Repeat COVID-19 vaccinations elicit antibodies that neutralize variants, other viruses

The COVID-19 pandemic is over, but the virus that caused it is still here, sending thousands of people to the hospital each week and spinning off new variants with depressing regularity. The virus’s exceptional ability to change and evade immune defenses has led the World Health Organization (WHO) to recommend annual updates to COVID-19 vaccines.

But some scientists worry that the remarkable success of the first COVID-19 vaccines may work against updated versions, undermining the utility of an annual vaccination program. A similar problem plagues the annual flu vaccine campaign; immunity elicited by one year’s flu shots can interfere with immune responses in subsequent years, reducing the vaccines’ effectiveness.

A new study by researchers at Washington University School of Medicine in St. Louis helps to address this question. Unlike immunity to influenza virus, prior immunity to SARS-CoV-2, the virus that causes COVID-19, doesn’t inhibit later vaccine responses. Rather, it promotes the development of broadly inhibitory antibodies, the researchers report.

The study, available online in Nature, shows that people who were repeatedly vaccinated for COVID-19 — initially receiving shots aimed at the original variant, followed by boosters and updated vaccines targeting variants — generated antibodies capable of neutralizing a wide range of SARS-CoV-2 variants and even some distantly related coronaviruses. The findings suggest that periodic re-vaccination for COVID-19, far from hindering the body’s ability to recognize and respond to new variants, may instead cause people to gradually build up a stock of broadly neutralizing antibodies that protect them from emerging SARS-CoV-2 variants and some other coronavirus species as well, even ones that have not yet emerged to infect humans.

“The first vaccine an individual receives induces a strong primary immune response that shapes responses to subsequent infection and vaccination, an effect known as imprinting,” said senior author Michael S. Diamond, MD, PhD, the Herbert S. Gasser Professor of Medicine. “In principle, imprinting can be positive, negative or neutral. In this case, we see strong imprinting that is positive, because it’s coupled to the development of cross-reactive neutralizing antibodies with remarkable breadth of activity.”

Imprinting is the natural result of how immunological memory works. A first vaccination triggers the development of memory immune cells. When people receive a second vaccination quite similar to the first, it reactivates memory cells elicited by the first vaccine. These memory cells dominate and shape the immune response to the subsequent vaccine.

In the case of the flu vaccine, imprinting has negative effects. Antibody-producing memory cells crowd out new antibody-producing cells, and people develop relatively few neutralizing antibodies against the strains in the newer vaccine. But in other cases, imprinting can be positive, by promoting the development of cross-reactive antibodies that neutralize strains in both the initial and subsequent vaccines.

To understand how imprinting influences the immune response to repeat COVID-19 vaccination, Diamond and colleagues including first author Chieh-Yu Liang, a graduate student, studied the antibodies from mice or people who had received a sequence of COVID-19 vaccines and boosters targeting first the original and then omicron variants. Some of the human participants also had been naturally infected with the virus that causes COVID-19.

The first question was the strength of the imprinting effect. The researchers measured how many of the participants’ neutralizing antibodies were specific for the original variant, the omicron variant or both. They found that very few people had developed any antibodies unique to omicron, a pattern indicative of strong imprinting by the initial vaccination. But they also found few antibodies unique to the original variant. The vast majority of neutralizing antibodies cross-reacted with both.

The next question was how far the cross-reactive effect extended. Cross-reactive antibodies, by definition, recognize a feature shared by two or more variants. Some features are shared only by similar variants, others by all SARS-CoV-2 variants or even all coronaviruses. To assess the breadth of the neutralizing antibodies, the researchers tested them against a panel of coronaviruses, including SARS-CoV-2 viruses from two omicron lineages; a coronavirus from pangolins; the SARS-1 virus that caused the 2002-03 SARS epidemic; and the Middle Eastern Respiratory Syndrome (MERS) virus. The antibodies neutralized all the viruses except MERS virus, which comes from a different branch of the coronavirus family tree than the others.

Further experiments revealed that this remarkable breadth was due to the combination of original and variant vaccines. People who received only the vaccines targeting the original SARS-CoV-2 variant developed some cross-reactive antibodies that neutralized the pangolin coronavirus and SARS-1 virus, but the levels were low. After boosting with an omicron vaccine, though, the cross-reactive neutralizing antibodies against the two coronavirus species increased.

Taken together, the findings suggest that regular re-vaccination with updated COVID-19 vaccines against variants might give people the tools to fight off not only the SARS-CoV-2 variants represented in the vaccines, but also other SARS-CoV-2 variants and related coronaviruses, possibly including ones that have not yet emerged.

