Engineers at the University of Waterloo have developed an artificial intelligence (AI) tool that can help cancer specialists determine whether patients with breast cancer should receive chemotherapy prior to surgery.
The new algorithm could help some patients avoid the serious side-effects of chemotherapy, while making it easier for patients who would benefit from the treatment to receive it. It's part of the open-source Cancer-Net information-sharing initiative led by Dr. Alexander Wong, a professor of systems design engineering at the university.
"Determining the right treatment for a given breast cancer patient is very difficult right now, and it is crucial to avoid unnecessary side effects from using treatments that are unlikely to have real benefit for that patient," Wong said in
"An AI system that can help predict if a patient is likely to respond well to a given treatment gives doctors the tool needed to prescribe the best personalized treatment for a patient to improve recovery and survival."
Breast cancer is the second most common type of cancer in women in Canada and the United States, representing over 25 per cent of all new female cancer cases.
Cancer specialists often turn to surgery to remove cancerous tissue and halt the growth of breast cancer, but some non-metastatic breast cancer tumours are inoperable.
Increasingly, specialists are turning to a treatment called neoadjuvant chemotherapy to solve this problem. The treatment works by shrinking large tumours to make surgery possible, or at least easier. It can also reduce the need for major surgery such as mastectomies.
However, not everyone is an ideal candidate for neoadjuvant chemotherapy.
"Neoadjuvant chemotherapy is expensive, time-consuming, and may expose patients to radiation as well as lead to other significant side-effects such as reduced fertility," the authors, led by graduate student Amy Tai, published in November 2022.
Alexander Wong leads the open-source Cancer-Net initiative, is director of the University of Waterloo’s Vision and Image Processing Lab and serves as Canada Research Chair in Artificial Intelligence and Medical Imaging. (University of Waterloo)
Tai, Wong and their co-authors set out to create an algorithmic tool that would help doctors figure out which patients would benefit from the treatment and which would not. The team trained the AI algorithm using images of breast cancer made with a new MRI method they developed called synthetic correlated diffusion imaging (CDI).
Armed with knowledge gleaned from CDI images of old breast cancer cases and information on their outcomes, the AI tool has learned to accurately predict if patients would benefit from pre-surgical chemotherapy based on their CDI images.
The next step for the team is to validate their data by testing the technology in a comprehensive study involving a larger group of patients.
"I'm quite optimistic about this technology," Wong said, "as deep-learning AI has the potential to see and discover patterns that relate to whether a patient will benefit from a given treatment."
An explosion in a coal mine in eastern Iran killed at least 33 workers and injured 17 others, officials said Sunday, marking one of the worst mining disasters in the country's history as others remained missing hours after the blast.
Specialist divers surveying the wreckage of the US$40 million superyacht that sank off Sicily in August, killing seven people including British tech tycoon Mike Lynch, have asked for heightened security to guard the vessel, over concerns that sensitive data locked in its safes may interest foreign governments, multiple sources told CNN.
Prime Minister Justin Trudeau is set to be in New York this week for the 78th meeting of the United Nations General Assembly and the Summit of the Future amid increasing geopolitical instability around the world.
Twenty-seven year Â鶹ӰÊÓ reporter and anchor John Vennavally-Rao shares his story of what it was like to have an ostomy bag as part of his health-care battle. 'I’m grateful for what it did to extend my life,' he writes in a personal column for CTVNews.ca.
A morning cup of coffee may do more than just perk you up, according to new research.
Four people have died and more than 20 were wounded in a shooting in a nightlife area in Birmingham, Alabama, according to police and news reports.
It’s not easy going up against Canada’s banking oligopoly, but some are trying.
The British Columbia election campaign is set to officially start today, with Lt.-Gov. Janet Austin issuing the writ for the Oct. 19 vote.
Newfoundland and Labrador sponsored a minor football team in England, now they’re about to play one of the biggest clubs in European soccer.
The British Columbia election campaign is set to officially start today, with Lt.-Gov. Janet Austin issuing the writ for the Oct. 19 vote.
A man is facing numerous drug trafficking charges after Dufferin OPP seized a large assortment of drugs and weapons in Orangeville earlier this week.
The London Police Service (LPS) is currently investigating a suspicious death in the east end.
Newfoundland and Labrador sponsored a minor football team in England, now they’re about to play one of the biggest clubs in European soccer.
A sea lion swam free after a rescue team disentangled it near Vancouver Island earlier this week.
A northern Ontario man is facing a $12,000 fine after illegally shooting a moose near the Batchawan River.
