Pathogens use force to breach immune defenses, study finds

Similar to a burglar breaking a window to get into a house, Indiana University researchers have discovered a previously unknown process by which pathogens enter a cell with physical force, breaching the body’s immune defenses that prevent infection.

The work, published in the journal Proceedings of the National Academy of Sciences, introduces a potential game-changer in the fight against intracellular pathogens responsible for causing devastating infectious diseases, such as tuberculosis, malaria and chlamydia. These diseases are notoriously difficult to treat because the pathogens are protected inside host cells.

“Using the parasite Toxoplasma as our representative pathogen, our work shows that some intracellular pathogens can apply physical forces during their entry into host cells, which then allow the pathogens to evade degradation and to survive intracellularly,” said study lead author Yan Yu, professor in the College of Arts and Sciences’ Department of Chemistry at IU Bloomington. “This work suggests that targeting the motility of pathogens may be a new way to combat infection inside cells.”

Normally, when an invading pathogen encounters a phagocyte — a type of white blood cell responsible for destroying bacteria, viruses and other types of foreign particles — it is caught and ingested by the phagocyte. For pathogens that escape this process, it is commonly thought that those pathogens must release a “secret arsenal” to “paralyze” the degradative machineries in the cell.

However, Yu’s study shows that this common belief is not true. She and collaborators have found that pathogens can avoid being ingested within the immune cell by exerting a “propulsive force.” With this forceful entry, the pathogens are diverted into vacuoles that lack the ability to break down these infiltrators. A vacuole is a structure reserved for storage and digestion within a cell.

To conduct the research, Yu and colleagues introduced the disease-causing parasite Toxoplasma into mouse-derived cells, observing their behaviors through a fluorescence microscope. These live parasites forcefully entered and thrived within immune cells.

The biggest challenge then was to determine whether the live parasite escapes the immune defense with unknown chemical substances, or simply through force. To tackle this question, Yu and her team took an inventive approach: They created inactivated parasites that cannot exert force or create chemical substances. Unlike live parasites, these “zombie” parasites were swiftly degraded in the cell.

The researchers then employed magnetic tweezers to push the inactivated parasite into the immune cell to mimic the forceful entry observed in live Toxoplasma. The inactivated parasite, now subjected to simulated forceful entry, evaded degradation, akin to its live counterpart. This suggests that the force of entry, not chemicals, explains the pathogen’s survival, Yu said.

To manipulate the movement of the parasite in the second experiment, the researchers had to develop the “tweezer system” with magnetic nanoparticles. They also collaborated with a team at the University of Tennessee to develop computational models to simulate the behavior.

In addition, the researchers conducted the same experiments using yeast to confirm that the mechanism observed could also be found in other infectious agents, not just Toxoplasma.

“This study elucidates the contribution of physical forces in immune evasion and underscores the importance of targeting pathogen movement to combat intracellular infections,” Yu said. “We’re hopeful this work may ultimately contribute to new efforts to fight a variety of infections that are harmful to human health.”

Other IU researchers on the study were first author Zihan Zhang, as well as Jin Ou, Yanqi Yu and Qiong Zhou. Additional co-authors are Thomas K. Gaetjens and Steven M. Abel at the University of Tennessee. This work was supported by the National Institutes of Health and the National Science Foundation.

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Human behavior guided by fast changes in dopamine levels

What happens in the human brain when we learn from positive and negative experiences? To help answer that question and better understand decision-making and human behavior, scientists are studying dopamine.

Dopamine is a neurotransmitter produced in the brain that serves as a chemical messenger, facilitating communication between nerve cells in the brain and the body. It is involved in functions such as movement, cognition and learning. While dopamine is most known for its association with positive emotions, scientists are also exploring its role in negative experiences.

Now, a new study from researchers at Wake Forest University School of Medicine shows that dopamine release in the human brain plays a crucial role in encoding both reward and punishment prediction errors. This means that dopamine is involved in the process of learning from both positive and negative experiences, allowing the brain to adjust and adapt its behavior based on the outcomes of these experiences.

