SlideShare ist ein Scribd-Unternehmen logo
1 von 63
Downloaden Sie, um offline zu lesen
brian m. bot | principal scientist |
2017 apr 30
sage bionetworks
creative commons global summit
in an increasingly ed
| @BrianMBot
biomedical research ecosystem
supporting communities:
decentraliz
ation
the process of redistributing or dispersing
functions, powers, people, or things away
from a central location or authority
wikipedia
decentraliz
pervasiveness of networked information
cloud infrastructure
democratization of research process
funders and public pushing for > sharing
in biomedical researchationdecentraliz
recruitment
data generation
data analysis
institutional silos
recruitment data generation data analysis
institutional silosbreaking down
pilot approaches
to create open systems, incentives, and norms
network
science
open
science
participant
centered
science
decentralization sage bionetworks
Pilot Systems and Approaches
build infrastructure
that provides robust, reusable solutions
Pilot Systems and Approaches
Infrastructure
network
science
open
science
participant
centered
science
decentralization sage bionetworks
decentralization sage bionetworks
Pilot Systems and Approaches
Infrastructure
network
science
open
science
participant
centered
science
support a
that operate under these principles
research communities
ras-ness
repository project
type 2 diabetes
ctcap
research communities
tcga pancan
common mind
ras-ness
breast cancer challenge
multiD
tcga pancan
common mind
ras-ness
crcsc
psych encode
amp ad
breast cancer challenge
alzheimer's challenge
digital mamography
oncology
neuroscience
challenges
tcga pancan
common mind
ras-ness
crcsc
psych encode
amp ad
breast cancer challenge
alzheimer's challenge
digital mamography
oncology
neuroscience
challenges
tcga pancan
common mind
ras-ness
crcsc
oncology
psych encode
amp ad
neuroscience
breast cancer challenge
alzheimer's challenge
digital mamography
mPower
mole mapper
mHealth
challenges
our approach
open: as a guiding principle, but not
a dogmatic position
cloud: as our native solution, but not
the only option
bridge the divide between traditional biomedical research
and a fully digital and networked ecosystem
biomedical research deeply rooted in
it’s practice
lessons learned
community building
don’t share for the sake of sharing
necessary, but not sufficient
analytical challenges
analytical challenges
unbiased, consistent, and rigorous method assessment
sampling of a space of diverse methods
analytical challenges
be mindful of when open is appropriate
unintended consequences
identify your end goal
align incentives to get you there
crc subtyping consortium
A
B
C
D
E
F
1
2
3
4
5
6
expert team data subtype
crc subtyping consortium
A
B
C
D
E
F
1
2
3
4
5
6
...
expert team data subtype
crc subtyping consortium
crc subtyping consortium
doi:10.1038/nm.3967
crc subtyping consortium
go directly to the participants
a new model of research
Healthmobile
Healthm
insular health trackingmove beyond
> 200 million smart phone users in US
insular health trackingmove beyond
>75%
2015 march
march 2015 launch partner
5 initial apps
2 sage led
all 5 supported by sage technologies
60,000 participants in 1 month
>70% opted to share broadly
recruitment
mPower
mPower activities
motor
initiation
gait/balance hypophonia memory
x
y
z
userAcceleration
gravity
rotationRate
attitude
device motion readings at 100 hz
gait / balance
Monty Python's The Flying Circus
data releasemPower six month
promote an ecosystem
where research is conducted
for others to consume
9,520 unique participants
8,320 completed at least one task
198,639 total activities and surveys completed
1,087 self reported parkinson diagnosis
mPower six month data release
task name
type of task and
schedule
unique
participants
unique tasks
demographics survey - once 6,805 6,805
MDS-UPDRS survey - monthly 2,024 2,305
PDQ8 survey - monthly 1,334 1,641
memory activity - t.i.d. 968 8,569
tapping activity - t.i.d. 8,003 78,887
voice activity - t.i.d. 5,826 65,022
walking activity - t.i.d. 3,101 35,410
Parkinson’s Disease Foundation
Eli Lilly
AstraZeneca
Apple
Verily
Intel
Infocepts
Posit Science
MIT
The Ohio State University
University of Otago
University of Texas Health Science Center
Istanbul Sehir University
University of Iowa
University of Virginia
University of Toronto
Johns Hopkins University
Vanderbilt University
University of Rochester
McGill University
Xi'an Jiaotong University
University of Washington
Harvard University
mHealth research communityParkinson
study data released before any primary publication
100+ independent ‘qualified researchers’
working towards building a PD research community
mHealth research communityParkinson
funders pushing for greater transparency and return on
their investment
technology development moves fast, upends traditional
models of research
regulatory aspects have lagged and are rooted in ‘old’
system
social aspects are often largest barriers and move at a
glacial pace
increasingly decentralized research ecosystem
our approach
open: as a guiding principle, but not
a dogmatic conviction
cloud: as our native solution, but not
the only option
the disrupts the ecosystem
source (code) no longer enough
(users used to download tool to run locally)
open
cloud
(now users interact directly with software / platforms as services)
*** as a service
(users expect it to work 24 hrs a day)
the disrupts the ecosystemcloud
(and on every device)
(stacks of platforms built on top of one another)
the system is buffered to resist change
important to strategically push where
you can effect constructive change
…
increasingly decentralized research ecosystem ?
There is concern among some
front-line researchers that the
system will be taken over by
what some researchers have
characterized as “research
parasites”
increasingly decentralized research ecosystem ?
There is concern among some
front-line researchers that the
system will be taken over by
what some researchers have
characterized as “research
parasites”
increasingly decentralized research ecosystem ?
we all operate in the existing ecosystem
and are, therefore,
complicit in the change or lack thereof
the system is buffered to resist change
brian m. bot
————————
principal scientist
sage bionetworks
brian.bot@sagebase.org
@BrianMBot
thank you!
team sage
researchers
analysts
data scientists
designers
software engineers
governance experts
community managers
dreamers
sagebase.org/careers