An explosion in a coal mine in eastern Iran killed at least 33 workers and injured 17 others, officials said Sunday, marking one of the worst mining disasters in the country's history as others remained missing hours after the blast.
Donald Trump returned to North Carolina on Saturday, stumping in the southern battleground state with direct appeals to women, claiming he would be a better champion for them than U.S. Vice President Kamala Harris, who is vying to become the first female president.
Four people have died and more than 20 were wounded in a shooting in a nightlife area in Birmingham, Alabama, according to police and news reports.
Sheba, a 50-year-old seal at the Cornish Seal Sanctuary in southwest England, has far surpassed the average lifespan for seals and could be the oldest in captivity in the world.
The more Chelsea Walsh talked to the eccentric fellow American who seemed to pop up in every square and cobblestone street of Ukraine's capital, the more she got creeped out.
Prime Minister Justin Trudeau is set to be in New York this week for the 78th meeting of the United Nations General Assembly and the Summit of the Future amid increasing geopolitical instability around the world.
A $2.14-billion federal loan for an Ottawa-based satellite operator has Canadian politicians arguing about whether American billionaire Elon Musk poses a national security risk.
Foreign Affairs Minister Melanie Joly says close to 45,000 Canadians are in Lebanon, months after warning there is no guarantee Ottawa can evacuate them if the situation deteriorates further.
A morning cup of coffee may do more than just perk you up, according to new research.
If your child sometimes has trouble sleeping, it may be easy to chalk it up to a phase they will grow out of one day. But a new study suggests possible serious consequences for this line of thought — such as a higher risk for suicidal ideation or attempts when they are older.
A new study has found that for every 10 per cent increase in the amount of a person's diet made up of ultraprocessed foods there was a 17 per cent increased risk for developing type 2 diabetes.
If something looks too good to be true, it might be. That's the message from Saskatchewan horticulturists after customers have come into their stores hoping to buy purple apple trees this month.
The owner of the shuttered Three Mile Island nuclear power plant said Friday that it plans to restart the reactor under a 20-year agreement that calls for tech giant Microsoft to buy the power to supply its data centers with carbon-free energy.
Lebanese authorities on Thursday banned walkie-talkies and pagers from being taken on flights from Beirut airport, the National News Agency reported, after thousands of such devices exploded during a deadly attack on Hezbollah this week.
Kathryn Crosby, who appeared in such movies as 'The 7th Voyage of Sinbad', 'Anatomy of a Murder,' and 'Operation Mad Ball' before marrying famed singer and Oscar-winning actor Bing Crosby, has died. She was 90.fff
'Saturday Night Live' will have a slew of famous faces to help kick off its historic 50th season when the show returns later this month.
The death of the Tragically Hip’s lead singer Gord Downie united fans across Canada in their grief, but in many ways pulled his bandmates apart.
It’s not easy going up against Canada’s banking oligopoly, but some are trying.
It is not a great time to be a coffee drinker. In general, coffee bean prices are the highest they've been in more than a decade.
The maker of the popular party game Cards Against Humanity is accusing Elon Musk's SpaceX of trespassing on and damaging a plot of vacant land the company owns in Texas.
More than 2,200 zoo professionals from 23 different countries have gathered in Calgary for the annual Association of Zoos and Aquariums conference.
Tattoos are becoming more common in today's society and, as a result, appear to be more acceptable in the workplace than they used to be.
The end of the day — when school, extracurricular activities and homework are (hopefully) finally done — is the window that many kids have for downtime. It can be a struggle to convince them not to go on their phones.
Jonathan Aranda homered for the second consecutive game, helping Taj Bradley and the Tampa Bay Rays beat the Toronto Blue Jays 3-2 on Saturday.
Kiefer Sherwood spent several nights last spring chasing Quinn Hughes around the ice and generally pestering the Vancouver Canucks.
Cole Haas is more than just an avid fan of the F.W. Johnson Wildcats football team. He's a fixture on the sidelines, a source of encouragement, and a beloved member of the team.
General Motors (GM) has issued a recall for 38,000 vehicles for safety risks related to a software glitch, Transport Canada reported in a notice on Wednesday.
Chechen leader Ramzan Kadyrov has accused Tesla CEO Elon Musk of 'remotely disabling' his Cybertruck, which had been sent to the frontline of Russia's war in Ukraine.
An Ontario man says it is 'unfair' to pay a $1,500 insurance surcharge because his four-year-old SUV is at a higher risk of being stolen.
