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AI identified these 5 types of heart failure in new study: ‘Interesting to differentiate’

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AI identified these 5 types of heart failure in new study: ‘Interesting to differentiate’

“Heart failure” is a catch-all term used to describe any condition in which the organ doesn’t work as it’s supposed to — but one person’s experience with the disease can be very different from someone else’s.

Researchers from the University College London (UCL) recently used machine learning — a type of artificial intelligence — to pinpoint five distinct types of heart failure, with the goal of predicting the prognosis for the different kinds.

“We sought to improve how we classify heart failure, with the aim of better understanding the likely course of disease and communicating this to patients,” said lead author Professor Amitava Banerjee from UCL in a press release announcing the study.

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“Currently, how the disease progresses is hard to predict for individual patients,” he also said. “Some people will be stable for many years, while others get worse quickly.”

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The five types of heart failure identified were early onset, late onset, atrial fibrillation (which causes an irregular heart rhythm), metabolic (linked to obesity but with a low rate of cardiovascular disease) and cardiometabolic (linked to obesity and cardiovascular disease), according to a press release on UCL’s website.

For each type of heart failure, the researchers determined the likelihood of the person dying within a year of diagnosis. The prognosis varied widely for the five subtypes, they found. (iStock)

“The five types of heart failure were on the basis of common risk factors, such as age at onset of heart failure, history of cardiac disease, history of cardiac risk factors such as diabetes and obesity, or atrial fibrillation (the commonest heart rhythm problem),” explained Banerjee in a statement to Fox News Digital.

For the study, published in the journal Lancet Digital Health, the researchers analyzed data from more than 300,000 U.K. adults aged 30 and older who had experienced heart failure over a 20-year period.

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“Four methods of machine learning were used to cluster individuals with heart failure in electronic health data by their baseline characteristics,” said Banerjee. “The method and the number of clusters that ‘fit’ best to the data were selected.”

For each type of heart failure, the researchers determined the likelihood of the person dying within a year of diagnosis. The prognosis varied widely for the five subtypes, they found.

The five-year mortality risk was 20% for early onset, 46% for late onset, 61% for atrial fibrillation-related, 11% for metabolic and 37% for cardiometabolic, according to the press release.

Cardiac imaging

The main limitation of the new study from UCL was that the researchers didn’t have access to any imaging data, which is most commonly used to diagnose and predict risk in heart failure. (iStock)

For health professionals, Banerjee recommends that they ask their heart failure patients about common risk factors to help them understand the subtype they have. 

“Researchers also need to test how usable, generalizable and acceptable these subtypes defined in our study are in clinical practice,” he added. 

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“They should also consider whether studies such as ours, which use AI, can help inform a better understanding of disease processes and drug discovery.” 

The research team also developed an app for physicians that would enable them to determine which subtype of heart failure a patient has — with the goal of better predicting risk and keeping patients informed.

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Dr. Ernst von Schwarz, a triple board-certified clinical and academic cardiologist at UCLA in California, reviewed the results of UCL’s study.

“For clinicians, it is interesting to differentiate heart failure according to prognosis, which usually is not done in the clinical setting,” he told Fox News Digital. “Heart failure is generally seen as an incurable, chronic, progressive disease with poor long-term outcomes.” 

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“Heart failure is generally seen as an incurable, chronic, progressive disease with poor long-term outcomes.” 

“Studies like this might help clinicians make a more appropriate risk assessment according to the etiology of heart failure,” von Schwarz added. 

In particular, the very high mortality rate for atrial fibrillation-induced heart failure highlights the importance of aggressively managing this common arrhythmia, he said.

3D heart imaging

Researchers used machine learning — a type of artificial intelligence — to pinpoint five distinct types of heart failure. (iStock)

The mortality predictions for the five subtypes are “by far the most interesting part of this data,” according to Dr. Matthew Goldstein, a physician at Cardiology Consultants of Philadelphia, who also reviewed the study findings.

“This may help us guide who is at risk for dying suddenly, and thus, who needs protection with a defibrillator and who does not,” he added.

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AI shows promise, but limitations remain

While Goldstein recognizes that AI is becoming more common in general, he believes its application is medicine has shown “somewhat less success.”

He told Fox News Digital, “It is, however, good at looking for patterns that are too complicated for the human mind to see.”

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“Some of the more common utilizations are automatic readings of radiology studies to make sure that nothing is missed and emerging use in EKG interpretation to suggest underlying pathology,” he added.

