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Accenture Life Sciences
Patient Inspired. Outcomes Driven.
Fasterandcheaper
clinicaltrials
The benefit of synthetic data
With drawn-out timelines and billions
in investments, traditional clinical trial
methods are increasingly a barrier to
cost-efficient and timely drug
development.
A role for
synthetic data
What is it? Synthetic data
is generated by applying a
sampling technique to
historic data or by creating
simulation scenarios where
models and processes
interact to create completely
new data not directly taken
from the real world.*
How will it improve clinical
development?
Minimize or replace the control arm of a trial
Reduces the demand for patient
recruitment which saves time and
money, and mitigates ethical issues
around patients receiving placebos
Model target patient population and define
the boundaries of a trial
Optimizes design and feasibility which
positively impacts operational success
*Adapted from Gartner
Overcoming obstacles
Pharma companies need to exploit the dynamics of data along these three dimensions
Velocity
Pharma companies are often
utilizing historical and distinct
data sets without incorporating
new data as it is generated and
have limited capacity to interpret
incoming data.
Variety
Pharma companies typically do not
have broad external data and have
been reluctant to look beyond their
own clinical data to other sources,
such as industry data from other
clinical trials and real-world data
from EMRs.
Volume
Pharma companies have their own
separate data, but this is just a
fraction of the potential data
available for use at an indication
level and are usually not sufficient
for rigorous statistical analysis.
Essential
enablers
Using data
efficiently, pharma
companies need to
do more to identify
and adopt advanced
technologies
Pharma companies need to invest in:
Technology
Skills
Leadership
Without the right algorithms, companies are unable to extract
meaningful insights from the data and build relationships
between data sets. Algorithms need to be deployed in a way
that enables an integrated analysis and application of data.
Without the technical and data science skills, companies are
unable to effectively apply digital solutions like predictive
modeling and have a limited understanding of big data
processing techniques such as artificial intelligence and
machine learning.
Strong leadership both within the life sciences industry
and in key regulatory agencies is needed to drive
transformation and build the infrastructure to facilitate
data and knowledge exchange.
Copyright © 2021 Accenture. All rights reserved. 5
5
Where to start
01 02 03 04
Draft your big
plan while getting
started with pilots
Create a bold global
vision for leveraging
synthetic data in clinical
trials; prioritize assets
with which to pilot the
new approach.
Take stock of your
data and look
outside for more
Supplement internal data
with external data
sources to achieve a
robust validated data set.
Deploy smart
algorithms for
“what-if” analysis
Integrate and automate
algorithms into analytics
platforms to evaluate and
predict potential
outcomes.
Evolve your
operating model
New governance, skills
and processes are needed
so that predictive data
analytics can inform
clinical deployment plans.
For more information
Dr. Boris Bogdan
Managing Director, Global Lead Precision
Oncology and Personalized Healthcare,
Accenture boris.bogdan@accenture.com
Dr. Sanjay Jaiswal
Managing Director,
R&D Analytics Lead – NA, Accenture
sanjay.s.jaiswal@accenture.com
Jonathan Peachey
Chief Operations Officer, Phesi
jonathan.peachey@phesi.com
Copyright © 2021 Accenture. All rights reserved. 7
7
Thank You

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Faster and Cheaper Clinical Trials: The Benefit of Synthetic Data

  • 1. Accenture Life Sciences Patient Inspired. Outcomes Driven. Fasterandcheaper clinicaltrials The benefit of synthetic data
  • 2. With drawn-out timelines and billions in investments, traditional clinical trial methods are increasingly a barrier to cost-efficient and timely drug development.
  • 3. A role for synthetic data What is it? Synthetic data is generated by applying a sampling technique to historic data or by creating simulation scenarios where models and processes interact to create completely new data not directly taken from the real world.* How will it improve clinical development? Minimize or replace the control arm of a trial Reduces the demand for patient recruitment which saves time and money, and mitigates ethical issues around patients receiving placebos Model target patient population and define the boundaries of a trial Optimizes design and feasibility which positively impacts operational success *Adapted from Gartner
  • 4. Overcoming obstacles Pharma companies need to exploit the dynamics of data along these three dimensions Velocity Pharma companies are often utilizing historical and distinct data sets without incorporating new data as it is generated and have limited capacity to interpret incoming data. Variety Pharma companies typically do not have broad external data and have been reluctant to look beyond their own clinical data to other sources, such as industry data from other clinical trials and real-world data from EMRs. Volume Pharma companies have their own separate data, but this is just a fraction of the potential data available for use at an indication level and are usually not sufficient for rigorous statistical analysis.
  • 5. Essential enablers Using data efficiently, pharma companies need to do more to identify and adopt advanced technologies Pharma companies need to invest in: Technology Skills Leadership Without the right algorithms, companies are unable to extract meaningful insights from the data and build relationships between data sets. Algorithms need to be deployed in a way that enables an integrated analysis and application of data. Without the technical and data science skills, companies are unable to effectively apply digital solutions like predictive modeling and have a limited understanding of big data processing techniques such as artificial intelligence and machine learning. Strong leadership both within the life sciences industry and in key regulatory agencies is needed to drive transformation and build the infrastructure to facilitate data and knowledge exchange. Copyright © 2021 Accenture. All rights reserved. 5 5
  • 6. Where to start 01 02 03 04 Draft your big plan while getting started with pilots Create a bold global vision for leveraging synthetic data in clinical trials; prioritize assets with which to pilot the new approach. Take stock of your data and look outside for more Supplement internal data with external data sources to achieve a robust validated data set. Deploy smart algorithms for “what-if” analysis Integrate and automate algorithms into analytics platforms to evaluate and predict potential outcomes. Evolve your operating model New governance, skills and processes are needed so that predictive data analytics can inform clinical deployment plans.
  • 7. For more information Dr. Boris Bogdan Managing Director, Global Lead Precision Oncology and Personalized Healthcare, Accenture boris.bogdan@accenture.com Dr. Sanjay Jaiswal Managing Director, R&D Analytics Lead – NA, Accenture sanjay.s.jaiswal@accenture.com Jonathan Peachey Chief Operations Officer, Phesi jonathan.peachey@phesi.com Copyright © 2021 Accenture. All rights reserved. 7 7