Weitere ähnliche Inhalte

Was ist angesagt?

From Deadly E. coli to Endangered Polar Bear: GigaScience Provides First Cita...
From Deadly E. coli to Endangered Polar Bear: GigaScience Provides First Cita...From Deadly E. coli to Endangered Polar Bear: GigaScience Provides First Cita...
From Deadly E. coli to Endangered Polar Bear: GigaScience Provides First Cita...GigaScience, BGI Hong Kong
 
Heart BD2K - mHealth
Heart BD2K - mHealthHeart BD2K - mHealth
Heart BD2K - mHealthBrian Bot
 
Some Frameworks for Improving Analytic Operations at Your Company
Some Frameworks for Improving Analytic Operations at Your CompanySome Frameworks for Improving Analytic Operations at Your Company
Some Frameworks for Improving Analytic Operations at Your CompanyRobert Grossman
 
Some Proposed Principles for Interoperating Cloud Based Data Platforms
Some Proposed Principles for Interoperating Cloud Based Data PlatformsSome Proposed Principles for Interoperating Cloud Based Data Platforms
Some Proposed Principles for Interoperating Cloud Based Data PlatformsRobert Grossman
 
Real-World Data Challenges: Moving Towards Richer Data Ecosystems
Real-World Data Challenges: Moving Towards Richer Data EcosystemsReal-World Data Challenges: Moving Towards Richer Data Ecosystems
Real-World Data Challenges: Moving Towards Richer Data EcosystemsAnita de Waard
 
Data Repositories: Recommendation, Certification and Models for Cost Recovery
Data Repositories: Recommendation, Certification and Models for Cost RecoveryData Repositories: Recommendation, Certification and Models for Cost Recovery
Data Repositories: Recommendation, Certification and Models for Cost RecoveryAnita de Waard
 
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...Robert Grossman
 
Imaging dearry ncrdc 11062017
Imaging dearry ncrdc  11062017Imaging dearry ncrdc  11062017
Imaging dearry ncrdc 11062017imgcommcall
 
A Data Biosphere for Biomedical Research
A Data Biosphere for Biomedical ResearchA Data Biosphere for Biomedical Research
A Data Biosphere for Biomedical ResearchRobert Grossman
 