The study was published today in Science Advances.

“Previously, research has shown that dopamine plays an important role in how animals learn from ‘rewarding’ (and possibly ‘punishing’) experiences. But, little work has been done to directly assess what dopamine does on fast timescales in the human brain,” said Kenneth T. Kishida, Ph.D., associate professor of physiology and pharmacology and neurosurgery at Wake Forest University School of Medicine. “This is the first study in humans to examine how dopamine encodes rewards and punishments and whether dopamine reflects an ‘optimal’ teaching signal that is used in today’s most advanced artificial intelligence research.”

For the study, researchers on Kishida’s team utilized fast-scan cyclic voltammetry, an electrochemical technique, paired with machine learning, to detect and measure dopamine levels in real-time (i.e., 10 measurements per second). However, this method is challenging and can only be performed during invasive procedures such as deep-brain stimulation (DBS) brain surgery. DBS is commonly employed to treat conditions such as Parkinson’s disease, essential tremor, obsessive-compulsive disorder and epilepsy.

Kishida’s team collaborated with Atrium Health Wake Forest Baptist neurosurgeons Stephen B. Tatter, M.D., and Adrian W. Laxton, M.D., who are also both faculty members in the Department of Neurosurgery at Wake Forest University School of Medicine, to insert a carbon fiber microelectrode deep into the brain of three participants at Atrium Health Wake Forest Baptist Medical Center who were scheduled to receive DBS to treat essential tremor.

While the participants were awake in the operating room, they played a simple computer game. As they played the game, dopamine measurements were taken in the striatum, a part of the brain that is important for cognition, decision-making, and coordinated movements.

During the game, participants’ choices were either rewarded or punished with real monetary gains or losses. The game was divided into three stages in which participants learned from positive or negative feedback to make choices that maximized rewards and minimized penalties. Dopamine levels were measured continuously, once every 100 milliseconds, throughout each of the three stages of the game.

“We found that dopamine not only plays a role in signaling both positive and negative experiences in the brain, but it seems to do so in a way that is optimal when trying to learn from those outcomes. What was also interesting, is that it seems like there may be independent pathways in the brain that separately engage the dopamine system for rewarding versus punishing experiences. Our results reveal a surprising result that these two pathways may encode rewarding and punishing experiences on slightly shifted timescales separated by only 200 to 400 milliseconds in time,” Kishida said.

Kishida believes that this level of understanding may lead to a better understanding of how the dopamine system is affected in humans with psychiatric and neurological disorders. Kishida said additional research is needed to understand how dopamine signaling is altered in psychiatric and neurological disorders.

“Traditionally, dopamine is often referred to as ‘the pleasure neurotransmitter,”‘ Kishida said. “However, our work provides evidence that this is not the way to think about dopamine. Instead, dopamine is a crucial part of a sophisticated system that teaches our brain and guides our behavior. That dopamine is also involved in teaching our brain about punishing experiences is an important discovery and may provide new directions in research to help us better understand the mechanisms underlying depression, addiction, and related psychiatric and neurological disorders.”

This study was supported by grants from the National Institutes of Health: R01MH121099, R01DA048096, R01MH124115, P50DA006634, 5KL2TR001420, F31DA053174, T32DA041349 and F30DA053176.

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A color-based sensor to emulate skin’s sensitivity

Robotics researchers have already made great strides in developing sensors that can perceive changes in position, pressure, and temperature — all of which are important for technologies like wearable devices and human-robot interfaces. But a hallmark of human perception is the ability to sense multiple stimuli at once, and this is something that robotics has struggled to achieve.

Now, Jamie Paik and colleagues in the Reconfigurable Robotics Lab (RRL) in EPFL’s School of Engineering have developed a sensor that can perceive combinations of bending, stretching, compression, and temperature changes, all using a robust system that boils down to a simple concept: color.

Dubbed ChromoSense, the RRL’s technology relies on a translucent rubber cylinder containing three sections dyed red, green, and blue. An LED at the top of the device sends light through its core, and changes in the light’s path through the colors as the device is bent or stretched are picked up by a miniaturized spectral meter at the bottom.

