Artificial Intelligence is getting better than humans at detecting breast cancer
Since the early 2000s, AI systems have eliminated more than 1.7 million jobs, and that number will only increase as AI improves. Some research estimates that by 2025, AI will eliminate more than 85 million jobs.
But for all the talk about job security, AI is also proving to be a powerful tool in healthcare—specifically, cancer detection. One recently published study has shown that, remarkably, artificial intelligence was able to detect 20 percent more cancers in imaging scans than radiologists alone.
Published in The Lancet Oncology, the study analyzed the scans of 80,000 Swedish women with a moderate hereditary risk of breast cancer who had undergone a mammogram between April 2021 and July 2022. Half of these scans were read by AI and then a radiologist to double-check the findings. The second group of scans was read by two researchers without the help of AI. (Currently, the standard of care across Europe is to have two radiologists analyze a scan before diagnosing a patient with breast cancer.)
The study showed that the AI group detected cancer in 6 out of every 1,000 scans, while the radiologists detected cancer in 5 per 1,000 scans. In other words, AI found 20 percent more cancers than the highly-trained radiologists.
Scientists have been using MRI images (like the ones pictured here) to train artificial intelligence to detect cancers earlier and with more accuracy. Here, MIT's AI system, MIRAI, looks for patterns in a patient's mammograms to detect breast cancer earlier than ever before. news.mit.edu
But even though the AI was better able to pinpoint cancer on an image, it doesn’t mean radiologists will soon be out of a job. Dr. Laura Heacock, a breast radiologist at NYU, said in an interview with CNN that radiologists do much more than simply screening mammograms, and that even well-trained technology can make errors. “These tools work best when paired with highly-trained radiologists who make the final call on your mammogram. Think of it as a tool like a stethoscope for a cardiologist.”
AI is still an emerging technology, but more and more doctors are using them to detect different cancers. For example, researchers at MIT have developed a program called MIRAI, which looks at patterns in patient mammograms across a series of scans and uses an algorithm to model a patient's risk of developing breast cancer over time. The program was "trained" with more than 200,000 breast imaging scans from Massachusetts General Hospital and has been tested on over 100,000 women in different hospitals across the world. According to MIT, MIRAI "has been shown to be more accurate in predicting the risk for developing breast cancer in the short term (over a 3-year period) compared to traditional tools." It has also been able to detect breast cancer up to five years before a patient receives a diagnosis.
The challenges for cancer-detecting AI tools now is not just accuracy. AI tools are also being challenged to perform consistently well across different ages, races, and breast density profiles, particularly given the increased risks that different women face. For example, Black women are 42 percent more likely than white women to die from breast cancer, despite having nearly the same rates of breast cancer as white women. Recently, an FDA-approved AI device for screening breast cancer has come under fire for wrongly detecting cancer in Black patients significantly more often than white patients.
As AI technology improves, radiologists will be able to accurately scan a more diverse set of patients at a larger volume than ever before, potentially saving more lives than ever.
What's the case-fatality rate?
Currently, the official rate is 3.4%. But this is likely way too high. China was hit particularly hard, and their healthcare system was overwhelmed. The best data we have is from South Korea. The Koreans tested 210,000 people and detected the virus in 7,478 patients. So far, the death toll is 53, which is a case-fatality rate of 0.7%. This is seven times worse than the seasonal flu (which has a case-fatality rate of 0.1%).
What's the best way to clean your hands? Soap and water? Hand sanitizer?
Soap and water is always best. Be sure to wash your hands thoroughly. (The CDC recommends 20 seconds.) If soap and water are not available, the CDC says to use hand sanitizer that is at least 60% alcohol. The problem with hand sanitizer, however, is that people neither use enough nor spread it over their hands properly. Also, the sanitizer should be covering your hands for 10-15 seconds, not evaporating before that.
How often should I wash my hands?
You should wash your hands after being in a public place, before you eat, and before you touch your face. It's a good idea to wash your hands after handling money and your cell phone, too.
How long can coronavirus live on surfaces?
It depends on the surface. According to the New York Times, "[C]old and flu viruses survive longer on inanimate surfaces that are nonporous, like metal, plastic and wood, and less on porous surfaces, like clothing, paper and tissue." According to the Journal of Hospital Infection, human coronaviruses "can persist on inanimate surfaces like metal, glass or plastic for up to 9 days, but can be efficiently inactivated by surface disinfection procedures with 62–71% ethanol, 0.5% hydrogen peroxide or 0.1% sodium hypochlorite within 1 minute." (Note: Sodium hypochlorite is bleach.)
Can Lysol wipes kill it?
Maybe not. It depends on the active ingredient. Many Lysol products use benzalkonium chloride, which the aforementioned Journal of Hospital Infection paper said was "less effective." The EPA has released a list of disinfectants recommended for use against coronavirus.
