lièvre
THIERRY
PERROT
PRIOUX
ARBONVILLE
COLLOMB
ANDRO
ROUSSEL
DEGUY
CAZES
TRIBALAT
BOZON
RABHI
DE BRAEKELEER
SARDON
LESCLINGAND
SERMET
GROSBRAS
VIVIER
Basse
WALTISPERGER
PAUGAM
AIILET
HEILBORN
MOUGIN
PALOMARES
BOMMIER
MOUVAGHA
PONTONE
CONDON
SEBILLE
TOURNYOL-DU-CLOS
DE MIRAS
HAUDIDIER
DIGOIX
GUIBERT-LANTOINE
ECKHARDT
CLEMENT
SEGUY
KANTOROVA
FRECHON
RALLU
BACCAINI TODD
VILLENEUVE
BONNEUIL
BOURCIER
BRACHET
VALETAS
Relational Mapping of Collaboration Networks: INEDRelational Mapping of Collaboration Networks: INED
Decision Support for Management of International Collaboration Decision Support for Management of International Collaboration Projects – EC INTAS ProgramProjects – EC INTAS Program
Decision Support for Management of International Collaboration Projects Decision Support for Management of International Collaboration Projects – EC INTAS Program Life Sciences– EC INTAS Program Life Sciences
Physical Chemical Biology
RU
Biotechnology
General Biology
UK
Physiology, Fundamental Medical Science
DE
FR
UA
Pharmacology
NL
IT
DK
BE
PT
BYES
CH
UZ
FI
GR
AM
KZ
SE
AT GE
IE
TM
MD
LVLT
Decision Support for Management of International Collaboration Projects Decision Support for Management of International Collaboration Projects – EC INTAS Program – Biotechnology Subfield– EC INTAS Program – Biotechnology Subfield
Universidade de Coimbra,
Engelhardt Institute of Molecular Biology, Institute of Cytology,
St. Petersburg State University,
Moscow State University M.V. Lomonosov,
Institute of Gene Biology,
Biotechnological Company Bioservis
National Research Center GNII Genetica,
National Research Centre of Medical Genetics,Institute of Protein Research,
Institute of Experimental Cardiology,
Centre National de la Recherche Scientifique,
Cancer Research Centre,
Institute of Immunology,
Institute of Rheumatology,
N.I. Vavilov Institute of General Genetics,
Ivanovsky Institute for Virology,
Institute of Molecular Genetics,
Ludwig-Maximilians-Universität München,Centre National de la Recherche
Université des Sciences et Techniques
Imperial Cancer Research Fund,
Rijksuniversiteit Groningen,
Russian Medical Academy,
Institute of Agricultural Biotechnology,
Karolinska Institute,
Medical Research Council,
Århus Universitet,
Wageningen Agricultural University,
Deutsches Krebsforschungszentrum,
Universidad Complutense de Madrid,
University of Sussex,
University of Sheffield,
University of Portsmouth,
King’s College School of Medicine and Dentistry,
Instituto Nacional de Engenharia eJ ohn Innes Centre,
Danish Cancer Society,
Erasmus University Rotterdam,
Universidade Nova de Lisboa,
Le Biopole Végétal,
Forschungszentrum Karlsruhe GmbH,
Hospital for Infectious Diseases,
