The mysterious, invisible substance called dark matter is believed to make up five-sixths of all matter in the universe.
Scientists have recently suggested that a thin, dense disk of dark matter about 35 light-years thick lies along the central plane of the Milky Way, cutting through the galaxy's disk of stars.
Researchers suggest this disk of clouds and clumps made of dark matter might disturb the orbits of comets in the outer solar system, hurling them inward.
Research has suggested meteor bombardment of Earth rises and falls in a cycle about 35 million years long.
Randall and Reese pointed out that this cycle of doom closely matches the rate at which the Sun passes through the central plane of the Milky Way. This hints that the galaxy's "dark disk" may be the actual culprit.
The researchers analysed craters more than 20 kilometres wide created in the past 250 million years, and compared their pattern against the 35-million-year cycle.
This cycle might have killed off dinosaurs about 67 million years ago.
"The cycle is slightly off for that mass extinction, but we have an incomplete data set regarding impact craters, so maybe with more information the cycle might fit what we know better," Randall told Space.Com.
Although a three-to-one chance sounds impressive, the researchers cautioned that this statistical evidence is not overwhelming.
The research was published in the journal Physical Review Letters.
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