In terms of using AI to classify heart failure, Goldstein noted that this is only a retrospective study and will need to be proven for future cases in order to be truly useful. 

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Looking ahead

The main limitation of the new study was that the researchers didn’t have access to any imaging data, which is most commonly used to diagnose and predict risk in heart failure.

“However, imaging markers alone do not predict mortality and other outcomes,” Banerjee said. 

“The fact that we were able to use routinely collected data without this imaging data to predict subtypes and outcomes relatively well suggests that the imaging biomarkers alone may not be the best way to characterize and study heart failure at population scale.”

Heart doctor with patient

Using these findings as a foundation, Professor Banerjee of UCL said the next step is to determine whether these heart failure classifications can make a practical difference to patients. (iStock)

The next step, Banerjee said, is to determine whether classifying various heart failures can make a practical difference to patients — “whether it improves predictions of risk and the quality of information clinicians provide, and whether it changes patients’ treatment.” 

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Cost-effectiveness is another consideration, he added.

The UCL research team previously used similar methods to identify subtypes in chronic kidney disease.

Looking ahead, Banerjee expects that machine learning will be used to analyze many types of routinely collected medical data and to identify subtypes of different diseases.

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Why Do Dogs Put Their Paw on You? Canine Experts Explain What Your Pup May be Communicating

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Why Do Dogs Put Their Paw on You? Canine Experts Explain What Your Pup May be Communicating



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'Forever chemicals' found in US drinking water, map shows 'hot spots' of highest levels

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'Forever chemicals' found in US drinking water, map shows 'hot spots' of highest levels

The risk of having potentially harmful chemicals in your drinking water may depend on your zip code.

A study published in the journal Nature Geoscience on April 8 found that higher amounts of PFAS (perfluoroalkyl substances) were found in drinking water in certain parts of the U.S.

PFAS — also known as “forever chemicals” due to how slowly they break down — are a group of chemicals used during industrial processes and the manufacturing of consumer products. 

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Two of the main chemicals are perfluorooctanoic acid (PFOA) and perfluorooctane sulfonate (PFOS).

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There are many ways people can be exposed to these chemicals — including in drinking water.

A study published in the journal Nature Geoscience on April 8 found that higher amounts of PFAS (perfluoroalkyl substances) were found in drinking water in certain parts of the U.S. (Nature Geoscience)

To determine the prevalence of PFAS in the environment, researchers from the University of New South Wales (UNSW) in Sydney analyzed a global dataset of 273 studies dating back to 2004.

The studies included data for over 12,000 samples of surface water (water that collects on the ground) and more than 33,900 samples of groundwater (water found underground, below the surface).

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“We looked everywhere for PFAS concentrations in water data, including scientific journals and governmental reports and websites,” Denis O’Carroll, a UNSW engineering professor and senior author of the study, told Fox News Digital.  

“We compared PFAS concentrations in these water samples to international regulations. We also compared the types of PFAS analyzed to what we found in consumer products.”

Water sample

The studies included data for over 12,000 samples of surface water (water that collects on the ground) and more than 33,900 samples of groundwater (water found underground, below the surface). (iStock)

Nearly 70% of the samples had levels of PFAS that exceeded Canada’s minimum safety standards (30 nanograms per liter), while 6% had more chemicals than the European Union’s standard (100 ng per liter), according to the study findings.

In the U.S., PFAS “hot spots” were concentrated in the Midwest, New England and the West Coast, according to a map illustrating the findings — although the chemicals were also detected in other areas across the country.

Globally, Australia, Europe and China showed high levels.

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“To date, nobody has looked at the global extent of PFAS in our waters and compared it to international drinking water standards,” noted O’Carroll. 

“Our study found that a substantial fraction of sampled waters exceeded PFAS drinking water guidance values, with the extent of exceedance depending on the jurisdiction and PFAS source.”

Health risks of PFAS

Dr. Mark Fischer, regional medical director of International SOS, a health and security risk mitigation company headquartered in London, pointed out that most Americans also have these chemicals in their blood. 

“Although the use of these chemicals has declined in recent years, they are difficult to break down, so they are still found in some food, water and consumer products, as well as within the soil and the environment,” Fischer, who was not involved in the UNSW study, told Fox News Digital.

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Woman at doctor

Health risks associated with PFAS include cancers, elevated liver enzymes, lower birth weight, heart issues and higher cholesterol. (iStock)

Most people in the U.S. have been exposed to these chemicals, most likely through contaminated food or their drinking water, according to the Centers for Disease Control and Prevention. 

