CAS InsightsTM

Accelerating your scientific progress by revealing unique connections and perspective at the intersection of science, technology, and innovation.

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Webinar: Healthy longevity, aging hallmarks, and innovative strategies

Experts from CAS, Harvard Medical School, Procter & Gamble, and Cedars-Sinai Medical Center discuss health aging research.

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PROTACs are revolutionizing small molecule drug ​​development

PROTACs are driving small molecule drug development to treat cancer, neurodegenerative diseases and more

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AI in Pharma: Data strategies fuel successful drug repurposing

Discover how artificial intelligence in pharma can enhance drug repurposing by leveraging dark data, ensuring data diversity, and improving data quality.

Abstract Background of Blurry Golden ParticlesAbstract Background of Blurry Golden Particles
Goldene—advancing new applications on the promise of graphene

The opportunities and challenges facing the development of goldene

Adam Sanford and Orr Ravitz from CASAdam Sanford and Orr Ravitz from CAS
How predictive models empower drug discovery

Discover how CAS leverages advanced data management and predictive models to revolutionize drug discovery in this conversation with industry leaders.

Cancer cells scene - 3d rendered imageCancer cells scene - 3d rendered image
CAR-T cell therapy drives breakthroughs for cancer, autoimmune diseases, and more

While CAR-T cell therapy is mostly used for cancers, it has shown promising results in treating autoimmune diseases, HIV, and more

Old solar panels in a factory yardOld solar panels in a factory yard
How to improve solar panel recycling

As solar panel usage increases, researchers are looking for new methods to tackle PV waste.

Female scientist looking trough the microscope writing down her discoveries Female scientist looking trough the microscope writing down her discoveries
Exploring how the GLP-1 function may provide benefits beyond weight loss and diabetes

The GIP and GLP-1 function shows promising results in treating cardiovascular and neurodegenerative conditions.

© Nobel Prize Outreach. Photo: Hugh Fox© Nobel Prize Outreach. Photo: Hugh Fox
Three paths to a Nobel Prize in chemistry

Three categories of breakthroughs that have been awarded the Nobel Prize in Chemistry in the last forty years

Male medical worker pipetting chemical in test tube while working in laboratory
Male medical worker pipetting chemical in test tube while working in laboratory
Defining the path to TBK1 inhibition with QSAR modeling

Why are there no FDA approved TBK1 (TANK-binding kinase) inhibitors on the market, despite the key role it plays in the pathophysiology of many diseases.

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Better safety, better performance: How sensors change the game

Science and wearable tech go hand in hand to provide athletes with precise, personalized information to improve their performance.

A visual representation of a virus.A visual representation of a virus.
Latest developments in the global mpox outbreak

With recent headlines on monkeypox, learn more about the research landscape, scientific profiles, and currently available therapies. A deeper understanding of the published science enables clarity and insight on this emerging news story.

Nanoparticles in drug delivery, conceptual illustration Nanoparticles in drug delivery, conceptual illustration
Nano-sized drug delivery systems can treat cancer, HIV, and more

Nanoscale drug delivery systems can improve treatment for cancer, autoimmune diseases, HIV, and other conditions

Cropped shot of two female scientists working with a computer and a digital microscope in a laboratoryCropped shot of two female scientists working with a computer and a digital microscope in a laboratory
How AI drug discovery is identifying TBK1 inhibitors

How QSAR modeling and machine learning identify potential new drug compounds for kinase inhibitors

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Webinar: Emerging areas in biomaterials - Reshaping medicine and human health

Biomaterials are making an impact on health and medicine. Experts from CAS, Ortholevo, and Westlake University discuss the full landscape.

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Co-occurrence analysis spots nanotechnology breakthroughs

Nanofibers, nanoplastics, and more are gaining research interest. See more nanotechnology breakthroughs through the lens of a CAS TrendScape analysis.

Degradation of motor neurons, illustrationDegradation of motor neurons, illustration
Rare diseases: Impact, landscape, and possibilities

Rare diseases are difficult to treat, diagnose, and identify. As such, researchers are spending more effort in better understanding and treating these illnesses.

