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Developing algorithms to detect earliest signs of COVID-19 from biometric smartwatch data

Developing algorithms to detect earliest signs of COVID-19 from biometric smartwatch data

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Credit: Purdue University photo/John Underwood

WEST LAFAYETTE, Ind. — Certain changes in a person’s heart and breathing rates could precede symptoms of COVID-19, an increasing number of studies suggests.

Purdue University researchers have begun a study that would help determine if continuously collected biometric smartwatch data could be used to reliably and accurately detect these signs early, which could indicate that a potentially asymptomatic user should get tested for COVID-19.

Data from the study will inform new algorithms to be developed by physIQ, a Purdue-affiliated digital health technology company based in Chicago. The company has support from the Purdue Research Foundation’s Foundry Investment Fund.

Smartwatches on the market already collect a wide range of physiologic data, but incorporating metrics such as heart rate, heart rate variability and respiration rate that may help detect COVID-19 at the earliest stages will take more research, studies by companies such as Fitbit have stated.

Although smartwatch-like devices are not currently substitutes for gold-standard diagnostic tests used in clinics and hospitals, some wearable devices are starting to serve as tools for helping a clinician make a diagnosis.

“There won’t be a point where a smartwatch can tell you that you’re COVID-19 positive, but it could potentially say, ‘Within the next couple of days, you might be getting sick and should go get tested,'” said Craig Goergen, Purdue’s Leslie A. Geddes Associate Professor of Biomedical Engineering.

Previous studies have shown that viral infections increase resting heart and respiration rates and decrease heart rate variability before a patient develops a fever, Goergen said. It’s not yet known if these indicators, particularly respiration rate, can be measured reliably enough at the wrist to imply infection.

“An increased heart rate or respiration rate means something different if it increased while you were resting as opposed to running, but most smartwatches have difficulty distinguishing that. So it is really recovery and resting periods that we are focused on with this approach,” Goergen said.

In a study of up to 100 participants, Goergen’s team will first determine whether wearing a smartwatch to collect these indicators is practical, unobtrusive and user-friendly. The researchers are recruiting Purdue students, staff and faculty as study participants.

Each participant will be mailed a Samsung Galaxy smartwatch with a physIQ app loaded to collect data, FDA-cleared adhesive chest-based biosensors that collect a single-lead electrocardiogram signal, and a Samsung Galaxy smartphone to use for five days of continuous monitoring while Goergen’s lab analyzes data from the app remotely using physIQ’s cloud-based accelerateIQ platform.

Data from the chest patches will be processed by physIQ’s FDA-cleared artificial intelligence-based algorithms for deriving heart rate, respiration rate and heart rate variability. These data will serve as “gold standard” references to compare with data from the smartwatches.

Researchers led by Fengqing Maggie Zhu, a Purdue assistant professor of electrical and computer engineering, will analyze data collected by Goergen’s lab and determine how much of it could be used to train algorithms for developing smartwatch software aimed at detecting these metrics better. Watchband tightness, for example, could affect data availability and quality.

“We recognize this work as the first step in enabling advanced personalized analytics for continuous monitoring of individuals using smartwatch data,” said Stephan Wegerich, physIQ’s chief science officer. “This could lead to a solution that is applicable to many physiological monitoring applications in both clinical trial markets as well as in health care delivery.”

The end goal is that the software, which a smartwatch would access from a cloud-based server, would show subclinical changes in metrics unique to the individual by “learning” from large amounts of data continuously collected while wearing the watch.

The researchers plan to eventually expand the study to include individuals at high risk of contracting COVID-19.

The work is funded by a faculty innovations grant from Protect Purdue, the university’s initiative to keep the campus and surrounding community safe from COVID-19.

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About physIQ

PhysIQ is a leading digital medicine company dedicated to generating unprecedented health insight using continuous wearable biosensor data and advanced analytics. Its enterprise-ready cloud platform continuously collects and processes data from any wearable biosensor using a deep portfolio of FDA-cleared analytics. The company has published one of the most rigorous clinical studies to date in digital medicine and are pioneers in developing, validating, and achieving regulatory approval of Artificial Intelligence-based analytics. With applications in both healthcare and clinical trial support, physIQ is transforming continuous physiological data into insight for health systems, payers, and pharmaceutical companies. For more information, please visit http://www.physIQ.com. Follow us on Twitter and LinkedIn.

