Computational Biology

Recent Discoveries

Salk Institute for Biological Studies - Computational Biology - Recent Discoveries

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Salk teams assemble first full epigenomic cell atlas of the mouse brain

LA JOLLA—Salk Institute researchers, as part of a worldwide initiative to revolutionize scientists’ understanding of the brain, analyzed more than 2 million brain cells from mice to assemble the most complete atlas ever of the mouse brain. Their work, published December 13, 2023 in a special issue of Nature, not only details the thousands of cell types present in the brain but also how those cells connect and the genes and regulatory programs that are active in each cell.


Salk Fellows Program welcomes physicist Adam Bowman

LA JOLLA—The Salk Institute has appointed Adam Bowman to the Salk Fellows Program, where he will join current Salk Fellow Talmo Pereira. Joining in March 2024, Bowman is an applied physicist who develops new technologies for optical microscopy.


“A new era in brain science”: Salk researchers unveil human brain cell atlas

LA JOLLA—Salk Institute researchers, as part of a larger collaboration with research teams around the world, analyzed more than half a million brain cells from three human brains to assemble an atlas of hundreds of cell types that make up a human brain in unprecedented detail.


Unleashing the power of AI to track animal behavior

LA JOLLA—Movement offers a window into how the brain operates and controls the body. From clipboard-and-pen observation to modern artificial intelligence-based techniques, tracking human and animal movement has come a long way. Current cutting-edge methods utilize artificial intelligence to automatically track parts of the body as they move. However, training these models is still time-intensive and limited by the need for researchers to manually mark each body part hundreds to thousands of times.


Structural biologist Agnieszka Kendrick joins Salk faculty to study cellular transport

LA JOLLA—The Salk Institute welcomes Assistant Professor Agnieszka Kendrick, a structural biologist who studies how cells recognize and transport cargo within the cell.


Salk Institute launches collaboration with Autobahn Labs to accelerate drug discovery

LA JOLLA—The Salk Institute and Autobahn Labs, an early-stage drug discovery incubator, will work together to identify and advance promising initial scientific discoveries through the preliminary steps of drug discovery and development. Autobahn Labs will invest up to $5 million per project for Salk discoveries that require access to drug development expertise and state-of-the art capabilities.


Wearable microscopes advance spinal cord imaging in mice

LA JOLLA—The spinal cord acts as a messenger, carrying signals between the brain and body to regulate everything from breathing to movement. While the spinal cord is known to play an essential role in relaying pain signals, technology has limited scientists’ understanding of how this process occurs on a cellular level. Now, Salk scientists have created wearable microscopes to enable unprecedented insight into the signaling patterns that occur within the spinal cords of mice.


AI chatbot ChatGPT mirrors its users to appear intelligent

LA JOLLA—The artificial intelligence (AI) language model ChatGPT has captured the world’s attention in recent months. This trained computer chatbot can generate text, answer questions, provide translations, and learn based on the user’s feedback. Large language models like ChatGPT may have many applications in science and business, but how much do these tools understand what we say to them and how do they decide what to say back?


The brain’s ability to perceive space expands like the universe

LA JOLLA—Young children sometimes believe that the moon is following them, or that they can reach out and touch it. It appears to be much closer than is proportional to its true distance. As we move about our daily lives, we tend to think that we navigate space in a linear way. But Salk scientists have discovered that time spent exploring an environment causes neural representations to grow in surprising ways.


Salk Institute and Los Angeles County Museum of Art (LACMA) team up to study museum visitor behavior

LA JOLLA—Clay vessels of innumerable shapes and sizes come to life as they illuminate a rich history of symbolic meanings and identity. Some museum visitors may lean in to get a better view, while others converse with their friends over the rich hues. Exhibition designers have long wondered how the human brain senses, perceives, and learns in the rich environment of a museum gallery.


An ocean in your brain: interacting brain waves key to how we process information

LA JOLLA—For years, the brain has been thought of as a biological computer that processes information through traditional circuits, whereby data zips straight from one cell to another. While that model is still accurate, a new study led by Salk Professor Thomas Albright and Staff Scientist Sergei Gepshtein shows that there’s also a second, very different way that the brain parses information: through the interactions of waves of neural activity. The findings, published in Science Advances on April 22, 2022, help researchers better understand how the brain processes information.


