Pregnancy
Interview: predicting pregnancy complications before they happen

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.
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Wales becomes first UK nation to unite maternity care under a single digital record

System C has completed the national rollout of BadgerNet Maternity across all seven NHS Health Boards in Wales. This is the first time any UK nation has unified its maternity care under a single digital record and patient-facing app.
With approximately 26,000 babies born annually in Wales, BadgerNet connects maternity information across organisational boundaries in the country.
Expectant parents can access their records, maternity appointments and key updates digitally through a single app, wherever they receive care while clinicians have secure access to the right information at the point of care.
The national three-year agreement across all Heath Boards replaces a patchwork of separate local systems and eliminates the need for paper hand-held notes.
Anthony Tracey is director of digital at Hywel Dda University Health Board, the final of the Welsh Health Boards to go live with BadgerNet.
He said: “The rollout of BadgerNet across Wales is a vitally important step forward in modernising our maternity services and providing a consistent service across the country.
“By giving expectant parents direct access to their information and enabling clinicians to share data more effectively, we are strengthening safety, transparency and consistency in maternity care nationwide.”
For expectant parents, the single digital maternity record transforms how they engage with their care.
Instead of carrying paper notes and repeating information at every appointment, parents can access key details, appointments and updates digitally, supporting more informed conversations and shared decision-making.
The result is greater transparency, fewer administrative frustrations and a more joined-up experience throughout pregnancy and into the postnatal period, regardless of which health board they fall under.
For clinicians and Health Boards, the joined-up approach reduces duplication and streamlines handovers across teams and sites. Information is digitally captured once and made available securely wherever it is needed, helping to minimise errors, reduce time spent tracking down notes and support more efficient multidisciplinary working.
At a national level, linking maternity data across Wales creates a foundation for safer, more consistent care.
Aggregated, standardised information enables earlier identification of trends and variation, supports evidence-based policy decisions and enhances long-term service planning.
With a comprehensive view of maternity activity and outcomes across the country, Wales is now better positioned to raise standards for parents, babies and families.
Guy Lucchi, managing director of healthcare at System C, added: “Delivering a truly national approach across all seven Health Boards is a significant achievement for Wales.
“One shared system means information flows with the patient, not the organisation.
“That reduces duplication, supports earlier identification of risk and frees up valuable clinical time.
“Crucially, linking maternity data at a national level provides powerful insight to drive improvement. Health Boards can benchmark, plan services with greater confidence and ensure resources are targeted where they are needed most, while expectant parents benefit from clearer communication and a more connected experience of care.”
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