“Imagine you are drinking three different flavors of slushie through three different straws at once: the proportion of each flavor you get changes if you bend or twist the straws. This is the same principle that ChromoSense uses: it perceives changes in light traveling through the colored sections as the geometry of those sections deforms,” says Paik.

A thermosensitive section of the device also allows it to detect temperature changes, using a special dye — similar to that in color-changing t-shirts or mood rings — that desaturates in color when it is heated. The research has been published in Nature Communications and selected for the Editor’s Highlights page.

A more streamlined approach to wearables

Paik explains that while robotic technologies that rely on cameras or multiple sensing elements are effective, they can make wearable devices heavier and more cumbersome, in addition to requiring more data processing.

“For soft robots to serve us better in our daily lives, they need to be able to sense what we are doing,” she says. “Traditionally, the fastest and most inexpensive way to do this has been through vision-based systems, which capture all of our activities and then extract the necessary data. ChromoSense allows for more targeted, information-dense readings, and the sensor can be easily embedded into different materials for different tasks.”

Thanks to its simple mechanical structure and use of color over cameras, ChromoSense could potentially lend itself to inexpensive mass production. In addition to assistive technologies, such as mobility-aiding exosuits, Paik sees everyday applications for ChromoSense in athletic gear or clothing, which could be used to give users feedback about their form and movements.

A strength of ChromoSense — its ability to sense multiple stimuli at once — can also be a weakness, as decoupling simultaneously applied stimuli is still a challenge the researchers are working on. At the moment, Paik says they are focusing on improving the technology to sense locally applied forces, or the exact boundaries of a material when it changes shape.

“If ChromoSense gains popularity and many people want to use it as a general-purpose robotic sensing solution, then I think further increasing the information density of the sensor could become a really interesting challenge,” she says.

Looking ahead, Paik also plans to experiment with different formats for ChromoSense, which has been prototyped as a cylindrical shape and as part of a wearable soft exosuit, but could also be imagined in a flat form more suitable for the RRL’s signature origami robots.

“With our technology, anything can become a sensor as long as light can pass through it,” she summarizes.

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Public gardens contribute to invasives problem

Botanist Denis Conover does not have to go far to study the growing problem of invasive plants.

During an autumn stroll outside his office at the University of Cincinnati, the biology professor pointed out numerous examples of nonnative, invasive species in campus landscaping.

“This is winged euonymus, otherwise known as burning bush. And here is Chinese silver grass. It’s a popular ornamental, but the seeds are dispersed by the wind,” he said.

And there were many others: English ivy, wintercreeper, Callery pear.

For his latest study published in the journal Ecological Restoration, he and his students examined the impact that nonnative, invasive plants are having on forests. He found that plants at arboretums and public gardens inadvertently can seed wild areas with nonnative plants.

“The nonnative, invasive species are very detrimental to native ecosystems,” Conover said “Once they get going in the natural areas, they can take over and exclude the native plants and the animals that depend on them.”

The example he used was the arboretum at Cincinnati’s Spring Grove Cemetery, which has recorded more than 1,200 species of trees, shrubs, vines and other plants over its 178-year history. The arboretum is home to 26 noteworthy, mature trees known as “champions” for being the largest or best representation of their species, including a national champion September elm tree and an Ohio champion American yellowwood.

Conover said the arboretum is home to many beautiful native plants, including an enormous white oak that was a sapling when the Mayflower dropped anchor in Plymouth Colony. But Conover said some exotic plants at the arboretum are bearing fruit and seeds that are being carried by birds or the wind to neighboring woods.

Some exotic plants introduced to people’s yards and gardens will never pose a problem. But others can become invasive.

“You don’t know. It may take decades before they show any signs of being invasive, like the Callery pear tree,” Conover said.

