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AI can help predict whether a patient will respond to specific tuberculosis treatments, paving way for personalized care

People have been battling tuberculosis for thousands of years, and drug-resistant strains are on the rise. Analyzing large datasets with AI can help humanity…

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Tuberculosis typically infects the lungs but can spread to the rest of the body. stockdevil/iStock via Getty Images Plus

Tuberculosis is the world’s deadliest bacterial infection. It afflicted over 10 million people and took 1.3 million lives in 2022. These numbers are predicted to increase dramatically because of the spread of multidrug-resistant TB.

Why does one TB patient recover from the infection while another succumbs? And why does one drug work in one patient but not another, even if they have the same disease?

People have been battling TB for millennia. For example, researchers have found Egyptian mummies from 2400 BCE that show signs of TB. While TB infections occur worldwide, the countries with the highest number of multidrug-resistant TB cases are Ukraine, Moldova, Belarus and Russia.

The COVID-19 pandemic set back progress in addressing many health conditions, including TB.

Researchers predict that the ongoing war in Ukraine will result in an increase in multidrug-resistant TB cases because of health care disruptions. Additionally, the COVID-19 pandemic reduced access to TB diagnosis and treatment, reversing decades of progress worldwide.

Rapidly and holistically analyzing available medical data can help optimize treatments for each patient and reduce drug resistance. In our recently published research, my team and I describe a new AI tool we developed that uses worldwide patient data to guide more personalized and effective treatment of TB.

Predicting success or failure

My team and I wanted to identify what variables can predict how a patient responds to TB treatment. So we analyzed more than 200 types of clinical test results, medical imaging and drug prescriptions from over 5,000 TB patients in 10 countries. We examined demographic information such as age and gender, prior treatment history and whether patients had other conditions. Finally, we also analyzed data on various TB strains, such as what drugs the pathogen is resistant to and what genetic mutations the pathogen had.

Looking at enormous datasets like these can be overwhelming. Even most existing AI tools have had difficulty analyzing large datasets. Prior studies using AI have focused on a single data type – such as imaging or age alone – and had limited success predicting TB treatment outcomes.

We used an approach to AI that allowed us to analyze a large and diverse number of variables simultaneously and identify their relationship to TB outcomes. Our AI model was transparent, meaning we can see through its inner workings to identify the most meaningful clinical features. It was also multimodal, meaning it could interpret different types of data at the same time.

Microscopy image of rod-shaped TB bacteria stained green
Mycobacterium tuberculosis spreads through aerosol droplets. NIAID/NIH via Flickr

Once we trained our AI model on the dataset, we found that it could predict treatment prognosis with 83% accuracy on newer, unseen patient data and outperform existing AI models. In other words, we could feed a new patient’s information into the model and the AI would determine whether a specific type of treatment will either succeed or fail.

We observed that clinical features related to nutrition, particularly lower BMI, are associated with treatment failure. This supports the use of interventions to improve nourishment, as TB is typically more prevalent in undernourished populations.

We also found that certain drug combinations worked better in patients with certain types of drug-resistant infections but not others, leading to treatment failure. Combining drugs that are synergistic, meaning they enhance each other’s potency in the lab, could result in better outcomes. Given the complex environment in the body compared with conditions in the lab, it has so far been unclear whether synergistic relationships between drugs in the lab hold up in the clinic. Our results suggest that using AI to weed out antagonistic drugs, or drugs that inhibit or counteract each other, early in the drug discovery process can avoid treatment failures down the line.

Ending TB with the help of AI

Our findings may help researchers and clinicians meet the World Health Organization’s goal to end TB by 2035, by highlighting the relative importance of different types of clinical data. This can help prioritize public health efforts to mitigate TB.

While the performance of our AI tool is promising, it isn’t perfect in every case, and more training is needed before it can be used in the clinic. Demographic diversity can be high within a country and may even vary between hospitals. We are working to make this tool more generalizable across regions.

Our goal is to eventually tailor our AI model to identify drug regimens suitable for individuals with certain conditions. Instead of a one-size-fits-all treatment approach, we hope that studying multiple types of data can help physicians personalize treatments for each patient to provide the best outcomes.

Sriram Chandrasekaran receives funding from the US National Institutes of Health.

