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Interview: predicting pregnancy complications before they happen

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The founders of Mirvie are tapping into their expertise in RNA science and oncology to address gaps in maternal health with a platform that can predict pregnancy complications, such as preeclampsia, before they happen.

With 46,000 maternal deaths and 500,000 fetal or newborn deaths related to preeclampsia every year globally, there is an urgent need to tackle the burden of pregnancy complications.

Mirvie was founded to do just that, with the development of an RNA platform that can predict pregnancy complications before they happen.

RNA-based diagnostics utilise RNA molecules as indicators of disease or other conditions. Created over seven years, the platform uses a blood test to analyse RNA messages that impact pregnancy, revealing the unique biology of each one.

The platform has analysed over 15,000 pregnancies to date, and has been involved in several clinical studies, where it has been found to predict 90 per cent of pregnancies at risk of preterm preeclampsia and 60 per cent of babies with severe foetal growth restriction months in advance of delivery.

With plans for further research and to expand its global reach, Mirvie co-founder Maneesh Jain says the platform has the power to transform how we predict, prevent and treat unexpected complications.

Supporting pregnancy journeys

Jain and co-founder Stephen Quake founded Mirvie following their own pregnancy journeys, through which they discovered how quickly a routine pregnancy can result in an emergency C-section and a preterm birth.

“We wanted to make a difference for the next generation, because this is an area that has been left behind,” Jain tells Femtech World.

“There are some tests on the market that, once you are hospitalised with symptoms of preeclampsia, can diagnose if you are going to progress to a more severe disease or not.

“The challenge is that we don’t have any tests to predict and prevent the condition in the first place. So, our focus is preventive care, because once people develop symptoms, it’s too late.

“We can implement interventions such as delivering the baby early to save the mother, but that has a lot of adverse outcomes for both the mother and baby. I think moving to a preventive care paradigm is paramount in our minds.”

Preeclampsia is estimated to affect two to eight per cent of pregnancies worldwide, leading to 46,000 maternal deaths per year, and around 500,000 fetal or newborn deaths, according to the World Health Organisation.

“The statistics are pretty staggering, and preeclampsia is a challenging condition,” says Jain.

“We started with preeclampsia because it affects both the mother and the baby. There’s so much research now showing that if you have preeclampsia in pregnancy, it’s not just the childbirth process; it’s decades after that, you have a much higher risk of heart disease and stroke. So it’s really important to try to prevent these conditions in the first place, and so that’s our focus – to use our platform to detect molecular signatures of the condition.”

The platform is supported by a group of experts and is used in conjunction with a preventative care plan for pregnancies that have been flagged as at-risk.

“The preventive care plan includes medication and monitoring,” says Jain. “It may not in all cases stop the disease, but it certainly delays the onset of the condition, which is very helpful, because then the baby can be developing closer to term, and the mother can have less severe forms of disease.”

Harnessing RNA

Drawing from their background in advanced RNA science and oncology, where they had previously developed blood tests to detect cancer at the earliest stages, the pair wanted to make a difference to the modern pregnancy journey.

“Often, the approach to pregnancy is to hope for the best, and we’re largely in the dark on how things are developing,” says Jain.

“We used our background from oncology, using the idea that you can utilise RNA to tap into biology in a non-invasive manner and get a sense of what’s happening with the pregnancy.

“By looking at RNA, we can get an insight into how the development is proceeding and if it’s on track, or if it’s off track. What’s amazing is that we can now do it non-invasively with just a simple blood sample from the mother – you’re not taking a piece of the placenta or any tissue.”

Through its clinical research with a team of international collaborators, Mirvie showed that the RNA analysis could predict gestational age.

“Just by looking at the RNA signature in regular pregnancies, you can predict how far along you are,” explains Jain.

“Of course, we do it today with an ultrasound. But this finding was important because it showed that, with normal pregnancies, RNA is tracking the development very closely, and it can predict how far along you are.

“If there isn’t a predictable and changing pattern of RNA in normal pregnancies, then you really can’t look for deviations from that pattern.”

Jain says the test is already available in the US and can be obtained through telemedicine approval, with mobile phlebotomists that can take blood draws, which Mirvie then runs in its lab.

“We report the result to the patient, most often also to their treating OBGYN, and then if they happen to be positive, we put the action plan in place right away,” Jain says.

Mirvie now plans to expand globally and carry out further studies to help obtain insurance coverage for the platform.

“It seems there is a lot more innovation starting to happen in maternal health, and it’s much needed,” says Jain.

“Having worked across a few areas of medicine, I believe that this may be one of the greatest unmet medical needs that we have today, because the impact is lifetime for the mother, the baby, and the family.

“One of the things that is so important is awareness in this field, and to have more awareness of innovations in maternal health. I think that will change how much research is being done, how much investment is coming in, and how much better solutions we have that can truly advance the field.”

Mirvie was the winner of the Femtech World Maternal Health Innovation of the Year Award 2025. See the full winners list here.

