News
Research roundup: AI models independently interpret mammograms, and more

Femtech World explores the latest research and science developments in the world of women’s health.
AI models independently interpret mammograms
AI models have shown excellent performance for detecting breast cancers on mammography images.
The algorithms, submitted for a 2023 AI Challenge hosted by the Radiological Society of North America (RSNA), demonstrated increased screening sensitivity while maintaining low recall rates, according to a new study.
The goal of the Challenge was to source AI models that improve the automation of cancer detection in screening mammograms, helping radiologists work more efficiently, improving the quality and safety of patient care, and potentially reducing costs and unnecessary medical procedures.
A research team evaluated 1,537 working algorithms submitted to the Challenge, testing them on a set of 10,830 single-breast exams – completely separate from the training dataset – that were confirmed by pathology results as positive or negative for cancer.
The algorithms yielded median rates of 98.7 per cent specificity for confirming no cancer was present on mammography images, 27.6 per cent sensitivity for positively identifying cancer, and a recall rate, the percentage of the cases that AI judged positive, of 1.7 per cenr.
When the researchers combined the top three and top 10 performing algorithms, it boosted sensitivity to 60.7 per cent and 67.8 per cent, respectively.
According to the researchers, creating an ensemble of the 10 best-performing algorithms produced performance that is close to that of an average screening radiologist in Europe or Australia.
Individual algorithms showed significant differences in performance depending on factors such as the type of cancer, the manufacturer of the imaging equipment and the clinical site where the images were acquired.
Overall, the algorithms had greater sensitivity for detecting invasive cancers than for noninvasive cancers.
Since many of the participants’ AI models are open source, the results of the Challenge may contribute to the further improvement of both experimental and commercial AI tools for mammography, with the goal of improving breast cancer outcomes worldwide.
The research team plans to conduct follow-up studies to benchmark the performance of the top Challenge algorithms against commercially available products using a larger and more diverse dataset.
Cracking the cold case of endometriosis with big data
Records from millions of patients at UC health centers found correlations between endometriosis, one of the most common diseases in women, and a bounty of other diseases.
Scientists at UCSF have found that endometriosis often occurs alongside conditions like cancer, Crohn’s disease, and migraine.
The research could improve how endometriosis is diagnosed and, ultimately, how it is treated; and it paints the sharpest portrait yet of a condition that is as mysterious as it is prevalent.
The study used computational methods developed at UCSF to analyse anonymised patient records collected at the University of California’s six health centers.
Using algorithms developed for the task, researchers hunted for connections linking endometriosis with the rest of each patient’s health history.
Endometriosis patients were compared with patients who did not have it, and categorised the patients with endo into groups based on shared health histories.
The findings from the UCSF data were mapped against the rest of the UC’s health data to see if they held up across California.
The team say they found over 600 correlations between endometriosis and other conditions, ranging from infertility, autoimmune disease, and acid-reflux, to cancers, asthma, and eye-related diseases.
Some patients had migraines, bolstering previous studies suggesting that migraine drugs might help treat endometriosis.
The study supports the growing understanding of endometriosis as a “multi-system” disorder – a disease arising from dysfunction throughout the body.
Respiratory viruses can wake up breast cancer cells in lungs
Researchers have found the first direct evidence that common respiratory infections, including Covid-19 and influenza, can awaken dormant breast cancer cells that have spread to the lungs, setting the stage for new metastatic tumours.
The findings, obtained in mice, were supported by research showing increases in death and in metastatic lung disease among cancer survivors infected with SARS-CoV-2, the virus that causes Covid-19.
“Our findings indicate that individuals with a history of cancer may benefit from taking precautions against respiratory viruses, such as vaccination when available, and discussing any concerns with their healthcare providers,” said Julio Aguirre-Ghiso, a co-leader of the study and director of MECCC’s Cancer Dormancy Institute.
Prior to the study, some evidence suggested that inflammatory processes can awaken disseminated cancer cells (DCCs) – cells that have broken away from a primary tumor and spread to distant organs, often lying dormant for extended periods.
“During the COVID-19 pandemic, anecdotal reports suggested a possible increase in cancer death rates, bolstering the idea that severe inflammation might contribute to arousing dormant DCCs,” said Dr. Aguirre-Ghiso, who also serves as leader of MECCC’s Tumor Microenvironment and Metastasis Research Programme.
Researchers tested this hypothesis using Dr. Aguirre-Ghiso’s laboratory’s unique mouse models of metastatic breast cancer, which include dormant DCCs in the lungs and therefore closely resemble a key feature of the disease in humans.
The researchers exposed mice to SARS-CoV-2 or influenza virus. In both cases, the respiratory infections triggered the awakening of dormant DCCs in the lungs, leading to a massive expansion of metastatic cells within days of infection and the appearance of metastatic lesions within two weeks.