Health risks associated with PFAS include cancers, elevated liver enzymes, lower birth weight and higher cholesterol, Fischer said. 

“PFAS contamination has been identified in drinking water in all 50 states.”

Other potential dangers include heart issues, plus immune and developmental damage, according to the Environmental Protection Agency (EPA).

“PFAS contamination has been identified in drinking water in all 50 states, according to the Environmental Working Group,” Fischer said. 

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“That said, the levels of these chemicals vary throughout states and cities.”

Study limitations

The study did have some limitations, the researchers acknowledged. 

“We have measured a much wider range of PFAS in consumer products than in our waters,” said O’Carroll. 

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“As such, we don’t really have a great idea of the range of PFAS in our waters.”

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The data was also limited to what the researchers could find, he noted.

“Just because we can cheaply use a chemical doesn’t mean we should.”

“While we had data for over 45,000 water samples, even more data would be useful, especially for parts of the world where we had limited data.”

The actual amount of PFAS in water could be higher than what the study results imply, O’Carroll added.

Happy beautiful young woman drinking water

Most people in the U.S. have been exposed to PFA chemicals, most likely through contaminated food or their drinking water, according to the Centers for Disease Control and Prevention.  (iStock)

“Current monitoring practices probably underestimate PFAS in the environment, given the limited suite of PFAS that are typically quantified but deemed of regulatory concern,” he said.

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These are just one of the many types of chemicals that are used in daily life, O’Carroll noted.

“As a society, we need to consider the chemicals we use and reduce our use of some,” he advised. 

“Just because we can cheaply use a chemical doesn’t mean we should.”

Latest PFAS regulations

On April 10, the EPA finalized new limits on the amount of PFAS permitted in drinking water.

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The new standards could reduce exposure for 100 million people, potentially preventing thousands of deaths and tens of thousands of serious illnesses, the agency said in a news release.

On April 10, the EPA finalized new limits on the amount of PFAS permitted in drinking water. (Pavlo Gonchar/SOPA Images/LightRocket via Getty Images)

This is the “first-ever national, legally enforceable drinking water standard” to protect people from the health risks of PFAS, the agency stated.

The 66,000 public drinking water systems in the U.S. will have three years to reduce PFAS levels to meet the new standards, according to the release.

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The EPA also announced $1 billion in new funding, provided through the Bipartisan Infrastructure Law, to enable PFAS testing and treatment of public water systems and private wells.

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Fox News Digital reached out to the EPA and the American Water Works Association for comment.

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Lack of sleep could be a factor in a 'silent epidemic,' experts warn

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Lack of sleep could be a factor in a 'silent epidemic,' experts warn

More than a third of adults fail to get the recommended seven to eight hours of sleep each night — and the scarcity of shuteye can have a surprising effect.

Lack of sleep can lead to what some experts refer to as a “silent epidemic” — a condition called non-alcoholic fatty liver disease (NAFLD), which affects more than one in four American adults, according to the American Heart Association.

What is non-alcoholic fatty liver disease (NAFLD)?

As its name implies, NAFLD is marked by the presence of fat in the liver.

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The primary cause is weight gain, along with metabolic risk factors such as type 2 diabetes, high blood pressure, high triglycerides and obstructive sleep apnea, according to Ibrahim Hanouneh, a gastroenterologist with MNGI Digestive Health in Minnesota.

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Lack of sleep can lead to what some experts refer to as a “silent epidemic” — a condition called non-alcoholic fatty liver disease (NAFLD), which affects more than one in four American adults. (iStock)

“Heavy alcohol consumption can also lead to fatty liver, but NAFL refers to fatty liver that occurs in the setting of metabolic syndrome and weight gain in the absence of heavy alcohol consumption — hence the name ‘non-alcoholic,’” Hanouneh told Fox News Digital.

The condition is also known as MASLD (metabolic dysfunction associated steatotic liver disease) to reflect the association between fatty liver and metabolic syndrome.

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A family history of fatty liver can also increase the risk, noted Hanouneh, who is also co-author of the book “Regenerative Health: Discover Your Metabolic Type and Renew Your Liver for Life.”

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NAFL is known as the “silent epidemic” because it often has no symptoms. 

“In some studies, fatty liver has affected 25% to 33% of the general population — almost one out of four individuals — but the vast majority of individuals have no symptoms at all, particularly in the early stages,” said Hanouneh.