Data Science BD2K Update for NIH
Data Science BD2K Update for NIH Data Science BD2K Update for NIH
Data Science BD2K Update for NIH Philip Bourne
 
Publishing your data smyth
Publishing your data smythPublishing your data smyth
Publishing your data smythTERN Australia
 
Australia's Environmental Predictive Capability
Australia's Environmental Predictive CapabilityAustralia's Environmental Predictive Capability
Australia's Environmental Predictive CapabilityTERN Australia
 
infrastructure for communicating data-intensive science
infrastructure for communicating data-intensive scienceinfrastructure for communicating data-intensive science
infrastructure for communicating data-intensive scienceBrian Bot
 
What is Data Commons and How Can Your Organization Build One?
What is Data Commons and How Can Your Organization Build One?What is Data Commons and How Can Your Organization Build One?
What is Data Commons and How Can Your Organization Build One?Robert Grossman
 
A Gen3 Perspective of Disparate Data
A Gen3 Perspective of Disparate DataA Gen3 Perspective of Disparate Data
A Gen3 Perspective of Disparate DataRobert Grossman
 
There is No Intelligent Life Down Here
There is No Intelligent Life Down HereThere is No Intelligent Life Down Here
There is No Intelligent Life Down HerePhilip Bourne
 

Was ist angesagt? (20)

Sgci data west 12-15-16
Sgci data west 12-15-16Sgci data west 12-15-16
Sgci data west 12-15-16
 
From Deadly E. coli to Endangered Polar Bear: GigaScience Provides First Cita...
From Deadly E. coli to Endangered Polar Bear: GigaScience Provides First Cita...From Deadly E. coli to Endangered Polar Bear: GigaScience Provides First Cita...
From Deadly E. coli to Endangered Polar Bear: GigaScience Provides First Cita...
 
Heart BD2K - mHealth
Heart BD2K - mHealthHeart BD2K - mHealth
Heart BD2K - mHealth
 
Some Frameworks for Improving Analytic Operations at Your Company
Some Frameworks for Improving Analytic Operations at Your CompanySome Frameworks for Improving Analytic Operations at Your Company
Some Frameworks for Improving Analytic Operations at Your Company
 
Some Proposed Principles for Interoperating Cloud Based Data Platforms
Some Proposed Principles for Interoperating Cloud Based Data PlatformsSome Proposed Principles for Interoperating Cloud Based Data Platforms
Some Proposed Principles for Interoperating Cloud Based Data Platforms
 
Real-World Data Challenges: Moving Towards Richer Data Ecosystems
Real-World Data Challenges: Moving Towards Richer Data EcosystemsReal-World Data Challenges: Moving Towards Richer Data Ecosystems
Real-World Data Challenges: Moving Towards Richer Data Ecosystems
 
Data Repositories: Recommendation, Certification and Models for Cost Recovery
Data Repositories: Recommendation, Certification and Models for Cost RecoveryData Repositories: Recommendation, Certification and Models for Cost Recovery
Data Repositories: Recommendation, Certification and Models for Cost Recovery
 
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
How Data Commons are Changing the Way that Large Datasets Are Analyzed and Sh...
 
Imaging dearry ncrdc 11062017
Imaging dearry ncrdc  11062017Imaging dearry ncrdc  11062017
Imaging dearry ncrdc 11062017
 
Knoesis Student Achievement
Knoesis Student AchievementKnoesis Student Achievement
Knoesis Student Achievement
 
A Data Biosphere for Biomedical Research
A Data Biosphere for Biomedical ResearchA Data Biosphere for Biomedical Research
A Data Biosphere for Biomedical Research
 
Data Science BD2K Update for NIH
Data Science BD2K Update for NIH Data Science BD2K Update for NIH
Data Science BD2K Update for NIH
 
Data Analytics
Data AnalyticsData Analytics
Data Analytics
 
Publishing your data smyth
Publishing your data smythPublishing your data smyth
Publishing your data smyth
 
Australia's Environmental Predictive Capability
Australia's Environmental Predictive CapabilityAustralia's Environmental Predictive Capability
Australia's Environmental Predictive Capability
 
infrastructure for communicating data-intensive science
infrastructure for communicating data-intensive scienceinfrastructure for communicating data-intensive science
infrastructure for communicating data-intensive science
 
What is Data Commons and How Can Your Organization Build One?
What is Data Commons and How Can Your Organization Build One?What is Data Commons and How Can Your Organization Build One?
What is Data Commons and How Can Your Organization Build One?
 