Neurons and Microglia Neurons and Microglia
Rare diseases and orphan diseases: Can combination therapy treat them?

How combination therapies including drug repurposing, cell therapy, and genetic therapy are leading to improved treatment of rare diseases.

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Identifying emerging trends in nanotechnology research

Combining advanced technologies with human curation identifies emerging trends in nanotechnology research.

Three women jumping over hurdles on a track during a race.Three women jumping over hurdles on a track during a race.
The latest sports technology innovations enhancing athletic performance

How do science and sportswear fit together? Explore the innovations in fabrics and materials that are creating sportswear that help athletes boost their performance.

A macro shot of a vibrant blue liquid with numerous bubbles.A macro shot of a vibrant blue liquid with numerous bubbles.
The data-first approach: can drug discovery teams maximize efficiency by prioritizing data?

Dr. Zoheb Hassan, a senior consultant at Frost & Sullivan, shares his insights on the data management complexities that define the current drug discovery landscape.

Parkinsons disease nerve cells, illustrationParkinsons disease nerve cells, illustration
Can we use existing drugs to cure Parkinson’s disease?

Parkinson's disease can be distressing for families, so scientists are working hard to find potential treatments by repurposing drugs and more.

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Decoding neurodegenerative diseases like Alzheimer's, Parkinson's, and Huntington's

Uncover the latest advancements in understanding and treating neurodegenerative diseases like Alzheimer’s, Parkinson’s, and Huntington’s.

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Innovating the chemical recycling of plastics

Recycling plastics can be challenging with traditional methods, leading to developments in chemical plastic recycling technology.

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Scientific search engines: Why designing them takes art plus science

Revealing the search engine functionality that balances breadth and precision for effective scientific research.

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Idea in brief: Emerging trends and future opportunities for carbon nanotubes

Biomedicine, batteries, and more could be revolutionized by carbon nanotubes. See the full range of their applications.

Brain activity human brain damage neural networkBrain activity human brain damage neural network
CAS and Westlake University publication on biomaterials: Full-length report

This detailed technical report, published in collaboration with Westlake University, discusses the biomaterials landscape and how this field is rapidly changing.

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Are inverse vaccines the cure for autoimmune diseases?

Sharing new research on inverse vaccines, potential new breakthroughs in treating autoimmune diseases like multiple sclerosis, type 1 diabetes and celiac disease

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Biomedical breakthroughs in self-healing materials

See how self-healing materials that include reversible chemical bonds are reshaping wound care, drug delivery & tissue regeneration in our latest landscape analysis.

Male Doctor and Patient Examining brain MRIMale Doctor and Patient Examining brain MRI
Ending Alzheimer's: Emerging trends in biomarkers, gene therapy, and more

Biomarkers, personalized medicine and gene therapies are fueling research breakthroughs. Discover new treatments targeting genetics and protein buildup to manage this devastating disease.

Organic, bio cosmetics healthy concept with Petri Dishes Organic, bio cosmetics healthy concept with Petri Dishes
Evolving beauty: The rise of sustainable and natural ingredients for cosmetics

Learn about the shift towards sustainable and natural ingredients in cosmetics, supported by data from the CAS Content Collection™.

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From sci-fi to reality: brain-computer interfaces and the future of bioelectronics

Bioelectronics: Merging man and machine. Explore the latest advancements in brain-computer interfaces, materials, and their potential to revolutionize medicine.

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Webinar: Nano meets medicine, biosensors redefine outcomes

Nanoscale materials are bridging the gap between nanotechnology and bioelectronics, paving the way for highly sensitive biosensors.

Molecular model of messenger ribonucleic acid mRNAMolecular model of messenger ribonucleic acid mRNA
Types of antisense oligonucleotides: Advancing therapeutic frontiers

Different types of antisense oligonucleotide therapies, such as exosomes and nanoparticles, offering new hope in genetic medicine.