NAFLD

The primary cause of NAFLD is weight gain, along with metabolic risk factors such as type 2 diabetes, high blood pressure, high triglycerides and obstructive sleep apnea. (iStock)

Some people may have non-specific symptoms, such as fatigue, foggy memory and abdominal pain.

“Generally speaking, fatty liver disease does not cause major symptoms until it is too late — for example, when the patient has already developed cirrhosis or liver cancer,” Hanouneh said.  

Fatty liver disease is associated with an increased risk of liver cirrhosis and liver cancer.  

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“The vast majority of individuals have no symptoms at all, particularly in the early stages.”

“NAFLD has become the leading indication of liver transplantation and the leading cause of liver cancer in the Western world,” noted Hanouneh.  

Patients with this disease are also at an increased risk of cardiovascular events, such as heart attacks and strokes, he warned.  

“Some studies also suggest that patients with NAFL are at an increased risk of getting type 2 diabetes,” he added.

Woman fatty liver

Patients with this disease are also at an increased risk of cardiovascular events, such as heart attacks and strokes, a doctor warned.   (iStock)

Not all people with NAFLD experience liver damage. Nonalcoholic steatohepatitis (NASH), the more severe form, leads to swelling or inflammation of the liver and damage to liver cells, according to the American Liver Foundation’s website.

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This can ultimately lead to fibrosis, or scarring, of the liver.

Link between sleep and NAFLD

Lack of high-quality sleep has been linked to weight gain, an increase in hunger and adverse blood sugar control in multiple studies, according to Kristin Kirkpatrick, a registered dietitian at Cleveland Clinic and co-author of “Regenerative Health.”

“Insulin resistance is a major risk factor for abnormal amounts of fat in the liver,” said Kirkpatrick.

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The risk is particularly high for postmenopausal women, she noted. One study found that chronic short sleep duration led to a 20% increase in insulin levels among that group, compared to 15% overall.

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“The stress on the body caused by a lack of sleep can cause adverse metabolic changes that ultimately may lead to NAFLD,” Kirkpatrick said.

Woman awake

Lack of high-quality sleep has been linked to weight gain, an increase in hunger and adverse blood sugar control, studies have shown. (iStock)

The expert also cited a new study in JAMA (the Journal of the American Medical Association) showing that short sleep duration increased the risk for type 2 diabetes.

“Though some risks could be offset by a healthy diet, a majority could not be reversed by a nutrient-rich dietary pattern,” she said.  

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“Type 2 diabetics have a significant increase in risk of developing NAFLD.”

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Maintaining consistent sleeping hours may help with weight management, Kirkpatrick told Fox News Digital. 

“That means going to bed and waking up at the same time on weekdays and weekends.”

Screening, treatment and prevention

Due to the “silent” nature of NAFLD, experts stressed the importance of screening for fatty liver in patients with risk factors — even if there are no signs or symptoms of liver disease.

“NAFLD is a preventable disease,” Hanouneh told Fox News Digital. 

“It is also a reversible disease at early stages.”

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Liver scan

Imaging tests, such as ultrasounds or CT scans, can visually assess the appearance of the liver. (iStock)

Three main types of tests are used to diagnose the condition, according to JAMA Network.

Blood tests can measure inflammation in the liver. 

Imaging tests, such as ultrasounds or CT scans, can visually assess the appearance of the organ.

“NAFLD is a preventable disease — and reversible at early stages.”

There are also some newer tests that measure the amount of fat in the liver — “such as transient elastography, an ultrasound-based test that measures how stiff the liver is” — but they may not be very reliable for diagnosing more advanced liver disease, JAMA Network stated.

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For those who have been diagnosed, a low-carbohydrate diet is key to managing fatty liver disease, experts agreed.

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“Studies suggest that a low-carb diet that leads to weight loss of 5% to 10% can potentially reverse fatty liver disease,” Hanouneh said.  

“Also, cut back or abstain from alcohol depending on the degree of fatty liver disease.”

Man with fatty liver

It’s important to follow up with a health care professional to manage metabolic risk factors, doctors advised. (iStock)

It’s also important to follow up with a health care professional to manage metabolic risk factors, he said — particularly type 2 diabetes, which is “crucial in the management of fatty liver disease.”

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For people with NAFLD, Hanouneh also recommended incorporating regular exercise, particularly interval training, three times a week.  

Coffee has also shown potential benefits for fatty liver.  

“I typically recommend one to two cups of black coffee a day if possible,” Hanouneh said.

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