Cole Haas is more than just an avid fan of the F.W. Johnson Wildcats football team. He's a fixture on the sidelines, a source of encouragement, and a beloved member of the team.
Getting a photograph of a rainbow? Common. Getting a photo of a lightning strike? Rare. Getting a photo of both at the same time? Extremely rare, but it happened to a Manitoba photographer this week.
An anonymous business owner paid off the mortgage for a New Brunswick not-for-profit.
They say a dog is a man’s best friend. In the case of Darren Cropper, from Bonfield, Ont., his three-year-old Siberian husky and golden retriever mix named Bear literally saved his life.
A growing group of brides and wedding photographers from across the province say they have been taken for tens of thousands of dollars by a Barrie, Ont. wedding photographer.
Paleontologists from the Royal B.C. Museum have uncovered "a trove of extraordinary fossils" high in the mountains of northern B.C., the museum announced Thursday.
The search for a missing ancient 28-year-old chocolate donkey ended with a tragic discovery Wednesday.
The Royal Canadian Mounted Police is celebrating an important milestone in the organization's history: 50 years since the first women joined the force.
It's been a whirlwind of joyful events for a northern Ontario couple who just welcomed a baby into their family and won the $70 million Lotto Max jackpot last month.
A six-year-old girl who was reported missing in northern B.C. earlier this week remains unaccounted for, and "significant resources from across the province" have joined in the search, police said Saturday.
Volunteers and staff members gathered along Vancouver’s Stanley Park Seawall Saturday to pick up litter as part of International Coastal Cleanup Day.
A heritage home in Vancouver suffered "extensive damage" in a fire that broke out late Saturday morning, according to firefighters.
One person has died following a shooting in Scarborough late last night.
A pedestrian was struck by a vehicle involved in a collision in Scarborough Saturday evening, Toronto police said.
A 23-year-old man has been arrested after one person was found dead at a home in Richmond Hill Saturday morning.
Milla White from Cochrane literally drew her way into a meeting with former boxer and actor Mickey Rourke.
The water coming from your taps might be a bit murky Saturday, but Calgary remains on schedule to end all water restrictions on Sunday.
For 12 hours Saturday Canadian Pacific Kansas City (CPCK) employees, service personnel and corporate teams rode spin bikes to raise funds and awareness for charities focusing on housing homeless veterans in Canada and the U.S.
A potential move to LeBreton Flats for the Ottawa Senators is still years away, but questions and concerns are already being raised about what to do with the Canadian Tire Centre.
The Taste of Wellington 2024 wraps up Saturday in Ottawa.
A body has been found in the vicinity where a woman went missing on the Ottawa River near Pembroke, Ont. while kayaking Tuesday night, according to the Ontario Provincial Police (OPP).
Montrealers can get used to taking a stroll on several car-free streets during the summer in the years to come thanks to a new commitment from the city.
Three men were injured after trying to subdue a man armed with a knife during afternoon prayers at a Montreal-area mosque Friday afternoon.
Unusual flippered feet are making their way into the Saint Lawrence River this weekend. Led by underwater explorer and filmmaker Nathalie Lasselin, volunteer divers are combing the riverbed near Beauharnois in Montérégie to remove hundreds of tires that have been polluting the aquatic environment for decades.
The Edmonton Police Service is looking for a person of interest in connection with a suspicious fire that destroyed a multi-unit building and damaged several townhomes earlier this week.
Tattoos are becoming more common in today's society and, as a result, appear to be more acceptable in the workplace than they used to be.
Two people have been charged after a daylight shooting in Red Deer earlier this week.
Halifax Regional Police warned the public of a series of high-value thefts targeting retail stores Friday.
Pictou County District RCMP is investigating a fatal crash that occurred in Thorburn, N.S., Saturday.
A proposal for additional parking to accommodate upgrades at the Irving Pulp & Paper Mill in Saint John, N.B., would add an estimated 500 parking spots at Wolastoq Park.
The search for a missing six-year-old boy in Shamattawa is continuing Friday as RCMP hope recent tips can help lead to a happy conclusion.
A herd of dogs paid visit to patients and residents at Riverview Health Centre during an annual event that lifts spirits and wags tails.
While slang may come and go, experts say the phenomenon behind them, which constantly churns out brand-new bon mots, is as old as language itself.
Fire officials are investigating after a fire completely destroyed the community fridge in the Cathedral neighborhood.
The last two months after losing her daughter Bella have been extremely difficult for Kyla Thomson.