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Emerging trends in global biothreat detection

Learn how emerging trends in AI are impacting CBRNE threat detection and mitigation.

A digital art image depicting a dark, circular center surrounded by a radiant halo of glowing blue and green light strands, resembling an eye or an abstract explosion. The background is a deep blue, enhancing the vibrancy of the colors.A digital art image depicting a dark, circular center surrounded by a radiant halo of glowing blue and green light strands, resembling an eye or an abstract explosion. The background is a deep blue, enhancing the vibrancy of the colors.
How nanotechnology delivers massive change in energy, biomedicine and more.

Unlock the potential of nanotechnology. Explore breakthroughs and challenges in energy, biomedicine, and more in our executive summary.

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The material difference: How biomaterials are reshaping medicine and patient outcomes

This biomaterials Insights Report explores eight key areas transforming healthcare with self-healing implants, targeted drug delivery, and more.

IP ServicesIP Services
Reaching the ‘triple point’ of patent search expertise: Practices of a successful scientific IP professional

David Saari, Ph.D., shares his thoughts on blending science, law, and technology in IP, highlighting the competitive edge of multidisciplinary expertise.

Salt and pepper shakers on a restaurant table, with sweeteners nearby.Salt and pepper shakers on a restaurant table, with sweeteners nearby.
Unraveling the science behind artificial sweeteners

Uncover the science behind sweeteners, their health impacts, R&D trends, and investment data.

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Can we cure Huntington's? Research trends in PolyQ and rare diseases

While no cure exists for PolyQ diseases like Huntington's, new breakthroughs, therapies, and research could change that.

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Challenges and opportunities in discovering novel drugs for “undruggable” targets

We speak with Mauro Mileni, Ph.D., and Chris Roth, Ph.D., about how their company is leveraging specific technology to fill an innovative drug pipeline.

Multi-walled Carbon NanotubeMulti-walled Carbon Nanotube
From batteries to drug delivery: Emerging applications of carbon nanotubes

Carbon nanotubes (CNTs) hold immense promise for batteries, composites, sensors, and more. Discover emerging trends on overcoming challenges and cutting edge applications.

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16 billion reasons for hope: How biomarkers are reshaping cancer outcomes

Biomarkers could help doctors catch cancer earlier, cure it more frequently, and perform treatments with fewer risks.

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Predicting and countering chemical threats: The strategic role of data-driven technologies

Data-driven technologies play a pivotal role in swift analysis and quick response to chemical threats.

nuclear batterynuclear battery
Nuclear power in your pocket? 50-year battery innovation

Pocket-sized nuclear batteries are here. Discover their potential and limitations, from powering wearables to tackling radioactive waste.

A close up of computer chipsA close up of computer chips
Science fact vs. fiction: Can we recycle semiconductors?

Recycling semiconductors was once a far-off dream. However, new research and technology shows that this could become reality.

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Is aspartame safe? The landscape of artificial sweeteners and sugar substitutes

Explore the science behind sweeteners, their health impact, and emerging alternatives.

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Webinar: Big data insights in the quest to cure cancer

Experts discuss emerging trends in immuno-oncology, data challenges, and opportunities ahead for cancer researchers.

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IP trends and opportunities: RNA therapeutics

See key insights on emerging RNA IP trends and possibilities for future innovations in this executive summary.

Different types of tablets in blister packaging and jars on the table.Different types of tablets in blister packaging and jars on the table.
Idea in brief: battling antibiotic resistant infections

As antimicrobial resistance becomes a larger problem, new approaches to battling infections are emerging.

Green FertilizerGreen Fertilizer
Infographic: Sustainable crops start with green(er) fertilizers

See how new innovations like biorefineries, waste repurposing, and materials are reshaping the future of sustainable fertilizers.

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Webinar: Scientific breakthroughs and emerging trends to watch in 2024

Experts from Lawrence Livermore National Lab, Oak Ridge National Lab, The Ohio State University, and CAS discuss major research trends in 2024.