Improving drug options for colorectal cancer patients

LA JOLLA—Patients with colorectal cancer were among the first to receive targeted therapies. These drugs aim to block the cancer-causing proteins that trigger out-of-control cell growth while sparing healthy tissues. But some patients are not eligible for these treatments because they have cancer-promoting mutations that are believed to cause resistance to these drugs.


Salk Professor Tatyana Sharpee receives ASBMB DeLano Award

LA JOLLA—Salk Professor Tatyana Sharpee has won the American Society for Biochemistry and Molecular Biology’s (ASBMB) 2022 DeLano Award for Computational Biosciences. The award is given to a scientist with an innovative development or application of a computer technology that can enhance research in the life sciences at the molecular level.


Salk Assistant Professor Graham McVicker receives Genomic Innovator Award

LA JOLLA—Salk Assistant Professor Graham McVicker has been awarded a National Human Genome Research Institute (NHGRI) Genomic Innovator Award, which supports early-career scientists who conduct innovative, creative research in genomics. The award, which provides $2.85 million over five years, is in recognition of McVicker’s efforts using computational and experimental approaches to investigate how human genetic diversity leads to metabolic, cardiovascular, autoimmune and other diseases.


New method could democratize deep learning-enhanced microscopy

LA JOLLA—Deep learning is a potential tool for scientists to glean more detail from low-resolution images in microscopy, but it’s often difficult to gather enough baseline data to train computers in the process. Now, a new method developed by scientists at the Salk Institute could make the technology more accessible—by taking high-resolution images, and artificially degrading them.


Salk Professors Satchin Panda and Tatyana Sharpee honored with endowed chairs

LA JOLLA—Professors Satchin Panda and Tatyana Sharpee have both been recognized for their contributions and dedication to advancing science through research by being named to endowed chairs at the Salk Institute.


Teaching artificial intelligence to adapt

LA JOLLA—Getting computers to “think” like humans is the holy grail of artificial intelligence, but human brains turn out to be tough acts to follow. The human brain is a master of applying previously learned knowledge to new situations and constantly refining what’s been learned. This ability to be adaptive has been hard to replicate in machines.


Salk physician-scientist Edward Stites receives NIH Director’s New Innovator Award

LA JOLLA—Salk Institute Assistant Professor Edward Stites has been named an NIH Director’s New Innovator for 2020 as part of the National Institutes of Health’s High-Risk, High-Reward Research Program. The award “supports unusually innovative research from early career investigators,” according to the NIH and provides $1.5 million for a 5-year project. For his project, Stites will use mathematical and biological approaches to identify strategies to convert failed therapeutics into effective agents.


Machine learning helps plant science turn over a new leaf

LA JOLLA—Father of genetics Gregor Mendel spent years tediously observing and measuring pea plant traits by hand in the 1800s to uncover the basics of genetic inheritance. Today, botanists can track the traits, or phenotypes, of hundreds or thousands of plants much more quickly, with automated camera systems. Now, Salk researchers have helped speed up plant phenotyping even more, with machine-learning algorithms that teach a computer system to analyze three-dimensional shapes of the branches and leaves of a plant. The study, published in Plant Physiology on October 7, 2019, may help scientists better quantify how plants respond to climate change, genetic mutations or other factors.


Salk’s Tatyana Sharpee elected 2018 Fellow of American Physical Society

LA JOLLA—Salk Associate Professor Tatyana Sharpee, a member of the Computational Neurobiology Laboratory, has been elected a 2018 Fellow of the American Physical Society (APS) for her outstanding contribution to physics. In particular, she is granted this honor for “advancing our understanding of how neurons represent sensory signals and make decisions by pioneering new methods for analyzing neural responses to natural stimuli and uncovered organizing principles for closed loop behaviors,” according to the organization.


Researchers train robotic gliders to soar

LA JOLLA—The words “fly like an eagle” are famously part of a song, but they may also be words that make some scientists scratch their heads. Especially when it comes to soaring birds like eagles, falcons and hawks, who seem to ascend to great heights over hills, canyons and mountain tops with ease. Scientists realize that upward currents of warm air assist the birds in their flight, but they don’t know how the birds find and navigate these thermal plumes.