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IVI starts technology transfer to Biological E. Limited to manufacture oral cholera vaccine for India and global markets

  Credit: IVI IVI will complete the technology transfer by 2025 Oral Cholera Vaccine to be manufactured by Biological E. Limited for India and international…

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March 20, 2024

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Credit: IVI

  • IVI will complete the technology transfer by 2025
  • Oral Cholera Vaccine to be manufactured by Biological E. Limited for India and international markets

 

March 20, 2024, SEOUL, Republic of Korea and HYDERABAD, India — The International Vaccine Institute (IVI), an international organization with a mission to discover, develop, and deliver safe, effective, and affordable vaccines for global health, today announced that it has commenced a technology transfer of simplified Oral Cholera Vaccine (OCV-S) to Biological E. Limited (BE), a leading India-based Vaccines and Pharmaceutical Company.

 

Following the signing of a technology license agreement in November last year, IVI has begun providing the technical information, know-how, and materials to produce OCV-S at BE facilities and will continue to support necessary clinical development and regulatory approvals. IVI and BE entered this partnership during an unprecedented surge of cholera outbreaks worldwide and aim to increase the volume of low-cost cholera vaccine in India as well as the global public market.

 

IVI will complete the technology transfer by 2025 and the oral cholera vaccine will be manufactured for India and international markets by Biological E. Limited.

 

Dr. Jerome Kim, Director General of IVI, said: “In an era of heightened risk of poverty-associated infectious diseases such as cholera, the world needs a sustainable source of high-quality, affordable vaccines and committed manufacturers to supply them. We are pleased to partner with Biological E., a company with a proven history of making life-saving vaccines accessible globally, to address this supply gap and protect communities from this deadly, though preventable, disease.”

 

Ms. Mahima Datla, Managing Director, Biological E. Limited, said: “We are glad to be in collaboration with IVI for the manufacture of simplified Oral Cholera Vaccine. Our efforts are aimed to not only combat the disease but to also be part of a sustained legacy of innovation, collaboration, and health stewardship. Together with IVI, we are happy to be shaping a healthier and more resilient future by making this vaccine accessible globally.”

 

This technology transfer and licensing agreement is the sixth of its kind for IVI, transferring such technology to manufacturers in India, the Republic of Korea, Bangladesh, and South Africa. All these partnerships have led to or seek to achieve, pre-qualification (PQ) from the World Health Organization, a designation that enables global agencies such as UNICEF to procure the vaccine for the global market. BE already has 9 vaccines with WHO PQ in its portfolio, and IVI and BE will pursue WHO PQ for OCV-S as well, following national licensure in India.

 

Dr. Julia Lynch, Director of IVI’s Cholera Program, said: “The cholera situation is dire, and the availability and use of oral cholera vaccine is an essential part of a multifaceted approach to cholera control and prevention, especially as outbreaks increase and the global vaccine supply remains strained. With more manufacturers like BE entering the market, the future supply situation looks strong. IVI remains committed to ensuring the availability of the oral cholera vaccine and to developing new and improved vaccines that are equally safe, effective, and affordable and made around the world, for the world.”

 

OCV-S is a simplified formulation of OCV with the potential to lower production costs while increasing production capacity for current and aspiring OCV manufacturers. IVI’s development of OCV-S and ongoing technology transfers are part of an institutional strategy to confront cholera with 3 main goals: 1) Ensure supply of OCV 2) Improve cholera vaccines 3) Support OCV use and introduction. The Bill & Melinda Gates Foundation has been supporting IVI’s cholera program since 2000 and is funding this latest technology transfer to BE.

 

###

 

About the International Vaccine Institute (IVI)

The International Vaccine Institute (IVI) is a non-profit international organization established in 1997 at the initiative of the United Nations Development Programme with a mission to discover, develop, and deliver safe, effective, and affordable vaccines for global health.

IVI’s current portfolio includes vaccines at all stages of pre-clinical and clinical development for infectious diseases that disproportionately affect low- and middle-income countries, such as cholera, typhoid, chikungunya, shigella, salmonella, schistosomiasis, hepatitis E, HPV, COVID-19, and more. IVI developed the world’s first low-cost oral cholera vaccine, pre-qualified by the World Health Organization (WHO), and developed a new-generation typhoid conjugate vaccine that also achieved WHO prequalification in early 2024.

IVI is headquartered in Seoul, Republic of Korea with a Europe Regional Office in Sweden, an Africa Regional Office in Rwanda, a Country Office in Austria, and a Country and Project Office in Kenya. IVI additionally co-founded the Hong Kong Jockey Club Global Health Institute in Hong Kong and hosts Collaborating Centers in Ghana, Ethiopia, and Madagascar. 39 countries and the WHO are members of IVI, and the governments of the Republic of Korea, Sweden, India, Finland, and Thailand provide state funding. For more information, please visit https://www.ivi.int.

