Top 10 Pharma Industry Trends & Innovations in 2021
Top 10 Pharma Industry Trends & Innovations in
2021
The COVID pandemic has forced all companies to rethink many aspects of their business, including manufacturing and the same holds true for pharma companies. The pandemic also highlights the need for improving the speed and accuracy of finding and mass-producing novel drugs, treatment methods, and vaccines to respond to such large-scale and high-pressure demand. Below are most relevant solution
1. Artificial Intelligence and Machine Learning
The use of artificial intelligence and machine learning is
accelerating the drug discovery and development processes. Pharma industries
are exploring the use of these technologies to address the various challenges,
such as automation and optimization of the manufacturing processes, as well as
designing effective marketing and post-launch strategies.
Patient identification is a crucial
step in the drug discovery and development process, especially for conducting
clinical trials. Artificial intelligence simplifies the identification of
eligibility criteria and the inclusion of patients and also makes the cohort
identification process faster and cheaper. AI algorithms can be used to
identify patient cohorts for drug discovery, clinical trials, and real-world
evidence (RWE) studies.
The machine learning-based software can scan through electronic
health records (EHR) and unstructured doctors’ notes to find the right patients
based on phenotypes.
Drug Discovery: Different
machine learning approaches, such as few-shot learning, reinforcement learning,
active learning, and representation learning, can be utilized to aid the drug
discovery process. The deep learning solution uses small and noisy datasets to
predict and optimize potential drug candidates, further eliminating the need
for large datasets.
2. Automation to Autonomous
Year 2020 helped the world unleash the true potential of
digitisation at a pace never seen before. As the world moved from offline to
online, businesses adopted cloud and AI to automate operations and accelerated
their digital transformation at record speed.
Many pharma organizations are in the process of updating their
process from manual/semi-automatic to automatic. Those are being in the automatic
level, are on a journey from automation to autonomy. In the first wave of
automation, pharma organization had automated what they thought was
automatable, but cloud and AI have opened new possibilities, and changed the
definition of what is automatable
To become
the state of autonomous, need to automate more of the complex decisioning and
edge-use cases—and this requires more AI, cloud, data, and intelligent
automation. Cloud is giving us the ability to deal with lots of data and
computing power - which opens use cases for AI that we didn’t think existed
before. As a result, a lot of processes will move to no-touch, low-touch or
fully autonomous processing.
The current
challenge for Cloud system is to meet the GMP requirement. However, with collaboration
of Pharma and IT expert, it will be resolved soon and Autonomous will be the future
of Pharma manufacturing system.
3. Big Data & Analytics
Clinical data management became a crucial area of focus. The
large volumes of data available throughout the drug discovery and development
process require high-performance systems to properly analyze data and derive
value from it. The advancement in analytical techniques is also turning
historical and real-time data available with pharmaceutical companies into
valuable assets for predictive, diagnostic, prescriptive, and descriptive
analytics. Moreover, these analytics techniques are used on almost all types of
medical data from patient records, medical imaging, and hospital data etc.
In-silico modeling can be utilized
to build customized drug development roadmaps by augmenting the available data,
analysis.
4. Flexible Production
The pharma industry is exploring new ways of manufacturing due
to the changing market dynamics, such as small batches for precision medicine.
Single-use technology is gaining popularity as it reduces downtime and
increases productivity by eliminating complex steps like cleaning and
validation between separate production stages. New types of bioreactor systems
and continuous manufacturing processes address the increasing focus on
biopharmaceuticals. In addition to eliminating downtime, continuous manufacturing
has low energy needs, achieves high productivity, and minimizes the amount of
waste.
Arlift technology (single-use airlift bioreactor systems) uses bubbles instead of mechanical mixing to move cells and nutrients. The reactor comes with disposable bioreactor bags, an integrated heater, and offers precise regulation of biochemical parameters such as pH, dissolved oxygen, and temperature. The single-use system can be used for a variety of cell cultures and fermentation and the startups have achieved growth of bacteria, yeast, microalgae, and bacteriophage amplification.
For continuous manufacturing process refer https://pharmatutor21.blogspot.com/2021/02/continuous-manufacturing-improve.html
5. Precision Medicine
Gene expression, metabolomics and Genome data analysis tools
helps pharma organization to enter in the field of precision medicine. Precision
medicine comes from the idea of treating each patient as a unique individual.
