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Google’s Artificial Intelligence Algorithm Shows Improved Accuracy in Reading Mammograms

Posted in Artificial Intelligence - General, Artificial Intelligence Applications in Health Care, Artificial Intelligence in CANCER, Artificial Intelligence in Health Care - Tools & Innovations, Artificial Intelligence in Medicine - Application for Diagnosis, Breast Cancer - impalpable breast lesions, Cancer - General, CANCER BIOLOGY & Innovations in Cancer Therapy, Cancer Screening, Deep Learning in Pathology, tagged AI, Artificial intelligence, breast cancer screening, deep learning, Digital pathology, Google, Google health, mammogram, pathologists, Pathology on January 2, 2020| Leave a Comment »

Google AI improves accuracy of reading mammograms, study finds

Reporter: Stephen J. Williams, PhD

Updated on 12/7/2022

AI system beats doctors at scrutinizing breast cancer scans

AI learned to identify a protein targeted in immunotherapy in a process that could make doctors’ work faster, simpler and more precise.

SOURCE

https://www.israel21c.org/ai-system-beats-doctors-at-scrutinizing-breast-cancer-scans/

 

Anne Stych, Staff Writer
Jan 2, 2020, 10:28am EST

Weinberg-Clark Photography

Google CFO Ruth Porat has blogged about twice battling breast cancer.

Artificial intelligence was often more accurate than radiologists in detecting breast cancer from mammograms in a study conducted by researchers using Google AI technology.

The study, published in the journal Nature, used mammograms from approximately 90,000 women in which the outcomes were known to train technology from Alphabet Inc’s DeepMind AI unit, now part of Google Health, Yahoo news reported.

The AI system was then used to analyze images from 28,000 other women and often diagnosed early cancers more accurately than the radiologists who originally interpreted the mammograms.

See Also

• Duke breakthrough could mean improved breast cancer treatments
• How to support a colleague with breast cancer

In another test, AI outperformed six radiologists in reading 500 mammograms. However, while the AI system found cancers the humans missed, it also failed to find cancers flagged by all six radiologists, reports The New York Times.

The researchers said the study “paves the way” for further clinical trials.

Writing in Nature, Etta D. Pisano, chief research officer at the American College of Radiology and professor in residence at Harvard Medical School, noted, “The real world is more complicated and potentially more diverse than the type of controlled research environment reported in this study.”

Ruth Porat, senior vice president and chief financial officer Alphabet, Inc., wrote in a company blog titled “Breast cancer and tech…a reason for optimism” in October about twice battling the disease herself, and the importance of her company’s application of AI to healthcare innovations.

She said that focus had already led to the development of a deep learning algorithm to help pathologists assess tissue associated with metastatic breast cancer.

“By pinpointing the location of the cancer more accurately, quickly and at a lower cost, care providers might be able to deliver better treatment for more patients,” she wrote.

Google also has created algorithms that help medical professionals diagnose lung cancer, and eye disease in people with diabetes, per the Times.

Porat acknowledged that Google’s research showed the best results occur when medical professionals and technology work together.

Any insights provided by AI must be “paired with human intelligence and placed in the hands of skilled researchers, surgeons, oncologists, radiologists and others,” she said.

Anne Stych is a staff writer for Bizwomen.

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Can Elephants Help Fight Cancer?

Posted in Breast Cancer - impalpable breast lesions, Cancer - General, Cancer and Current Therapeutics, CANCER BIOLOGY & Innovations in Cancer Therapy, Cancer Genomics, cancer metabolism, Funding Opportunities for Cancer Research, tagged Biology and Pathophysiology, Cancer, cancer biology, disease, elephants on June 16, 2019| Leave a Comment »

Can Elephants Help Fight Cancer?

Reporter: Gail S. Thornton, M.A.

 

 

This paragraph is excerpted from the American Technion Society Facebook page.

Professor Avi Schroeder and Dr. Josh Schiffman of the The University of Utah are working with elephants at Utah’s Hogle Zoo on a possible new tool to fight against lung, bone, breast, and other cancers. Dr. Schiffman found that p53, a cancer-suppressing protein, is far more prevalent in elephants, which rarely develop cancer. Prof. Schroeder is now working to manufacture the protein in nanoparticles to begin preclinical testing.