UC has documented thousands of native and nonnative plant specimens at Spring Grove in surveys by people such as Kate Nordyke, the cemetery’s former herbarium specialist. Conover now serves in that role as a volunteer, documenting plants to create a record that future scientists can use to study changes in the region’s biodiversity over time.

“Despite its proximity to the city center, there is a substantial amount of intact greenspace at Spring Grove and the surrounding community,” Nordyke said. “This, in turn, supports a surprising diversity of plants and animals.”

Nordyke said she was alarmed by how easily some cultivated plants have spread to natural areas.

“Seeing this brought to light even more the importance of making informed choices about what we plant in our own yards and gardens,” she said.

Conservation technician Drew Goebel at Cincinnati City Parks said one example is the cemetery’s beautiful Amur cork tree, a state-record tree. Its seeds are sprouting in a park adjacent to the cemetery, Parker Woods Nature Preserve.

“There we found a population of 25 mature Amur cork trees. We took core samples and found that the oldest of them was 60 years old. The oldest six trees are male but then a female tree sprouted there and they began to take off,” Goebel said.

And nine years ago, volunteers cleared acres of nonnative, invasive Amur honeysuckle from Cincinnati park’s Buttercup Valley Nature Preserve, creating fertile ground for another invasive species, Higan cherry, to take hold, he said.

“We found a big stand of them — 50 or 60 that we pulled out all at once,” he said.

“The reason we don’t have more of these other invasives showing up is because another dominant invasive, Amur honeysuckle, was introduced in greater numbers and has already taken over that niche,” Goebel said.

Conover said Spring Grove has several large Higan cherry trees native to Asia.

“The trees have attractive flowers in the spring, but the fruits are eaten by birds that disperse the seeds into the natural areas,” he said.

David Gressley, director of horticulture at Spring Grove, said the cemetery is taking important steps to address the spread of invasive species. The cemetery stopped planting English ivy and wintercreeper, two common invasive species, and began replacing it with native ground covers.

“This is the first full season where I had a crew dedicated to invasive plant control,” Gressley said.

They were able to remove English ivy that covered most of a champion bald cypress tree. And they began removing porcelain berry, a vine from Asia known for its pretty blue and purple berries.

“We definitely put a dent in it,” he said. “It’s a continuous battle.”

Why does it matter?

“People who are trying to protect natural areas and preserve native plants and animals are spending huge amounts of time and money to eradicate nonnative, invasive plants,” Conover said. “The overuse of herbicides and mechanical equipment results in collateral damage to native plants and animals and to people.”

Meanwhile, Conover said, people continue to buy and plant invasive trees, shrubs and flowers for their yards instead of native alternatives, which benefit insects, birds and other wildlife.

Goebel said forests dominated by invasive species become degraded over time in more ways than one. Amur honeysuckle shades out and kills native ground-hugging plants and vines, he said. These forests don’t retain as much water or soil and provide far less wildlife habitat than native forests with their large variety of species.

“It’s not providing the same benefits to us, either, that a native forest would,” Goebel said. “It’s not going to sequester the same amount of carbon. It’s not going to mitigate stormwater runoff like it normally would. It weakens the whole system when it’s reduced to just a few species.”

But Goebel said there’s still time to do something about it.

“The good news is we’re at the beginning of the problem. If we can convince people to act when the problem is small, that’s the best time to intervene,” he said. “When it gets to the stage where it’s out of control like honeysuckle, you get to a breaking point where it’s just infeasible to deal with it.”

Study coauthor and UC graduate Olivia Canterbury said she thinks more should be done to educate people about invasive species, particularly emerging ones that could present a problem. Her father, ornithologist Ronald Canterbury, teaches in UC’s biology department.

“I was taken aback by the number of nonnative species I saw in Cincinnati’s wooded areas,” she said. “I think our best solution is to keep bringing awareness to the issue and encouraging planting native species.”

Co-author Samantha Al-Bayer, a UC graduate, is now working in Guam, an island that has a long history of dealing with invasive species such as brown tree snakes that wiped out native birds.

“Invasive species hit a lot harder and faster on islands,” Al-Bayer said. “This is due to the island’s isolation and the lack of natural predators to control foreign species.”

