Market Place
Artificial intelligence (AI) is changing the world and bringing
efficiencies across all industries. Pharmaceuticals is one of them. AI can
accelerate drug discovery, streamline clinical trials, and personalize
medicine. It holds the potential to revolutionize the pharma industry.It takes anywhere between 10 to 15 years and around US$ 3 billion to take a new drug from its
discovery phase to the market. AI can drastically cut both the timespan and
costs and bring life-saving yet affordable treatments to the market at a faster
pace. The global AI market in healthcare was estimated to be about US$ 21
billion in 2024 and is expected to grow to over US$ 148 billion by 2029, compounding at an annual
growth rate of 48.1 percent.Drugmakers are eager to ride the AI wave. Players like Bayer, Merck KGaA, Moderna, BMS, Roche, Astellas, Amgen, Eli Lilly, Sanofi, Novo Nordisk and Johnson & Johnson have announced
collaborations, signed deals and entered into partnerships in the AI space.
Many others, such as Exscientia, Insilico, Berg, Nimbus, Recursion, and Pharos iBio, are a step ahead and are holding clinical trials on drugs developed using AI.On its part, the US Food and Drug Administration (FDA) has
recognized the increased use of AI and machine learning (ML) and has reiterated its commitment to ensure the safety and efficacy of drugs “while facilitating innovations in their development.” To this end, the US agency
published a paper in March that lists out its
approach towards the use of AI.Novo, Lilly turn to AI for
drug discovery; AI-based firms sign multiple dealsWith increased adoption of wearable devices, e-health services and
other technology-driven offerings in medicine and healthcare, there is valuable data out there that drugmakers can analyze to get more accurate predictions of a drug’s effects on the human body. Such an analysis speeds up drug development and reduces side effects of therapies. Ergo, several large drugmakers have
signed crucial AI deals. For example, Novo Nordisk has inked a potential US$ 2.7 billion deal with Valo Health to discover and develop novel treatments for cardio-metabolic diseases. The collaboration between the two organizations will leverage the capabilities of Valo’s Opal Computational Platform, including access to real-world patient data, AI-enabled small molecule discovery and Biowire human tissue modeling platform designed to speed up the discovery and development process.Similarly, Eli Lilly has entered into a US$ 494 million deal with Fauna Bio to use the latter’s AI platform — Convergence — for preclinical drug discovery efforts in obesity. Convergence analyzes genomic data from 452 mammal species and various tissue types to
create a comprehensive dataset. By integrating human data and information from
animals with natural disease resistance, the platform can identify potential
drug targets.AI-based pharma firms like Isomorphic Labs and Biolojic are also landing multiple deals. Isomorphic is owned by Google’s parent Alphabet. Along with Google DeepMind, it has created a new AI model that can
accurately predict 76 percent of protein interactions with
small molecules. In January, Isomorphic inked deals with Novartis and Lilly for a combined
value of nearly US$ 3 billion.Biolojic Design uses computational biology and AI to transform
antibodies into programmable, intelligent medicines. Earlier this month, it
announced a multi-target drug discovery collaboration
with Merck KGaA, which includes
antibody-drug conjugates. Biolojic has also inked deals with Teva and Nektar recently.Amgen harnesses generative
biology for protein-based drugs; Sanofi ties up with OpenAIFinding a good protein drug candidate is like finding a needle in
a haystack. Drug developers typically start by looking at proteins in nature and then go through the painstaking process of shaping them into safe and effective drugs.Generative biology is a revolutionary approach to drug discovery
and development that leverages ML and AI to design novel protein therapeutics. Amgen is using generative biology to innovate new protein-based drugs that have desired structures and properties based on existing protein data inputs. In fact, the California-based multinational has said it is “integrating AI across all operational levels.” It has collaborated with PostEra to advance up to five small molecule programs.Amgen is building AI models trained to analyze one of the world’s largest human datasets on an NVIDIA full-stack data center platform, known as DGX SuperPOD, that will be installed at Amgen’s deCODE genetics’ headquarters in Reykjavik, Iceland. This system will be used to build a human diversity atlas for drug target and disease-specific biomarker discovery, providing vital diagnostics for monitoring disease progression and regression.AI can analyze individual data like genetic makeup,
lifestyle and medical history to come up with personalized therapies. Amgen is working on
AI-driven precision medicines, and potentially individualized therapies, at its
Iceland facility.Sanofi too has signed multiple deals in recent months. In May,
the French drugmaker signed a collaboration with ChatGPT maker OpenAI and Formation Bio to build AI-powered software to accelerate drug development. Sanofi is also collaborating with BioMap in a deal that could be
worth up to US$ 1 billion. The deal is expected to
enable superior prediction from limited data in a range
of therapeutic areas, including immunology, neurology, oncology, and rare
diseases.AI tools can create control
arms, digital twins and slash failure rate in clinical trialsTraditional ways of drug development are fraught with challenges,
and 90 percent of drug candidates in clinical trials tend to fail. Major reasons behind this are poor patient cohort selection and recruiting mechanisms, and the inability to monitor patients effectively during trials. AI tools like Trial Pathfinder study real data obtained from patients’ electronic health records and simulate clinical trials for the drug with different eligibility criteria. Trial Pathfinder also calculates trial hazard ratios, a scientific term that compares the survival rates of those given and not given the drug.AI and synthetic data can also be used to create control arms in
clinical trials, which can help speed up the process, reduce costs, and improve
the quality of data. For example, FDA has supported the use of a Medidata Synthetic Control
Arm in a
phase 3 trial of Medicenna’s MDNA55 in recurrent
glioblastoma.In addition to observing real-time patient data, researchers can
also create digital twins, virtual replicas of cells,
organs, or people, which they can use to simulate and predict various clinical
outcomes during a trial.Our viewThe
pharmaceutical industry is on the cusp of a revolution. In the coming years, we
hope to see some tangible results of the efforts being put in by drugmakers, AI
developers and regulatory agencies. The CPhI Annual Report 2023 has predicted
that in 2030, over half of FDA-approved drugs will involve AI in their development and/or manufacturing. The winner, in our view, will be the end-user who will have cheaper, safer and more effective treatments, delivered at a faster pace.
