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Brazilian scientists develop COVID-19 accelerometer

Brazilian scientists develop COVID-19 accelerometer

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Online application shows in real time whether the disease is spreading faster or slower in over 200 countries and helps evaluate the effectiveness of public policies aimed at containing the pandemic .

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Researchers at São Paulo State University (UNESP) in Araçatuba, Brazil, have developed a computational tool that acts like a “COVID-19 accelerometer,” plotting in real time the rate at which growth is accelerating or decelerating in more than 200 countries and territories.

Available free of charge online, the application automatically loads the most recent notified case numbers from the European Center for Disease Prevention and Control (ECDC), updated daily, and applies mathematical modeling techniques to diagnose the current stage of the pandemic in each country.

“The application democratizes access to information. Everyone can understand exactly what’s happening in their city, state or country. It also helps public administrators and policymakers evaluate whether measures taken to mitigate transmission of the novel coronavirus are having the desired effect,” Yuri Tani Utsunomiya told. Utsunomiya is a professor at UNESP’s Araçatuba School of Veterinary Medicine (FMVA) and first author of an article published in Frontiers in Medicine showing how the mathematical modeling framework can be used to assess the effects of public health measures.

To explain how an epidemic progresses, Utsunomiya offered an analogy to a fast car. Initially, the disease spreads slowly, and daily cases grow slowly, just as a car takes some time to pick up speed. The rate of growth is called the ‘incidence’ and is measured by the number of new cases per day. Prevalence is the total number of cases since counting began and can be compared to the distance traveled by this imaginary car.

“Stepping on the throttle makes the number of cases rise rapidly, like a car accelerating and picking up speed. Exponential growth in the number of cases occurs in this second stage of the epidemic. What every country wants is to stop this acceleration and begin to slow transmission. These are two distinct operations,” Utsunomiya explained. “The first consists of taking one’s foot off the throttle so that the acceleration falls to zero. Incidence peaks as a result. The second operation entails exerting negative acceleration on the disease [stepping on the brake] so that the rate of growth falls to zero. Without velocity, the car stops. This is what we all want. We want COVID-19 to stop spreading.”

The COVID-19 accelerometer shows almost in real time whether a country is accelerating or braking, with a degree of imprecision in countries with undernotification of cases.

However, Utsunomiya stressed that the four stages of growth in the epidemic – flow (green), exponential (pink), deceleration (yellow) and stationary (blue) – may not unfold in that order. Even after a period of deceleration or stationary growth, the disease could again start spreading exponentially if control measures are abandoned. Hence, tools that help continuously monitor transmission are important.

“Our analysis of more than 200 countries and territories showed that effective control measures quickly affect the acceleration curve, well before the number of daily cases starts to fall. This behavior of the curve is highly relevant to any assessment of public policy to control the disease,” Utsunomiya said.

Sinuous curves

Using official notification data, the application plots incidence – the growth curve everyone wants to flatten so that hospitals are not overwhelmed – and acceleration in real time, and detects transitions between the four stages. This is made possible by two mathematical techniques: moving regression and a hidden Markov model.

“We developed a simple but highly robust method that takes data available from national and international databases to produce precise information on the progress and movement of the pandemic. Of course, the calculations are based on data that essentially depend on diagnosis [testing],” noted José Fernando Garcia, a professor at UNESP Jaboticabal and a coauthor of the article.

While the undernotification of cases is a limitation and may create scale distortions, the epidemiological curves produced by the model are sufficiently accurate, according to the researchers.

An analysis of the curves for Brazil at this time shows that no state has thus far succeeded in leaving behind the exponential growth stage, despite quarantine measures and lockdowns. China reached the stationary stage after only six weeks of well-organized social isolation. Australia, New Zealand, Austria and South Korea have now reached the stationary stage. Italy, Spain and Germany are in the deceleration stage, in which the number of new cases falls daily, thanks to the confinement measures taken.

Utsunomiya divides the measures designed to contain the spread of COVID-19 into two categories: suppression, meaning more intense and severe measures aimed at rapidly reversing the growth curve, e.g., lockdown, and mitigation measures aimed at lowering the growth rate, e.g., requiring face masks and discouraging crowds.

“Our study clearly points to the effectiveness of suppression in combating COVID-19,” he said. “However, suppressive measures have been criticized for creating social problems and having a profoundly negative effect on the economy. Mitigation has less severe social and economic impacts, but it’s also less efficient. There really isn’t a silver bullet.”