A Gen3 Perspective of Disparate Data
A Gen3 Perspective of Disparate DataA Gen3 Perspective of Disparate Data
A Gen3 Perspective of Disparate Data
 
2015 Kno.e.sis Center Annual Review
2015 Kno.e.sis Center Annual Review2015 Kno.e.sis Center Annual Review
2015 Kno.e.sis Center Annual Review
 
There is No Intelligent Life Down Here
There is No Intelligent Life Down HereThere is No Intelligent Life Down Here
There is No Intelligent Life Down Here
 

Ähnlich wie Decentralization in Biomedical Research

Seattle-Denver VA Center for Innovation
Seattle-Denver VA Center for InnovationSeattle-Denver VA Center for Innovation
Seattle-Denver VA Center for InnovationBrian Bot
 
Mozilla Science Labs Berlin Meetup
Mozilla Science Labs Berlin MeetupMozilla Science Labs Berlin Meetup
Mozilla Science Labs Berlin MeetupBrian Bot
 
strata_ny_2016_version_final_no_animation
strata_ny_2016_version_final_no_animationstrata_ny_2016_version_final_no_animation
strata_ny_2016_version_final_no_animationTaposh Dutta Roy
 
decentralization: a trend in biomedical research
decentralization: a trend in biomedical researchdecentralization: a trend in biomedical research
decentralization: a trend in biomedical researchBrian Bot
 
Nicole Nogoy: GigaScience...how licensing can change the way we do research
Nicole Nogoy: GigaScience...how licensing can change the way we do researchNicole Nogoy: GigaScience...how licensing can change the way we do research
Nicole Nogoy: GigaScience...how licensing can change the way we do researchGigaScience, BGI Hong Kong
 
20160811 Big Data for Health and Medicine
20160811 Big Data for Health and Medicine20160811 Big Data for Health and Medicine
20160811 Big Data for Health and MedicineBrian Bot
 
wolstencroft-ogf20-astro
wolstencroft-ogf20-astrowolstencroft-ogf20-astro
wolstencroft-ogf20-astrowebuploader
 
Grid Computing July 2009
Grid Computing July 2009Grid Computing July 2009
Grid Computing July 2009Ian Foster
 
leveraging the web to make science more collaborative
leveraging the web to make science more collaborativeleveraging the web to make science more collaborative
leveraging the web to make science more collaborativeBrian Bot
 
Parsec 191119 slideshare
Parsec 191119 slideshareParsec 191119 slideshare
Parsec 191119 slideshareAlison Specht
 
biomedical research in an increasingly digital world
biomedical research in an increasingly digital worldbiomedical research in an increasingly digital world
biomedical research in an increasingly digital worldBrian Bot
 
mobile technologies: riding the hype cycle together
mobile technologies: riding the hype cycle togethermobile technologies: riding the hype cycle together
mobile technologies: riding the hype cycle togetherBrian Bot
 
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...GigaScience, BGI Hong Kong
 
A Successful Academic Medical Center Must be a Truly Digital Enterprise
A Successful Academic Medical Center Must be a Truly Digital EnterpriseA Successful Academic Medical Center Must be a Truly Digital Enterprise
A Successful Academic Medical Center Must be a Truly Digital EnterprisePhilip Bourne
 
Navigating the data management ecosystem - Dan Valen
Navigating the data management ecosystem - Dan ValenNavigating the data management ecosystem - Dan Valen
Navigating the data management ecosystem - Dan ValenDigital Science
 

Ähnlich wie Decentralization in Biomedical Research (20)