“At the start of the COVID-19 pandemic, the world population was immunologically naïve, which is part of the reason the virus was able to spread so fast and do so much damage,” said Diamond, also a professor of molecular microbiology and of pathology & immunology. “We do not know for certain whether getting an updated COVID-19 vaccine every year would protect people against emerging coronaviruses, but it’s plausible. These data suggest that if these cross-reactive antibodies do not rapidly wane — we would need to follow their levels over time to know for certain — they may confer some or even substantial protection against a pandemic caused by a related coronavirus.”

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Sweet taste receptor affects how glucose is handled metabolically by humans

The rich research portfolio of the Monell Chemical Senses Center on sweet taste goes way back: Monell scientists were one of four teams in 2001 that found and described the mammalian sweet taste receptor — TAS1R2-TAS1R3. Twenty years later in 2021, a pair of papers published in Mammalian Genome by Monell researchers covered the genetics of sugar-loving mice.

The sweet taste receptor, expressed in taste bud cells, conveys sweetness from the mouth when it is activated. Earlier this month, a study in PLOS One, led by another Monell researcher, delved into how the sweet-taste receptor might be the first stop in a metabolic surveillance system for sugar. The receptor is also expressed in certain intestinal cells, where it may facilitate glucose absorption and assimilation, as part of this system.

The team found that stimulation and inhibition of TAS1R2-TAS1R3 demonstrates that it helps regulate glucose metabolism in humans and may have implications for managing such metabolic disorders as diabetes. Glucose is the primary type of sugar found in human blood, making it a key source of energy for cells.

“Our objective was to determine whether TAS1R2-TAS1R3 influences glucose metabolism in two directions,” said Monell Member Paul Breslin, PhD, Professor of Nutritional Sciences, Rutgers University, and senior author on the paper.

They showed that a TAS1R2-TAS1R3 agonist (sucralose, a zero-calorie sweetener) or a TAS1R2-TAS1R3 antagonist (lactisole, a sodium salt that inhibits sweet taste) mixed with a glucose meal acutely altered human glucose tolerance in different ways. Here, an agonist binds to a receptor and stimulates a cell and an antagonist binds to a receptor and prevents stimulation.

“The novelty of our findings is that the receptor we studied in this experiment impacts blood glucose and insulin during a glucose meal differently, depending on whether it is stimulated or inhibited,” said Breslin. This work provides further evidence that taste receptors help regulate metabolism and nutrient handling.

Plasma insulin levels were measured in study participants given an oral glucose tolerance test (OGTT), which follows blood sugar levels before and after a person drinks a liquid meal containing glucose. Participants’ ratings of perceived sucralose sweetness correlated with early increases in plasma glucose, as well as increases in plasma insulin levels when sucralose was added to the OGTT. The added sucralose tended to accelerate the release of insulin to the glucose load. On the other hand, participants’ sensitivity to lactisole-driven inhibition of sweetness was correlated with decreased plasma glucose levels. Lactisole also tended to slow insulin release.

“When glucose stimulates taste receptors before being absorbed into the body, signals are sent via the mouth and intestine to regulatory organs such as the pancreas. Perhaps, we could devise ways of using TAS1R2-TAS1R3 to help the body handle glucose better by anticipating when glucose will appear in the blood,” said Breslin. When the body senses glucose, it speeds up the absorption to deliver glucose to tissues that may need it and possibly also to prevent glucose from moving too far along the intestine, which may not be good for maintaining a healthy gut microbiome.

“This system is elegant in its simplicity,” said Breslin. The same taste receptor is all over the body — the mouth, gastrointestinal tract, pancreas, liver, and fat cells, with the last three being major metabolic regulatory tissues, all part of the body’s 24/7 metabolic watch.

Is there a relationship between a person’s health status and the activity of their TAS1R2-TAS1R3 receptors? Study authors say likely, suggesting that the degree of receptor activation exerts acute influences on plasma glucose and insulin levels and their timing of onset, which is important for metabolic health.

The team maintains that, in general, the current dietary habits of excessive consumption of food and beverages high in sucrose, high fructose corn syrup, and high-potency sweeteners could hyperstimulate TAS1R2-TAS1R3, contributing to the improper regulation of glucose in the blood. This could lead to a diagnosis of metabolic syndrome, a cluster of risk factors including elevated plasma glucose and insulin insensitivity (along with obesity, hypertension, and elevated plasma fats) that increases the risk of heart disease, stroke, and diabetes. The authors say that future studies should examine the effects of TAS1R2-TAS1R3 stimulation and inhibition in people who are at risk for metabolic syndrome to determine the therapeutic potential of manipulating TAS1R2-TAS1R3 for better metabolic control instead of worse.