São Paulo Research Foundation – FAPESP awarded Utsunomiya scholarships in the past to support his PhD research and master’s research.

According to Utsunomiya, Japan is one of the only countries that managed to decelerate the growth of new cases with mitigation measures alone. “Comparing strategies across countries requires caution,” he said. “The effectiveness of mitigation depends on factors like healthcare infrastructure, the amount and frequency of testing, population density, and the extent to which people in general comply with the recommendations of the health authorities.”

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About São Paulo Research Foundation (FAPESP)

The São Paulo Research Foundation (FAPESP) is a public institution with the mission of supporting scientific research in all fields of knowledge by awarding scholarships, fellowships and grants to investigators linked with higher education and research institutions in the State of São Paulo, Brazil. FAPESP is aware that the very best research can only be done by working with the best researchers internationally. Therefore, it has established partnerships with funding agencies, higher education, private companies, and research organizations in other countries known for the quality of their research and has been encouraging scientists funded by its grants to further develop their international collaboration. You can learn more about FAPESP at http://www.fapesp.br/en and visit FAPESP news agency at http://www.agencia.fapesp.br/en to keep updated with the latest scientific breakthroughs FAPESP helps achieve through its many programs, awards and research centers. You may also subscribe to FAPESP news agency at http://agencia.fapesp.br/subscribe.

Media Contact
Heloisa Reinert
hreinert@fapesp.br

Original Source

http://agencia.fapesp.br/33407/

Related Journal Article

http://dx.doi.org/10.3389/fmed.2020.00247

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Four burning questions about the future of the $16.5B Novo-Catalent deal

To build or to buy? That’s a classic question for pharma boardrooms, and Novo Nordisk is going with both.
Beyond spending billions of dollars to expand…

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To build or to buy? That’s a classic question for pharma boardrooms, and Novo Nordisk is going with both.

Beyond spending billions of dollars to expand its own production capacity for its weight loss drugs, the Danish drugmaker said Monday it will pay $11 billion to acquire three manufacturing plants from Catalent. It’s part of a broader $16.5 billion deal with Novo Holdings, the investment arm of the pharma’s parent group, which agreed to acquire the contract manufacturer and take it private.

It’s a big deal for all parties, with potential ripple effects across the biotech ecosystem. Here’s a look at some of the most pressing questions to watch after Monday’s announcement.

Why did Novo do this?

Novo Holdings isn’t the most obvious buyer for Catalent, particularly after last year’s on-and-off M&A interest from the serial acquirer Danaher. But the deal could benefit both Novo Holdings and Novo Nordisk.

Novo Nordisk’s biggest challenge has been simply making enough of the weight loss drug Wegovy and diabetes therapy Ozempic. On last week’s earnings call, Novo Nordisk CEO Lars Fruergaard Jørgensen said the company isn’t constrained by capital in its efforts to boost manufacturing. Rather, the main challenge is the limited amount of capabilities out there, he said.

“Most pharmaceutical companies in the world would be shopping among the same manufacturers,” he said. “There’s not an unlimited amount of machinery and people to build it.”

While Novo was already one of Catalent’s major customers, the manufacturer has been hamstrung by its own balance sheet. With roughly $5 billion in debt on its books, it’s had to juggle paying down debt with sufficiently investing in its facilities. That’s been particularly challenging in keeping pace with soaring demand for GLP-1 drugs.

Novo, on the other hand, has the balance sheet to funnel as much money as needed into the plants in Italy, Belgium, and Indiana. It’s also struggled to make enough of its popular GLP-1 drugs to meet their soaring demand, with documented shortages of both Ozempic and Wegovy.

The impact won’t be immediate. The parties expect the deal to close near the end of 2024. Novo Nordisk said it expects the three new sites to “gradually increase Novo Nordisk’s filling capacity from 2026 and onwards.”

As for the rest of Catalent — nearly 50 other sites employing thousands of workers — Novo Holdings will take control. The group previously acquired Altasciences in 2021 and Ritedose in 2022, so the Catalent deal builds on a core investing interest in biopharma services, Novo Holdings CEO Kasim Kutay told Endpoints News.

Kasim Kutay

When asked about possible site closures or layoffs, Kutay said the team hasn’t thought about that.

“That’s not our track record. Our track record is to invest in quality businesses and help them grow,” he said. “There’s always stuff to do with any asset you own, but we haven’t bought this company to do some of the stuff you’re talking about.”

What does it mean for Catalent’s customers? 