Impressions: 1660
https://www.pharmacompass.com/radio-compass-blog/big-pharma-bets-big-on-ai-s-us-148-bn-potential-to-revolutionize-healthcare-industry
#PharmaFlow by PHARMACOMPASS
13 Jun 2024
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In the intricate world of molecular biology, oligonucleotides stand out as versatile, powerful molecules. Oligonucleotides are essentially short, single strands of DNA or RNA that modulate gene expression. There are various oligonucleotide therapy (ONT) agents (such as antisense, deoxyribozymes, siRNA and CRISPR/Cas) that offer promising therapeutic tools.A variation of gene therapy, oligonucleotide gene therapies (OGTs) are manufactured using synthetic oligonucleotides. These therapies are designed to enter cells. ONTs act like tools that can fine-tune the behavior of certain genetic instructions, and are therefore often designed to treat rare and genetic diseases and cancers. Sometimes, they may be delivered into cells through lipid nanoparticles or adeno-associated viruses (AAV), halting the translation of a specific protein. Oligonucleotides have also revolutionized vaccine development through the creation of nucleic acid vaccines, such as mRNA vaccines.The first oligonucleotide
drug, known as fomivirsen, was approved by the
US Food and Drug Administration (FDA) back in 1998. It was developed by Ionis Pharmaceuticals (then known as Isis Pharmaceuticals), and was approved to treat a rare eye disease. However, ONT approvals have picked up since 2016. Currently, there are 20 oligonucleotide drugs approved by the FDA and the European Medicines
Agency (EMA) and a majority of them treat orphan and rare
diseases.In 2023, FDA approved four ONTs — AstraZeneca-Ionis’ Wainua (eplontersen), Novo Nordisk owned Dicerna Pharmaceuticals’ Rivfloza (nedosiran), Biogen-Ionis’ Qalsody (tofersen) and Iveric Bio’s Izervay (avacincaptad pegol).In 2021, the global ONT market size was estimated to be US$ 18.2 billion. It is expected to increase to US$ 51.4 billion by 2029, growing at a compounded annual rate (CAGR) of 13.85 percent. Similarly, the market for oligonucleotides synthesis (or the process of producing oligonucleotides) was estimated at US$ 7.7 billion globally in 2022
and is expected to grow 11.8 percent CAGR to reach US$ 16.4
billion by 2030. Some of the bigger players in oligonucleotides synthesis are Danaher Corporation, Thermo Fisher Scientific, Merck KGaA, Eurofins, Agilent, Bio-Synthesis, EUROAPI, Eurogentec, STA Pharma, and Bachem.View Our Interactive Dashboard on Oligonucleotide Therapies (Free Excel Available)ONTs address neuro disorders; four ONTs bring in US$ 1.24 bn for AlnylamONTs are widely applied to treat
neurodegenerative diseases, such as Duchenne muscular dystrophy (DMD). Multiple ONTs have been approved in Europe and the US for
DMD, such as Exondys 51 (eteplirsen), Vyondys 53 (golodirsen), and Amondys 45
(casimersen) from Sarepta and NS Pharma’s Viltepso (viltolarsen). Last year, Ionis bagged two approvals in the
space. FDA
approved its Biogen-partnered
therapy Qalsody (tofersen) to treat patients with amyotrophic lateral sclerosis
(ALS). The agency
also approved AstraZeneca and Ionis’ drug Wainua (eplontersen), rendering it as the
first self-administered treatment for a rare nerve damage
disease, known as hereditary transthyretin amyloidosis (ATTR-PN). Analysts
estimate global peak sales for Wainua to come in at US$ 750
million for ATTR-PN alone. The drug is also being
tested for transthyretin-mediated amyloid cardiomyopathy (ATTR-CM), a rare
heart muscle disorder.Alnylam
Pharmaceuticals has also successfully brought four ONTs to market in recent years — Onpattro (patisiran) and
Amvuttra (vutrisiran) for rare
nerve diseases, and Givlaari (givosiran) and Oxlumo (lumasiran). Givlaari has been approved to treat acute hepatic porphyria (a liver enzyme deficiency) while Oxlumo treats primary hyperoxaluria (a disorder characterized by increased urinary oxalate excretion). The four ONTs brought in US$ 1.24
billion for Alnylam in 2023.View Our Interactive Dashboard on Oligonucleotide Therapies (Free Excel Available) Novartis