About Purdue University

Purdue University is a top public research institution developing practical solutions to today’s toughest challenges. Ranked the No. 5 Most Innovative University in the United States by U.S. News & World Report, Purdue delivers world-changing research and out-of-this-world discovery. Committed to hands-on and online, real-world learning, Purdue offers a transformative education to all. Committed to affordability and accessibility, Purdue has frozen tuition and most fees at 2012-13 levels, enabling more students than ever to graduate debt-free. See how Purdue never stops in the persistent pursuit of the next giant leap at https://purdue.edu/.

Media Contact
Kayla Wiles
wiles5@purdue.edu

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https://www.purdue.edu/newsroom/releases/2020/Q3/study-to-develop-algorithms-for-detecting-earliest-signs-of-covid-19-from-biometric-smartwatch-data.html

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Germany Is Running Out Of Money And Debt Levels Are Exploding, Finance Minister Warns

Germany Is Running Out Of Money And Debt Levels Are Exploding, Finance Minister Warns

By John Cody of Remix News

German Finance Minister…

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Germany Is Running Out Of Money And Debt Levels Are Exploding, Finance Minister Warns

By John Cody of Remix News

German Finance Minister Christian Lindner is warning his own government that state finances are quickly growing out of hand, and the government needs to change course and implement austerity measures. However, the dispute over spending is only expected to escalate, with budget shortfalls causing open clashes among the three-way left-liberal coalition running the country.

With negotiations kicking off for the 2025 budget, much is at stake. However, the picture has been complicated after the country’s top court ruled that the government could not shift €60 billion in money earmarked for the coronavirus crisis to other areas of the budget, with the court noting that the move was unconstitutional.

Since then, the government has been in crisis mode, and sought to cut the budget in a number of areas, including against the country’s farmers. Those cuts already sparked mass protests, showcasing how delicate the situation remains for the government.

German Finance Minister Christian Lindner attends the cabinet meeting of the German government at the chancellery in Berlin, Germany. (AP Photo/Markus Schreiber)

Lindner, whose party has taken a beating in the polls, is desperate to create some distance from his coalition partners and save his party from electoral disaster. The finance minster says the financial picture facing Germany is dire, and that the budget shortfall will only grow in the coming years if measures are not taken to rein in spending.

“In an unfavorable scenario, the increasing financing deficits lead to an increase in debt in relation to economic output to around 345 percent in the long term,” reads the Sustainability Report released by his office. “In a favorable scenario, the rate will rise to around 140 percent of gross domestic product by 2070.”

Under EU law, Germany has limited its debt levels to 60 percent of economic output, which requires dramatic savings. A huge factor is Germany’s rapidly aging population, with a debt explosion on the horizon as more and more citizens head into retirement while tax revenues shrink and the social welfare system grows — in part due to the country’s exploding immigrant population.

Lindner’s partners, the Greens and Social Democrats (SPD), are loath to cut spending further, as this will harm their electoral chances. In fact, Labor Minister Hubertus Heil is pushing for a new pension package that will add billions to the country’s debt, which remarkably, Lindner also supports.

Continue reading at rmx.news

Tyler Durden Mon, 03/18/2024 - 05:00

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Artificial mucus identifies link to tumor formation

NEW ORLEANS, March 18, 2024 – During cold and flu season, excess mucus is a common, unpleasant symptom of illness, but the slippery substance is essential…

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NEW ORLEANS, March 18, 2024 – During cold and flu season, excess mucus is a common, unpleasant symptom of illness, but the slippery substance is essential to human health. To better understand its many roles, researchers synthesized the major component of mucus, the sugar-coated proteins called mucins, and discovered that changing the mucins of healthy cells to resemble those of cancer cells made healthy cells act more cancer-like.

