Researchers said that more sunlight - and therefore higher vitamin D exposure - in the second trimester of pregnancy could explain the effect, but more research is needed.
Researchers said that birth month affects birth weight and when the girl starts puberty, both of which have an impact on overall health in women as adults.
The environment in the womb leads to differences in early life - including before birth - that can influence health in later life. This effect, called programming, has consequences for development throughout childhood and into adulthood.
They found that children who were born in the summer were slightly heavier at birth, taller as adults and went through puberty slightly later than those born in winter months.
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"When you were conceived and born occurs largely 'at random' - it's not affected by social class, your parents' ages or their health - so looking for patterns with birth month is a powerful study design to identify influences of the environment before birth," said Dr John Perry, lead author of the study.
The results showed that babies born in June, July, and August were heavier at birth and taller as adults. For the first time, the study also found that girls born in the summer started puberty later - an indication of better health in adult life.
"This is the first time puberty timing has been robustly linked to seasonality," said Perry.
"Our results show that birth month has a measurable effect on development and health, but more work is needed to understand the mechanisms behind this effect," Perry said.
The study is published in the journal Heliyon.