Molecular analyses revealed that the awakening of dormant DCCs is driven by interleukin-6 (IL-6), a protein that immune cells release in response to infections or injuries.
The Covid-19 pandemic offered a unique opportunity to investigate the effect of respiratory virus infections, in this case from the SARS-CoV-2 virus, on cancer progression.
The research team analysed two large databases and found support for their hypothesis that respiratory infections in cancer patients in remission are linked to cancer metastasis.
The UK Biobank is a general population cohort in which some of the more than 500,000 participants were diagnosed with cancer and other diseases prior to the Covid-19 pandemic.
Researchers from Utrecht University and Imperial College London investigated whether a Covid-19 infection increased the risk of cancer-related mortality among participants with cancer.
They focused on cancer survivors who had been diagnosed at least five years before the pandemic, ensuring they were likely in remission.
Among them, 487 individuals tested positive for COVID-19 and these were compared to 4,350 matched controls who tested negative.
After excluding those cancer patients who died from Covid-19, the researchers found that cancer patients who tested positive for Covid-19 faced an almost doubling of risk of dying from cancer compared to those patients with cancer who had tested negative.
From the second population study, the U.S. Flatiron Health database, researchers drew data pertaining to female breast cancer patients seen at 280 U.S. cancer clinics.
They compared the incidence of metastases to the lung among Covid-19-negative patients and Covid-19-positive patients (36,216 and 532 patients respectively).
During the follow-up period of approximately 52 months, those patients who came down with Covid-19 were almost 50 per cent more likely to experience metastatic progression to the lungs compared with patients with breast cancer without a diagnosis of Covid-19.
“Our findings suggest that cancer survivors may be at increased risk of metastatic relapse after common respiratory viral infections,” said Dr. Vermeulen.
Losing weight before IVF may increase chance of pregnancy
A systematic review and meta-analysis of randomised controlled trials (RCTs) has assessed whether weight loss interventions before in vitro fertilization (IVF) improved reproductive outcomes.
The review found that weight loss interventions before IVF could increase the chances of pregnancy, especially in unassisted conception, although the effect on live births was unclear.
The findings are published in Annals of Internal Medicine.
Researchers from the University of Oxford reviewed 12 RCTs comprising 1,921 patients conducted between 1980 through 27 of May 2025.
Inclusion criteria included studies conducted on women at least 18 years old with a BMI of 27 kg/m2 or greater who were seeking IVF with or without intracytoplasmic sperm injection treatment for infertility.
Outcomes of interest were the number of participants achieving pregnancy without IVF (unassisted pregnancy), with IVF (treatment-induced pregnancy), overall (unassisted plus treatment-induced) and those delivering a live infant.
The researchers found that participants were typically women in their early 30s with a median baseline BMI of 33.6 kg/m2.
Weight loss interventions studied included low-energy diets, an exercise program accompanied by healthy eating advice, and pharmacotherapy accompanied by diet and physical activity advice.
Overall, weight loss interventions before IVF were associated with greater unassisted pregnancy rates. Evidence was inconclusive on the effect of weight loss interventions on treatment-induced pregnancies.
Evidence on the association between weight loss interventions before IVF and live births was uncertain, although there was moderate certainty of no association with pregnancy loss.
The findings suggest that weight loss interventions before IVF increase total pregnancies, mainly through an increase in unassisted pregnancy rates.
However, further high-quality clinical trials testing different weight loss interventions, particularly those known to achieve greatest weight losses, such as low-energy total diet replacement programmes, are needed.
Entrepreneur
Women’s Health Week Europe 2026 opens pitch applications for mainstage showcase at The Emirates Stadium

Women’s Health Week Europe 2026 has opened applications for its flagship start-up Pitches, giving women’s health innovators the chance to present on the mainstage at The Emirates Stadium in London on 7-8 October.
16 finalists will be selected across two categories: Medical Devices & Therapeutics and Consumer & Tech, with the shortlisted companies receiving the opportunity to pitch in front of 700+ investors, corporates, other innovators and strategic partners actively seeking solutions that can scale.
Two categories, one stage
The Medical Devices & Therapeutics category is open to companies working across medical devices, therapeutics and pharma innovation, regulated digital health, and deep-tech or science-led platforms.
The Consumer & Tech category covers consumer health and wellness brands, digital health platforms, wearables and connected data, employer and payor-led solutions, and commerce and marketplace businesses.
Any company treating a condition that affects women exclusively, differently, or disproportionately is eligible to apply.
Applications are completely free, so what do you have to lose?
Apply to pitch at WHW Europe 2026 now.
What’s in it for you?
Unmatched exposure
Present in front of 700+ investors, corporates, clinicians, and strategic partners actively seeking solutions that can scale.
With WHW Europe 2026 relocating to The Emirates Stadium and expanding to 700+ attendees across two stages, the 2026 edition represents the largest platform the series has offered to date.
