Ramunajan's Master Theorem states that if a complex-valued function $f(x)$ has an expansion of the form
$$\displaystyle f(x)=\sum _{k=0}^{\infty }{\frac {\,\varphi (k)\,}{k!}}(-x)^{k}$$
then the Mellin transform of $f(x)$ is given by
$$\displaystyle \int _{0}^{\infty }x^{s-1}\,f(x)\,\operatorname {d} x=\Gamma (s)\,\varphi (-s)$$
Here $\varphi(s)$ is some function (say analytic or integrable).
Now, what about the converse of this? Say that we know that the Mellin transform of $f(x)$ is equal to $\Gamma (s)\,\varphi (-s)$, is it then true that $f(x)$ has an infinite expansion in the form given above?
I couldn't find anything about this question on Wikipedia or somewhere else.
For a partial converse to the Master Theorem, note that if $\mathcal M[f(x)]=\Gamma(s)\varphi(-s)$ then $$f(x)=\frac1{2\pi i}\int_{c-i\infty}^{c+i\infty}x^{-s}\Gamma(s)\varphi(-s)\,ds.$$ The poles of $\Gamma$ are simple and are the non-positive integers, so the residue at an integer $-t\le0$ is $$\lim_{s\to-t}(s+t)\Gamma(s)=\lim_{s\to-t}\frac{\Gamma(s+t+1)}{\prod\limits_{i=0}^{t+1}(s+i)}=\frac{(-1)^t}{t!}.$$ Thus if $\varphi$ has no singularities and does not have roots at the non-positive integers then the residue theorem gives $$f(x)=\sum_{t\ge0}\operatorname{Res}(x^{-s}\Gamma(s)\varphi(-s),-t)=\sum_{k=0}^\infty\frac{\varphi(k)(-x)^k}{k!}$$ which is the original statement.
In Berndt's Ramanujan's Quarterly Reports1, it is noted that
The four functions considered are
$\left(2/(1+\sqrt{1+4x})\right)^n=p_*^{-n}$ where $p_*$ is the positive root of $p^2-p-x$, giving $\varphi(q)=n\Gamma(n+2q)/\Gamma(n+q+1)$;
$\left(x+\sqrt{1+x^2}\right)^{-n}=e^{-n\operatorname{arcsinh}x}$, giving $\varphi(q)=n2^{q-1}\Gamma((n+q)/2)/\Gamma((n-q)/2+1)$;
$\int_0^\infty a^{q-1}x^n\,da$ where $a\ge0$, $n>0$ and $x$ solves $\log x=ax$, giving $\varphi(q)=n(n+q)^{q-1}$;
$\int_0^\infty a^{r-1}x^n\,da$ where $x$ solves $aqx^p+x^q=1$ with $a>0$, $0<q<p$ and $0<pr<n$, giving $\varphi(r)=nq^{r-1}\Gamma((n+pr)/q)/\Gamma((n+pr)/q-r+1)$.
Evidently in all these cases $\varphi$ is not analytic in the whole left-plane, but I suspect the cancelling of gamma terms with $\Gamma(-s)$ may be why the identity still holds.
Reference
[1] Berndt, B. C. (1984). Ramanujan's Quarterly Reports. Bulletin of the London Mathematical Society. 16(5):449-489.