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How biomarkers unlock faster cancer detection, improving outcomes

As cancer is projected to increase, finding stronger therapeutics is more urgent. Biomarkers offer a potential solution for better diagnosis and treatment.

Liquid based cytology microscope slide for pap smear testLiquid based cytology microscope slide for pap smear test
Biomarkers: The key to earlier cancer detection and patient outcomes

CAS and Excelra delved into data surrounding biomarkers and their relationship to cancer to identify key targets for future study.

Smart farm and Automatic robot mechanical arm harvesting vegetablesSmart farm and Automatic robot mechanical arm harvesting vegetables
Embracing the future of AI in the food industry

Discover how AI in the food industry is transforming production, innovation, and sustainability. Learn how AI can help you create smarter and more efficient food solutions.

A healthcare worker in blue protective gear, including a mask and face shield, is standing beside a seated patient in a hospital setting. The patient, with an arm cuff, is looking at a monitor displaying vital signs. Sunlight filters through large windows behind them.A healthcare worker in blue protective gear, including a mask and face shield, is standing beside a seated patient in a hospital setting. The patient, with an arm cuff, is looking at a monitor displaying vital signs. Sunlight filters through large windows behind them.
R&D Insight: Unique views into immuno-oncology

Immunotherapy is advancing with new approaches like CAR-T cell therapy, antibody-drug conjugates, and even checkpoint inhibitors.

genetic engineering and dna microarraygenetic engineering and dna microarray
AI’s emerging role in natural product drug discovery

AI is redefining natural product drug discovery by unlocking diverse candidates from plants, microbes, and more.

Antimicrobial susceptibility test Antibiogram Antibiotic resistance bacteriaAntimicrobial susceptibility test Antibiogram Antibiotic resistance bacteria
Bacteria vs. science: A race against the resistance

Antimicrobial-resistant infections are a global public health crisis. New solutions like AI, alternative therapeutics, and innovations in materials offer a way to fight back.

Path to San Juan de Gaztelugatxe, Basque Country, SpainPath to San Juan de Gaztelugatxe, Basque Country, Spain
Scientific breakthroughs: 2024 emerging trends to watch

Stay ahead of the latest scientific breakthroughs that are accelerating the landscape of innovation and will transform global science in 2024

Ground Plastic FlakesGround Plastic Flakes
Reducing waste through digital transformation

Learn how digital transformation is reducing waste and creating new revenue streams for companies as they repurpose waste byproducts.

Microscopic view of human blood cells stained for analysis. The image shows a mix of light brown, small elongated cells (likely red blood cells) and larger, round dark purple cells (likely white blood cells or cells stained for identification).Microscopic view of human blood cells stained for analysis. The image shows a mix of light brown, small elongated cells (likely red blood cells) and larger, round dark purple cells (likely white blood cells or cells stained for identification).
Emerging trends in immunotherapy and cancer

Immuno-oncology has the potential to treat cancer without sacrificing the patient's wellbeing.

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Dealing with the challenges of drug discovery

The pharma industry is tackling major drug discovery challenges in several new ways. Have they been successful?

CAS data experts Mark Schmidt, Jeff Wilson, and Nicole StobartCAS data experts Mark Schmidt, Jeff Wilson, and Nicole Stobart
Challenges and opportunities in creating authority constructs for life sciences

In this article, we speak with Nicole Stobart, Jeff Wilson, and Mark Schmidt, about how CAS is using authority constructs to index biological molecules.

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Making pharmaceutical formulation data discoverable

Pharmaceutical manufacturers are investigating ways to cultivate insights from dark formulations data, turning once-hidden knowledge into drug discoveries.

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Four uses for renewable feedstock in sustainable coatings

With the push towards increased sustainability, here are four ways coatings manufacturers are making use of renewable feedstock for their own products.

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R&D Trends: Maximizing dark data to enhance drug repurposing

As the drug repurposing market grows, pharmaceutical manufacturers are investigating ways to cultivate insights from dark formulations data, turning once hidden insights into drug repurposing innovations.