 

 

About Biological E. Limited

Biological E. Limited (BE), a Hyderabad-based Pharmaceuticals & Biologics Company founded in 1953, is the first private sector biological products company in India and the first pharmaceutical company in Southern India. BE develops, manufactures and supplies vaccines and therapeutics. BE supplies its vaccines to more than 130 countries and its therapeutic products are sold in India, the USA and Europe. BE currently has 8 WHO-prequalified vaccines and 10 USFDA approved Generic Injectables in its portfolio. Recently, BE has received Emergency Use Listing (EUL) from the WHO for CORBEVAX®, the COVID-19 vaccine. Recently, DCGI has approved BE’S 14-Valent Pneumococcal Conjugate vaccine.

In recent years, BE has embarked on new initiatives for organizational expansion such as developing specialty injectable products for global markets as a means to manufacture APIs sustainably and developing novel vaccines for the global market.

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MEDIA CONTACTS

IVI

Aerie Em, Global Communications & Advocacy Manager
+82 2 881 1386 | aerie.em@ivi.int

 

Biological E. Limited

K. Vijay Amruth Raj
Email: Vijay.Kammari@biologicale.com
www.biologicale.com/news

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Bolsonaro Indicted By Brazilian Police For Falsifying Covid-19 Vaccine Records

Bolsonaro Indicted By Brazilian Police For Falsifying Covid-19 Vaccine Records

Federal police in Brazil have indicted former President Jair…

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22 hours ago

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March 19, 2024

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Bolsonaro Indicted By Brazilian Police For Falsifying Covid-19 Vaccine Records

Federal police in Brazil have indicted former President Jair Bolsonaro for falsifying his Covid-19 vaccine card in order to travel to the United States and elsewhere during the pandemic.

Federal prosecutors will review the indictment and decide whether to pursue the case - which would be the first time the former president has faced criminal charges.

According to the indictment, Bolsonaro ordered a top deputy to obtain falsified Covid-19 vaccine records of himself and his 13-year-old daughter in late 2022, right before he flew to Florida for a three-month stay following his election loss.

Brazilian police are also waiting to hear back from the US DOJ on whether Bolsonaro used said cards to enter the United States, which would open him up to further criminal charges, the NY Times reports.

Bolsonaro has repeatedly claimed not to have received the Covid-19 vaccine, but denies any involvement in a plan to falsify his vaccination records. A previous investigation by Brazil's comptroller general concluded that Bolsonaro's vaccination records were false.

The records show that Bolsonaro, a COVID-19 skeptic who publicly opposed the vaccine, received a dose of the immunizer in a public healthcare center in Sao Paulo in July 2021. [ZH: hilarious, Reuters calling the vaccine an 'immunizer.']

The investigation concluded, however, that the former president had left the city the previous day and didn't leave Brasilia until three days later, according to a statement.

The nurse listed in the records as having applied the vaccine on Bolsonaro denied doing so and was no longer working at the center. The listed vaccine lot was also not available on that date, the comptroller general's office said. -Reuters

"It's a selective investigation. I'm calm, I don't owe anything," Bolsonaro told Reuters. "The world knows that I didn't take the vaccine."

During the pandemic, Bolsonaro panned the vaccine - and instead insisted on alternative treatments such as Ivermectin, which has antiviral properties against Covid-19. For this, he was investigated by Brazil's congress, which recommended that the former president be charged with "crimes against humanity," among other things, for his actions during the pandemic.

In May, Brazilian police raided Bolsonaro's home, confiscating his cell phone and arresting one of his closest aides and two of his security cards in connection to the vaccine record investigation.

Brazil's electoral court ruled that Bolsonaro can't run for public office until 2030 after he suggested that the country's voting system was rigged. For that, he has to sit out the 2026 election.

Tyler Durden Tue, 03/19/2024 - 11:00

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This gambling tech stock is future-proofing the world’s casinos

Supported by the universal thrill of a quick payout and the need for leisure, gambling stocks make a compelling case for long-term returns.
The post This…

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March 19, 2024

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Supported by the universal human thrill of a quick payout, and the need for leisure and entertainment to bring enjoyment to adult life, casinos will remain essential spaces for people to dream and play for the foreseeable future, making gambling stocks a prospective space to look for long-term returns.