“Studies like these — using Monell’s technical capability and deep expertise in the chemical senses — show that the sweet taste receptor TAS1R2-TAS1R3 helps to regulate glucose differently, depending on the sweetness of the food or beverage,” said Breslin. The team’s hope is to apply what they learned to make what we eat and drink healthier.

“A small metabolic change for the positive can add a lot more to the life and health of humans when compounded over decades and millions of people,” said Breslin.

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How heatwaves are affecting Arctic phytoplankton

The basis of the marine food web in the Arctic, the phytoplankton, responds to heatwaves much differently than to constantly elevated temperatures. This has been found by the first targeted experiments on the topic, which were recently conducted at the Alfred Wegener Institute’s AWIPEV Station. The phytoplankton’s behaviour primarily depends on the cooling phases after or between heatwaves, as shown in a study just released in the journal Science Advances.

Heatwaves, which we’ve increasingly seen around the globe in recent years, are also becoming more and more common in the Arctic. During a heatwave, not only the air but also the ocean grows warmer — the temperature is substantially higher than the seasonal mean value for at least five consecutive days. But how these short-term temperature fluctuations affect polar organisms remains largely unclear. To shed light on this aspect, a team led by Dr Klara Wolf (Universities of Hamburg and Konstanz) and Dr Björn Rost from the Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research (AWI) has now used experiments to investigate how single-cell algae, the phytoplankton, respondact to these extreme events. Given the phytoplankton’s role as the basis of the marine food web, changes in it could resonate throughout the entire Arctic ecosystem.

In incubation experiments at the AWIPEV Station in Svalbard, the researchers allowed natural phytoplankton communities from nearby Kongsfjorden to grow for 20 days under various conditions — normal and increased but constant temperatures (2° C, 6° C, 9° C). For comparison, they subjected the phytoplankton to repeated heatwaves of varying intensity (6° C, 9° C) , each lasting five days with a three-day cooling phase at the seasonal mean temperature (2° C) in between. Different types of samples were collected at defined intervals in order to characterise the physiological responses and any potential species shifts.

“Under stable temperatures, even an extreme increase of +7° C led to accelerated growth and higher productivity, with surprisingly small changes in the composition of species, even over weeks,” says Klara Wolf regarding the experiments’ outcomes. “In contrast, the effects of heatwaves are considerably more complex and don’t follow the same pattern. This implies that our knowledge about constant temperature increases cannot readily be applied to these short-term warm phases, which normally only last a few days.” One reason for the difference is apparently that not just the exposure to increased temperatures has a major impact on productivity, but also and especially the cooling phases after or between heatwaves — and very little is known about these effects.

“We’re only just starting to gain a mechanistic understanding of how heatwaves can impact the polar regions,” says AWI biologist Björn Rost. “Our study represents an important first step and shows which aspects of heatwaves and which phytoplankton-related processes we need to take a closer look at. In addition, our study shows that what we know about the processes and effects of constantly higher temperatures can’t simply be applied one-to-one.” In fact, scenarios involving fluctuating temperatures can produce a broad range of effects, which is why predicting their implications is more complicated than for continuous warming.

Accordingly, in order to develop better projections and models regarding how primary production and the Arctic ecosystem will change in response to climate change, it won’t suffice to investigate the effects of mean temperatures; the effects of temperature fluctuations need to receive more attention. While stable warming up to a certain temperature increases productivity, some heatwaves can decrease it, while others increase it. A better grasp of the effects of variable temperatures, especially the cooling phases, is therefore essential to improving forecasts on potential biodiversity changes. Investigations on phytoplankton are hereby most crucial, since changes at the basis of the food web can impact all higher trophic levels, all the way up to fisheries.

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LBC’s Iain Dale Compares Ban On Gender Identity Talks In Schools To Section 28

LBC presenter Iain Dale compared the government’s plan to ban lessons about gender identity in schools to infamous legislation from the 80s.

Speaking on BBC Question Time last night, Dale hit out at the new strategy which would prevent all children under nine from having any sex education, and stop all students from being taught about trans issues.

PM Rishi Sunak claimed this new draft guidance would stop children from being “exposed to disturbing content”.

