The Future of Everything

Stanford Engineering

Host Russ Altman, a professor of bioengineering, genetics, and medicine at Stanford, is your guide to the latest science and engineering breakthroughs. Join Russ and his guests as they explore cutting-edge advances that are shaping the future of everything from AI to health and renewable energy. Along the way, “The Future of Everything” delves into ethical implications to give listeners a well-rounded understanding of how new technologies and discoveries will impact society. Whether you’re a researcher, a student, or simply curious about what’s on the horizon, tune in to stay up-to-date on the latest developments that are transforming our world.

  • 41 minutes 46 seconds
    The future of entrepreneurship

    Chuck Eesley, a professor of management science and engineering, studies entrepreneurship across diverse contexts – from refugee entrepreneurs in Uganda to semiconductor startups navigating U.S.-China economic policy. His research on recent export controls revealed a counterintuitive outcome: Rather than solely strengthening U.S. semiconductor innovation, these policies accelerated Chinese investment in its own domestic chip industry, boosting startups there as much as – or more than – here. This finding underscores how global technology markets are deeply interconnected: Barriers can produce unintended consequences that accelerate innovation abroad rather than protecting it at home. Open technology trade and investment create larger markets for American innovations, strengthen collaborative partnerships, and demonstrate that interconnected markets drive progress for all participants. “Entrepreneurial talent exists everywhere,” Eesley tells host Russ Altman on this episode of Stanford Engineering’s The Future of Everything podcast.

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    Chapters:

    (00:00:00) Introduction

    Russ Altman introduces guest Chuck Eesley, a professor of management and engineering at Stanford University.

    (00:03:04) Why Study Entrepreneurship?

    Chuck explains why entrepreneurs are drivers of modern economic growth.

    (00:03:30) Defining Entrepreneurship

    Broad vs. narrow entrepreneurship, from startups to large organizations.

    (00:04:33) Institutional Environments

    How policies and culture both shape entrepreneurial outcomes.

    (00:05:44) Studying Institutions & Entrepreneurship

    Measuring ​institutional shifts to isolate entrepreneurial outcomes.

    (00:08:12) Founder & Talent Incentives

    What’s needed for high-opportunity-cost talent to start companies.

    (00:09:36) AI Entrepreneurship

    The impact of data and compute concentration on startup dynamism.

    (00:11:28) Designing AI Regulation

    Historical examples of regulation enabling startups to compete fairly.

    (00:13:43) Incentives Inside Big Tech

    Why some incumbents support startups while others tilt the playing field.

    (00:15:28) Ad Placement & Misinformation Funding

    How digital advertising can unintentionally fund low-credibility content.

    (00:21:24) Misinformation Market Solution

    The disclosure mechanisms that may reduce misinformation incentives.

    (00:25:23) Semiconductors & Entrepreneurship

    The importance of startups in a field often dominated by large incumbents.

    (00:29:30) Unintended Policy Effects

    How U.S. policy may be accelerating Chinese semiconductor investments.

    (00:31:09) Competing Industrial Policies

    Why evaluation and iteration are essential for effective policy design.

    (00:32:31) Global Entrepreneurship

    Emerging entrepreneurship models spreading across regions and contexts.

    (00:36:26) The Universal Entrepreneurial Mindset

    Shared entrepreneurial traits across cultures, contexts, and countries.

    (00:37:14) Future In a Minute

    Rapid-fire Q&A: democratizing entrepreneurship, context, and equitable inclusivity.

    (00:41:02) Conclusion

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    6 February 2026, 3:00 pm
  • 34 minutes 23 seconds
    The future of substance abuse in youth

    Developmental psychologist Bonnie Halpern-Felsher specializes in teenage health-related decision-making, especially in their use of tobacco, alcohol, cannabis, and other substances. Young people, she says, value immediate social benefits over long-term risks. In response, she supports bans on flavored nicotine products and has developed nationally and internationally used evidence-based substance use prevention and intervention programs, including some that are culturally targeted, such as her vaping prevention curriculum in Hawaii zeroing in on popular flavors like mango and poi. The reward, she says, is reduced substance use and better mental health. “Talk to your kids. Don’t lecture. Have a conversation,” Halpern-Felsher tells host Russ Altman of the best way to break through on this episode of Stanford Engineering’s The Future of Everything podcast.