Seattle-Denver VA Center for Innovation
Seattle-Denver VA Center for InnovationSeattle-Denver VA Center for Innovation
Seattle-Denver VA Center for Innovation
 
Mozilla Science Labs Berlin Meetup
Mozilla Science Labs Berlin MeetupMozilla Science Labs Berlin Meetup
Mozilla Science Labs Berlin Meetup
 
Ilik - Beyond the Manuscript: Using IRs for Non Traditional Content Types
Ilik - Beyond the Manuscript: Using IRs for Non Traditional Content TypesIlik - Beyond the Manuscript: Using IRs for Non Traditional Content Types
Ilik - Beyond the Manuscript: Using IRs for Non Traditional Content Types
 
strata_ny_2016_version_final_no_animation
strata_ny_2016_version_final_no_animationstrata_ny_2016_version_final_no_animation
strata_ny_2016_version_final_no_animation
 
decentralization: a trend in biomedical research
decentralization: a trend in biomedical researchdecentralization: a trend in biomedical research
decentralization: a trend in biomedical research
 
Nicole Nogoy: GigaScience...how licensing can change the way we do research
Nicole Nogoy: GigaScience...how licensing can change the way we do researchNicole Nogoy: GigaScience...how licensing can change the way we do research
Nicole Nogoy: GigaScience...how licensing can change the way we do research
 
20160811 Big Data for Health and Medicine
20160811 Big Data for Health and Medicine20160811 Big Data for Health and Medicine
20160811 Big Data for Health and Medicine
 
wolstencroft-ogf20-astro
wolstencroft-ogf20-astrowolstencroft-ogf20-astro
wolstencroft-ogf20-astro
 
Grid Computing July 2009
Grid Computing July 2009Grid Computing July 2009
Grid Computing July 2009
 
From Clinical Information Systems toward HealthGrid
From Clinical Information Systems toward HealthGridFrom Clinical Information Systems toward HealthGrid
From Clinical Information Systems toward HealthGrid
 
leveraging the web to make science more collaborative
leveraging the web to make science more collaborativeleveraging the web to make science more collaborative
leveraging the web to make science more collaborative
 
Parsec 191119 slideshare
Parsec 191119 slideshareParsec 191119 slideshare
Parsec 191119 slideshare
 
Cyberistructure
CyberistructureCyberistructure
Cyberistructure
 
Web and Complex Systems Lab @ Kno.e.sis
Web and Complex Systems Lab @ Kno.e.sisWeb and Complex Systems Lab @ Kno.e.sis
Web and Complex Systems Lab @ Kno.e.sis
 
biomedical research in an increasingly digital world
biomedical research in an increasingly digital worldbiomedical research in an increasingly digital world
biomedical research in an increasingly digital world
 
mobile technologies: riding the hype cycle together
mobile technologies: riding the hype cycle togethermobile technologies: riding the hype cycle together
mobile technologies: riding the hype cycle together
 
Research-KS-Jun2015
Research-KS-Jun2015Research-KS-Jun2015
Research-KS-Jun2015
 
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...
Scott Edmunds: GigaScience - a journal or a database? Lessons learned from th...
 
A Successful Academic Medical Center Must be a Truly Digital Enterprise
A Successful Academic Medical Center Must be a Truly Digital EnterpriseA Successful Academic Medical Center Must be a Truly Digital Enterprise
A Successful Academic Medical Center Must be a Truly Digital Enterprise
 
Navigating the data management ecosystem - Dan Valen
Navigating the data management ecosystem - Dan ValenNavigating the data management ecosystem - Dan Valen
Navigating the data management ecosystem - Dan Valen
 