However, Dale argued that this ban just echoes Section 28, a damaging Thatcherite policy enforced between 1988 and 2003 where schools were prevented from “promoting” homosexuality.

Dale told BBC Question Time: “Young people always have questions.”

He continued: “In an ideal world, our parents would be able to answer those questions. But we don’t live in an ideal world.

“There are many parents who just will not go into this area whether it’s gender identity of just sex education, so therefore it’s left to the teachers.

“What I don’t want to see is a repeat of what happened in 1988 when Section 28 was brought in and teachers weren’t even allowed to mention the word homosexuality.

“We don’t want that to be here – if young people have got questions about gender identity, they have personal issues, they should be able to approach people [like teachers] for whatever.”

Host Fiona Bruce pointed out: “So the government aren’t suggesting that it wouldn’t happen, but they’re saying it wouldn’t be taught.”

“Well, if I was a teacher I wouldn’t find that very acceptable,” Dale said.

He said that governments are always “years behind developments”, and pointed to the rapid advancement in the field of pornography as an example, saying children are exposed to it now.

He said: “Therefore, if you try to sweep this under the carpet and say nine-year-olds actually shouldn’t be taught that this [pornography] is wrong in school, I think that’s a problem.”

Dale continued: “I don’t want young people today to experience what I did in school where you have the head of needlework and head of geography doing the sex education.

“Neither of them wanted to do it, neither of them really knew anything about it.”

He said the solution was to have “professionals teach sex education”, going from school to school, and “doing it properly”.

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Rosie Jones Deletes Twitter Account As She ‘Could Not Handle The Cesspit Of Hate’

Comedian Rosie Jones has confirmed she has deactivated her account on X (formerly Twitter) as she felt she could no longer “handle” the torrent of abuse directed at her.

Before deleting her account, Rosie posted a message – which was screenshotted by fan – reading: “I’ve not felt a lot of joy from this social platform in a long time, so to come on and see I’m trending, yet again, is exhausting.

“I could say comedy is subjective but the truth is the comments are hurtful. I used to love Twitter but I don’t care for this centre of hate.”

Over on Instagram, Rosie confirmed that she had “finally deactivated Twitter”, noting: “My god do I feel good about it.”

The Trip Hazard star – who has spoken candidly on the subject of the ableist online abuse she receives on a number of occasions – explained: “[I’m] still on [Instagram], I just could not handle the cesspit of hate. I used to love Twitter, but not what it had morphed into. It’s a no from me.”

Last year, Rosie told her fans she’d be “laying low” for a brief period, after a string of TV appearances led to her receiving a wave of yet more ableist abuse.

“Comedy is subjective and it’s OK if I’m not your cup of tea. But please remember the difference between personal preference and downright ableism,” she said at the time.

A year earlier, she tweeted: “Just a reminder… if you don’t find me, or another comedian, funny, that’s totally understandable. Comedy is subjective. BUT there’s no need to write your dislike for us on here, making sure to tag us into the tweet. Just change the channel and get on with your life, yeah?”

Rosie on stage at the London Palladium last year
Rosie on stage at the London Palladium last year

Joe Maher/Comic Relief via Getty Images

Before breaking through as a stand-up comic, Rosie – who has cerebral palsy – was a writer on panel shows like Would I Lie To You? and 8 Out Of 10 Cats, as well as penning an episode of the Netflix teen comedy Sex Education.

She has also acted in shows like Casualty and Call The Midwife.

The Yorkshire-born star has repeatedly used her platform to speak out about the discrimination that she and other disabled people face in modern Britain, most notably in a Channel 4 documentary released last year.

However, this doc proved to be divisive upon its release, as it featured an ableist slur in its title.

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European Organisers Respond After EU Makes An Official Complaint About This Year’s Competition

Eurovision bosses have responded to a complaint made by the European Union’s vice president about this year’s competition.

Even this year’s winner Nemo called out the European Broadcasting Union (EBU) for their “double standards” after the Swiss singer was not permitted to wave the non-binary pride flag in the arena (they smuggled one in anyway, and Eurovision later posted a picture of it to their official Instagram page).

But that’s not the only flag-related issue this year.

Eurovision winner Nemo on stage in Malmö
Eurovision winner Nemo on stage in Malmö

Martin Sylvest Andersen via Getty Images

When reports emerged claiming that the flag of the EU was also not allowed in the arena, the union’s vice president Margaritis Schinas filed an official complaint to the EBU.

On Thursday, Schinas revealed he’d already received a response about his complaint, which he shared on X.

