A trembling hand perfect (THP) equilibrium may not survive iterated deletion of weakly dominated strategies, as is shown by the following example. Let game $G$ be
\begin{array}{|c|c|c|c|}\hline
&A&B&C\\\hline
A&0,0&0,0&0,-2\\\hline
B&0,0&1,1&-1,-2\\\hline
C&-2,0&-2,-1&-2,-2\\\hline
\end{array}
There are two pure strategy NEs: $(A,A)$ and $(B,B)$, with the former involving iteratively weakly dominated strategies. And yet $(A,A)$ is a THP equilibrium. To see this, consider the following sequence of totally mixed strategies
\begin{equation}
\sigma_i^k=\left(1-\epsilon^{-2k}-\epsilon^{-k},\epsilon^{-2k},\epsilon^{-k}\right),\qquad i\in\{1,2\} \text{ and }\epsilon>2,
\end{equation}
which converges to $(1,0,0)=A$ as $k\to\infty$. It is easy to verify that, for any $k$, the best response of player $j\ne i$ to $\sigma_i^k$ is $A$:
\begin{align}
u_j(A,\sigma_i^k)&=0 \\
u_j(B,\sigma_i^k)&=\epsilon^{-2k}-\epsilon^{-k}<0 \\
u_j(C,\sigma_i^k)&=-2<0.
\end{align}
Therefore, $(A,A)$ is THP.
However, the game $G'$ that survives iterated deletion of weakly dominated strategies does not contain the strategy $A$ for either player. Hence, the THP equilibrium $(A,A)$ of the original game $G$ is not preserved in game $G'$.