buys rights to siRNA therapy, GSK bets big on ONT pipeline through dealsAfter Alnylam discovered
inclisiran (Leqvio), Novartis acquired
global rights to the therapy in a US$ 9.7
billion deal. Leqvio was the first
FDA-approved small interfering RNA (siRNA) therapy
for LDL-C (bad cholesterol) reduction. It brought in US$ 355
million for Novartis in 2023.GSK has increasingly
been investing
in its ONT pipeline. The British
pharma has promised over US$ 5 billion in upfront and milestone payments in
multiple deals. In February, GSK exercised
its option to license Elsie Biotechnologies’ discovery platform to find
and develop novel ONTs. GSK has also entered a discovery collaboration with Wave Life Sciences.Last July, Japanese drugmaker Astellas Pharma completed its
approximately US$ 5.9 billion buyout of New
Jersey-headquartered Iveric Bio. Iveric focuses on retinal diseases and the deal gives Astellas drug candidates to treat about 160 million people with eye ailments. Subsequently, in August, Iveric’s Izervay (avacincaptad pegol) was approved by the FDA as a new
treatment for geographic atrophy (GA) secondary to age-related macular
degeneration (AMD).After Novo Nordisk acquired RNAi technology company Dicerna Pharmaceuticals for US$ 3.3 billion in 2021, the latter’s once-monthly RNAi therapy Rivfloza (nedosiran) saw FDA approval last October. Rivfloza was
okayed for children nine years and older to treat a rare genetic condition that affects the kidneys,
known as primary hyperoxaluria type 1 (PH1).View Our Interactive Dashboard on Oligonucleotide Therapies (Free Excel Available) Ionis tees up NDAs for rare
disease treatments after two late-stage trial winsThe industry is looking for cures to a wide spectrum of diseases like cancer (such as melanoma, pancreatic, liver, glioblastoma, breast and ovarian cancer), cystic fibrosis, Alzheimer’s disease, Parkinson’s disease, hepatitis B, asthma, Rett syndrome, non-alcoholic steatohepatitis, and IgA nephropathy through its research on ONTs.In January, Ionis announced late-stage results wherein its
RNA-targeted hereditary angioedema (HAE) candidate, donidalorsen, significantly
reduced the rate of HAE attacks in patients
treated every four weeks and patients treated every eight weeks. The
California-based biotech is readying a new drug application (NDA) to submit to the FDA. HAE is a rare and life-threatening genetic disease that causes unpredictable and frequent severe swelling of the skin, gastrointestinal (GI) tract, upper respiratory system, face and throat. This year, Ionis’ olezarsen was granted fast track designation by
the FDA for the rare genetic disease familial chylomicronemia syndrome (FCS).
Last September, olezarsen had met its primary endpoint of reducing abnormally high
levels of triglycerides in a late-stage trial in patients with the metabolic disorder. Currently, there are no
FDA-approved treatments for this condition. If okayed, olezarsen is likely to
bring in US $849 million in sales for Ionis by 2032.In March, FDA’s Oncologic Drugs Advisory Committee (ODAC) voted 12 to two in favor of the clinical
benefit/risk profile of imetelstat for the treatment of transfusion-dependent (TD) anemia in certain adult patients with myelodysplastic syndromes. The agency assigned a Prescription Drug User Fee Act (PDUFA) target action date of June 16, 2024, for Geron’s NDA for imetelstat. It is among the most anticipated drug launches this year.View Our Interactive Dashboard on Oligonucleotide Therapies (Free Excel Available) Our viewDeveloping ONTs is a field fraught with challenges, such as toxicity and drug delivery. There are safety concerns as well as concerns around delivering the therapy. However, technological breakthroughs and collaborations between pharma firms and contract research organizations that focus on drug delivery are continuously working towards addressing these challenges. All in all, we foresee exciting times ahead for ONTs.
Impressions: 2772
https://www.pharmacompass.com/radio-compass-blog/fda-approves-four-oligonucleotide-therapies-in-2023-novartis-gsk-novo-bet-big
#PharmaFlow by PHARMACOMPASS
21 Mar 2024