“As you rightly note, the Eurovision Song Contest shares the same values of universality, diversity, equality and inclusivity as the European Union itself,” the letter from EBU director general Noel Curran began.

“The EBU has a proud tradition of celebrating diversity through music and in bringing European citizens together, ‘United by Music’. Our goal is to translate our ideals and values into reality, whilst endeavouring to innovate and improve all aspects of the Song Contest, together with the relevant host broadcaster.

“We are proud each year to organise a truly inclusive show that is the most watched (non-sport) entertainment event in Europe.”

The letter went on to insist that there “has never been an express ban on the EU flag at the Eurovision Song Contest”, pointing out that it has been “clearly visible in previous editions”.

“However,” Curran continued, “our general approach to the flags at the venue each year has always been based on a positive, inclusive list of the flags of participating countries only and the rainbow flag.

“It is the case that in 2024, as a result of the sensitive global political context and serious security risks on-site, the list of accepted participating country flags, along with all other security policies, was applied more strictly than ever at the entrance to the venue.”

“We wish to assure you that it was never our intention to discredit the European Union flag as such an important symbol of European unity and solidarity, and we will be sure to revisit our policy for next year.”

The EBU previously took issue with contestants and guest performers making visual displays of solidarity with Palestine during this year’s competition.

Irish act Bambie Thug claimed they were made to remove a message calling for a “ceasefire” in ancient Gaelic from their stage costume, while opening act Eric Saade was rebuked for incorporating a Palestinian keffiyeh into his stage outfit.

Eric Saade on stage during the first semi-final of Eurovision 2024
Eric Saade on stage during the first semi-final of Eurovision 2024

JESSICA GOW/TT via Getty Images

Eric – who is of Palestinian descent – later hit back at the EBU, claiming: “The EBU seem to think that my ethnicity is controversial. It says nothing about me, but everything about them.”

The Portuguese delegation also made an official complaint to the EBU after their performance was uploaded to YouTube later than other acts’, which organisers said was due to “pro-Palestinian elements”.

Portuguese singer Iolanda had sported nail art inspired by the traditional Palestinian keffiyeh for her performance in the final.

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Junior doctors talks need time and space – Atkins

The health secretary says renewed negotiations should take place away from deadlines and social media.

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Late education plans mean kids miss out on support in England

Many councils in England are failing to meet legal deadlines to set out the extra help pupils need to access education.

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Otters, especially females, use tools to survive a changing world

Sea otters are one of the few animals that use tools to access their food, and a new study has found that individual sea otters that use tools — most of whom are female — are able to eat larger prey and reduce tooth damage when their preferred prey becomes depleted.

The study researchers and their enlisted volunteer “otter spotters” followed 196 radio-tagged southern sea otters off the coast of California to better understand how the threatened species uses tools in a rapidly changing environment. The research team from The University of Texas at Austin, University of California, Santa Cruz, Monterey Bay Aquarium and elsewhere monitored how the marine mammals used tools — such as rocks, shells and trash — to break open prey and identified links to the animals’ dietary patterns and dental health.

For the first time, researchers found that the use of tools among male and female otters led to a reduction in tooth injuries.

“Sea otters vary in how often they use tools,” said Chris Law, a postdoctoral researcher and an Early Career Provost Fellow at UT Austin who led the study while a graduate student at UC Santa Cruz. “The females are likely using tools to overcome their smaller body size and weaker biting ability in order to meet their calorie demands. Raising pups takes a lot of energy, and the females need to be efficient in their foraging. The study shows that tool use is an important behavior for survival.”

The study is published in Science.

In the southern sea otter’s range of coastal Central California, some of the preferred prey such as large abalone and sea urchins, are not difficult to break open. However, these food resources dwindle or disappeare in many areas. This leads otters to prey more often on crabs, clams, mussels and small marine snails whose hard shells can damage the otter’s teeth in the process of prying them open.

Tooth condition is important for survival because when an otter’s teeth become too worn or damaged, they could starve. Using tools helped individual otters to meet their calorie needs by branching out into different types of prey. The study found female otters had less tooth damage than male otters did.

Research shows that female otters are more likely to use tools, and in the study, those that did were able to access harder or larger prey than otters that did not use tools. In fact, females were able to consume prey that were up to 35% harder compared with that of males that used tools.

Female dolphins, chimps and bonobos are also known to use tools more than their male counterparts, probably for the same reasons. In these species, females tend to raise offspring, and they are often the ones that pass down tool-use behavior to offspring.