Until the deal closes, Catalent will operate as a standalone business. After it closes, Novo Nordisk said it will honor its customer obligations at the three sites, a spokesperson said. But they didn’t answer a question about what happens when those contracts expire.

The wrinkle is the long-term future of the three plants that Novo Nordisk is paying for. Those sites don’t exclusively pump out Wegovy, but that could be the logical long-term aim for the Danish drugmaker.

The ideal scenario is that pricing and timelines remain the same for customers, said Nicole Paulk, CEO of the gene therapy startup Siren Biotechnology.

Nicole Paulk

“The name of the group that you’re going to send your check to is now going to be Novo Holdings instead of Catalent, but otherwise everything remains the same,” Paulk told Endpoints. “That’s the best-case scenario.”

In a worst case, Paulk said she feared the new owners could wind up closing sites or laying off Catalent groups. That could create some uncertainty for customers looking for a long-term manufacturing partner.

Are shareholders and regulators happy? 

The pandemic was a wild ride for Catalent’s stock, with shares surging from about $40 to $140 and then crashing back to earth. The $63.50 share price for the takeover is a happy ending depending on the investor.

On that point, the investing giant Elliott Investment Management is satisfied. Marc Steinberg, a partner at Elliott, called the agreement “an outstanding outcome” that “clearly maximizes value for Catalent stockholders” in a statement.

Elliott helped kick off a strategic review last August that culminated in the sale agreement. Compared to Catalent’s stock price before that review started, the deal pays a nearly 40% premium.

Alessandro Maselli

But this is hardly a victory lap for CEO Alessandro Maselli, who took over in July 2022 when Catalent’s stock price was north of $100. Novo’s takeover is a tacit acknowledgment that Maselli could never fully right the ship, as operational problems plagued the company throughout 2023 while it was limited by its debt.

Additional regulatory filings in the next few weeks could give insight into just how competitive the sale process was. William Blair analysts said they don’t expect a competing bidder “given the organic investments already being pursued at other leading CDMOs and the breadth and scale of Catalent’s operations.”

The Blair analysts also noted the companies likely “expect to spend some time educating relevant government agencies” about the deal, given the lengthy closing timeline. Given Novo Nordisk’s ascent — it’s now one of Europe’s most valuable companies — paired with the limited number of large contract manufacturers, antitrust regulators could be interested in taking a close look.

Are Catalent’s problems finally a thing of the past?

Catalent ran into a mix of financial and operational problems over the past year that played no small part in attracting the interest of an activist like Elliott.

Now with a deal in place, how quickly can Novo rectify those problems? Some of the challenges were driven by the demands of being a publicly traded company, like failing to meet investors’ revenue expectations or even filing earnings reports on time.

But Catalent also struggled with its business at times, with a range of manufacturing delays, inspection reports and occasionally writing down acquisitions that didn’t pan out. Novo’s deep pockets will go a long way to a turnaround, but only the future will tell if all these issues are fixed.

Kutay said his team is excited by the opportunity and was satisfied with the due diligence it did on the company.

“We believe we’re buying a strong company with a good management team and good prospects,” Kutay said. “If that wasn’t the case, I don’t think we’d be here.”

Amber Tong and Reynald Castañeda contributed reporting.

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Petrina Kamya, Ph.D., Head of AI Platforms at Insilico Medicine, presents at BIO CEO & Investor Conference

Petrina Kamya, PhD, Head of AI Platforms and President of Insilico Medicine Canada, will present at the BIO CEO & Investor Conference happening Feb….

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Petrina Kamya, PhD, Head of AI Platforms and President of Insilico Medicine Canada, will present at the BIO CEO & Investor Conference happening Feb. 26-27 at the New York Marriott Marquis in New York City. Dr. Kamya will speak as part of the panel “AI within Biopharma: Separating Value from Hype,” on Feb. 27, 1pm ET along with Michael Nally, CEO of Generate: Biomedicines and Liz Schwarzbach, PhD, CBO of BigHat Biosciences.

Credit: Insilico Medicine

Petrina Kamya, PhD, Head of AI Platforms and President of Insilico Medicine Canada, will present at the BIO CEO & Investor Conference happening Feb. 26-27 at the New York Marriott Marquis in New York City. Dr. Kamya will speak as part of the panel “AI within Biopharma: Separating Value from Hype,” on Feb. 27, 1pm ET along with Michael Nally, CEO of Generate: Biomedicines and Liz Schwarzbach, PhD, CBO of BigHat Biosciences.