A person sitting at a table prepping medicineA person sitting at a table prepping medicine
Can pharma overcome obesity?

Ozempic, Wegovy, and Mounjaro are part of a new class of semaglutides (GLP-1 receptor agonists) that help treat obesity and diabetes by regulating blood sugar and appetite.

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Hydrogen needs cleaner production: Photocatalysis is the answer

Learn how photocatalysis can produce clean hydrogen from water and solar energy and why it is crucial for decarbonization.

a mother holds her baby girl in her arms.a mother holds her baby girl in her arms.
Are covalent inhibitors the key to curing cancer?

CAS and Totus Medicines discuss how targeted covalent inhibitors are revolutionizing cancer treatments.

a close up of a hexagonal structure.a close up of a hexagonal structure.
Tiny technology, big possibilities

Single-walled carbon nanotubes have great potential in several industries from renewable energy to drug delivery.

Profile shot of Iddo FriedbergProfile shot of Iddo Friedberg
Challenges and opportunities in protein function prediction for drug discovery

Iddo Friedberg, an expert in protein function prediction, shares how current prediction models are performing and what current bottlenecks remain.

a child holding a stuffed animala child holding a stuffed animal
R&D insights: The covalent inhibitor revolution

Covalent inhibitors were once avoided due to negative side effects, but new drugs have changed the landscape.

Scientists in lab coats conducting experiments in a laboratory.Scientists in lab coats conducting experiments in a laboratory.
The rise of covalent inhibitors in strategic therapeutic design

Drugs created with covalent inhibitors are becoming more popular than other types, owing to their unique mechanism of action.

a close-up of a virusa close-up of a virus
R&D insights: Antibody-drug conjugates

More than 100 antibody-drug conjugates are in clinical trials. These therapeutics combine the targeting abilities of antibodies with the power of chemotherapy to change cancer treatment.

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Unveiling the potential of the antibody drug conjugate

Since 2018, research interest in antibody-drug conjugates has increased exponentially, due to their potential in the fight against cancer.

Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.
How OLEDs could light up the Nobel Prize

Today, OLEDs are appearing everywhere on phones, media players, portable gaming systems, lighting, and even car radios.

Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.
Synthesizing DNA unlocked the secrets of life

It is surprising that the chemical synthesis of DNA has not won a Nobel prize because it transformed DNA synthesis from a specialized exploration into a widely used research, diagnostic, and forensic tool.

Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.
Are dendrimers, nanoscience, and supramolecular chemistry ready for a Nobel Prize?

Traditionally, many key benefits of a drug or pharmaceutical cannot be realized because of their poor solubility, high toxicity, or stability problems. However, the use of dendrimers as drug delivery vehicles can solve many of these problems.

Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.
The case for the Nobel Prize with metal-organic frameworks

Today, OLEDs are appearing everywhere on phones, media players, portable gaming systems, lighting, and even car radios.

Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.
Nobel worthy: mRNA vaccines beyond COVID

While much of the world has already seen the impact that mRNA has had on vaccines for COVID-19, it may be time to recognize Dr. Katalin Karikó and Dr. Drew Weissman for their outstanding contributions to nucleoside modifications to suppress RNA immunogenicity on top of their pioneering work.

Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.Photo credits: © Nobel Prize Outreach. Photo: Nanaka Adachi NobelPrize.org. Nobel Prize Outreach AB 2023. Wed. 13 Sep 2023.
Gut microbiome advances are reshaping future outcomes

Gut microbiome research has expanded exponentially in recent years, with fecal microbiota transplantation (FMT) at the forefront of this research.

a group of people on a stage at nobela group of people on a stage at nobel
Quantum dots win the 2023 Nobel Prize for Chemistry

CAS scientists discuss overlooked ideas that have yet to win a Nobel Prize. From OLEDs and MOFs to mRNA therapeutics and more, these ideas have reshaped science and technology.

abstract animation of a network of connected lines and dots connected by a network of connected lines.abstract animation of a network of connected lines and dots connected by a network of connected lines.
Prior art search and analysis for scientific IP strategies

Incomplete prior art searches and analyses can lead to costly mistakes, leaving innovations and the value of intellectual property open to huge risk.