Insight

New pregnancy treatment shows promise for at-risk twins

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A high-powered ultrasound treatment could help identical twins affected by a rare and serious condition during early pregnancy, an initial study suggests.

Twin-to-twin transfusion syndrome, or TTTS, causes uneven blood flow between identical twins who share a placenta.

The imbalance can leave one baby dangerously small and the other too large, putting both babies’ survival at risk.

 

Brioney Garrett’s daughters were in danger before doctors used the world-first treatment to seal the blood vessels causing the problem without an operation.

Nancy and Margo were born healthy and, now aged four, are due to start school.

Researchers from Queen Charlotte’s and Chelsea Hospital tested the non-invasive procedure in 10 women from the UK and elsewhere in Europe after scans detected TTTS during early pregnancy.

Five women needed further treatment, while 12 of the 20 babies survived following the procedure.

The researchers described having a treatment that did not require a needle or telescope to be inserted into the mother’s abdomen as “extremely exciting”.

However, they said larger studies involving more pregnant women were needed before the procedure could be offered more widely.

Garrett described her daughters as “my miracle twins”.

She said: “We were in a very dire situation and I don’t forget that.

“It stays with me always how things could have been. Every day I still count my blessings.”

TTTS affects between 10 and 15 per cent of identical twins who share a placenta, representing around 300 to 400 pregnancies in the UK each year.

The uneven blood flow causes excess fluid to build up around the larger recipient baby, while leaving dangerously little fluid around the smaller donor baby.

Treatment usually involves inserting a needle into the womb to drain some of the fluid or using a laser to seal the connecting blood vessels.

Garrett’s procedure took about 20 minutes. She lay flat while a specially designed machine directed high-powered ultrasound waves at small blood vessels in her placenta.

She said: “It was very quick and pretty painless.”

Christoph Lees, head of fetal medicine at Imperial College Healthcare NHS Trust and professor of obstetrics at Imperial College London, described the research as “very promising”.

He said: “If this could work in a fully-fledged study, it could give hope to a lot of women who otherwise might have to have quite invasive treatment.”

Ultrasound is commonly used during medical scans to produce images of the body, but this procedure uses much more focused waves.

Heat generated by the waves can seal blood vessels about 2mm in diameter and located around 5cm to 6cm beneath the skin.

The procedure blocked blood flow in 90 per cent of the vessels treated during the study, with no unwanted side-effects reported.

Twins Trust, which supported the study, said the approach could make a significant difference for families affected by TTTS.

Helen Peck, head of healthcare engagement and research, said: “Any procedure that is non-invasive and can potentially identify TTTS earlier and improve outcomes for our families with this life-threatening condition could be a turning point.”

Scans carried out weeks after Garrett’s procedure showed that blood flow between the babies had been rebalanced, although other problems developed during the pregnancy.

Garrett said Margo, who had too little fluid around her, “was in a much better position” and that “the strain on Nancy’s heart had eased”.

Nancy and Margo were born at nearly 34 weeks, weighing 3lb 7oz and 3lb 3oz respectively.

Garrett said: “They were both healthy, and Margo wasn’t as small as we worried she was going to be.”

The twins are due to start primary school in September.

Garrett said: “They’re funny, smart, energetic little girls that just fit right in with their age group.”

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Pregnancy

New reporting tool targets maternal-fetal teams as pregnancy complexity rises

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A new reporting tool built specifically for obstetrics and maternal-fetal medicine has launched, aimed at teams managing increasingly complex pregnancies with limited time and resources.

Trice Imaging has released Trice Workspace Reporting, which connects imaging, reporting and longitudinal patient data in a single workflow to support faster clinical decision making.

Birth rates are falling worldwide, but pregnancies are getting more complicated. Advanced maternal age, IVF-assisted pregnancies, rising obesity rates and a higher prevalence of hypertension and diabetes mean more cases now require specialist monitoring, advanced imaging and multidisciplinary care.

At the same time, clinical teams are stretched and facing growing administrative demands.

Trice Workspace Reporting brings together customisable reporting, dynamic pregnancy dating and longitudinal patient history with an AI-ready, EHR-interoperable infrastructure, all inside the company’s Tricefy image management platform.

The company says it aims to accelerate standardised and synchronised report turnaround, support timely clinical decisions and improve operational efficiency for fetal medicine services.

“Maternal fetal medicine teams are managing increasingly complex pregnancies while being asked to do more with limited time and resources,” said Mark A. Samii, chief revenue officer at Trice Imaging.

“Trice Workspace Reporting is designed to remove unnecessary friction from reporting by creating a structured digital foundation that supports today’s need for connected clinical workflows.

“It also provides a digital foundation as practices prepare for tomorrow and the evolution of AI-enabled fetal assessment, anomaly detection and outcome prediction technologies.”

