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Vaginal and semen microbiota parameters in 475 infertile couples undergoing IVFMicrobes in semen and vaginal fluid do not match up for IVF success

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Key Takeaway
Note that positive microbiota cultures are common in infertile couples undergoing IVF.

This retrospective cohort study examined baseline clinical, biochemical, and microbiological parameters in a population of 475 infertile couples undergoing IVF with or without intracytoplasmic sperm injection at the University of Szeged. The setting was a single institution, and the study phase was not reported. Funding or conflicts of interest were not reported.

Positive vaginal cultures were identified in 121 women, representing 25.5% of the sample. The most common pathogens in these positive cultures were Candida albicans (26%), Streptococcus agalactiae (17%), and Escherichia coli (17%). Positive semen cultures were identified in 134 men, representing 29% of the sample. The most common pathogens in these positive semen cultures were Enterococcus faecalis (46%) and Escherichia coli (23%).

Pathogen overlap between partners was rare, observed in 13 couples. The study did not report clinical pregnancy outcomes, safety data, adverse events, or tolerability. Consequently, the relationship between microbiota findings and pregnancy rates remains unclear based on this data.

Imagine standing in a doctor's office waiting for good news about starting a family. You have done the hard work to get healthy. You have followed every diet and exercise plan. Now you face a waiting room filled with uncertainty. Many couples feel this way when they need in vitro fertilization, or IVF.

Infertility touches many families around the world. About one in five couples struggle to conceive naturally. In Hungary, roughly three percent of children are born through IVF. Yet predicting if a specific treatment will work remains a guessing game for many doctors.

Doctors usually look at hormone levels and egg counts. They check the thickness of the uterine lining. These are standard checks. But there is a hidden factor that often gets ignored. The tiny living things inside the body play a huge role.

Scientists call these tiny living things microbes. They live in the vagina and in semen. These communities of germs help control immunity. They help eggs and sperm function properly. They also help an embryo stick to the uterine wall.

For years, doctors assumed these microbial communities matched between partners. They thought a healthy couple would have similar germs. But new evidence suggests this is not always true. The biology is more complex than simple matching.

But here is the twist. A recent study looked closely at these microbes in real patients. The team analyzed samples from hundreds of couples. They found something surprising about who carries which germs.

The researchers studied 475 couples at a university hospital in Hungary. They looked at data from early 2022 through late 2023. They collected vaginal swabs from women and semen samples from men. They also recorded hormone levels and other standard IVF details.

They used advanced computer models to find patterns. These models are called machine learning tools. They can spot connections that humans might miss. The goal was to see if microbes could predict pregnancy before treatment began.

The results showed that positive cultures were common. About one in four women had germs in their vaginal samples. The most frequent were yeast and common bacteria like E. coli. About one in three men had germs in their semen samples. The most common were Enterococcus and E. coli.

Here is the big discovery. The germs in the woman and the man rarely matched. Only thirteen couples shared the same specific pathogen. This lack of concordance is different from what doctors expected. It suggests each partner has a unique microbial world.

This doesn't mean this treatment is available yet.

The study used specific tools to analyze the data. They looked at support vector machines and random forests. These are types of algorithms used in data science. They helped separate successful pregnancies from those that did not happen. The models found that combined clinical and microbial features mattered.

But there is a catch. The study was done at one single hospital. It only looked at couples undergoing IVF with or without sperm injection. The results might not apply to every clinic or every patient. More research is needed to confirm these findings globally.

Experts in the field say this changes how we view fertility. For a long time, doctors focused only on eggs and sperm quality. Now they must also consider the microbial environment. A healthy egg needs a healthy neighborhood to grow.

What does this mean for you? It means doctors will likely ask more questions before starting IVF. You might need to get tested for specific germs. If a partner has an infection, doctors might treat it before trying to conceive. This could improve success rates.

However, do not panic if you hear about germs. Most microbes are harmless. The study focused on pathogens, which are disease-causing germs. Treating these is standard medical practice. The goal is to create the best possible environment for an embryo.

The road ahead involves more trials. Scientists want to know if fixing these microbes improves pregnancy rates. They also want to know if different microbes affect different types of IVF. This research is in its early stages. It will take time to turn these findings into standard care.

The next steps involve larger studies. Researchers will look at patients from different countries. They will test if these microbial patterns hold true everywhere. This will help build a global picture of fertility health.

Until then, the message is clear. Your reproductive health is more than just hormones. It includes the tiny life forms living inside you. Understanding this helps doctors give better advice. It also helps patients feel more informed about their journey.

Family building is a long path. Every step counts. Knowing about microbes adds a new layer to that path. It offers hope for better predictions. It offers a chance to fix problems before they start.

The science is moving fast. What we know today will change tomorrow. Stay curious and talk to your doctor. They can explain how your specific situation fits into this new picture. Together you can navigate the path to parenthood with more confidence.

Study Details

Study typeCohort
EvidenceLevel 3
PublishedApr 2026
View Original Abstract ↓
IntroductionInfertility affects 15–20% of couples, with 3% of Hungarian children conceived through in vitro fertilization (IVF). Predicting IVF outcomes before treatment initiation remains challenging. Emerging evidence suggests that the vaginal and seminal microbiota influence reproductive health by modulating local immunity, implantation, and gamete function. This study aimed to evaluate associations between baseline clinical, biochemical, and microbiological parameters and IVF outcomes.Material and methodsWe conducted a retrospective, single-center cohort study including 475 couples undergoing IVF with or without intracytoplasmic sperm injection at the University of Szeged (January 2022–December 2023). Data collection encompassed maternal demographics, reproductive history, baseline hormone levels, ovarian stimulation characteristics, and endometrial thickness. The results of microbiological cultures of vaginal discharge and semen samples, including Lactobacillus colonization, pathogen distribution, and the antibiotic resistance status of the pathogens, were recorded. The primary outcome was clinical pregnancy. Machine learning models, including support vector machine (SVM), random forest (RF), and extreme gradient boosting (XGBoost) were applied, to explore the predictive value of combined clinical and microbial features for IVF outcome.ResultsPositive vaginal cultures were identified in 121 women (25.5%), most commonly Candida albicans (26%), Streptococcus agalactiae (17%), and Escherichia coli (17%) among the positive cases. Among 134 men (29%) with positive semen cultures, Enterococcus faecalis (46%) and Escherichia coli (23%) predominated. Single-organism growth predominated, and pathogen overlap between partners was rare (13 couples,
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