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    Chapters:

    (00:00:00) Introduction

    Russ Altman introduces guest Bonnie Halpern-Felsher, a developmental psychologist at Stanford University.

    (00:03:52) Focus on Youth Substance Use

    Bonnie explains her focus on studying substance behaviors in adolescents.

    (00:05:32) Current Trends in Youth Health

    The mixed indicators across behavior and mental health in youth.

    (00:08:46) Effective Health Communication

    Why long-horizon risk messaging often underperforms in adolescents.

    (00:11:16) Policy Translation & Advocacy

    How Bonnie translates research findings into policy advocacy.

    (00:13:54) School-Based Prevention Programs

    An overview of evidence-based curricula and target age groups.

    (00:15:04) Measuring Program Impact

    The evaluation approaches and challenges of the prevention programs.

    (00:16:41) Youth Dependence & Cessation

    Why addiction develops quickly and the limited treatment options.

    (00:18:18) Program Adaptation Across Contexts

    How curricula are localized without redesigning core methods.

    (00:21:00) Youth-Oriented Product Marketing

    The strategies used by substance industries to market to youth.

    (00:23:38) Cannabis Potency & Health Risk

    The link between higher THC concentrations and medical outcomes.

    (00:26:48) Patterns of Cannabis Use

    The common modes of cannabis use and related exposure risks.

    (00:28:10) Early Exposure & Prevention Needs

    The reports of substance exposure and use at increasingly early ages.

    (00:29:10) Guidance for Caregivers

    Practical guidance for caregivers concerned about substance use.

    (00:31:23) Future In a Minute

    Rapid-fire Q&A: asking for help, substance regulation, and alternate degree.

    (00:33:37) Conclusion

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    30 January 2026, 3:00 pm
  • 30 minutes 17 seconds
    Best of: The future of depression care

    As 2026 gets underway we know that many take time around this new beginning to improve not only their physical, but also their mental health. With that in mind, we’re rerunning an episode with Leanne Williams on the future of depression care. Leanne is an expert on clinical depression and is working on new ways to more precisely diagnose depression in order to develop more effective treatment. For anyone who has suffered from depression or knows someone who has, it’s an episode that provides hope for what’s on the horizon. We hope you’ll take another listen and also share this episode with anyone who you think may benefit from the conversation. 

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    Chapters:

    (00:00:00) Introduction

    Russ Altman introduces guest Leanne Williams, a professor of Psychiatry and Behavioral Science at Stanford University.

    (00:01:43) What Is Depression?

    Distinguishing clinical depression from everyday sadness.

    (00:03:31) Current Depression Treatment Challenges

    The trial-and-error of traditional depression treatments and their timelines.

    (00:06:16) Brain Mapping and Circuit Dysfunctions

    Advanced imaging techniques and their role in understanding depression.

    (00:09:03) Diagnosing with Brain Imaging

    How brain imaging can complement traditional diagnostic methods in psychiatry.

    (00:10:22) Depression Biotypes

    Identifying six distinct biotypes of depression through brain imaging.

    (00:12:31) Cognitive Features of Depression

    How cognitive impairment plays a major role in certain depression biotypes.

    (00:14:11) Matching Treatments to Biotypes

    Finding appropriate treatments sooner using brain-based diagnostics.

    (00:15:38) Expanding Treatment Options

    Personalizing therapies and improving treatment outcomes based on biotypes.

    (00:19:03) AI in Depression Treatment

    Using AI to refine biotypes and predict treatment outcomes with greater accuracy.

    (00:22:15) Psychedelics in Depression Treatment

    The potential for psychedelic drugs to target specific biotypes of depression.

    (00:23:46) Expanding the Biotypes Framework

    Integrating multimodal approaches into the biotype framework.

    (00:27:29) Reducing Stigma in Depression

    How showing patients their brain imaging results reduces self-blame and stigma.