Listed as a threatened species under the U.S. Endangered Species Act, southern sea otters number only about 3,000 in California, where they play a critical role in marine ecosystems preying on sea urchins that feed on kelp forests.

Rita Mehta and Tim Tinker of the University of California, Santa Cruz; Jessica Fujii, Teri Nicholson and Michelle Staedler with the Monterey Bay Aquarium; Joseph Tomoleoni of the U.S. Geological Survey; and Colleen Young of the California Department of Fish and Wildlife were also authors on the paper. Chris Law was previously a postdoctoral scholar with University of Washington.

The research was funded by the U.S. National Science Foundation, Packard Foundation, Coastal Conservancy, U.S. Fish and Wildlife Service, Pacific Gas & Electric and Bureau of Ocean Energy Management.

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Researchers wrestle with accuracy of AI technology used to create new drug candidates

Artificial intelligence (AI) has numerous applications in healthcare, from analyzing medical imaging to optimizing the execution of clinical trials, and even facilitating drug discovery.

AlphaFold2, an artificial intelligence system that predicts protein structures, has made it possible for scientists to identify and conjure an almost infinite number of drug candidates for the treatment of neuropsychiatric disorders. However recent studies have sown doubt about the accuracy of AlphaFold2 in modeling ligand binding sites, the areas on proteins where drugs attach and begin signaling inside cells to cause a therapeutic effect, as well as possible side effects.

In a new paper, Bryan Roth, MD, PhD, the Michael Hooker Distinguished Professor of Pharmacology and director of the NIMH Psychoactive Drug Screening Program at the University of North Carolina School of Medicine, and colleagues at UCSF, Stanford and Harvard determined that AlphaFold2 can yield accurate results for ligand binding structures, even when the technology has nothing to go off of. Their results were published in Science.

“Our results suggest that AF2 structures can be useful for drug discovery,” said Roth, senior author who holds a joint appointment at the UNC Eshelman School of Pharmacy. “With a nearly infinite number of possibilities to create drugs that hit their intended target to treat a disease, this sort of AI tool can be invaluable.”

AlphaFold2 and Prospective Modeling

Much like weather forecasting or stock market prediction, AlphaFold2 works by pulling from a massive database of known proteins to create models of protein structures. Then, it can simulate how different molecular compounds (like drug candidates) fit into the protein’s binding sites and produce wanted effects. Researchers can use the resulting combinations to better understand protein interactions and create new drug candidates.

To determine the accuracy of AlphaFold2, researchers had to compare the results of a retrospective study against that of a prospective study. A retrospective study involves researchers feeding the prediction software compounds they already know bind to the receptor. Whereas, a prospective study requires researchers to use the technology as a fresh slate, and then feed the AI platform information about compounds that may or may not interact with the receptor.

Researchers used two proteins, sigma-2 and 5-HT2A, for the study. These proteins, which belong to two different protein families, are important in cell communication and have been implicated in neuropsychiatric conditions such as Alzheimer’s disease and schizophrenia. The 5-HT2A serotonin receptor is also the main target for psychedelic drugs which show promise for treating a large number of neuropsychiatric disorders.

Roth and colleagues selected these proteins because AlphaFold2 had no prior information about sigma-2 and 5-HT2A or the compounds that might bind to them. Essentially, the technology was given two proteins for which it wasn’t trained on — essentially giving the researchers a “blank slate.”

First, researchers fed the AlphaFold system the protein structures for sigma-2 and 5-HT2A, creating a prediction model. Researchers then accessed physical models of the two proteins that were produced using complex microscopy and x-ray crystallography techniques. With a press of a button, as many as 1.6 billion potential drugs were targeted to the experimental models and AlphaFold2 models. Interestingly, every model had a different drug candidate outcome.

Successful Hit Rates

Despite the models having differing results, they show great promise for drug discovery. Researchers determined that the proportion of compounds that actually altered protein activity for each of the models were around 50% and 20% for the sigma-2 receptor and 5-HT2A receptors, respectively. A result greater than 5% is exceptional.

Out of the hundreds of millions of potential combinations, 54% of the drug-protein interactions using the sigma-2 AlphaFold2 protein models were successfully activated through a bound drug candidate. The experimental model for sigma-2 produced similar results with a success rate of 51%.

“This work would be impossible without collaborations among several leading experts at UCSF, Stanford, Harvard, and UNC-Chapel Hill,” Roth said. “Going forward we will test whether these results might be applicable to other therapeutic targets and target classes.”

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