Credit: American Chemical Society

NEW ORLEANS, March 18, 2024 – During cold and flu season, excess mucus is a common, unpleasant symptom of illness, but the slippery substance is essential to human health. To better understand its many roles, researchers synthesized the major component of mucus, the sugar-coated proteins called mucins, and discovered that changing the mucins of healthy cells to resemble those of cancer cells made healthy cells act more cancer-like.

The researcher will present her results today at the spring meeting of the American Chemical Society (ACS). ACS Spring 2024 is a hybrid meeting being held virtually and in person March 17-21; it features nearly 12,000 presentations on a range of science topics.

“For hundreds of years, mucus was considered a waste material or just a simple barrier,” says Jessica Kramer, a professor of biomedical engineering who led the study. And indeed, it does serve as a barrier, regulating the transport of small molecules and particulates to underlying epithelial cells that line the respiratory and digestive tracts. But it also does much more. Studies show that mucus and mucins are biologically active, playing roles in immunity, cell behavior and defense against pathogens and cancer. Kramer’s team at the University of Utah, for example, recently found that specific sugars attached to mucins inhibited coronavirus infection in cell culture.

“Part of the challenge of studying mucus and mucins in general is that they have quite a variety of protein structures,” Kramer explains. Although humans share more than 20 mucin genes, those genes are expressed differently in different tissues and are spliced to generate a range of proteins. In addition, cells modify those proteins in myriad ways with different sugars to meet the body’s needs.

Complicating the picture, genetic factors alone don’t determine mucin composition. Dietary and environmental factors can also influence which sugars become attached to these proteins. Thus, mucus composition can vary significantly from person to person, from day to day, and from tissue to tissue, all of which makes it difficult to identify the biological effects of any given mucin.

To study mucin properties, researchers can collect mucus from animals in slaughterhouses, Kramer says. “But ultimately, it’s quite labor intensive and difficult to purify. And in the process of doing the harvesting, usually the sticky, slimy properties are disrupted.”

As an alternative, mucins can be purchased off-the-shelf, Kramer explains. But because batch-to-batch variability can lead to problems with experimental reproducibility, methods are needed to reliably produce synthetic mucins at scale and at a reasonable price.

In the absence of a simple genetic method to produce individual mucins, Kramer’s lab combined synthetic chemistry and bacterial enzymes to generate the core polypeptides and then selectively add sugars to create unique synthetic mucins. This allows the researchers to test the physical, chemical and biological properties of individual types of mucin molecules and identify the impact of changing individual sugars or protein sequences.

Kramer, along with the lab of collaborator Jody Rosenblatt at King’s College London, is applying her team’s mucins to questions of cancer biology. In particular, the scientists are exploring the influence of mucins on the earliest stages of tumor formation. Previous studies in other labs have shown that mucins embedded in the surface of cancer cells promote metastasis, the spread of cancer to other tissues in the body. These mucins can also help the cancer cells evade immune system defenses by blocking immune cell activation.

“We are building synthetic mucins to understand how the chemical aspects of these proteins affect the behavior of cancer cells,” Kramer explains. “It hasn’t been possible to study these things before because we can’t control the molecular properties of mucins using traditional genetic and biochemical methods.”

Normally, as non-cancerous epithelial cells grow, they crowd together, with some getting eliminated from the epithelial layer to maintain a consistent and stable tissue structure. When Kramer’s team engineered the cells to have a bulky mucin-rich surface similar to that of cancer cells, the cells stopped extruding normally and piled up, forming what looked like the start of tumors.

Kramer is quick to note, however, that her team has not determined whether the genetics of the cells have changed, so they cannot yet state definitively whether the healthy cells were transformed into cancer cells. Those studies are ongoing.

The insights will be pivotal for the development of possible cancer treatments targeting mucins, as they will help highlight which parts of the mucin molecules are most important to tumor formation.

Scientists have been trying to make mucin-targeting therapeutics for decades, but that hasn’t worked well, in part because the sugar groups on the molecules weren’t fully taken into account, Kramer says. “For a vaccine, we can’t only consider the protein sequence because that’s not what the molecule looks like to the immune system. Instead, when an immune cell bumps into the surface of a cancer cell it’s going to see the sugars first, not the protein backbone.” So she believes an effective vaccine will need to target those mucin sugars.