    (00:29:38) Conclusion

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    23 January 2026, 3:00 pm
  • 32 minutes 58 seconds
    The future of ADHD

    Pediatrician Yair Bannett studies and treats ADHD in preschool-age children. His interests stem from watching too many families struggle to understand their child’s behavior. He now focuses on improving frontline care using artificial intelligence to analyze electronic health records. One recent study explored whether doctors are making appropriate non-drug interventions before choosing to medicate children. Through his research, he hopes to raise the standard of ADHD care for thousands – and perhaps millions – of children. Early diagnosis and better care can prevent later problems, Bannett tells host Russ Altman on this episode of Stanford Engineering’s The Future of Everything podcast.

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    Chapters:

    (00:00:00) Introduction

    Russ Altman introduces guest Yair Bannett, a developmental behavioral pediatrician at Stanford University.

    (00:03:44) Why Study ADHD

    Yair’s path from primary care pediatrics to ADHD research.

    (00:04:32) Understanding ADHD

    The core symptoms and diagnostic criteria for ADHD.

    (00:05:57) Diagnosing ADHD in Youth

    Why diagnosis is challenging and relies on clinical judgment.

    (00:08:21) Known Causes of ADHD

    What is known about biological origins and environmental influence.

    (00:10:08) Geographic and Cultural Differences

    The variations in ADHD prevalence across regions and populations.

    (00:11:37) ADHD Across Countries

    Prevalence of ADHD globally and challenges with monitoring diagnosis.

    (00:12:23) Natural History of Untreated ADHD

    The lifelong persistence of ADHD and associated risks when untreated.

    (00:14:28) ADHD Diagnosis in Adults

    The challenges in identifying and diagnosing ADHD later in life.

    (00:16:27) ADHD Treatments

    An overview of the two treatment interventions used to treat ADHD.

    (00:18:16) Stimulant Medications

    The effectiveness and long-term benefits of stimulant treatments.

    (00:21:30) Non-Stimulant Medications

    When and why alternative medications for ADHD are used.

    (00:22:31) Non-pharmacological Interventions

    The alternative interventions used outside pharmacological treatments.

    (00:23:18) Reducing Household Chaos

    Strategies for structure and behavior management within the home.

    (00:24:55) Measuring Quality of ADHD Care

    Using electronic health records and AI to improve treatment.

    (00:28:10) Importance of Early Diagnosis

    The benefits of identifying ADHD before school entry.

    (00:29:29) Future In a Minute

    Rapid-fire Q&A: applying AI, collaboration, and theatre dreams.

    (00:31:55) Conclusion

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    16 January 2026, 3:00 pm
  • 32 minutes 5 seconds
    The future of alcohol

    Physician-scientist Randall Stafford studies the effects of alcohol use on population health – the true health impact, he emphasizes. Stafford explains how early research suggested that drinking is beneficial – or at least not bad – for people. That mindset produced decades of wishful thinking based on inconsistent science driven by social, emotional, and industry forces. The small cardiovascular benefits, he says, are far outweighed by the risks of cancer, liver disease, depression, and other ills. Although the harms of low-level consumption are small, there is no safe level of alcohol use, Stafford tells host Russ Altman on this episode of Stanford Engineering’s The Future of Everything podcast.

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    Chapters:

    (00:00:00) Introduction

    Russ Altman introduces guest Randall Stafford, a professor of medicine at Stanford University.

    (00:03:35) Challenges in Alcohol Research

    Why cultural norms and study limitations complicate evidence.

    (00:03:56) Historical Perspectives on Drinking

    How early studies suggested benefits and why those conclusions shifted.

    (00:09:12) Risk, Dose, and Drinking Patterns

    The increased risks with binge drinking and higher doses of alcohol.

    (00:12:15) Health Benefits vs. Lifestyle Enjoyment

    Clarifying what alcohol does—and does not—provide medically.

    (00:13:37) Alcohol and Mental Health

    The bidirectional effects between alcohol use and mental health.

    (00:17:37) Broader Mental and Social Effects

    Alcohol’s connection to bipolar disorder, unemployment, and social harm.

    (00:20:12) How Alcohol Myths Persist

    Why simplified conclusions endured despite contradictory data.

    (00:22:46) Changing Cultural Attitudes

    Cultural trends toward reduced drinking and alcohol-free periods.