Should you wear a mask in public?
The CDC does not recommend that healthy people wear a mask in public. The benefit is likely small. However, if you are sick, then you should wear a mask to help catch respiratory droplets as you exhale.
Will pets give it to you?
That can't be ruled out. There is a documented case of human-to-canine transmission. However, an article in LiveScience explains that canine-to-human is unlikely.
Are there any "normal" things we are doing that make things worse?
Yes! Not washing your hands!!
What does it mean that previously cleared people are getting sick again? Is it the virus within or have they caught it via contamination?
It's not entirely clear. It could be that the virus was never cleared to begin with. Or it could be that the person was simply infected again. That could happen if the antibodies generated don't last long.
Will the virus go away with the weather/summer?
Quite likely, yes. Cold and flu viruses don't do well outside in summer weather. (For influenza, the warm weather causes the viral envelope to become a liquid, and it can no longer protect the virus.) That's why cold and flu season is always during the late fall and winter. However, some experts think that it is a "false hope" that the coronavirus will disappear during the summer. We'll have to wait and see.
And will it come back in the fall/winter?
That's a likely outcome. Again, we'll have to wait and see. Some epidemiologists think that COVID-19 will become seasonal like influenza.
Does dry or humid air make a difference?
Flu viruses prefer cold, dry weather. That could be true of coronaviruses, too.
What is the incubation period?
According to the World Health Organization, it's about 5 days. But it could be anywhere from 1 to 14 days.
Should you worry about sitting next to asymptomatic people on a plane or train?
It's not possible to tell if an asymptomatic person is infected or not. That's what makes asymptomatic people tricky. Just be cautious. If you're worried, treat everyone like they might be infected. Don't let them get too close or cough in your face. Be sure to wash your hands.
Should you cancel air travel planned in the next 1-2 months in the U.S.?
There are no hard and fast rules. Use common sense. Avoid hotspots of infection. If you have a trip planned to Wuhan, you might want to wait on that one. If you have a trip planned to Seattle and you're over the age of 60 and/or have an underlying health condition, you may want to hold off on that, too. If you do fly on a plane, former FDA commissioner Dr. Scott Gottlieb recommends cleaning the back of your seat and other close contact areas with antiseptic wipes. He also refuses to take anything handed out by flight attendants, since he says the biggest route of transmission comes from touching contaminated surfaces (and then touching your face).
There have been reports of an escalation of hate crimes towards Asian Americans. Can the microbiologist help illuminate that this disease has impacted all racial groups?
People might be racist, but COVID-19 is not. It can infect anyone. Older people (i.e., 60 years and older) and those with underlying health conditions are most at risk. Interestingly, young people (aged 9 and under) are minimally impacted.
To what extent/if any should toddlers -- who put everything in mouth -- avoid group classes like Gymboree?
If they get infected, toddlers will probably experience only a mild illness. The problem is if the toddler then infects somebody at higher risk, like grandpa or grandma.
Should I avoid events like concerts or theater performances if I live in a place where there is known coronavirus?
It's not an unreasonable thing to do.
Any special advice or concerns for pregnant women?
There isn't good data on this. Previous evidence, reported by the CDC, suggests that pregnant women may be more susceptible to respiratory viruses.
Advice for residents of long-term care facilities/nursing homes?
Remind the nurse or aide to constantly wash their hands.
Can we eat at Chinese restaurants? Does eating onions kill viruses? Can I take an Uber and be safe from infection?
Yes. No. Does the Uber driver or previous passengers have coronavirus? It's not possible to tell. So, treat an Uber like a public space and behave accordingly.
What public spaces should we avoid?
That's hard to say. Some people avoid large gatherings, others avoid leaving the house. Ultimately, it's going to depend on who you are and what sort of risk you're willing to take. (For example, are you young and healthy or old and sick?) I would be willing to do things that I would advise older people avoid, like going to a sporting event.
What are the differences between the L strain and the S strain?
That's not entirely clear, and it's not even clear that they are separate strains. There are some genetic differences between them. However, just because RNA viruses mutate doesn't necessarily mean that the virus will mutate to something more dangerous or unrecognizable by our immune system. The measles virus mutates, but it more or less remains the same, which is why a single vaccine could eradicate it – if enough people actually were willing to get a measles shot.
Should I wear disposable gloves while traveling?
No. If you touch something that's contaminated, the virus will be on your glove instead of your hand. If you then touch your face, you still might get sick.
The Best Coronavirus Experts to Follow on Twitter
As the coronavirus tears across the globe, the world's anxiety is at a fever-pitch, and we're all craving information to stay on top of the crisis.
But turning to the Internet for credible updates isn't as simple as it sounds, since we have an invisible foe spreading as quickly as the virus itself: misinformation. From wild conspiracy theories to baseless rumors, an infodemic is in full swing.