When the birds disappeared, many of the plants lost their best or only ways of dispersing seeds. On the island of Guam, officials are vigilant to prevent brown tree snakes from reaching other nearby islands stowed away on airplanes or boats, she said.

“This is especially important for cargo being shipped to any of the other Marianas islands since those islands are still free of brown tree snakes and still have beautiful endemic birds,” Al-Bayer said.

Conover said homeowners can do something about invasive species, first by removing any on their properties. And they can choose to replace them with native trees, shrubs and flowers, he said.

“A ginkgo tree supports virtually none of our native insects or birds,” he said. “But if you plant a white oak, there will be several hundred species of insects eating its leaves and providing food for birds along with its acorns.

“So plant an oak,” he said.

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Aging societies more vulnerable to collapse

Societies and political structures, like the humans they serve, appear to become more fragile as they age, according to an analysis of hundreds of pre-modern societies. A new study, which holds implications for the modern world, provides the first quantitative support for the theory that the resilience of political states decreases over time.

Triggers of societal collapse have been well studied and vary from conquest and coups to earthquakes and droughts. This new study shows that pre-modern states faced a steeply increasing risk of collapse within the first two centuries after they formed. The research identifies several mechanisms that could drive these aging effects. Some of the mechanisms, like environmental degradation and growing economic inequality, are still at work today.

The findings, published in the Proceedings of the National Academy of Sciences, highlight the need to understand internal processes that may contribute to the demise of states, says SFI External Professor Tim Kohler (Washington State University).

“We tend to concentrate on external drivers such as drought or catastrophes. Yes, these have a role, but often they are just triggers that are effective, or not, depending on the internal dynamics of particular societies,” says Kohler.

How states and great powers rise and fall has been an enigma that has puzzled historians for years. In this study, the researchers looked at this question from a new angle, by analyzing longevity in 324 pre-modern states spanning five millennia.

“This approach is commonly used to study the risk of death in aging humans, but nobody had the idea to look at societies this way,” says SFI External Professor Marten Scheffer (Wageningen University), lead author of the study.

In humans, the risk of dying doubles approximately every 6-7 years after infancy. As that exponential process compounds with great age, few people survive more than 100 years. The authors show that it works differently for states. Their risk of termination rises steeply over the first two centuries but then levels off, allowing a few to persist much longer than usual.

They found a similar pattern all over the world from European pre-modern societies to early civilizations in the Americas to Chinese dynasties.

“Ancient Chinese states or dynasties had an upper limit of longevity around 300 years across the past two millennia. This middle-school textbook knowledge in China has a myriad of explanations, but no consensus has been reached,” says co-author Chi Xu of Nanjing University in China. “Perhaps the answer is underneath the global pattern of human civilizations — what happened in ancient China is a perfect reflection that all societies will age and become vulnerable.”

Societies today differ in many ways from the pre-modern states studied by the authors. Nonetheless, according to Scheffer, humans should not expect modern societies to be immune to the mechanisms that drove the waxing and waning of states for thousands of years.

“Mechanisms that destabilized past societies remain relevant today,” Sheffer says. “Indeed, perceived unfairness and scarcity exacerbated by climatic extremes may still drive discontent and violence.”

Current threats to global society make these findings particularly applicable, adds co-author Tim Lenton from the University of Exeter.

“As our society enters a climate and ecological crisis of our own making the evidence that it is getting less resilient just increases the systemic and existential risks we are facing,” he says. “A glimmer of hope is that some past societies pulled through crises and lived much longer — but they had to reinvent themselves in the process.”

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Scientists work to bring tissue regeneration to replace root canal treatment

Want to avoid a root canal? In the future, you might be able to opt for tissue regeneration instead. ADA Forsyth scientists are testing a novel technology to treat endodontic diseases (diseases of the soft tissue or pulp in your teeth) more effectively. The study, “RvE1 Promotes Axin2+Cell Regeneration and Reduces Bacterial Invasion,” which appeared in The Journal of Dental Research, demonstrates regenerative properties of resolvins, specifically Resolvin E1 (RvE1), when applied to dental pulp. Resolvins are part of a greater class of Specialized Proresolving Mediators (SPMs). This class of molecule is naturally produced by the body and is exquisitely effective in the control of excess inflammation associated with disease.