This article is excerpted from The Salt Lake Tribune, May 2, 2019.

Earth’s biggest, smallest, oddest life forms are getting new attention from scientists. A Utah author explores what they’re learning.

Published: May 2, 2019

Researchers have long ignored superlative life forms — the biggest, the tiniest, ones that can survive extremes — as outliers, Utah author Matthew D. LaPlante says.

But they’re now realizing the value of studying nature’s “oddballs,” he adds, which are helping scientists discover how to better fight disease and aging, understand the history of life on this planet and how we might reach others.

LaPlante’s new book, “Superlative: The Biology of Extremes” was released this week. On Friday at 7 p.m., the associate professor of journalistic writing at Utah State University will read from “Superlative” and talk about his work at The King’s English Bookshop, 1511 S. 1500 East, Salt Lake City. The event is free and open to the public.

The co-writer of several books on the intersection of scientific discovery and society, LaPlante now is working with Harvard geneticist David Sinclair on a book about human longevity. “Superlative” from BenBella Books is the first solo book by LaPlante, a former reporter for The Salt Lake Tribune.

As he surveys unusual life around the earth, there are stops in Utah — from Pando, the aspen clone in Sevier County believed to be the single most massive living organism known on Earth, to pop-up appearances by researchers at the University of Utah and elephants at Hogle Zoo in Salt Lake City.

Vast sequences of the genetic coding that humans share with elephants still perform similar functions in each species, LaPlante explains. And long after the two diverged, both developed the same genetic solution for the oxygen needs of a larger brain.

So there’s reason to believe that responses elephants have evolved — such as rarely developing cancer — might be spurred in humans.

The potential within a genome for such new traits to develop is at the heart of comparative genomics — and at the work of Utah pediatric oncologist Josh Schiffman.

This excerpt from “Superlative” explains how Schiffman began working with Hogle Zoo’s African elephants — the largest living land mammals — to fight cancer.

It all started in the summer of 2012, when [pediatric oncologist Josh] Schiffman’s beloved dog, Rhody, passed away [due] to histiocytosis, a condition that attacks the cells of skin and connective tissue. “It was the only time my wife has ever seen me cry,” he told me. “Rhody was like our first child.”

Schiffman had heard dogs like his had an elevated risk of cancer, but it wasn’t until after Rhody’s death that he learned just how elevated it was. Bernese mountain dogs who live to the age of ten have a 50 percent risk of dying from cancer.

“Suddenly it dawned on me there was this whole other world, this young field of comparative oncology,” he said, “and I was pulled into the idea of being a pioneer and maybe a leader to help move things along.”

Schiffman had long been intrigued by the fact that size doesn’t appear to correlate to cancer rates — a phenomenon known as “Peto’s Paradox,” named for Oxford University epidemiologist Richard Peto. But when Schiffman took his children on an outing to Utah’s Hogle Zoo — the same place I sometimes go to have lunch with my elephant friend, Zuri — everything came together.

A keeper named Eric Peterson had just finished giving a talk to a crowd of visitors, mentioning in passing that the zoo’s elephants have been trained to allow the veterinary staff to take small samples of blood from a vein behind their ears. As the crowd dispersed, an angular, excited man approached him.

“I’ve got a strange question,” Schiffman said.

“We’ve heard them all,” Peterson replied.

“OK then — how do I get me some of that elephant blood?” Schiffman asked.

Peterson contemplated calling security. Instead, after a bit of explanation from Schiffman, the zookeeper told the inquisitive doctor he’d look into it. Two and a half months later, the zoo’s institutional review board gave its blessing to Schiffman’s request.

Things moved fast after that.

Cancer develops in part because cells divide. During each division the cells must make a copy of their DNA, and once in a while, for various reasons, those copies include a mistake. The more cells divide, the greater the odds of an error, and the more prone an error is to be duplicated again and again.

And elephant cells? Those things are dividing like crazy. Based on the number of cell divisions elephants need to get from Zuri’s size when we met to the size she is now, in just a few short years, it stands to reason they should get lots of cancer. Yet they almost never do.