A proven platform
The WHW Pitch Sessions have become one of the most commercially significant showcases in women’s health, with previous cohorts including companies that have gone on to raise investment and secure major strategic partnerships. 2024 alumni BoobyBiome, closed a £2.5M seed round in the year following their pitch at WHW Europe.
The Watchlist
All registered applicants will have the opportunity to be featured in The Watchlist, WHW Europe’s official directory of women’s health innovators to know, giving companies visibility beyond the pitch stage itself.
Applications close 28 August 2026.
Diagnosis
Vaccine could prevent some people from developing ovarian cancer

A vaccine trial will test whether an mRNA jab can help stop precancerous cells developing into bowel and ovarian cancer in people with Lynch syndrome.
The first stage is due to launch this summer and will assess whether the jab can train the immune system to recognise and eliminate precancerous cells before cancer develops.
Around 175,000 people in England have Lynch syndrome, but only five per cent, or around 10,000 people, know they have it.
The inherited condition increases the risk of developing bowel cancer by 80 per cent and is linked to around 1,100 bowel cancer cases each year.
Lynch syndrome is also linked to a far higher risk of bowel, womb and ovarian cancer, alongside other types including stomach, pancreatic, kidney and skin cancer.
While the syndrome does not directly cause cancer, the genetic changes can lead to more abnormal cells developing, which then multiply and increase the risk of cancers such as bowel, prostate and endometrial cancer.
It is caused by an alteration in a mismatch repair gene. Carriers do not have any symptoms.
The new Intercept-Lynch trial is part of a scientific collaboration between the University of Oxford and Moderna, while Cancer Research UK has backed the vaccine’s development.
Once patients receive the new mRNA-4194 jab, experts will analyse their immune responses, assess the best dose and check whether the jab is safe.
The second phase of the study will include multiple centres across the UK, including Oxford, and is expected to begin in 2027.
The aim of the trial is to train the immune system with a vaccine to recognise abnormalities and stop them developing into cancer.
Professor David Church, Cancer Research UK senior cancer research fellow in the University of Oxford’s centre for human genetics and lead investigator of the trial, said: “People with Lynch syndrome are at risk of cancers over their entire lives.
“So, it’s very common, for instance, a woman to have a first cancer of her womb, and then some years later have a bowel cancer, or vice versa.
“The targets we’ve chosen for the vaccine were chosen based on their sharedness across multiple cancer types in Lynch syndrome, so we think they should provide broad protection, if the vaccine works.”
In people with Lynch syndrome, mutations can build up, making the cells containing them more likely to turn into cancerous cells.
However, those mutations can be made visible to the immune system and, with enough stimulation, the immune system can attack the abnormal cells and stop cancer from forming.
Professor Church said the mRNA jab acts as “an instruction manual” for the body to attack precancerous cells.
He added that, as with many vaccines, patients may need a booster jab at some stage.
On whether similar approaches could help prevent cancers not caused by Lynch syndrome, Professor Church said: “In terms of proof of principle that we can train the immune system to recognise these cancer-associated alterations and enhance the immune response against them to prevent these pre-cancers or prevent the progression of pre-cancer to cancer, that proof of principle should give us insights that are generalisable.”
David Berman, chief development officer at Moderna, said: “By applying mRNA technology earlier in the patient journey, we aim to harness the immune system when it can have the greatest impact.
“We are proud to bring this innovation to the UK, building on our long-standing collaboration with leading UK institutions to advance mRNA research and development.”
Menopause
Apple Health adds menopause and perimenopause tracking

Apple announced menopause and perimenopause tracking for its Health app at WWDC 2026, with symptom logging and cycle alerts for some users.
The update expands the app’s cycle tracking beyond fertility and menstrual periods.
If logged cycle patterns suggest a user may be experiencing perimenopause, the app will send a notification prompting a conversation with a doctor.
However, this perimenopause-specific cycle deviation notification is only for users aged 40 and over and is not intended to replace a doctor’s diagnosis or treatment.
Stacey Ford, Apple’s vice-president of OS management, said users will also be able to log menopause and perimenopause symptoms in the Health app.
Educational content will also be available to help users learn more about these life stages and understand changes in their bodies.
Every year, about 2 million women enter perimenopause, the stage before menopause when levels of the hormone oestrogen decline.
According to a February 2025 survey involving 4,432 participants aged over 30, more than half of women aged 30 to 35 experienced moderate or severe perimenopause symptoms.
The findings suggest perimenopause does not affect only older adults.
About 6,000 women in the US enter menopause every day, according to the Society for Women’s Health Research.
Given the number of women affected by perimenopause and menopause, the update broadens the Health app’s scope.
The app launched in 2019, meaning it has gone seven years without these women’s health tracking features, which could help users better understand their bodies and prepare for informed conversations with doctors.
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