Aristotelian University of Thessaloniki,
Eberhard-Karls-Universität Tübingen,
European Molecular Biology Laboratory,
Centre for Hygiene and Epidemiology,
Rijksuniversiteit Leiden,
Vrije Universiteit Amsterdam,
University Medical Center Leiden,
Universiteit Gent,
Universitätsklinikum Essen,
Universität Köln,
Universität Bern,
Università di Roma II Tor Vergata, Katholieke Universiteit Leuven,
Universidad Politecnica etsi Agronomos,
Institute of Genetics,
National University Hospital,
National Kiev Taras Shevchenko University,
Max-Delbrück-Centre for Molecular Medicine,
Lund University,
Kongelige Veterinær og Landbohøjskol,
Albert-Ludwigs-Universität Freiburg im Breisgau,
International Centre for Genetic
Early Warning: Strategic Diagrams of Research Community Evolution: Early Warning: Strategic Diagrams of Research Community Evolution: biosafety research biosafety research
MALONE LA - 35
LEFOL E - 35
MICHAUD D - 36
J EFFERSON RA - 36
WILLIAMSON M - 37
RIESEBERG LH - 37
MACINTOSH SC - 37
HILDER VA - 37
CAPRIO MA - 37
LINDER CR - 40
SNOW AA - 41
SCHUBBERT R - 41
ONSTAD DW - 41
MEYER R - 42
SHELTON AM - 43PADGETTE SR - 43
DEBLOCK M - 43
ANDOW DA - 44
ALSTAD DN - 44TAYLOR SL - 45
J OHNSON MT - 45
BARTSCH D - 45
TANG J D - 47
SAXENA D - 47
CHEVRE AM - 48
STEWART CN - 49
PILCHER CD - 49
LIU YB - 49
J ORGENSEN RB - 49
SCHEFFLER J A - 50
NIELSEN KM - 50
MIKKELSEN TR - 54KLINGER T - 54
RAYBOULD AF - 57
SIMS SR - 59
LOSEY J E - 59SCHULER TH - 64
GATEHOUSE AMR - 71
KOZIEL MG - 72CRAWLEY MJ - 76
DALE PJ - 85
DANIELL H - 89
HILBECK A - 92
ROUSH RT - 96
PERLAK FJ - 98MCGAUGHEY WH - 98
ELLSTRAND NC - 114
TABASHNIK BE - 250
GOULD F - 258
0,001
0,01
0,10,0001 0,001 0,01 0,1
1984-1999
2000
-200
3
Analytical Tools for Strategic Analytical Tools for Strategic Management of InnovationManagement of Innovation
Data collection, data warehousing, analytical design and data analysis
Andrei Mogoutov, AGUIDEL68 Boulevard Port Royal, 75005, Paris, France
www.aguidel.com
Financial Analysis (I)Financial Analysis (I)Historical Volatility and Network CentralityHistorical Volatility and Network Centrality
R&D Collaboration and Historical Volatility 2002
MGI Pharma
CurisSepracor
TriposAVANT ImmunotherapeuticsRepligen
GENSET Protein DesignAntigenics Genelabs
Oxford GlycoSciences
NabiMylan LaboratoriesAlliance
Discovery Partners InterNational Targeted Genetics
Exelixis
InvitrogenGilead Sciences
Celgene
SuperGenQuintiles TransNational
Enzon
Sicor
Gene Logic
Scios
EvotecOrchid BioSciencesImClone Systems
Qiagen
NPS PharmaceuticalsMyriad GeneticsSerono
Valentis
ArQule
Xenova Genome Therapeutics
King
SkyePharmaOSI
XomaDyax
ICN Pharmaceuticals
Cephalon