Advancements in data analysis are providing new insights into how the human
body responds to drugs (Pharmacokinetics - absorption,
bioavailability, distribution, metabolism, and excretion). This knowledge,
along with advanced manufacturing methods such as additive manufacturing, is
making personalized medicine a reality. Drug exposure models determine the
pharmacokinetic and pharmacodynamic properties of drugs for arriving at the
right dosage for drugs based on age, sex, comorbidities, and other clinical
parameters.
Additive manufacturing (AM) or additive layer manufacturing
(ALM) is the industrial production name for 3D
printing, a computer-controlled process that creates three dimensional
objects by depositing materials, usually in layers.
6. Additive Manufacturing -3D printer
The need for precision medicine is also making pharmaceutical
companies rethink the manufacturing process. A lot of research is underway for
making advanced 3D printers that print tissues or cells. 3D printing of human
tissues has great applications in drug development, organ engineering, and
regenerative medicine. This allows the development of age or physiology-dependent
medical formulations, as well as precision pills. Bioprinters also help in
pushing innovation in bioinks, tissue engineering, and microfluidics.
FabRx is a British startup that manufactures M3DIMAKER, a 3D
printer for making personalized pills. M3DIMAKER uses proprietary technology
for direct powder extrusion. The single-step printing process uses a single
screw extruder for the extrusion of powdered material. It manufactures pills
with properties such as sustained or delayed dose, and multidrug combination
pills (polypills). The printer also enables small batch production for clinical
trials and precise personalized dosage forms for individuals.
7. Extended Reality (XR)
Mixed reality (MR), virtual reality (VR), and augmented reality
(AR) is enabling visualizations like never before. Pharma organizations are
exploring the possibilities of these technologies in pharmaceutical research and
manufacturing spheres. Extended reality tools enable data-rich and meaningful
real-time location-agonistic interaction among research teams.
The VR-based molecular visualization tool imports molecular data
from public databases or custom inputs and helps researchers to design
proteins, iterate 3D structures, and also work in a virtual workspace with
global team members.
AR can be utilized in pharma and biopharma manufacturing system.
The solution enables technicians and line operators to increase their
productivity and efficiency by prompting various tasks in real-time, in an AR
environment. This suite supports all shop floor processes like manufacturing,
filling, primary packaging, and secondary packaging.
8. Real-World Data
Real-world data (RWD) and real-world evidence (RWE) are
transforming innovations in the pharmaceutical industry. RWD includes patient
health status, treatment data, and health reports collected routinely. The
pharmaceutical industry, owing to its research-intensive nature, has to make
sure that the data they use is reliable and of real value. The availability of
real-world data enabled by the Internet of Things (IoT), sensors, and wearables
is restructuring the way the pharma industry is functioning.
9. Digital Therapeutics
Digital therapeutics deliver evidence-based therapeutic interventions
using software to prevent, manage, or treat physical, mental, and behavioral
conditions. These non-pharmacological, tech-driven solutions are either
stand-alone or used along with medications, devices, or therapies. Digital
therapeutics let each individual have greater control over their health and
outcomes.
Cognivive, a US-based startup, offers evidence-based digital
therapeutics for the treatment of neurocognitive and neuromotor impairments.
The neurorehabilitation treatment uses a medical device to help patients
recover from a stroke.
10. Curative Therapies
There is a paradigm shift happening in the area of treating
illnesses from managing diseases to curing diseases altogether. Curative
therapies such as cell and gene therapies are changing the way we deal with
chronic diseases or difficult to treat conditions by eliminating the need for
long-term treatments. In gene therapy, genetic material is introduced into the
cells to compensate for abnormal genes or to make a beneficial protein.
Genetically engineered viruses are the most common vectors used for gene
therapy.
Mogrify is a British startup that develops a proprietary direct
cellular conversion platform to transmogrify any mature human cells. The
platform technology identifies the transcription factors or small molecules
required to convert any mature cell into any other mature cell type by
analyzing sequencing data and regulatory networks. Mogrify develops novel cell
therapies for musculoskeletal, auto-immune, and cancer immunotherapy, as well
as ocular and respiratory diseases.
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