“Pulpitis (inflammation of dental pulp) is a very common oral health disease that can become a serious health condition if not treated properly,” said Dr. Thomas Van Dyke, Vice President at the Center for Clinical and Translational Research at ADA Forsyth, and a senior scientist leading the study. “Root canal therapy (RCT) is effective, but it does have some problems since you are removing significant portions of dentin, and the tooth dries out leading to a greater risk of fracture down the road. Our goal is to come up with a method for regenerating the pulp, instead of filling the root canal with inert material.”

Inflammation of this tissue is usually caused by damage to the tooth through injury, cavities or cracking, and the resulting infection can quickly kill the pulp and cause secondary problems if not treated.

The study applied RvE1 to different levels of infected and damaged pulp to explore its regenerative and anti-inflammatory capacities. There were two major findings. First, they showed RvE1 is very effective at promoting pulp regeneration when used in direct pulp-capping of vital or living pulp (replicating conditions of reversible pulpitis). They were also able to identify the specific mechanism supporting tissue regeneration.

Second, the scientists found that placing RvE1 on exposed and severely infected and necrotic pulp did not facilitate regeneration. However, this treatment did effectively slow down the rate of infection and treat the inflammation, preventing the periapical lesions (abscesses) that typically occur with this type of infection. Previous publications have shown that if the infected root canal is cleaned before RvE1 treatment, regeneration of the pulp does occur.

While this study focused on this technology in treating endodontic disease, the potential therapeutic impact is far reaching. Dr. Van Dyke explained, “because application of RvE1 to dental pulp promotes formation of the type of stem cells that can differentiate into dentin (tooth), bone, cartilage or fat, this technology has huge potential for the field of regenerative medicine beyond the tissues in the teeth. It could be used to grow bones in other parts of the body, for instance.”

The study was funded by Alvin Krakow Harvard/Forsyth Research Fund (Y. Wu), and USPHS grant DE025020 from the National Institute of Dental and Craniofacial Research (NIDCR) (T.E. Van Dyke).

Study authors include Yu-Chiao Wu, Ning Yu, Carla Alvarez Rivas, Nika Mehrnia, and Alpdogan Kantarci.

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Unlocking the secret strength of marine mussels

How do you create strong, yet quick-release connections between living and non-living tissues? This is a question that continues to puzzle bioengineers who aim to create materials that bond together for advanced biomedical applications.

Looking to nature for inspiration, the McGill-led research zeroed in on the marine mussel byssus, a fibrous holdfast, which these bivalve mollusks use to anchor themselves in seashore habitats. The byssus attaches to rocky surfaces using an underwater glue, but the other end (the byssus stem root) is firmly anchored within the mussel’s soft living tissue. This area of contact between the living tissue and the non-living byssus stem root is known as a biointerface, and is the focus of a study by McGill professor of Chemistry Matthew Harrington.

“Up to this point, it was baffling how the byssus stem root biointerface could be strong enough to resist constant crashing waves but also be suddenly released by the mussel upon demand,” said Harrington. “It seemed as if the mussel could somehow control its strength.”

Surprisingly strong, yet releasable

Following a cross-disciplinary investigation, the team found that the stem root separates into approximately 40-50 sheets known as lamellae that interlock with the living tissue, creating an incredibly strong interface much like interleaving two phone books together.

“The biggest surprise is how this strength can be lowered through the beating movements of billions of tiny hair-like cilia on the surface of the living tissue. Cilia movement is under the control of the neurotransmitters serotonin and dopamine, enabling the quick release of the whole stem root on demand.” says Harrington who holds the Canada Research Chair in Green Chemistry

This finding is particularly relevant for biomedical engineers and materials scientists as they look towards the future of bio-implants, wearable sensors, brain-computer interface design, and more.