Mehr von Brian Bot

research participation as a social contract
research participation as a social contractresearch participation as a social contract
research participation as a social contractBrian Bot
 
biomedical research in an increasingly digital world
biomedical research in an increasingly digital worldbiomedical research in an increasingly digital world
biomedical research in an increasingly digital worldBrian Bot
 
the beginnings of an open ecosystem in mHealth
the beginnings of an open ecosystem in mHealththe beginnings of an open ecosystem in mHealth
the beginnings of an open ecosystem in mHealthBrian Bot
 
biomedical research in an increasingly digital world
biomedical research in an increasingly digital worldbiomedical research in an increasingly digital world
biomedical research in an increasingly digital worldBrian Bot
 
tools for reproducible research in an increasingly digital world
tools for reproducible research in an increasingly digital worldtools for reproducible research in an increasingly digital world
tools for reproducible research in an increasingly digital worldBrian Bot
 
evaluating the quality of open access content
evaluating the quality of open access contentevaluating the quality of open access content
evaluating the quality of open access contentBrian Bot
 
caveat emptor: what you need to know about online journals, open access, and ...
caveat emptor: what you need to know about online journals, open access, and ...caveat emptor: what you need to know about online journals, open access, and ...
caveat emptor: what you need to know about online journals, open access, and ...Brian Bot
 
enabling transparent, reproducible research
enabling transparent, reproducible researchenabling transparent, reproducible research
enabling transparent, reproducible researchBrian Bot
 
tools for communicating in the computational sciences
tools for communicating in the computational sciencestools for communicating in the computational sciences
tools for communicating in the computational sciencesBrian Bot
 
clearScience presentation at Strata London
clearScience presentation at Strata LondonclearScience presentation at Strata London
clearScience presentation at Strata LondonBrian Bot
 

Mehr von Brian Bot (10)

research participation as a social contract
research participation as a social contractresearch participation as a social contract
research participation as a social contract
 
biomedical research in an increasingly digital world
biomedical research in an increasingly digital worldbiomedical research in an increasingly digital world
biomedical research in an increasingly digital world
 
the beginnings of an open ecosystem in mHealth
the beginnings of an open ecosystem in mHealththe beginnings of an open ecosystem in mHealth
the beginnings of an open ecosystem in mHealth
 
biomedical research in an increasingly digital world
biomedical research in an increasingly digital worldbiomedical research in an increasingly digital world
biomedical research in an increasingly digital world
 
tools for reproducible research in an increasingly digital world
tools for reproducible research in an increasingly digital worldtools for reproducible research in an increasingly digital world
tools for reproducible research in an increasingly digital world
 
evaluating the quality of open access content
evaluating the quality of open access contentevaluating the quality of open access content
evaluating the quality of open access content
 
caveat emptor: what you need to know about online journals, open access, and ...
caveat emptor: what you need to know about online journals, open access, and ...caveat emptor: what you need to know about online journals, open access, and ...
caveat emptor: what you need to know about online journals, open access, and ...
 
enabling transparent, reproducible research
enabling transparent, reproducible researchenabling transparent, reproducible research
enabling transparent, reproducible research
 
tools for communicating in the computational sciences
tools for communicating in the computational sciencestools for communicating in the computational sciences
tools for communicating in the computational sciences
 
clearScience presentation at Strata London
clearScience presentation at Strata LondonclearScience presentation at Strata London
clearScience presentation at Strata London
 

Kürzlich hochgeladen

《Queensland毕业文凭-昆士兰大学毕业证成绩单》
《Queensland毕业文凭-昆士兰大学毕业证成绩单》《Queensland毕业文凭-昆士兰大学毕业证成绩单》
《Queensland毕业文凭-昆士兰大学毕业证成绩单》rnrncn29
 
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.PraveenaKalaiselvan1
 
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...lizamodels9
 
Pests of safflower_Binomics_Identification_Dr.UPR.pdf
Pests of safflower_Binomics_Identification_Dr.UPR.pdfPests of safflower_Binomics_Identification_Dr.UPR.pdf
Pests of safflower_Binomics_Identification_Dr.UPR.pdfPirithiRaju
 
Bioteknologi kelas 10 kumer smapsa .pptx
Bioteknologi kelas 10 kumer smapsa .pptxBioteknologi kelas 10 kumer smapsa .pptx
Bioteknologi kelas 10 kumer smapsa .pptx023NiWayanAnggiSriWa
 
User Guide: Magellan MX™ Weather Station
User Guide: Magellan MX™ Weather StationUser Guide: Magellan MX™ Weather Station
User Guide: Magellan MX™ Weather StationColumbia Weather Systems
 
Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024AyushiRastogi48
 
Call Girls In Nihal Vihar Delhi ❤️8860477959 Looking Escorts In 24/7 Delhi NCR
Call Girls In Nihal Vihar Delhi ❤️8860477959 Looking Escorts In 24/7 Delhi NCRCall Girls In Nihal Vihar Delhi ❤️8860477959 Looking Escorts In 24/7 Delhi NCR
Call Girls In Nihal Vihar Delhi ❤️8860477959 Looking Escorts In 24/7 Delhi NCRlizamodels9
 
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...D. B. S. College Kanpur
 
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
Microphone- characteristics,carbon microphone, dynamic microphone.pptx
Microphone- characteristics,carbon microphone, dynamic microphone.pptxMicrophone- characteristics,carbon microphone, dynamic microphone.pptx
Microphone- characteristics,carbon microphone, dynamic microphone.pptxpriyankatabhane
 
Radiation physics in Dental Radiology...
Radiation physics in Dental Radiology...Radiation physics in Dental Radiology...
Radiation physics in Dental Radiology...navyadasi1992
 
User Guide: Capricorn FLX™ Weather Station
User Guide: Capricorn FLX™ Weather StationUser Guide: Capricorn FLX™ Weather Station
User Guide: Capricorn FLX™ Weather StationColumbia Weather Systems
 
LIGHT-PHENOMENA-BY-CABUALDIONALDOPANOGANCADIENTE-CONDEZA (1).pptx
LIGHT-PHENOMENA-BY-CABUALDIONALDOPANOGANCADIENTE-CONDEZA (1).pptxLIGHT-PHENOMENA-BY-CABUALDIONALDOPANOGANCADIENTE-CONDEZA (1).pptx
LIGHT-PHENOMENA-BY-CABUALDIONALDOPANOGANCADIENTE-CONDEZA (1).pptxmalonesandreagweneth
 
ALL ABOUT MIXTURES IN GRADE 7 CLASS PPTX
ALL ABOUT MIXTURES IN GRADE 7 CLASS PPTXALL ABOUT MIXTURES IN GRADE 7 CLASS PPTX
ALL ABOUT MIXTURES IN GRADE 7 CLASS PPTXDole Philippines School
 
Carbon Dioxide Capture and Storage (CSS)
Carbon Dioxide Capture and Storage (CSS)Carbon Dioxide Capture and Storage (CSS)
Carbon Dioxide Capture and Storage (CSS)Tamer Koksalan, PhD
 
OECD bibliometric indicators: Selected highlights, April 2024
OECD bibliometric indicators: Selected highlights, April 2024OECD bibliometric indicators: Selected highlights, April 2024
OECD bibliometric indicators: Selected highlights, April 2024innovationoecd
 
Four Spheres of the Earth Presentation.ppt
Four Spheres of the Earth Presentation.pptFour Spheres of the Earth Presentation.ppt
Four Spheres of the Earth Presentation.pptJoemSTuliba
 
Base editing, prime editing, Cas13 & RNA editing and organelle base editing
Base editing, prime editing, Cas13 & RNA editing and organelle base editingBase editing, prime editing, Cas13 & RNA editing and organelle base editing
Base editing, prime editing, Cas13 & RNA editing and organelle base editingNetHelix
 
Neurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 trNeurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 trssuser06f238
 

Kürzlich hochgeladen (20)

《Queensland毕业文凭-昆士兰大学毕业证成绩单》
《Queensland毕业文凭-昆士兰大学毕业证成绩单》《Queensland毕业文凭-昆士兰大学毕业证成绩单》
《Queensland毕业文凭-昆士兰大学毕业证成绩单》
 
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.
BIOETHICS IN RECOMBINANT DNA TECHNOLOGY.
 
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...
Best Call Girls In Sector 29 Gurgaon❤️8860477959 EscorTs Service In 24/7 Delh...
 