“Going from 300 pounds as a calf to more than 10,000 pounds, gaining three-plus pounds a day, they’re growing so quickly, so big and so fast — baby elephants really shouldn’t make it to adulthood,” Schiffman said. “They should have 100 times the cancer. Just by chance alone, elephants should be dropping dead all over the place.” Indeed, he said, they should probably die of cancer before they’re even old enough to reproduce. “They should be extinct!”

Already, comparative oncologists suspected the exceptionally low rate of cancer in elephants had something to do with p53, a gene whose human analog is a known cancer suppressor. Most humans have one copy — two alleles — of the gene. Those with an inherited condition known as Li–Fraumeni syndrome, however, have just one allele — and a nearly 100 percent chance of getting cancer. The logical conclusion is more p53 alleles mean a better chance of staving off cancer. And elephants, it turns out, have twenty of them.

The big find that came from Schiffman’s exploration of the elephant blood he got at the zoo, though, was not just that there were more of these genes in elephants, but that the genes behaved a little bit differently, too.

In humans, the gene’s first approach for suppressing tumor growth is to try to repair faulty cells — the sort that cause cancer. So, at first, Schiffman’s team assumed having more p53 genes meant elephants had bigger repair crews. With the goal of watching those crews in action, the researchers exposed the elephant cells to radiation, causing DNA damage. But they noticed that, instead of trying to fix what was broken, the elephant cells seemed to grow something of a conscience.

To understand this, it’s helpful to think about how you’d respond in a zombie apocalypse. Of course you’d fight long and hard to keep from being infected, right? But if a zombie was about to chomp down on your arm, and there was nothing you could do to stop it, and if you had but one bullet remaining in your gun —and a few moments to consider what you might do to your fellow humans as a part of the legion of the undead — what would you do?

That’s what elephant cells do, too. Under the directive of p53, mutated cells don’t put up a fight. Upon recognizing the inevitability of malignant mutation, they take their own lives in a process known as apoptosis.

And they don’t just do this for one kind of cancer. The p53 gene apparently programs cells to do this in response to all kinds of malignantly mutated cells in elephants—a finding that flies in the face of the conventional assumption that there is no one singular cure for the complex group of disorders we call cancer.

When I first met Schiffman in 2016, he was brimming with excitement about the potential elephants have to help us understand cancer. He was also very cautious not to suggest he was anywhere near a cure, nor that he ever would be.

Just a few years later, though, Schiffman was speaking openly about his intention to rid the world of cancer. And, to that end, what’s happening in his lab is encouraging, to say the least.

He and his team have been injecting cancer cells with a synthetic version of a p53 protein modeled on the DNA he’s drawn from Zuri and other elephants from around the world. Viewed on time-lapse video, the results are unmistakable and amazing.

Breast cancer. Gone.

bone cancer. Gone.

Lung cancer. Gone.

One by one, each type of cancer cell falls victim to zombie-cell hara-kiri, shriveling and then exploding, and leaving nothing behind to mutate. Schiffman is now working with Avi Schroeder, an expert in nanomedical delivery systems at Technion-Israel Institute of Technology, to create tiny delivery vehicles to take the synthetic elephant protein into mammalian tumors.

If this was all the benefit we ever derived from studying elephants, it would be plenty.

But it’s not. Not at all.

Source:

https://www.sltrib.com/artsliving/2019/05/02/earths-biggest-smallest/?fbclid=IwAR09iwADrhUKkuoXDRMBHFIMstUESU3OBXxKeN0dTKwxapTUASWsv1T_kZI

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Gender affects the prevalence of the cancer type