    (00:25:49) Alcohol and Liver Disease

    The effects of alcohol beyond heavy use, including metabolic disease.

    (00:27:29) Strategies to Reduce Harm

    Way to reduce alcohol consumption and avoid binge drinking.

    (00:29:25) Future In a Minute

    Rapid-fire Q&A: avoiding alcohol, research needs, and studying liver disease.

    (00:31:04) Conclusion

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    9 January 2026, 3:00 pm
  • 31 minutes 28 seconds
    Best of: The future of motivation

    We're here to wish you a very happy New Year! We hope you’re ringing in the new year in good health and looking forward to what’s ahead in 2026. As people are setting goals and making resolutions, we’re re-running an episode today on the future of motivation. Last year, we sat down with Szu-chi Huang, an expert in motivation. She explained how science is changing our understanding of goal-setting and achievement, and offered a few tricks you can try when you feel stuck. We hope you’ll tune in again today and pick up a few insights on how to sustain enthusiasm for your goals over time.

    Have a question for Russ? Send it our way in writing or via voice memo, and it might be featured on an upcoming episode. Please introduce yourself, let us know where you're listening from, and share your question. You can send questions to [email protected].

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    Chapters:

    (00:00:00) Introduction

    Russ Altman introduces Szu-chi Huang, a professor of Marketing at Stanford GSB.

    (00:02:13) Studying Motivation

    Szu-chi shares what led her to study motivational science.

    (00:02:45) Defining Motivation

    Motivation as the drive to close the gap between current and ideal self.

    (00:03:39) The Science of Motivation

    Studying motivation through behavioral and neurological data.

    (00:04:30) Why It Matters in Business

    How motivation science applies to leaders, teams, and customers.

    (00:05:21) The Motivation Framework

    The strategies needed in order to stay motivated over time.

    (00:06:24) Journey vs. Destination Mindset

    The different mindsets needed throughout the stages of motivation.

    (00:08:03) Motivating Kids to Choose Healthy

    Collaborating with UNICEF to study what motivates children.

    (00:09:37) Gamified Coupons in Panama

    A study using gamified coupons to influence children's food choices.

    (00:13:08) Loyalty Programs as Motivation

    How customer reward programs act as structured goal journeys.

    (00:15:29) Progress Versus Purpose

    The different incentives needed in each stage of loyalty programs.

    (00:17:11) Retirement Saving Lessons

    How financial institutions apply motivational science to long-term goals.

    (00:19:54) Motivation in Social Context

    The role of social connections in goal pursuit and sustaining motivation.

    (00:21:20) Support vs. Competition in Shared Goals

    The benefits and drawbacks of sharing goal journeys with others.

    (00:24:52) Designing Apps for Motivation

    How redesigning user interfaces can help users stay motivated.

    (00:26:02) AI as a Motivation Coach

    Using AI to personalize feedback across all stages of goal pursuit.

    (00:28:50) Starting and Sustaining a Goal

    Practical strategies for launching and sustaining a goal.

    (00:30:59) Conclusion

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    2 January 2026, 3:00 pm
  • 1 minute 11 seconds
    Happy New Year From The Future of Everything

    Hi everyone, it’s your host, Russ. As we celebrate another holiday season and round out the year, I want to take a moment to say thank you for listening. This show started out over 8 years ago as an experiment and has not only grown to become a passion project, but also an archive of the impactful work my colleagues across Stanford dedicate their lives to. In a time when the sheer volume of information available to us can make it hard to determine what’s accurate, I’m proud to be able to bring you information directly from expert scientists in the fields of physics, medicine, technology, computer science, law, and much more.

    The show, however, would not exist without you. So thank you for giving us your time and attention; it means a lot and also makes what we do possible.

    Happy holidays and happy new year!

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    31 December 2025, 3:00 pm
  • 30 minutes 55 seconds
    Best of: The future of AI coaching

    We hope you’re enjoying the holiday season with family, friends, and loved ones. We’ll be releasing new episodes again in the new year – in the meantime, today, we’re re-running a fascinating episode on The future of AI coaching. The past few years have seen an incredible boom in AI and one of our colleagues, James Landay, a professor in Computer Science, thinks that when it comes to AI and education, things are just getting started. He’s particularly excited about the potential for AI to serve as a coach or tutor. We hope you’ll take another listen to this conversation and come away with some optimism for the potential AI has to help make us smarter and healthier. 

