Is there any experimental evidence that Universe has more than 3 spatial dimensions? Someone asked about proof of higher dimensions. But discounting time as a dimension, along with the hyper-dimensional GUTs/Supersymmetry theories, has this possibility been tested and what did the results suggest?
 A: The reason the whole idea of 11 spacetime dimensions came about is because the equations of string theory without these extra dimensions have "quantum anomalies"...namely, the creation and destruction of energy, which is obviously kind of a problem. But, with 11 spacetime dimensions...voila! Problem solved. 
Then, of course, people were like, "but why don't we experience these extra dimensions?" And string theory physicists responded with the Kaluza-Klein idea...in a nutshell, they're curled up so small we can't see them. Which is kind of hard to picture$^1$, but it explained it. 
So, then, what would constitute as experimental evidence of these extra dimensions? There are three things that would provide evidence (according to Brian Greene's book The Hidden Reality, page 94-95):


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*Gravity: Basically, because space is the medium for gravity, more dimensions provide more space for gravity to spread through. The idea is that the strength of gravity becomes diluted as it spreads through the additional dimensions (this offers an explanation of why gravity is so weak). If we could measure gravity's strength over distances smaller than the extra dimensions, we should find it's strength to be stronger. The problem? Measurements on scales as short as a micron haven't found any deviation. 

*Missing Energy: If the extra dimensions exist and are much smaller than a micron, they will be "inaccessible to experiments that directly measure gravity's strength." The LHC provides another route, namely looking at collisions between speedy protons and the debris left behind. Why? The debris could be squeezed into one of the tiny dimensions, thereby carrying away energy, which would be recorded. 

*Mini Black Holes: Anything can become a black hole if compressed sufficiently. So, if there's extra dimensions that result in gravity being stronger when acting over short distances it should be easier to create baby black holes (i.e., two protons slammed together with enough force might be able to create a tiny black hole) which would then disintegrate into particles that could be recorded.


Again, it should be noted that none of this has been found, though scientists are looking for it.
Hope this helps!
$^1$It might be easier to picture this idea if you think of a really, really, really tall straw (taller than the Empire State Building). Up close, you can see it has all three dimensions, right? But from a distance, it just looks one dimensional. Now imagine that straw was smaller in diameter than an atom's nucleus...
A: In principle this could be tested in the near future, but   it could be perhaps a million years ahead. The problems is that these dimensions seem to be rolled very tight, with dimensions much smaller than an atomic nucleus. However there is another twist in the opposite direction: Holographic principle.  The holographic principle is a property of string theories and a supposed property of quantum gravity that states that the description of a volume of space can be thought of as encoded on a lower-dimensional boundary to the region, that is a two-dimensional surface. This theory has not yet been proved to be correct, but if it happens to be correct, we could say that we actually live in two dimensions, rather than 3, and that the 3rd dimension is only an illusion of our senses. 
A: I can define it very easy from a math point of view (the hypercube construction example), even we can apply real models based on the mathematical principles, but there is no practical way to measure/test that, not with current capabilities.
As a note, a Black Hole may be the clue we're looking for. All that compressed and stored energy could manifest itself in another dimension, with little effect on the known 3. But again, we cannot practically measure this.