“The stem root biointerface is unlike anything seen in human-made materials and could offer important inspiration for the next generation of biointerfaces,” said Harrington. “Since further medical advances will depend on novel biointerface design, these findings could have impact on human health in the future.”

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Researchers have taught an algorithm to ‘taste’

For non-connoisseurs, picking out a bottle of wine can be challenging when scanning an array of unfamiliar labels on the shop shelf. What does it taste like? What was the last one I bought that tasted so good?

Here, wine apps like Vivino, Hello Vino, Wine Searcher and a host of others can help. Apps like these let wine buyers scan bottle labels and get information about a particular wine and read the reviews of others. These apps build upon artificially intelligent algorithms.

Now, scientists from the Technical University of Denmark (DTU), the University of Copenhagen and Caltech have shown that you can add a new parameter to the algorithms that makes it easier to find a precise match for your own taste buds: Namely, people’s impressions of flavour.

“We have demonstrated that, by feeding an algorithm with data consisting of people’s flavour impressions, the algorithm can make more accurate predictions of what kind of wine we individually prefer,” says Thoranna Bender, a graduate student at DTU who conducted the study under the auspices of the Pioneer Centre for AI at the University of Copenhagen.

More accurate predictions of people’s favourite wines

The researchers held wine tastings during which 256 participants were asked to arrange shot-sized cups of different wines on a piece of A3 paper based upon which wines they thought tasted most similarly. The greater the distance between the cups, the greater the difference in their flavour. The method is widely used in consumer tests. The researchers then digitized the points on the sheets of paper by photographing them.

The data collected from the wine tastings was then combined with hundreds of thousands of wine labels and user reviews provided to the researchers by Vivino, a global wine app and marketplace. Next, the researchers developed an algorithm based on the enormous data set.

“The dimension of flavour that we created in the model provides us with information about which wines are similar in taste and which are not. So, for example, I can stand with my favourite bottle of wine and say: I would like to know which wine is most similar to it in taste — or both in taste and price,” says Thoranna Bender.

Professor and co-author Serge Belongie from the Department of Computer Science, who heads the Pioneer Centre for AI at the University of Copenhagen, adds:

“We can see that when the algorithm combines the data from wine labels and reviews with the data from the wine tastings, it makes more accurate predictions of people’s wine preferences than when it only uses the traditional types of data in the form of images and text. So, teaching machines to use human sensory experiences results in better algorithms that benefit the user.”

Can also be used for beer and coffee

According to Serge Belongie, there is a growing trend in machine learning of using so-called multimodal data, which usually consists of a combination of images, text and sound. Using taste or other sensory inputs as data sources is entirely new. And it has great potential — e.g., in the food sector. Belongie states:

“Understanding taste is a key aspect of food science and essential for achieving healthy, sustainable food production. But the use of AI in this context remains very much in its infancy. This project shows the power of using human-based inputs in artificial intelligence, and I predict that the results will spur more research at the intersection of food science and AI.”

Thoranna Bender points out that the researchers’ method can easily be transferred to other types of food and drink as well:

“We’ve chosen wine as a case, but the same method can just as well be applied to beer and coffee. For example, the approach can be used to recommend products and perhaps even food recipes to people. And if we can better understand the taste similarities in food, we can also use it in the healthcare sector to put together meals that meet with the tastes and nutritional needs of patients. It might even be used to develop foods tailored to different taste profiles.”

The researchers have published their data on an open server and can be used for free.

“We hope that someone out there will want to build upon our data. I’ve already fielded requests from people who have additional data that they would like to include in our dataset. I think that’s really cool,” concludes Thoranna Bender.

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Covid inquiry: Earlier lockdown could have kept schools open, says Matt Hancock

The former health secretary says avoiding action in autumn 2020 led to tougher lockdowns later on.

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Strictly Come Dancing: Amy Dowden’s blood clot after chemo

The dancer, 33, says her “nightmare seems to be never ending” after a blood clot on her lung.

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