Posted in Anti-tumor necrosis factor drugs (TNF inhibitors), Anticancer Resistance, BioIT: BioInformatics, NGS, Clinical & Translational, Pharmaceutical R&D Informatics, Clinical Genomics, Cancer Informatics, Breast Cancer - impalpable breast lesions, Cancer - General, Cancer and Current Therapeutics, CANCER BIOLOGY & Innovations in Cancer Therapy, Cancer Genomics, Cancer Informatics, cancer metabolism, Cancer Prevention: Research & Programs, Cancer Screening, Cancer Vaccines: Targeting Cancer Genes for Immunotherapy, Cancer-Immune Interactions, Circulating Tumor Cells (CTC), Efficacy of Anti-Tumor T Cells, Funding Opportunities for Cancer Research, Imaging-based Cancer Patient Management, Liquid Biopsy Chip detects an array of metastatic cancer cell markers in blood, Liquid Biopsy: Circulating Tumor Cells in Urine and Blood, Microbiome and Responses to Cancer Therapy, Modulating Macrophages in Cancer Immunotherapy, NK Cell-Based Cancer Immunotherapy, Pancreatic cancer, Population Health Management, Population Health Management, Genetics & Pharmaceutical, Population Health Management, Nutrition and Phytochemistry, Precision Cancer Medicine, Prostate Cancer: Monitoring vs Treatment, RNA Biology, Cancer and Therapeutics, tumor microenvironment, tagged Cancer, DNA damage, DNA repair, gender, mutation, sex on April 2, 2019| Leave a Comment »

Reporter and Curator: Dr. Sudipta Saha, Ph.D.

 

Gender of a person can affect the kinds of cancer-causing mutations they develop, according to a genomic analysis spanning nearly 2,000 tumours and 28 types of cancer. The results show striking differences in the cancer-causing mutations found in people who are biologically male versus those who are biologically female — not only in the number of mutations lurking in their tumours, but also in the kinds of mutations found there.

 

Liver tumours from women were more likely to carry mutations caused by a faulty system of DNA mending called mismatch repair, for instance. And men with any type of cancer were more likely to exhibit DNA changes thought to be linked to a process that the body uses to repair DNA with two broken strands. These biases could point researchers to key biological differences in how tumours develop and evolve across sexes.

 

The data add to a growing realization that sex is important in cancer, and not only because of lifestyle differences. Lung and liver cancer, for example, are more common in men than in women — even after researchers control for disparities in smoking or alcohol consumption. The source of that bias, however, has remained unclear.

In 2014, the US National Institutes of Health began encouraging researchers to consider sex differences in preclinical research by, for example, including female animals and cell lines from women in their studies. And some studies have since found sex-linked biases in the frequency of mutations in protein-coding genes in certain cancer types, including some brain cancers and advanced melanoma.

 

But the present study is the most comprehensive study of sex differences in tumour genomes so far. It looks at mutations not only in genes that code for proteins, but also in the vast expanses of DNA that have other functions, such as controlling when genes are turned on or off. The study also compares male and female genomes across many different cancers, which can allow researchers to pick up on additional patterns of DNA mutations, in part by increasing the sample sizes.

 

Researchers analysed full genome sequences gathered by the International Cancer Genome Consortium. They looked at differences in the frequency of 174 mutations known to drive cancer, and found that some of these mutations occurred more frequently in men than in women, and vice versa. When they looked more broadly at the loss or duplication of DNA segments in the genome, they found 4,285 sex-biased genes spread across 15 chromosomes.

 

There were also differences found when some mutations seemed to arise during tumour development, suggesting that some cancers follow different evolutionary paths in men and women. Researchers also looked at particular patterns of DNA changes. Such patterns can, in some cases, reflect the source of the mutation. Tobacco smoke, for example, leaves behind a particular signature in the DNA.

 

Taken together, the results highlight the importance of accounting for sex, not only in clinical trials but also in preclinical studies. This could eventually allow researchers to pin down the sources of many of the differences found in this study. Liver cancer is roughly three times as common in men as in women in some populations, and its incidence is increasing in some countries. A better understanding of its aetiology may turn out to be really important for prevention strategies and treatments.

 

References:

 

https://www.nature.com/articles/d41586-019-00562-7?utm_source=Nature+Briefing

 

https://www.nature.com/news/policy-nih-to-balance-sex-in-cell-and-animal-studies-1.15195

 

https://www.ncbi.nlm.nih.gov/pubmed/26296643

 

https://www.biorxiv.org/content/10.1101/507939v1

 

https://www.ncbi.nlm.nih.gov/pubmed/25985759

 

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Pancreatic cancer survival is determined by ratio of two enzymes