Regina police arrested three youths in connection to a bear mace incident at a Regina high school on Friday.
The Cambridge Professional Fire Fighters’ Association held their annual Muscular Dystrophy Boot Drive on Saturday.
Protests were held in front of Kitchener City Hall on Friday, both for and against LGBTQ2S+ inclusive education and queer rights in schools.
Police said the pedestrian, a 52-year-old man, was taken to an out-of-region hospital with life-threatening injuries and the driver of the vehicle failed to remain at the scene.
The 75-year-old building, formerly the Waskesiu Chamber of Commerce building, was relocated to the Parks Canada compound on the edge of the townsite.
Saskatchewan RCMP major crimes unit is investigating after a man’s body was found on Sweetgrass First Nation.
Motors were roaring, and tires were spinning as Saskatoon's biggest names in motocross gathered together for the 50-year anniversary of the club's founding on Saturday.
Ontario’s police watchdog is investigating after an Ontario Provincial Police officer discharged his firearm at a 36-year-old man in near Moonbeam, Ont., on Friday night.
For some young people, a popular method for getting a quick high is by misusing laughing gas — and lately, that’s in the form of nitrous oxide from products sold by the company Galaxy Gas.
An Ontario woman is among the dozens of people who have come forward to allege that they were sexually abused by London-based businessman Mohamed Al Fayed, the former chairman and owner of Harrods.
A motorcyclist has died following a serious collision that took place in London’s south end on Friday afternoon.
The London Police Service (LPS) is currently investigating a suspicious death in the east end.
The St. Thomas police is asking the public for help locating a missing man.
The Barrie Skateboard Association (BSA) hosted a unique competition at the City's Skate Park on Saturday to celebrate its 25th anniversary, which showcased the park's importance and the growth of skateboarding in the region.
A man is facing numerous drug trafficking charges after Dufferin OPP seized a large assortment of drugs and weapons in Orangeville earlier this week.
One person is in hospital after an e-bike crash in Orillia on Thursday.
The Amherstburg Freedom Museum is celebrating a year of festivities in anticipation of its 50th anniversary in 2025.
The St. Clair College golf teams were successful at the Niagara Knights Invitational tournament on Friday.
A LaSalle high school is celebrating its emerald anniversary this weekend, with everyone who has ever walked its halls invited to return.
A man who was found dead behind a curling rink in Nanaimo, B.C., earlier this month was the victim of a homicide, police confirmed.
A sea lion swam free after a rescue team disentangled it near Vancouver Island earlier this week.
A six-year-old girl who was reported missing in northern B.C. earlier this week remains unaccounted for, and "significant resources from across the province" have joined in the search, police said Saturday.
A pair of runaway pigs are in the custody of an animal sanctuary in the Okanagan after evading police and volunteers for hours earlier this week.
The Red Bridge, a historic landmark in Kamloops, B.C., was completely destroyed by fire early Thursday morning.
Animal protection officers in British Columbia have rescued three pit bulls – including one that gave birth to 10 puppies – from a rat-infested home in Kelowna.
Despite the heavy rain, plenty of muscle turned up for United Way’s annual Pull the Bus fundraiser in Lethbridge Friday.
Lethbridge County has rescinded its fire restriction as a result of the recent cool, wet weathr.
The Lethbridge Hurricanes kicked off the 2024-25 season on a winning note Friday night, defeating the Edmonton Oil Kings 3-1 in a game played at VisitLethbridge.com Arena.
A northern Ontario man is facing a $12,000 fine after illegally shooting a moose near the Batchawan River.
Following an outbreak of COVID-19 on its continuing care floor and just ahead of the flu season, St. Joseph’s General Hospital in Elliot Lake has opted to re-introduce a universal masking policy until further notice.
A 26-year-old driver from Surrey, B.C., has been charged with three counts of criminal negligence causing death and bodily harm in a crash that killed two youths in northern Ontario last year.
Newfoundland and Labrador sponsored a minor football team in England, now they’re about to play one of the biggest clubs in European soccer.
Newfoundland and Labrador's chief medical officer is monitoring the rise of whooping cough infections across the province as cases of the highly contagious disease continue to grow across Canada.
A 16-year-old biennial event aimed at fostering business in the country's eastern Arctic and northern regions has been cancelled indefinitely as a dispute unfolds between Inuit in Canada and a Labrador group claiming to share their heritage.
The Shopping Trends team is independent of the journalists at Â鶹ӰÊÓ. We may earn a commission when you use our links to shop. Read about us.