The session will look at how the latest artificial intelligence (AI) tools – including generative AI and large language models – are currently being used to advance the discovery and design of new drugs, and which technologies are still in development. 

The BIO CEO & Investor Conference brings together over 1,000 attendees and more than 700 companies across industry and institutional investment to discuss the future investment landscape of biotechnology. Sessions focus on topics such as therapeutic advancements, market outlook, and policy priorities.

Insilico Medicine is a leading, clinical stage AI-driven drug discovery company that has raised over $400m in investments since it was founded in 2014. Dr. Kamya leads the development of the Company’s end-to-end generative AI platform, Pharma.AI from Insilico’s AI R&D Center in Montreal. Using modern machine learning techniques in the context of chemistry and biology, the platform has driven the discovery and design of 30+ new therapies, with five in clinical stages – for cancer, fibrosis, inflammatory bowel disease (IBD), and COVID-19. The Company’s lead drug, for the chronic, rare lung condition idiopathic pulmonary fibrosis, is the first AI-designed drug for an AI-discovered target to reach Phase II clinical trials with patients. Nine of the top 20 pharmaceutical companies have used Insilico’s AI platform to advance their programs, and the Company has a number of major strategic licensing deals around its AI-designed therapeutic assets, including with Sanofi, Exelixis and Menarini. 

 

About Insilico Medicine

Insilico Medicine, a global clinical stage biotechnology company powered by generative AI, is connecting biology, chemistry, and clinical trials analysis using next-generation AI systems. The company has developed AI platforms that utilize deep generative models, reinforcement learning, transformers, and other modern machine learning techniques for novel target discovery and the generation of novel molecular structures with desired properties. Insilico Medicine is developing breakthrough solutions to discover and develop innovative drugs for cancer, fibrosis, immunity, central nervous system diseases, infectious diseases, autoimmune diseases, and aging-related diseases. www.insilico.com 


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Another country is getting ready to launch a visa for digital nomads

Early reports are saying Japan will soon have a digital nomad visa for high-earning foreigners.

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Over the last decade, the explosion of remote work that came as a result of improved technology and the pandemic has allowed an increasing number of people to become digital nomads. 

When looked at more broadly as anyone not required to come into a fixed office but instead moves between different locations such as the home and the coffee shop, the latest estimate shows that there were more than 35 million such workers in the world by the end of 2023 while over half of those come from the United States.

Related: There is a new list of cities that are best for digital nomads

While remote work has also allowed many to move to cheaper places and travel around the world while still bringing in income, working outside of one's home country requires either dual citizenship or work authorization — the global shift toward remote work has pushed many countries to launch specific digital nomad visas to boost their economies and bring in new residents.

Japan is a very popular destination for U.S. tourists. 

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This popular vacation destination will soon have a nomad visa

Spain, Portugal, Indonesia, Malaysia, Costa Rica, Brazil, Latvia and Malta are some of the countries currently offering specific visas for foreigners who want to live there while bringing in income from abroad.

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With the exception of a few, Asian countries generally have stricter immigration laws and were much slower to launch these types of visas that some of the countries with weaker economies had as far back as 2015. As first reported by the Japan Times, the country's Immigration Services Agency ended up making the leap toward a visa for those who can earn more than ¥10 million ($68,300 USD) with income from another country.

The Japanese government has not yet worked out the specifics of how long the visa will be valid for or how much it will cost — public comment on the proposal is being accepted throughout next week. 

That said, early reports say the visa will be shorter than the typical digital nomad option that allows foreigners to live in a country for several years. The visa will reportedly be valid for six months or slightly longer but still no more than a year — along with the ability to work, this allows some to stay beyond the 90-day tourist period typically afforded to those from countries with visa-free agreements.

'Not be given a residence card of residence certificate'

While one will be able to reapply for the visa after the time runs out, this can only be done by exiting the country and being away for six months before coming back again — becoming a permanent resident on the pathway to citizenship is an entirely different process with much more strict requirements.

"Those living in Japan with the digital nomad visa will not be given a residence card or a residence certificate, which provide access to certain government benefits," reports the news outlet. "The visa cannot be renewed and must be reapplied for, with this only possible six months after leaving the countr

The visa will reportedly start in March and also allow holders to bring their spouses and families with them. To start using the visa, holders will also need to purchase private health insurance from their home country while taxes on any money one earns will also need to be paid through one's home country.

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