Trice Imaging describes its mission as transforming the women’s health journey by connecting physicians, patients and healthcare systems. From independent practices to large hospital ecosystems, it aims to reach the entire women’s health continuum, spanning IVF and reproductive health, maternal-fetal medicine and OB/GYN, and onwards to lifelong women’s health.

For more than 17 years the firm has worked on cloud-based storage, retrieval, display, organisation and exchange of ultrasound medical images and associated information across health environments.

Its wider platform now extends to dynamic clinical reporting, AI-driven workflow optimisation, data analytics and secure patient engagement.

Trice Imaging holds regulatory and data protection clearances in 40 countries. It has offices in Miami and Stockholm, alongside a growing network of global distributors.

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Opinion

Women’s Health has waited long enough for innovation

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By Dr Fran Conti-Ramsden, clinician at Guy’s and St Thomas’ NHS Foundation Trust, academic at King’s College London, and chief medical officer of MEGI Health.

A woman gives birth. A few days later she goes home, often with a bag of medication for her blood pressure, and then, very often, very little structured follow-up for her heart (cardiovascular) health.

In my clinical work, and through our collaboration with Action on Pre-eclampsia, I see and hear about this postnatal cliff edge again and again, and it still shocks me.

We invest a lot of medical care and attention whilst a woman or birthing individual is pregnant, then, at the very moment emerging evidence suggests we have a window of opportunity to modify long-term health, the support falls away.

That cliff edge is a symptom of a deeper issue: we have come to treat “women’s health” as a synonym for reproductive health. Pregnancy, periods and fertility, important as they are, have crowded out everything else.

Yet the conditions that do most to shorten and limit women’s lives are not reproductive at all.

Cardiovascular disease is the leading cause of death in women worldwide, and it is still too readily thought of as a man’s problem.

Heart disease in women is more likely to be missed and under-treated, in part because for decades women were under-represented in the research that built our knowledge.

Pregnancy makes this vivid.

Conditions such as pre-eclampsia are not only risks to be managed for nine months; they are early warnings about a woman’s future, markers that she is more likely to develop heart disease and high blood pressure in the years to come.

We have the knowledge to act on that. What we mostly do instead is discharge her and look away.

This is exactly the kind of problem better tools should help us solve: spotting risk earlier, supporting women and their clinicians through the vulnerable postnatal window, and providing continuity where the system currently provides a drop due to lack of capacity.

Artificial intelligence and digital health have real potential here; in risk prediction, in monitoring blood pressure at home, and in helping stretched clinicians know who needs attention and when.

And yet this is not where most of the energy is going.

It is far easier to build, fund and scale an app that tracks a cycle than a tool that changes the trajectory of a woman’s heart.

So, innovation clusters at the lighter, lower-risk end of innovation, while the conditions that actually kill and disable women, and moments like the postnatal cliff, stay under-served.

Closing the women’s health gap could add at least a trillion dollars to the global economy each year, the World Economic Forum estimates, but the bigger prize is women living longer, healthier lives.

None of this means technology is a cure in itself. It is a tool, and a tool built carelessly can do harm.

Because women have been under-represented in medical data, systems trained on that data can quietly carry the same blind spots forward, deepening inequalities rather than closing them.

Responsible innovation, with clinical-grade evidence, privacy and equity designed in from the start, and tools built around real clinical pathways rather than bolted on afterwards, is not a brake on progress.

It is the only version of progress worth having.

I am optimistic, because a serious community is forming around exactly these questions and the appetite to get it right is real.

It is why, at MEGI, we are bringing clinicians, researchers, founders, regulators and investors together for our AI × Women’s Health summit on 25 June.

If we keep our focus on the conditions that matter most to women’s lives, and build the tools to meet them responsibly, the postnatal cliff edge could become something else entirely: the moment the system finally catches her and delivers preventative healthcare.

AI × Women’s Health: Innovation, Challenges and Opportunities summit is taking place on Thursday 25 June 2026 at the London Institute for Healthcare Engineering. The event is free and is fully booked and operating a waiting list. Join the waiting list here.

About Dr Fran Conti-Ramsden

Dr Fran Conti-Ramsden is a UK Obstetrics and Gynaecology registrar and Chadburn Clinical Lecturer at KCL passionate about transforming women’s health through technology and innovation.

Combining NHS clinical experience with an MRC-funded PhD, recent NHS Clinical AI fellowship and commercial role as Chief Medical Officer at Megi health, she works at the intersection of clinical medicine, data science, technology and AI.

Her current programme of research focuses on the intersection of healthcare and technology; leveraging advances such as smartphone based vital signs capture and large language models to drive forward scalable innovation in maternal cardiovascular care.

She has published over 20 peer-reviewed manuscripts (See gScholar, h-index 12), including award-winning work recognized by Hypertension Journal.

She was awarded an AI visionary award in 2025 by Health Innovation KSS was the recipient of the 2024 International Society for the Study of Hypertension in Pregnancy Zuspan prize.

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