Pests of safflower_Binomics_Identification_Dr.UPR.pdf
Pests of safflower_Binomics_Identification_Dr.UPR.pdfPests of safflower_Binomics_Identification_Dr.UPR.pdf
Pests of safflower_Binomics_Identification_Dr.UPR.pdf
 
Bioteknologi kelas 10 kumer smapsa .pptx
Bioteknologi kelas 10 kumer smapsa .pptxBioteknologi kelas 10 kumer smapsa .pptx
Bioteknologi kelas 10 kumer smapsa .pptx
 
User Guide: Magellan MX™ Weather Station
User Guide: Magellan MX™ Weather StationUser Guide: Magellan MX™ Weather Station
User Guide: Magellan MX™ Weather Station
 
Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024Vision and reflection on Mining Software Repositories research in 2024
Vision and reflection on Mining Software Repositories research in 2024
 
Call Girls In Nihal Vihar Delhi ❤️8860477959 Looking Escorts In 24/7 Delhi NCR
Call Girls In Nihal Vihar Delhi ❤️8860477959 Looking Escorts In 24/7 Delhi NCRCall Girls In Nihal Vihar Delhi ❤️8860477959 Looking Escorts In 24/7 Delhi NCR
Call Girls In Nihal Vihar Delhi ❤️8860477959 Looking Escorts In 24/7 Delhi NCR
 
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...
Fertilization: Sperm and the egg—collectively called the gametes—fuse togethe...
 
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Munirka Delhi 💯Call Us 🔝8264348440🔝
 
Microphone- characteristics,carbon microphone, dynamic microphone.pptx
Microphone- characteristics,carbon microphone, dynamic microphone.pptxMicrophone- characteristics,carbon microphone, dynamic microphone.pptx
Microphone- characteristics,carbon microphone, dynamic microphone.pptx
 
Radiation physics in Dental Radiology...
Radiation physics in Dental Radiology...Radiation physics in Dental Radiology...
Radiation physics in Dental Radiology...
 
User Guide: Capricorn FLX™ Weather Station
User Guide: Capricorn FLX™ Weather StationUser Guide: Capricorn FLX™ Weather Station
User Guide: Capricorn FLX™ Weather Station
 
LIGHT-PHENOMENA-BY-CABUALDIONALDOPANOGANCADIENTE-CONDEZA (1).pptx
LIGHT-PHENOMENA-BY-CABUALDIONALDOPANOGANCADIENTE-CONDEZA (1).pptxLIGHT-PHENOMENA-BY-CABUALDIONALDOPANOGANCADIENTE-CONDEZA (1).pptx
LIGHT-PHENOMENA-BY-CABUALDIONALDOPANOGANCADIENTE-CONDEZA (1).pptx
 
ALL ABOUT MIXTURES IN GRADE 7 CLASS PPTX
ALL ABOUT MIXTURES IN GRADE 7 CLASS PPTXALL ABOUT MIXTURES IN GRADE 7 CLASS PPTX
ALL ABOUT MIXTURES IN GRADE 7 CLASS PPTX
 
Carbon Dioxide Capture and Storage (CSS)
Carbon Dioxide Capture and Storage (CSS)Carbon Dioxide Capture and Storage (CSS)
Carbon Dioxide Capture and Storage (CSS)
 
OECD bibliometric indicators: Selected highlights, April 2024
OECD bibliometric indicators: Selected highlights, April 2024OECD bibliometric indicators: Selected highlights, April 2024
OECD bibliometric indicators: Selected highlights, April 2024
 
Four Spheres of the Earth Presentation.ppt
Four Spheres of the Earth Presentation.pptFour Spheres of the Earth Presentation.ppt
Four Spheres of the Earth Presentation.ppt
 
Base editing, prime editing, Cas13 & RNA editing and organelle base editing
Base editing, prime editing, Cas13 & RNA editing and organelle base editingBase editing, prime editing, Cas13 & RNA editing and organelle base editing
Base editing, prime editing, Cas13 & RNA editing and organelle base editing
 
Neurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 trNeurodevelopmental disorders according to the dsm 5 tr
Neurodevelopmental disorders according to the dsm 5 tr
 

Decentralization in Biomedical Research