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    Chapters:

    (00:00:00) Introduction

    Russ Altman introduces guest James Landay, a professor of Computer Science at Stanford University.

    (00:01:44) Evolving AI Applications

    How large language models can replicate personal coaching experiences.

    (00:06:24) Role of Health Experts in AI

    Integrating insights from medical professionals into AI coaching systems.

    (00:10:01) Personalization in AI Coaching

    How AI coaches can adapt personalities and avatars to cater to user preferences.

    (00:12:30) Group Dynamics in AI Coaching

    Pros and cons of adding social features and group support to AI coaching systems.

    (00:13:48) Ambient Awareness in Technology

    Ambient awareness and how it enhances user engagement without active attention.

    (00:17:24) Using AI in Elementary Education

    Narrative-driven tutoring systems to inspire kids' learning and creativity.

    (00:22:39) Encouraging Student Writing with AI

    Using LLMs to  motivate students to write  through personalized feedback.

    (00:23:32) Scaling AI Educational Tools

    The ACORN project and creating dynamic, scalable learning experiences.

    (00:27:38) Human-Centered AI

    The concept of human-centered AI and its focus on designing for society.

    (00:30:13) Conclusion

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    26 December 2025, 3:00 pm
  • 32 minutes 30 seconds
    The future of lipids in evolution

    Microbes are awesome, says biologist Paula Welander. They have shaped Earth’s chemistry and its environment over billions of years, including oxygenating the planet to make it habitable for larger life forms. In turn, microbes have been shaped by that very same environment, evolving as the climate has evolved, she says. Welander now studies the lipid membranes of ancient microbes, which can endure for millions of years, to understand this evolution and where we might be headed in the future. Microbes are our connection to the ancient world, Welander tells host Russ Altman on this episode of Stanford Engineering’s The Future of Everything podcast.

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    Chapters:

    (00:00:00) Introduction

    Russ Altman introduces guest Paula Welander, a professor of Earth Science at Stanford University.

    (00:04:06) Why Study Microbial Lipids

    Why lipids are essential for modern microbiology and Earth’s history.

    (00:05:19) Diversity of Microbial Membranes

    How bacteria and Archaea build different kinds of membranes.

    (00:07:15) Reconstructing Ancient Environments

    Using specific lipid biomarkers to understand the early planet.

    (00:09:20) Chemical Fossils vs. Organism Fossils

    Why microbes don’t leave traditional fossils—but their lipids do.

    (00:10:55) Lipids as Environmental Clues

    How certain lipids indicate the environments organisms lived in.

    (00:12:36) Archaea: A Distinct and Ancient Entity

    Archaea’s evolutionary importance and chemically distinct membranes.

    (00:15:43) The Lipid Divide

    Why eukaryotic membranes resemble bacterial, not Archaeal, membranes.

    (00:17:12) Tracing Membrane Evolution

    Recent breakthroughs in studying Archaeal lineages related to eukaryotes.

    (00:19:11)  Lipid Preservation Over Time

    How archaeal lipids are especially reliable as long-term biomarkers.

    (00:20:58) Sterols as Biomarkers

    The role sterols, including cholesterol, play in lipid archeology.

    (00:23:14) Bacterial Cholesterol Discovery

    The discovery that a rare bacteria can synthesize sterol precursors.

    (00:25:02) Functional Roles of Bacterial Sterols

    The possible roles sterols may play in microbial membranes and cell function.

    (00:26:31) Archaea in the Human Gut

    The number and types of Archaea found in the human microbiome.

    (00:28:43) Archaea and Antibiotics

    Whether Archaea react similarly to bacteria when exposed to antibiotics.

    (00:29:46) Future In a Minute

    Rapid-fire Q&A: hope, research needs, and alternate career dreams.