Posted in Anticancer Resistance, Biochemical pathways, BioIT: BioInformatics, NGS, Clinical & Translational, Pharmaceutical R&D Informatics, Clinical Genomics, Cancer Informatics, Breast Cancer - impalpable breast lesions, Cancer - General, Cancer and Current Therapeutics, CANCER BIOLOGY & Innovations in Cancer Therapy, Cancer Genomics, Cancer Informatics, cancer metabolism, Cancer Prevention: Research & Programs, Cancer Screening, Cancer Vaccines: Targeting Cancer Genes for Immunotherapy, Cell Biology, Cell Biology, Signaling & Cell Circuits, Cell death pathways, Cell Processing System in Cell Therapy Process Development, Childhood cancer, Enzymes and isoenzymes, Imaging-based Cancer Patient Management, Microbiome and Responses to Cancer Therapy, Pancreatic cancer, PKC, Population Health Management, Genetics & Pharmaceutical, Population Health Management, Nutrition and Phytochemistry, Precision Cancer Medicine, Proteomics, RNA Biology, Cancer and Therapeutics, Signaling & Cell Circuits, tagged inhibitor, Pancreatic cancer, PHLPP1, Protein kinase C, ratio, survival on March 29, 2019| Leave a Comment »

Reporter and Curator: Dr. Sudipta Saha, Ph.D.

 

Protein kinase C (PKC) isozymes function as tumor suppressors in increasing contexts. These enzymes are crucial for a number of cellular activities, including cell survival, proliferation and migration — functions that must be carefully controlled if cells get out of control and form a tumor. In contrast to oncogenic kinases, whose function is acutely regulated by transient phosphorylation, PKC is constitutively phosphorylated following biosynthesis to yield a stable, autoinhibited enzyme that is reversibly activated by second messengers. Researchers at University of California San Diego School of Medicine found that another enzyme, called PHLPP1, acts as a “proofreader” to keep careful tabs on PKC.

 

The researchers discovered that in pancreatic cancer high PHLPP1 levels lead to low PKC levels, which is associated with poor patient survival. They reported that the phosphatase PHLPP1 opposes PKC phosphorylation during maturation, leading to the degradation of aberrantly active species that do not become autoinhibited. They discovered that any time an over-active PKC is inadvertently produced, the PHLPP1 “proofreader” tags it for destruction. That means the amount of PHLPP1 in patient’s cells determines his amount of PKC and it turns out those enzyme levels are especially important in pancreatic cancer.

 

This team of researchers reversed a 30-year paradigm when they reported evidence that PKC actually suppresses, rather than promotes, tumors. For decades before this revelation, many researchers had attempted to develop drugs that inhibit PKC as a means to treat cancer. Their study implied that anti-cancer drugs would actually need to do the opposite — boost PKC activity. This study sets the stage for clinicians to one day use a pancreatic cancer patient’s PHLPP1/PKC levels as a predictor for prognosis, and for researchers to develop new therapeutic drugs that inhibit PHLPP1 and boost PKC as a means to treat the disease.

 

The ratio — high PHLPP1/low PKC — correlated with poor prognoses: no pancreatic patient with low PKC in the database survived longer than five-and-a-half years. On the flip side, 50 percent of the patients with low PHLPP1/high PKC survived longer than that. While still in the earliest stages, the researchers hope that this information might one day aid pancreatic diagnostics and treatment. The researchers are next planning to screen chemical compounds to find those that inhibit PHLPP1 and restore PKC levels in low-PKC-pancreatic cancer cells in the lab. These might form the basis of a new therapeutic drug for pancreatic cancer.

 

References:

 

https://health.ucsd.edu/news/releases/Pages/2019-03-20-two-enzymes-linked-to-pancreatic-cancer-survival.aspx?elqTrackId=b6864b278958402787f61dd7b7624666

 

https://www.ncbi.nlm.nih.gov/pubmed/30904392

 

https://www.ncbi.nlm.nih.gov/pubmed/29513138

 

https://www.ncbi.nlm.nih.gov/pubmed/18511290

 

https://www.ncbi.nlm.nih.gov/pubmed/28476658

 

https://www.ncbi.nlm.nih.gov/pubmed/28283201

 

https://www.ncbi.nlm.nih.gov/pubmed/24231509

 

https://www.ncbi.nlm.nih.gov/pubmed/28112438

 

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