Beyond cancer, the ability to reliably modify the protein sequence and sugars and produce scalable quantities of synthetic mucins offers opportunities to develop these molecules as anti-infectives, probiotics and therapies to support reproductive and women’s health, Kramer says.

The research was funded by the National Institute of General Medical Science, National Science Foundation and Marion Milligan Mason Fund.

Visit the ACS Spring 2024 program to learn more about this presentation, “Synthetic mucins: From new chemical routes to engineered cells,” and more scientific presentations. 

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The American Chemical Society (ACS) is a nonprofit organization chartered by the U.S. Congress. ACS’ mission is to advance the broader chemistry enterprise and its practitioners for the benefit of Earth and all its people. The Society is a global leader in promoting excellence in science education and providing access to chemistry-related information and research through its multiple research solutions, peer-reviewed journals, scientific conferences, eBooks and weekly news periodical Chemical & Engineering News. ACS journals are among the most cited, most trusted and most read within the scientific literature; however, ACS itself does not conduct chemical research. As a leader in scientific information solutions, its CAS division partners with global innovators to accelerate breakthroughs by curating, connecting and analyzing the world’s scientific knowledge. ACS’ main offices are in Washington, D.C., and Columbus, Ohio.

To automatically receive news releases from the American Chemical Society, contact newsroom@acs.org.

Note to journalists: Please report that this research was presented at a meeting of the American Chemical Society. ACS does not conduct research, but publishes and publicizes peer-reviewed scientific studies.

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Title
Synthetic mucins: From new chemical routes to engineered cells

Abstract
Mucin glycoproteins are the major component of mucus and the epithelial glycocalyx. Mucins are essential for life, serving roles as a physical barrier, a lubricant, and a biochemical moderator of infection, immunity, and cancer. There are more than 20 known mucin genes with variable expression patterns, splicing, and post-translational glycosylation patterns. Such diversity has challenged study of structure-function relationships. We are developing scalable methods, based on polymerization of amino acid N-carboxyanhydrides, to synthesize glycan-bearing polypeptides that capture the chemical and physical properties of native mucins. We are utilizing these synthetic mucins to form fully synthetic mucus hydrogels and to engineer the glycocalyx of live cells to shed light on the role of glycans in health and disease. This talk will focus on advances in chemical synthesis along with application of synthetic mucins in study of tumorigenesis.


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You can strike gold and silver investment opportunities at Costco

Costco (NDAQ:COST), known for its wide array of products, also offers a distinct opportunity for investors: gold and silver.
The post You can strike gold…

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Costco known for its wide array of products ranging from groceries to electronics and sporting goods, also offers a distinct opportunity for investors: precious metals Costco began selling 1-ounce 24-karat gold bars, in the United States in October 2023 and sold more than US$100 million by November Investors are looking for inflation-proof opportunities and as Stockhouse’s recent Thematic Insights report details, the gold supply has remained essentially flat over time, so it is never diluted Costco Wholesale Corp. stock last traded at US$725.63 on the NASDAQ and C$34.01 per share on the NEO Exchange

With gold prices hovering around all-time highs, one of the top warehouse retailers and Canada’s favourite grocer has brought the precious metal to its consumers.

Costco (NDAQ:COST), known for its wide array of products ranging from groceries to electronics and sporting goods, also offers a distinct opportunity for investors: precious metals. While the retail giant might not be the first place that comes to mind when thinking about gold and silver investments, Costco’s offerings in Canada have caught the attention of savvy investors looking to diversify their portfolios.

Let’s delve into what Costco Canada has to offer in terms of gold and silver investments and explore the potential benefits and considerations.

Gold and silver bullion at Costco

Costco began selling 1-ounce 24-karat gold bars, in the United States in October 2023 priced around US$2,000 and sold more than US$100 million by November.

Observing Costco shoppers can provide interesting economic and cultural indicators. Just like the early days of COVID-19 in 2020 when consumers emptied pallets of toilet paper, the supplies of gold and silver at Costco might reveal how confident the public is in Canadian currency and the economy.