Lexicon Genetics
DegussaTeva
Cardinal Health
Acambis
Allergan
Abgenix
Cytogen
Lion Bioscience
Bio Technology General
Ligand
ISIS Pharmaceuticals
IndevusSequenom
Vertex Pharmaceuticals
Medtronic
Mds
Biovail
Corixa
Biogen
Solvay
MedImmune
AffymetrixMedarex
Akzo Nobel
BASF
PharmacopeiaShire Pharmaceuticals
Novo Nordisk
Sanofi Synthelabo
Amgen
Incyte
Genentech
Celltech Group
Schering PloughSchering
Baxter
Merck KGaA
Amersham
Bayer
Chiron
Applera
ElanMerck & Co
AstraZeneca
Eli Lilly
Wyeth
Pharmacia
Abbott
Bristol Myers Squibb
Novartis
Pf izer
Roche
Johnson & Johnson
Glaxo SmithKline
Aventis
0%
1%
2%
3%
4%
5%
6%
7%
8%
0,0 1,0 2,0 3,0 4,0 5,0 6,0 7,0 8,0 9,0 10,0
Historical Volatility 2002
Cen
tral
ity
Amersham
Bayer
Chiron
Applera
Merck & CoAstraZeneca
Eli Lilly
Wyeth
Pharmacia
Abbott
Bristol Myers Squibb
Novartis
Pf izer
Roche
Johnson & Johnson
Glaxo SmithKline
Aventis
0%
1%
2%
3%
4%
5%
6%
7%
8%
0,0 1,0 2,0 3,0 4,0 5,0 6,0 7,0 8,0 9,0 10,0
Heterogeneous NetworksHeterogeneous NetworksCompanies & TechnologiesCompanies & Technologies
DEVICES SERVICESDIAGNOSTICS
GENOMICS
DRUG DELIVERY
LARGE MOLECULE
SMALL MOLECULE
PROTEOMICS
RECOMBINANT DNA
ANTIBODY
MOLECULAR DIVERSITYSCREENING
GENE THERAPY
SYNTHESIS
VACCINES
GENE EXPRESSION
GENERICS OTC
CELL THERAPY
AVENTIS
GLAXO
BIOINFORMATICS
JOHNSON
ROCHE
APPLERA
PFIZER
AHP
BMS
NOVARTIS
GENE SEQUENCING
GENZYME
AMERSHAM
ABBOTT
INCYTEG
MERCK_CO
PHMACIA
CHIRON
TRANSGENICS
NIH
ELAN
BAYER
ELILILLY
AFFYMET
NUTRACEUTICALS
ASTRAZEN
GENENTEC
SCHER_AG
CELLTECH
SCHERING
MILL_PHA
PERKIN
BAXTER
NANOTECHNOLOGY
PCOP
AMGEN
MEDAREX
RATIONAL DRUG DESIGN
MERCK
BOEHRING
LEXICON
VERTEX
SEQUENOM
APP_BIOS
UN_CAL
E.I. DU
CORIXA
VALENTIS
BD MONSANTO
ARQULE
NATURAL PRODUCTS
DYAX
ABGENIX
NOVO NOR
HU_GE_SC
LION_BIO
ISIS
GENE_LOG
MDS
OXFGLYCO
CYTOGEN
MEDIMMUN
UNIV_TEX
ORCHID
INDEVUSTREGA
BASF
GENOME
HARV_UNI
TGEN
EXELIXIS
J H_UNIV
AKZO
CARBOHYDRATE
CELL_PAT
BIOGEN
SUSM
MYRIAD
DPI
HMS
EVOTEC
TYCO_INT
SANOF_S
CAMBTECH
SANGAMO
BIOVAIL
QIAGEN
GENSET
BECKMAN
MIT
INVITROG
CHUGAI_B
OSI
MITSUB
IMMUNEX
TRIPOS
LIGAND
IMCLONE
ACAMBIS
P & G
CANC_RC
NEXSTAR
OXFBIOM
AURORA
XOMA
XENOVA
ENZON
AVANT
LYNX_USA
WATSON
E-HEALTH
MEDTRONI
MORPHOSY
THIRD_WA
GILEAD
SCIOS
DOUBLETW
HYSEQ
CURAGEN
SHIRE
SEPRACOR
CRUCELL
AMERNYCO
SKYEPH
MSKC_CEN
ANTIGENI
VICAL
THERMO_E
GENELABS
IVAX
DELTAGEN
GPC_BIOT
TULARIK
DOW_CHEM
GENVEC
PDL
NEORX
STEMCELL
CORNING
EPIMMUNE
HITACHI
BIO_TG
BAY_C_M
ALEXION
YAMANOUC
DUHS
IDEC
CUBIST
NEXELL
CEPHALON
FUJ ISAWA
TAKARALUDWIG_I
LIFE_TEC
GERON
NEOPROBE
PPD
ALLIANCE
SERONO
PROTSYS
TEVA
VARIAGEN
SOLVAY
CHRYSALI
DAIICHIP
DECODE
REPLIGEN
QUIDEL
SCHWARZ
TAKEDA
BIOSITE
YALE_U
UCSF
CELGENE
IMMUNOME
BIOMIRA
ROBERTS
ALLERGAN
PROGENIC
NPS
KIRIN
IMMUNOGE