For the latest official information, you should follow the CDC, WHO, and FDA, in addition to your local public health department. But it's also helpful to pay attention to the scientists, doctors, public health experts and journalists who are sharing their perspectives in real time as new developments unfold. Here's a handy guide to get you started:
VIROLOGY
Dr. Trevor Bedford/@trvrb: Scientist at the Fred Hutchinson Cancer Research Center studying viruses, evolution and immunity.
Dr. Benhur Lee/@VirusWhisperer: Professor of microbiology at the Icahn School of Medicine at Mount Sinai
Dr. Angela Rasmussen/@angie_rasmussen: Virologist and associate research scientist at Columbia University
Dr. Florian Krammer/@florian_krammer: Professor of Microbiology at the Icahn School of Medicine at Mount Sinai
EPIDEMIOLOGY:
Dr. Alice Sim/@alicesim: Infectious disease epidemiologist and consultant at the World Health Organization
Dr. Tara C. Smith/@aetiology: Infectious disease specialist and professor at Kent State University
Dr. Caitlin Rivers/@cmyeaton: Epidemiologist and assistant professor at the Johns Hopkins Bloomberg School of Public Health
Dr. Michael Mina/@michaelmina_lab: Physician and Assistant Professor of Epidemiology & Immunology at the Harvard TH Chan School of Public Health
INFECTIOUS DISEASE:
Dr. Nahid Bhadelia/@BhadeliaMD: Infectious diseases physician and the medical director of Special Pathogens Unit at Boston University School of Medicine
Dr. Paul Sax/@PaulSaxMD: Clinical Director of the Division of Infectious Diseases at Brigham and Women's Hospital
Dr. Priya Sampathkumar/@PsampathkumarMD: Infectious Disease Specialist at the Mayo Clinic
Dr. Krutika Kuppalli/@KrutikaKuppalli: Medical doctor and Infectious Disease Specialist based in Palo Alto, CA
PANDEMIC PREP:
Dr. Syra Madad/@syramadad: Senior Director, System-wide Special Pathogens Program at New York City Health + Hospitals
Dr Sylvie Briand/@SCBriand: Director of Pandemic and Epidemic Diseases Department at the World Health Organization
Jeremy Konyndyk/@JeremyKonyndyk: Senior Policy Fellow at the Center for Global Development
Amesh Adalja/@AmeshAA: Senior Scholar at the Johns Hopkins University Center for Health Security
PUBLIC HEALTH:
Scott Becker/@scottjbecker: CEO of the Association of Public Health Laboratories
Dr. Scott Gottlieb/@ScottGottliebMD: Physician, former commissioner of the Food and Drug Administration
APHA Public Health Nursing/@APHAPHN: Public Health Nursing Section of the American Public Health Association
Dr. Tom Inglesby/@T_Inglesby: Director of the Johns Hopkins SPH Center for Health Security
Dr. Nancy Messonnier/@DrNancyM_CDC: Director of the Center for the National Center for Immunization and Respiratory Diseases (NCIRD)
Dr. Arthur Caplan/@ArthurCaplan: Professor of Bioethics at New York University Langone Medical Center
SCIENCE JOURNALISTS:
Laura Helmuth/@laurahelmuth: Incoming Editor in Chief of Scientific American
Helen Branswell/@HelenBranswell: Infectious disease and public health reporter at STAT
Sharon Begley/@sxbegle: Senior writer at STAT
Carolyn Johnson/@carolynyjohnson: Science reporter at the Washington Post
Amy Maxmen/@amymaxmen: Science writer and senior reporter at Nature
Laurie Garrett/@Laurie_Garrett: Pulitzer-prize winning science journalist, author of The Coming Plague, former senior fellow for global health at the Council on Foreign Relations
Soumya Karlamangla/@skarlamangla: Health writer at the Los Angeles Times
André Picard/@picardonhealth: Health Columnist, The Globe and Mail
Caroline Chen/@CarolineYLChen: Healthcare reporter at ProPublica
Andrew Jacobs/@AndrewJacobsNYT: Science reporter at the New York Times
Meg Tirrell/@megtirrell: Biotech and pharma reporter for CNBC
Kira Peikoff was the editor-in-chief of Leaps.org from 2017 to 2021. As a journalist, her work has appeared in The New York Times, Newsweek, Nautilus, Popular Mechanics, The New York Academy of Sciences, and other outlets. She is also the author of four suspense novels that explore controversial issues arising from scientific innovation: Living Proof, No Time to Die, Die Again Tomorrow, and Mother Knows Best. Peikoff holds a B.A. in Journalism from New York University and an M.S. in Bioethics from Columbia University. She lives in New Jersey with her husband and two young sons. Follow her on Twitter @KiraPeikoff.