According to Research and Markets, the global casino industry was valued at US$157.5 billion in 2022, and it will grow to US$224.1 billion by 2030 at a compound annual growth rate of 4.5 per cent. This trend includes:

Approximately 100 million gamblers in the United States, who generated US$66.5 billion in revenue in 2023, a 10 per cent gain from 2022, which itself was a record year A little fewer than 20 million gamblers in Canada, who generated about C$15 billion in revenue in 2023 A global addressable market of thousands of casinos, and more than 4.2 billion people who gamble at least once every year, according to a 2016 study by Casino.org

The main challenge with attracting these billions through casino doors is they sway heavily toward middle age. The mean age of U.S. casino visitors has hovered around 50 for the past decade, with a similar trend across the world, forcing casinos to attract younger, tech-savvy customers, many with less gambling experience, to continue growing profits for their stakeholders over the long term.

Investors seeking exposure to a leadership position in building the bridge between casinos and the next generation of gamblers should evaluate Jackpot Digital (TSXV:JJ). The Vancouver-based company is a manufacturer of dealerless electronic table games that deliver immersive experiences tailored to the digital age, while earning casinos attractive returns on investment.

The gambling technology stock benefits from no direct competition in the dealerless poker space, with orders spanning North America, Europe, Asia, Africa and the Caribbean, a long-established presence with major cruise ship brands, such as Carnival, Princess Cruises and Holland America, and a growing land-based presence with orders or ongoing installations across 12 U.S. states. Its highlight partnership to date is a master services agreement with Penn Entertainment, the country’s largest regional gaming operator with 43 properties across 20 states.

Jackpot Digital’s differentiated technology and well-rounded management team are at the heart of its success in landing several blue-chip casino gaming companies as customers.

Jackpot Blitz

The gambling technology stock’s flagship product, Jackpot Blitz, is a dealerless poker table featuring three of the world’s most popular variations – Texas Hold’ em, Omaha, and Five-Card-Omaha – brought to life through slick 4k graphics on a 75-inch touchscreen, and offered in three formats – pot-limit, no-limit and fixed-limit – designed to attract a diversity of revenue from casual to experienced players.

Spokesperson and NFL championship-winning coach Jimmy Johnson explains the benefits of the Jackpot Blitz. Source: Jackpot Digital.

The table also comes equipped with house-banked mini-games, including blackjack, baccarat and video poker, as well as side bets on the main poker game, such as Bet the Flop, all of which keep players engaged and entertained between, and even during, poker hands. The stunning Jackpot Blitz machine also offers multi-venue “Bad Beat” jackpot functionality, allowing casinos to offer a “Poker Powerball” with massive Jackpots, further enhancing the attractiveness of Jackpot Blitz to new players.

It’s by striking a balance between the needs of the modern gambler, and efficiency and profitability that in-person operators couldn’t hope to match – unless they ordered the machine for themselves – that Jackpot Digital has earned itself the top spot in dealerless poker.

Player benefits

When a veteran or novice gambler takes a seat at the Jackpot Blitz, his or her experience begins with an easy-to-use interface, laid out in a modern and stylish design, programmed to respond to hand gestures that bring real casino play into the digital age, including card bending and chip jingling.

Source: Jackpot Digital.

The table’s intuitive controls, combined with instant payouts and its dealerless nature, translate into faster game play, which maximizes playing time and player excitement, while minimizing human error and the intimidation new gamblers might feel about approaching an analog poker table. The gambling technology stock’s in-house development team is also constantly working on new games to keep content fresh, with a special focus on bringing international games and regional versions of poker to casino audiences in Asia, South America and the Indian subcontinent.

As hands are laid down and pots pile up, players can also track game stats in real time, which inform future strategy and enhance the thrill of the moment with an added element of competition.

Operator benefits

From an operator’s perspective, a floor of automated gaming tables can meaningfully and instantly reduce casino staff expenditures and management pain points, while avoiding wage inflation, labour shortages and supply costs.

The Blitz is no slouch on revenue either, dealing more hands per hour, resulting in higher revenue and higher profitability, which is further enhanced by onboard side bets and mini-games that can be played while players are engaged in a poker hand.

The Jackpot Blitz’s economics are attractive to operators thanks to its ability to accommodate non-stop play, while monetizing downtime through side games and bets. While a human dealer must spend time shuffling, interacting with players, and consulting with colleagues, the Jackpot Blitz can accept wagers 100 per cent of the time, making sure gamblers get the action they came for and operators see a return on their investment.