ONCOR
AMRAD
DIVERSA
SCRIPPS
ICOS
ALKERMES
PITTSB_U
CURIS
POWDERJ
MYLAN
ID_BIOME
NANOGENBTG_PHAR
MEDIGENE
NEUR_BIO
UCSD
J TOBACCOKING
SANKYO
PEREGRIN
SUMITOM
MAXIGEN
IMMUNE
SOMATIX
SICOR
ONCORMED
BIOMERIE
HYBRIDON
UCLA
RIBOZYME
AD_POLY
NABI
AMYLIN
SUPERGEN
ICN_PHAR
IGEN
TAISHOPH
NYU
ACACIA
MGH
BIOCHEMP
U_WASH
SEQUUS
CAM_BIO
CELL_GEN
CYTRX
INHALE
RECORDAT
WASH_U
ANADYS
KYOWA
INSITE
BIO_RAD
3M
DEGUSSA
AASTROM
MAR_UN
GENTA
PROTHER
MCGILL_U
ALBANYMR
BBIOTECH
SYNCOR
AVANIR
ANTARES THERATEC
DSM_GIST
EISAI
CARDINAL
AMARINPHARMASC
PENEDERM
ALTANA
BIOGLAN
BOSTON_S
CENES
UNIV_COL
COLUMBIA
MAYO_FOU
MARTEK
COLLAGEN
LIPOSOME
IBM
MAX_PLAN
DUPONT_M
CORTECS
ADVMAG
DAINIPP
CYGNUS
MILLENN
ABSC
GENENCOR
ATRIX
UNIV_TR
BERLEX
UCB_GROU
BAUSCH
ENTREMED
OXFORD_U
CONNETIC
MGI
FISHER_S
MAYNE
ILEX
TRIANGLE
DRAXIS
VIRAGEN
TEIJ IN
MERI_BIO
ACCESS
DADEBEGEN_EL
FOREST
TANABESE
MEDICIS
Pasteur
PHOTOTHERAPY
FRESENIU
ONO_PHAR
STERL_DR
PH_RES
QUESTCOR
AJ INOMO
MUNDIPHA
MICHIG_U
MEIJ I
DYNAGEN
SYNBIOTI
SENETEK
QUINTILE
MASS_GEN
PIERRE
NRC_CAN
NESTLE
COLLAGEX
CHIESI
AMERISB
XENOGEN
HESKA
CHEMTRAK
PHARMASBARR_LAB
OTSUKA
BENTLEY
PROVALIS
BTG
ASAHI
NYCOMED
SUNY
MERCKLE
GUILFORD
BEAUFOUR
ELF_AQUI
INTEG_LS
AD_TS
US_BIOSC
LUNDBECK
HSC
EPITOPE
WELLCOME
COCENSYS
SYNSORBALPHARMA
MEDCO_R
ORION
SMITH
KISSEI
AXCAN
AMARILLO
UNITED_T
SHIONOGI
SPECTRAL
CORNELLU
SUNTORY
AMBI
BCU
MYCOGEN
GELTEX
NCI
FERRER
BOOTS CO
PAREXELGENOMICS
PROTEOMICS
GENE EXPRESSION
BIOINFORMATICS
INCYTEG
MERCK_CO
AFFYMET
NANOTECHNOLOGY
LEXICON
SEQUENOM
APP_BIOS
HU_GE_SC
GENE_LOG
OXFGLYCO
ORCHIDGENOME
EXELIXIS
MYRIAD
GENSET
INVITROG
LYNX_USA
THIRD_WA
HYSEQ
CURAGEN
GPC_BIOTCORNINGHITACHI
VARIAGEN
DECODE
NANOGEN
WASH_U
MCGILL_U
IBM
MAX_PLAN
MILLENNUNIV_TR
SUNY
Actor/NetworksActor/NetworksAventis
Glaxo SmithKline plc
Johnson & Johnson
Roche
Pfizer
Novartis
Bristol-Myers Squibb Co.
Abbott
Pharmacia
Wyeth
National Institutes of Health
Eli Lilly and Co.
Genzyme Corp.
AstraZenecaMerck & Co. Inc.
Elan Corporation plc.
Applera Corporation
Chiron Corp.
Bayer AG
Amersham Pharmacia Biotech
Monsanto
Merck KGaABaxter International inc.
Schering AG Schering-Plough Corp.
Celltech Group plc
Genentech Inc.
Incyte Genomics
Boehringer Ingelheim EI DuPont de Nemours & Co. Inc.
Perkin Elmer
Amgen
Sanofi-SynthelaboBecton Dickinson and Co.
Novo NordiskShire Pharmaceuticals Group plc
Pharmacopeia Inc.
BASF
IVAX Corporation
Mitsubishi Group
Millennium Pharmaceuticals Inc.
University of California
Akzo Nobel NV
Medarex Inc.
Tyco International Ltd.
Affymetrix Inc.
Procter & Gamble Co.
Harvard University
MedImmune Inc.
Massachusetts Institute of Technology
Solvay Pharmaceuticals incChugai Biopharmaceuticals Inc.
Biogen Inc.
Mds Inc.