Costco Canada stocks a selection of gold and silver bullion available online at Costco.ca, providing investors with the opportunity to add physical precious metals to their investment portfolios. Gold and silver bullion are typically offered in the form of bars or coins, each carrying intrinsic value based on the metal content.

(Source: Costco.ca) Benefits of investing in gold and silver Portfolio diversification: Gold and silver have historically served as a hedge against inflation and economic uncertainty. By adding precious metals to their portfolios, investors can diversify risk and potentially protect their wealth during times of market volatility. Tangible assets: Unlike stocks or bonds, which exist only as digital entries or paper certificates, gold and silver bullion offer investors tangible assets they can hold in their hands. This physical presence can provide a sense of security and stability, especially during turbulent economic times. Liquidity: Gold and silver are globally recognized as valuable commodities, making them liquid assets. Investors can easily buy and sell gold and silver bullion in various markets around the world, providing flexibility and accessibility. Store of value: Throughout history, gold and silver have maintained their value over the long term. While fiat currencies may depreciate because of factors such as inflation, political instability or economic crises, precious metals have proven to retain their purchasing power over time. Considerations when investing in precious metals Price volatility: Like any investment, the prices of gold and silver can fluctuate based on supply and demand dynamics, geopolitical events, and macroeconomic factors. Investors should be prepared for price volatility and hold a long-term perspective. Storage and security: Owning physical precious metals requires adequate storage and security measures to protect against theft or damage. Investors might opt for secure vault storage services or invest in home safes to safeguard their bullion. Transaction costs: When buying and selling gold and silver bullion, investors might incur transaction costs such as premiums, commissions or storage fees. It’s essential to factor these expenses into investment decisions to accurately assess potential returns. Costco also marks up its precious metals at a few hundred dollars above its market value, but you will likely find it slightly cheaper than what the big Canadian banks offer, if their stock isn’t sold out. Market timing: Timing the market is notoriously difficult, and attempting to predict short-term price movements in gold and silver can be challenging. Instead, focus on the long-term fundamentals and consider dollar-cost averaging as a strategy to mitigate market timing risk. Why buy gold and silver at Costco?

Already up more than 5 per cent since the beginning of the year, the value of gold is expected to continue to climb this year. Earlier this month it hit record highs above $2,181/oz. as speculation rises around the prospects of June interest rate cuts.

… but is it a good investment?

In an interview with CBC Radio’s The Current, Will Huggins, an associate professor of finance and economics at McMaster University’s DeGroote School of Business called this a good marketing strategy by Costco, but believed that buying gold from Costco doesn’t offer any advantage compared with the big Canadian banks.

“It’s not like a herd of cattle or some land or a corporate entity that we can keep bringing new people into,” he said. “It’s just a yellow rock.”

(Source: Costco Wholesale Corp.) Final thoughts on buying gold and silver

Costco Canada’s offering of gold and silver bullion presents an intriguing opportunity for investors seeking to diversify their portfolios with tangible assets.

Investors are looking for inflation-proof opportunities and as Stockhouse’s recent Thematic Insights report details, the gold supply has remained essentially flat over time, so it is never diluted and is essentially immune to inflation.

Whether you’re a seasoned investor looking to bolster your portfolio’s resilience or a newcomer exploring alternative investment avenues, the availability of gold and silver bullion at Costco Canada may offer a convenient and accessible option to incorporate precious metals into your investment strategy.

While investing in precious metals carries certain benefits and considerations, it is important for investors to conduct due diligence, assess their risk tolerance, and consult with financial professionals before making investment decisions. As with any investment, prudent decision-making and a long-term perspective are key to navigating the complexities of the financial markets.

Costco Wholesale Corp. (NDAQ:COST) stock last traded at US$725.63 on the NASDAQ and C$34.01 per share on the NEO Exchange.

Join the discussion: Find out what everybody’s saying about this stock on the Costco Wholesale Corp. Bullboard, and check out the rest of Stockhouse’s stock forums and message boards.

The material provided in this article is for information only and should not be treated as investment advice. For full disclaimer information, please click here.

The post You can strike gold and silver investment opportunities at Costco appeared first on The Market Online Canada.

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