Source: Jackpot Digital.

Beyond gaming revenue, casinos are further incentivized to onboard the Jackpot Blitz because of its fully customizable advertising functions, including logos, card backs, chips and felt colors, all of which bolster casino culture and enable the pursuit of revenue from third-party advertising partners.

The Blitz ties its value proposition together by generating automatic reports – including demographics and consumer behaviour through a rewards card system – and plugging directly into most back-end management systems, saving casinos the hassle of manual tracking, while also minimizing tampering, money-laundering and theft through the use of isolated servers.

Whether it’s streamlining the player experience or putting automation at the service of operators’ bottom lines, Jackpot Digital’s flagship product is positioned to create value, and plenty of it.

Jackpot Digital’s path to profitability

After existing as an exclusively cruise-ship-based operation since 2015, Jackpot Digital suffered a steep decline in revenue during the COVID pandemic, falling from C$2.18 million in 2019 to C$0.42 million in 2021.

Management quickly pivoted in the face of uncertainty, redesigning the Blitz to execute on a land-based expansion strategy – backed by Gaming Labs International certification in fall 2023 – which is bringing about a successful turnaround after the re-emergence of the casino business. Revenue more than tripled to C$1.43 million in 2022, and reached C$1.57 million through three quarters of 2023, with the company expecting to ramp up significant recurring revenue after it installs several dozen machines currently in its backlog.

The Jackpot Blitz electronic gaming table in action. Source: Jackpot Digital.

The first installation of land-ready Jackpot Blitz machines is now completed at the Jackson Rancheria Casino in California, as the company announced today. The three-machine installation marks a new era of growth for the company, having announced 25 Blitz deals since November 2021 (slide 12), with many more across Canada and the United States in the works, in addition to a strong pipeline in Asia and Europe.

“Jackpot Digital could be a profitable company right now if it only focused on care and maintenance of the revenues it currently generates. But that’s not why we’re here,” Mathieu McDonald, Vice President of Corporate Development at Jackpot Digital, said in a recent interview with Stockhouse. “We intend to scale up to many multiples of the tables we have out right now, with the potential for up to 2,000 tables over the next three to five years.”

According to McDonald, the company is fielding three to five inquiries per week about the Blitz from casinos around the world that recognize the machines’ first-mover advantage in dealerless poker and potential expansion into other games in need of automation.

Jackpot Digital’s ambitious plan of action is supported by a management team of proven gambling, finance, advertising and legal professionals, many of which have been serving Jackpot stakeholders for more than two decades.

A long-tenured management team

The management team behind Jackpot Digital is led by Jake Kalpakian, who has served as president and chief executive officer since 1999, including under the gambling technology stock’s former incarnation as Las Vegas From Home.com Entertainment Inc. Kalpakian brings more than 30 years of experience managing small-cap publicly listed companies, granting him a steady hand when it comes to maneuvering through the volatility of the economic cycle.

Kalpakian’s efforts are supported by three directors whose well-rounded expertise positions Jackpot Digital for long-term sustainable growth:

Gregory T. McFarlane, a director at Jackpot Digital since 1999, previously ran an independent advertising firm and holds a degree in mathematics from the University of Toronto. McFarlane is also a co-founder of the popular Control Your Cash personal finance website. Chief financial officer Neil Spellman, a director at the company since 2002, boasts an almost two-decade track record as vice president at Wall Street firm Smith Barney, where he developed a multi-industry understanding of the journey to profitability. Finally, Alan Artunian, a director since 2017, currently serves as CEO of Nice Guy Holdings, a corporate and legal consulting company advising clients across a diversity of sectors.

Guided by a strategic management team, and benefiting from a macro-trend toward casino automation, Jackpot Digital is on course to ride a wave of millions of gamblers looking for an elegant, tech-informed alternative to traditional in-person play.

A multi-bagger opportunity

The Jackpot Digital opportunity sets up savvy investors who recognize the soundness of the company’s value proposition. The tremendous risk/reward value of Jackpot Digital gives investors the opportunity to ride the macro-trend toward casino automation, as deals for the Blitz keep pouring in, the company adds games to its portfolio, and the global casino industry adds hundreds of billions in revenue through this decade.

Join the discussion: Find out what everybody’s saying about this gambling technology stock on the Jackpot Digital Bullboard.

This is sponsored content issued on behalf of Jackpot Digital, please see full disclaimer here.

The post This gambling tech stock is future-proofing the world’s casinos appeared first on The Market Online Canada.

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