    (00:31:43) Conclusion

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    19 December 2025, 3:00 pm
  • 34 minutes 41 seconds
    The future of neurodegeneration

    Molecular biologist Judith Frydman studies the nuances of protein folding and how defects in the process lead to neurodegenerative diseases. Her team studies protein folding in human cells and in model organisms, like yeast and worms, to understand the molecular events that precipitate harmful protein defects in humans. In one example, Frydman’s team explored how aging affects the creation and the quality of proteins in the brain, leading to cognitive problems. She is now looking to develop therapies – someday perhaps leading to cures – to debilitating diseases such as Alzheimer’s, Parkinson’s, Huntington’s, ALS, and others. The power of science gives her true hope in these important pursuits, Frydman tells host Russ Altman in this episode of Stanford Engineering’s The Future of Everything podcast.

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    Chapters:

    (00:00:00) Introduction

    Russ Altman introduces guest Judith Frydman, a professor of biology and genetics at Stanford University.

    (00:04:00) Linking Protein Folding to Aging

    How aging disrupts protein-folding machinery across many organisms.

    (00:07:16) Universal Aging Patterns

    The similar age-related protein-folding defects found across organisms

    (00:09:27) Studying Killifish Ageing

    Research on the African killifish as a rapid-aging model organism.

    (00:13:05) Ribosome Function Declines

    How aging causes ribosomes to stall and collide, creating faulty proteins.

    (00:15:31) Aging Across Species

    The potential factors causing alternate aging rates in different species.

    (20:11) What Fails Inside Aging Cells

    The cellular components that are leading to bad protein creation.

    (00:24:04) Therapeutic Approaches

    Potential interventions to combat cellular and neurological degeneration.

    (00:25:12) Gene vs. Small-Molecule Treatments

    How some interventions may be better suited for certain diseases.

    (00:27:47) Ribosome Drug Potential

    Why ribosomes and translation factors are viable drug targets.

    (00:28:56) Next Steps in Aging Research

    Using human skin fibroblasts to study human aging mechanisms.

    (00:31:46) Future In a Minute

    Rapid-fire Q&A: scientific progress, young researchers, and archeology.

    (00:33:54) Conclusion

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    12 December 2025, 3:00 pm
  • 34 minutes 40 seconds
    The future of ribosomes

    Maria Barna is an authority on ribosomes – “life’s most ancient and spectacular molecular machines.” Ribosomes make proteins in the body. There can be a thousand different types of ribosomes in a single cell, she says, each with a specific job to do. But sometimes things go awry and ribosomes get “hijacked,” leading to disease. Barna studies these “diabolical” variations to find new therapies to treat diseases ranging from cancer and COVID to Parkinson’s. When diseases hit, it’s all about the ribosomes, Barna tells host Russ Altman on this episode of Stanford Engineering’s The Future of Everything podcast.

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    Chapters:

    (00:00:00) Introduction

    Russ Altman introduces guest Maria Barna, a professor of genetics at Stanford University.

    (00:04:21) Origins of Ribosome Research

    Maria explains why ribosomes became the focus of her work.

    (00:06:14) Ribosome Function and Scale

    Ribosomes’ functions and the energy required for their production.

    (00:08:28) Ribosomes as Machines

    How ribosomes influence which proteins are produced and when.

    (00:09:48) Ribosome Regulation

    The regulatory layers within ribosomes and their possible variants.

    (00:14:35) Ribosomes and Disease

    How ribosomal dysfunction is linked to a wide range of diseases.

    (00:18:16) Ribosome Mutations and Development

    Congenital disorders that can be attributed to specific ribosomal mutations.

    (00:20:44) RNA vs. Protein Output

    Why RNA measurements alone do not accurately predict protein levels.

    (00:24:16) Designing Ribosomes for Therapy

    The potential of using engineered ribosomes for target therapies.

    (00:26:16) Small-Molecule Ribosome Modulators

    Screening compounds that may enhance ribosome activity for treatments.

    (00:28:39) Future Ribosome Profiling

    Isolating individual ribosomes to understand their specific roles.

    (00:30:35) Future In a Minute

    Rapid-fire Q&A: scientific progress, community, and alternative career interest.

    (00:34:01) Conclusion

    Connect With Us:

    Episode Transcripts >>> The Future of Everything Website

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    Connect with School of Engineering >>>Twitter/X / Instagram / LinkedIn / Facebook


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    5 December 2025, 3:00 pm
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