Johns Hopkins University
Biovail Corporation
Corixa Corp.
Stanford University School of MedicineMedtronic Inc.
Vertex Pharmaceuticals Incorporated
Watson Pharmaceuticals Inc
Harvard Medical School
Sequenom Inc.
University of Texas Interneuron
Fujisaw a Healthcare INCLigand Pharmaceuticals
ISIS Pharmaceuticals Inc.
Bio-Technology General Corp.
Lion Bioscience AG
Cytogen Corp.Schw arz Pharma AG
QUIDEL Corp.
Allergan INC.
Abgenix Inc.
Cardinal Health Inc.
Acambis plc
Teva Pharmaceutical Industries Ltd
Yamanouchi Pharmaceutical Co. Ltd.Lexicon Genetics Incorporated
Degussa AG
Cell Pathw ays Inc.
Corning Inc
Applied Biosystems Group
SankyoCephalon Inc.Takeda Chemical Industries Ltd
ICN Pharmaceuticals Inc.
Duke University Health SystemDyax Corporation
Xoma ltd.
SkyePharmaOSI Pharmaceuticals Inc.
Nycomed Amersham plc.King Pharmaceuticals Inc
Xenova Group plc
ArQule Inc.
Genome Therapeutics Corp.
Aurora Biosciences Corp.
Valentis Inc.
0%
1%
2%
3%
4%
5%
6%
7%
8%
0% 2% 4% 6% 8% 10% Density
Cen
tral
ity Pharma Group ICentral, Star-like hierarchical networks
Pharma Group IILess central, Less hierarchical
Platform Tech. CompaniesClique-like, complex networks
Content AnalysisContent AnalysisDiversification PatternsDiversification Patterns
J 6F
N2B M1A
R5D
N6A
N5B
C3A
C7A
R5C
N5A
N5C
A6A
C4A
G3A
C8A
R6A
M2A
N2A
A2B
A2A
R1B
R1A
S1G
N4A
A11A
D7A
R2A
A10B
N3A
H2A
J 1D
R5A
S1E
C1E
D2A
S1A
G4B
D1A
A12A
C1B
C2A
M3B
D3A
S1L
J 1C
C9A
B3A
D10
C10A
C5C
N2C
D6A
J 1F
C7B
D11
D8A
J1A
D7B
C1C
J7A
A5A
S1K
R3AL2B
J1H
G3C
A4A
A1A
A9A
S1X
R3B
N1B J 5B
A3F
S1C
A12C
J7B
C5B
M4A
A11H
A3A
A7E
C9B
A11B
J2A
A13A
C5A
J 1G
A11E
A7H
L1X
A11C
G3D
L4AG3F
L1B
R5F
N1A
D4A
S1F
L1D
C1D
A12B
J1K
L1C
D6D
M5X
D5A
J 1E
R3D
H3A
A11G
J4A
B1B
L2A
A5B
S1B
B3X
C1A
J5C
G1B
C6A
A8A
A10C
G3GG3B
L1A
A11D
N7X
M5B
M1C
G2X
A7F
S1S
P1D
J 1X
R3G
R4A
S2D
H4A
S2C
B2D
C9C
G3H
M3A
C1X
A11F
R5B
S1N
A2C
C10B
G2D
G2A
S1R
P1B
N6B
L3A
H3B
G1D
P1E
N6E
H1C
G2F
A7B
A1B
N7B
J 7C
H4C
G2B
H4D
A3C
J8B
A14A
S1H
C2B
L3B
J6H
B1D
B2G
S1D
A10X
R3X
R3E
B2C
J6C
A10D
C9D
M6A
D5B
J3A
N6C
B2A
P1G
C8B
G3E
J1M
C1F
S3CS1T
H3C
J6E
S2A
J6J
J6G
A16A
N7D
R3I
G1C
B2F
B3C
R3F
H2B
C2C
B2B
A3E
A5C
S2B
J1L
A10E
S3B
G2E
S1M
J 6A
J1B
J 6D
R7C
B3B
P1A
H4B
A14B
A3G
R7X
A7XA11J
J4B
S3D
J8X
ANTI-INFECTIVES
SENSORY
DERMATOLOGICALS
ALIMENTARY
CARDIOVASCULAR
SpaceSpaceBiotech ClustersBiotech Clusters
01801
01801
02210
0173001803
02451
02481
02132
02139
02118Boston
Boston Region