Welcome to MSE!
It is well known that your sum $S(n,t) = (-1)^t \binom{n-1}{t}$. There are a variety of proofs here for instance. Among other things, this means that the sum is nonnegative if and only if $t$ is even.
As for asymptotics, there are lots of known approximations for $\binom{n-1}{t}$ which depend on how quickly $t$ and $n$ are growing. One useful set of bounds is
$$
\frac{n^k}{k^k} \leq \binom{n}{k} \leq \frac{n^k}{k!}
$$
Which one can easily use to approximate $S(n,t) = (-1)^t \binom{n-1}{t}$.
Asymptotically, one can use stirling's approximation to obtain the sharpest result which is always true as follows:
First expand the definition of the closed form of $S(n,t)$:
$$S(n,t) = (-1)^t \binom{n-1}{t} = (-1)^t \frac{(n-1)!}{t!(n-1-t)!}$$
Then apply the stirling approximation:
$$
(-1)^t \frac{(n-1)!}{t!(n-1-t)!} \sim
(-1)^t \frac{\sqrt{2 \pi (n-1)}(n-1)^{n-1}/e^{n-1}}{\left ( \sqrt{2 \pi t} t^t / e^t \right ) \left ( \sqrt{2 \pi (n-1-t)} (n-1-t)^{n-1-t}/e^{n-1-t}\right )}
$$
Now you can cancel and simplify this to
$$
(-1)^t \sqrt{\frac{n-1}{2 \pi t (n-1-t)}} \frac{(n-1)^{n-1}}{t^t (n-1-t)^{n-1-t}}
$$
This expression, while correct, is slightly unwieldy. If you know more information about how $t$ grows (for instance, is $t \approx \sqrt{n}$? $kn$? $n^{0.1}$?) you can simplify the above expression (sometimes dramatically). Google has lots of results in this vein.
I hope this helps ^_^