diff --git a/CHANGES.md b/CHANGES.md
index c046e96eb1eb9d8e4cea8f076f1986ca8540c4fb..07541c803c91545047869260a64b4be4436d49b4 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -4,7 +4,8 @@ Synapse 1.58.1 (2022-05-05)
 This patch release includes a fix to the Debian packages, installing the
 `systemd` and `cache_memory` extra package groups, which were incorrectly
 omitted in v1.58.0. This primarily prevented Synapse from starting
-when the `systemd.journal.JournalHandler` log handler was configured.
+when the `systemd.journal.JournalHandler` log handler was configured
+(closes [#12631](https://github.com/matrix-org/synapse/issues/12631)).
 
 Otherwise, no significant changes since 1.58.0.