A series of connected blue dotsA series of connected blue dots
Digital transformation in the chemical industry: Steps to a sustainable future

Digital initiatives are transforming the chemical industry, allowing for faster innovation and a sustainable future.

a man and woman pointing at a computer screena man and woman pointing at a computer screen
Navigating patentability assessments in scientific industries

Patentability assessments in scientific industries come with significant challenges due to their complexity. However, CAS has tools designed to address these issues.

Arrow pointing from xray of a human gut to a person's brainArrow pointing from xray of a human gut to a person's brain
Webinar on gut microbiome-brain alliance: The connection to health and disorders

CAS, Bayer, and Caltech explore how the gut-brain axis influences health from IBS to autism.

A digital illustration featuring concentric circles with glowing blue lines and colorful particles radiating from the center, creating a dynamic, futuristic tunnel effect. The background is dark, enhancing the vibrant colors and intricate patterns.A digital illustration featuring concentric circles with glowing blue lines and colorful particles radiating from the center, creating a dynamic, futuristic tunnel effect. The background is dark, enhancing the vibrant colors and intricate patterns.
Pharma data management: Revealing breakthroughs that lie in darkness

Strategies to unlock dark data in the pharmaceutical industry. Reveal data insights and accelerate innovation through digitization and knowledge management.

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CAS Symposium Explores Convergence of Biology and Chemistry in Emerging Therapeutics

CAS, the LaJolla Institute for Immunology, and Avidity Biosciences explore the convergence of biology and chemistry in emerging therapeutics for cancer, vaccines, and more.

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Digital transformation in pharma: Improving R&D through digital solutions

Digital initiatives are transforming the pharmaceutical industry, allowing for faster drug development and expanded treatment options.

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Understanding the power of catalysis

Catalysts and catalysis have transformed our world, from ancient times to modern sustainability. Learn about the latest research trends and innovations.

A plant-based burger on a tableA plant-based burger on a table
Going green with plant-based meat sustainability

With consumers changing their diets for personal and health reasons, innovation to increase quality and variety creates a diverse and competitive market.

A collection of colorful liquids in glass containers.A collection of colorful liquids in glass containers.
Multifunctional cosmetics: Developing a product that ‘does it all’

Hero ingredients can help create more advanced and versatile formulations than ever before as consumers slim down their cosmetic routines.

Successful rocket take off into the starry sky with the milky waySuccessful rocket take off into the starry sky with the milky way
Mars is calling, but how will Artemis fuel the journey?

Chemistry is powering space exploration with rocket fuel and engine technologies. Discover the advantages and challenges of using LOX/LH2 as a propellant for the Artemis mission.

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R&D insights: Sustainable catalysts for the future

Catalysts have been enabling green chemistry with applications in many industries.

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Are large language models right for scientific research?

ChatGPT has redefined the conversation around AI but is it right for scientific research? Find out more about the path ahead for LLMs in science.

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From fighting viruses to tackling tumors: Harnessing mRNA vaccines to treat cancer

Thanks to mRNA vaccines, which have revolutionized the fight against COVID-19, we can treat cancer by harnessing the power of the immune system.

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Top 10 emerging trends in biomaterials

Biomaterials like hydrogels, lipid nanoparticles, and exosomes are reshaping the landscape of drug delivery, diagnosis, and therapeutics.

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Patent searching: Going beyond the basics to increase efficiency

Learn how leveraging patent tools and strategies can accelerate your path toward comprehensive searches and stronger insights.

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Aging reimagined: Exploring the potential of anti-aging treatment strategies

Discover the latest in anti-aging treatment strategies to promote health and longevity, including stem cell therapies, hyaluronic acid, senolytics, gene therapy, and more.

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Executive summary: What’s next in anti-aging treatments?

Research in anti-aging treatments has reached a pivotal point. How do new treatments, drugs, and clinical trials compare to time-tested practices?