Fruit fly brains inform search engines of the future

LA JOLLA—Every day, websites you visit and smartphone apps that you use are crunching huge sets of data to find things that resemble each other: products that are similar to your past purchases; songs that are similar to tunes you’ve liked; faces that are similar to people you’ve identified in photos. All these tasks are known as similarity searches, and the ability to perform these massive matching games well—and fast—has been an ongoing challenge for computer scientists.


Salk computational neurobiologist receives NSF grant to study how brain processes sound

LA JOLLA—Salk Associate Professor Tatyana Sharpee has been awarded a grant of approximately $950,000 over 4 years by the National Science Foundation to study how the brain processes complex sounds. This grant is part of a multi-national project together with groups in France and Israel.


How plant architectures mimic subway networks

LA JOLLA—It might seem like a tomato plant and a subway system don’t have much in common, but both, it turns out, are networks that strive to make similar tradeoffs between cost and performance.


How plants grow like human brains

LA JOLLA—Plants and brains are more alike than you might think: Salk scientists discovered that the mathematical rules governing how plants grow are similar to how brain cells sprout connections. The new work, published in Current Biology on July 6, 2017, and based on data from 3D laser scanning of plants, suggests there may be universal rules of logic governing branching growth across many biological systems.


How the brain recognizes what the eye sees

LA JOLLA—If you think self-driving cars can’t get here soon enough, you’re not alone. But programming computers to recognize objects is very technically challenging, especially since scientists don’t fully understand how our own brains do it.


How cells divide tasks and conquer work

LA JOLLA—Despite advances in neuroscience, the brain is still very much a black box—no one even knows how many different types of neurons exist. Now, a scientist from the Salk Institute has used a mathematical framework to better understand how different cell types divide work among themselves.


The Internet and your brain are more alike than you think

LA JOLLA—Although we spend a lot of our time online nowadays—streaming music and video, checking email and social media, or obsessively reading the news—few of us know about the mathematical algorithms that manage how our content is delivered. But deciding how to route information fairly and efficiently through a distributed system with no central authority was a priority for the Internet’s founders. Now, a Salk Institute discovery shows that an algorithm used for the Internet is also at work in the human brain, an insight that improves our understanding of engineered and neural networks and potentially even learning disabilities.


Salk scientists adapt computer program to gauge eye spasm severity

LA JOLLA—If two clinicians observe the same patient with blepharospasm—uncontrollable muscle contractions around the eye—they’ll often come away with two different conclusions on the severity of the patient’s symptoms. That’s because the rating scales for blepharospasm are notoriously subjective and unreliable.


Memory capacity of brain is 10 times more than previously thought

LA JOLLA—Salk researchers and collaborators have achieved critical insight into the size of neural connections, putting the memory capacity of the brain far higher than common estimates. The new work also answers a longstanding question as to how the brain is so energy efficient and could help engineers build computers that are incredibly powerful but also conserve energy.


Terrence Sejnowski receives Swartz Prize for Theoretical and Computational Neuroscience

LA JOLLA–The Society for Neuroscience (SfN), an organization of nearly 40,000 scientists and clinicians, will award the Swartz Prize for Theoretical and Computational Neuroscience to Terrence Sejnowski, Salk professor and head of the Computational Neurobiology Laboratory.


Tatyana Sharpee named to NSF team trying to crack olfactory code

LA JOLLA–Since the early 19th century, scientists have worked to unravel the mystery of olfaction, our sense of smell.


Brain-based algorithms make for better networks

LA JOLLA–When it comes to developing efficient, robust networks, the brain may often know best.
Researchers from the Salk Institute for Biological Studies and Carnegie Mellon University have, for the first time, determined the rate at which the developing brain eliminates unneeded connections between neurons during early childhood.


How the brain balances risk-taking and learning

LA JOLLA–If you had 10 chances to roll a die, would you rather be guaranteed to receive $5 for every roll ($50 total) or take the risk of winning $100 if you only roll a six?


Salk Institute welcomes four new faculty

LA JOLLA—The Salk Institute is pleased to welcome a new full professor and three new assistant professors, all exceptional leaders in their respective fields. The new faculty will facilitate innovative and collaborative breakthroughs in understanding human health and disease.