In this week's Abundance Insider: CRISPR addiction resistance, universal robotic skins, and swarm AI diagnosing pneumonia.
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Peter, Marissa, Kelley, Greg, Bri, Jarom, Joseph, Derek, Jason, Claire and Max
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AI-Human “Hive Mind” Diagnoses Pneumonia
What it is: Unanimous Artificial Intelligence — the company behind the Swarm AI system that correctly predicted the Kentucky Derby superfecta and the final score at the Super Bowl — has moved into healthcare. Partnering with Stanford University School of Medicine, the team worked with eight radiologists in different locations to read X-rays of possible pneumonia. The doctors read the X-rays and rendered an opinions in real time, while the AI system determined tallied the results based not only on the collective decision but their confidence levels as well. The resulting assessments were 33 percent more accurate than individual practitioners, and 22 percent more accurate than CheXNet, a machine learning algorithm from Stanford that previously beat out radiologists last year on a similar task.
Why it's important: We often think about AI systems as replacing human intelligence rather than facilitating collaboration to improve decision making. What other problems can we solve through increased connection and biologically inspired innovation? | Share on Facebook
Spotted by Marissa Brassfield / Written by Jason Goodwin
CRISPR Gene Editing Creates Cocaine-Proof Mice, Aims To Crack Addiction Puzzle
What it is: Researchers from the University of Chicago recently used CRISPR to genetically engineer cocaine resistance into mice. After receiving the gene editing treatment, the subjected mice were less likely to seek out cocaine. The mice became immune to overdosing on amounts of cocaine that would kill mice without the treatment. To accomplish this feat, the researchers used the enzyme butyrylcholinesterase (BCHE), which naturally breaks down cocaine. Because this enzyme cannot be administered orally and is short-lived in the bloodstream, there’s no way to maintain the enzyme in high enough concentrations for it to effectively combat cocaine. To approach this, the researchers used CRISPR to modify skin cells (which were grafted onto the mice) to more readily secrete BCHE, thereby replenishing the rapidly broken down BCHE in the bloodstream.
Why it's important: Extraordinary progress is being made every day in the biotech and genomics world. Earlier this month in Abundance Insider, we saw CRISPR gene editing to eradicate malaria-carrying mosquitoes. Prior to that, we saw CRISPR used to cure muscular dystrophy in dogs. Mitigating the effects of cocaine in mice may one day have profound applications for combating cocaine addiction in humans, saving countless human lives and helping many others overcome their addictions. What other diseases, disorders and addictions can researchers address in the CRISPR revolution? | Share on Facebook
Spotted by Marissa Brassfield / Written by Max Goldberg
Machine-Learning System Tackles Speech And Object Recognition, All At Once
What it is: In a new win for machine learning, MIT computer scientists have just developed an AI system that can identify objects within an image based only on a spoken description of the image’s features. With an input image and accompanying audio caption, the model can highlight described regions of the picture in real time, associating pixels with their corresponding descriptions, such as “girl,” “brown eyes,” “red roof,” and any other verbal descriptor. Unlike most current speech-recognition technologies, however, the model needs neither manual transcriptions nor annotations of those examples on which the system is trained, instead learning words directly from recorded speech and objects within raw images.
Why it's important: While currently capable of recognizing only several hundred different words and object types, this combined speech-object recognition technique is quickly advancing and could one day save a tremendous amount of time in manual labor. As explained by CSAIL researcher David Harwath, “We got the idea of training a model in a manner similar to walking a child through the world and narrating what you’re seeing.” And with this much more organic and data-light model, a variety of applications abound. One use case, for instance, might involve language translation, whereby the model would use two different-language speakers describing the same image, parsing the language signals from each description and matching words on the basis of their correspondence to objects in the same image. | Share on Facebook
Spotted by Marissa Brassfield / Written by Claire Adair
Building A Better Brain-In-A-Dish, Faster And Cheaper
What it is: What: Researchers at the University of San Diego School of Medicine have developed a proof-of-principle procedure for rapidly and cost-effectively creating cortical organoids from primary somatic cells -- think of these as mini sections of a brain on a dish. Organoids have been useful in studying the developing brain, sidestepping a number of difficulties inherent to studying the developing brain, but have been expensive and time-consuming to produce. In a process published in “Stem Cells and Development” last month, the UCSD team was able to compress and optimize a number of steps in the traditional process, generating a large number of cortical organoids with only minor manipulation required.
Why it's important: The potential use cases for this are vast, from creating repositories for testing to studying the potential genetic causes of disorders to more generally understanding human variability in cognition. With a large roadblock to experimentation and discovery removed, look for insight into neurological disorders to accelerate, not to mention a potential adjacent benefit in brain-computer interfaces. | Share on Facebook
Spotted by Dave Carder / Written by Jason Goodwin
This “Robotic Skin” Can Turn Pretty Much Anything Into A Robot
What it is: Yale researchers have developed hardware that turns any inanimate object into a robot. The researchers originally developed this hardware for NASA, so that actuation and sensor technology could be repurposed and recycled while in space. Applications demonstrated by the researchers include enabling locomotion of a toy horse and a variety of foam objects. Beyond bringing everyday objects to life and multiplexing space hardware, these soft robotics can augment humans as wearables. A video from the research group shows a wearable application of the robotic skin applied to a person’s back. The sensors in the robotic skin detect posture, and the actuators in the robotic skin can activate to help the person be aware that they should straighten their back if they slip into a bad posture.
Why it's important: Today’s robots typically excel at narrow tasks in highly curated environments. They often lack the ability to adapt to the natural world around them. Imagine future iterations with more degrees of freedom, different types of actuation, and more powerful sensors. Embedding artificial intelligence within the soft robotics will one day enable a user to merely apply a robotic skin to an object, specify an action, and watch as the robotic skin teaches itself to locomote the object as instructed. | Share on Facebook
Spotted by Marissa Brassfield / Written by Max Goldberg
The 'Game-Changing’ Technique To Create Babies From Skin Cells Just Stepped Forward
What it is: Scientists in Japan have recently found a way to generate precursors to human egg cells in a dish with the sole ingredient of a woman’s blood cells. Researchers have already been successful in creating egg cells from mouse tail cells (viable for fertilization), and now, researchers like Mitinori Saitou at Japan’s Kyoto University are trying to replicate these methods for human gametes. After creating stem cells from human blood cells, Saitou and his team guided them to develop into “primordial” reproductive cells. And while at a very early stage of egg development, the nascent cells were kept alive for an unprecedented four months, developing into oogonia -- precursors of mature egg cells, which appear in the first trimester of pregnancy.
Why it's important: While not yet at the milestone of a mature human egg capable of being fertilized to create an embryo, the study is a tremendous leap towards one day achieving human “in vitro gametogenesis” and revolutionizing modern-day reproduction. “This is farther than anyone has ever gotten with human eggs before,” said Stanford’s Henry Greely. And while in vitro gamete production poses tremendous implications to reproduction and accelerated genetic screening in the long-term, many in the field already foresee current applications for the technology. With large numbers of developing reproductive cells, researchers could systematically test and probe how medicines or environmental conditions affect human eggs as well as the impact of chemotherapy, toxic chemicals or radiation. | Share on Facebook
Spotted by Marissa Brassfield / Written by Claire Adair
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