diff --git a/src/app/api/notifications/read/route.ts b/src/app/api/notifications/read/route.ts
index 37dd3a28..d255ed4c 100644
--- a/src/app/api/notifications/read/route.ts
+++ b/src/app/api/notifications/read/route.ts
@@ -1,15 +1,30 @@
-import { countUnreadNotifications } from "@/db/notification-read-queries"
+import { countUnreadNotifications, findCommentsWithPostByIds, findNotificationTargetById } from "@/db/notification-read-queries"
 import { markNotificationAsRead } from "@/db/notification-queries"
 import { apiSuccess, createUserRouteHandler, readJsonBody, requireStringField } from "@/lib/api-route"
 import { notificationEventBus } from "@/lib/notification-event-bus"
 import { invalidateNotificationUserCache } from "@/lib/notification-redis-cache"
+import { revalidatePostCommentCache } from "@/lib/post-detail-cache"
 import { revalidateUserSurfaceCache } from "@/lib/user-surface"
 
 export const POST = createUserRouteHandler(async ({ request, currentUser }) => {
   const body = await readJsonBody(request)
   const notificationId = requireStringField(body, "notificationId", "缺少通知 ID")
 
-  await markNotificationAsRead(currentUser.id, notificationId)
+  const [notification] = await Promise.all([
+    findNotificationTargetById(currentUser.id, notificationId),
+    markNotificationAsRead(currentUser.id, notificationId),
+  ])
+
+  if (notification?.relatedType === "COMMENT") {
+    const [comment] = await findCommentsWithPostByIds([notification.relatedId])
+    if (comment?.post) {
+      revalidatePostCommentCache({
+        postId: comment.post.id,
+        slug: comment.post.slug,
+      })
+    }
+  }
+
   await invalidateNotificationUserCache(currentUser.id)
   const unreadNotificationCount = await countUnreadNotifications(currentUser.id)
   revalidateUserSurfaceCache(currentUser.id)
diff --git a/src/components/comment/comment-thread.tsx b/src/components/comment/comment-thread.tsx
index 1f27a35b..ace7dd8e 100644
--- a/src/components/comment/comment-thread.tsx
+++ b/src/components/comment/comment-thread.tsx
@@ -365,11 +365,6 @@ export function CommentThread({ threadId, comments, flatComments = [], postId, p
       const highlightedFromSearch = searchParams.get("highlight")
       if (highlightedFromSearch) {
         triggerCommentHighlight(highlightedFromSearch)
-        const nextSearchParams = new URLSearchParams(searchParams.toString())
-        nextSearchParams.delete("highlight")
-        const nextSearch = nextSearchParams.toString()
-        const hash = typeof window === "undefined" ? "" : window.location.hash
-        window.history.replaceState(null, "", `${pathname}${nextSearch ? `?${nextSearch}` : ""}${hash}`)
         return
       }
 
@@ -437,6 +432,16 @@ export function CommentThread({ threadId, comments, flatComments = [], postId, p
         stableAttempts = isSettled ? stableAttempts + 1 : 0
 
         if (stableAttempts >= COMMENT_ANCHOR_SCROLL_STABLE_ATTEMPTS && elapsed >= COMMENT_ANCHOR_SCROLL_MIN_SETTLE_MS) {
+          const currentUrl = new URL(window.location.href)
+          if (currentUrl.searchParams.get("highlight") === highlightedCommentId) {
+            currentUrl.searchParams.delete("highlight")
+            currentUrl.hash = `comment-${highlightedCommentId}`
+            window.history.replaceState(
+              window.history.state,
+              "",
+              `${currentUrl.pathname}${currentUrl.search}${currentUrl.hash}`,
+            )
+          }
           return
         }
 
diff --git a/src/components/notification/notification-list-item.tsx b/src/components/notification/notification-list-item.tsx
index 690bf0e3..cde24dc0 100644
--- a/src/components/notification/notification-list-item.tsx
+++ b/src/components/notification/notification-list-item.tsx
@@ -1,6 +1,5 @@
 "use client"
 
-import Link from "next/link"
 import { useRouter } from "next/navigation"
 import { useState } from "react"
 import { Trash2 } from "lucide-react"
@@ -25,12 +24,16 @@ export function NotificationListItem({ id, href, isRead, typeLabel, title, conte
   const [isDeleting, setIsDeleting] = useState(false)
 
   async function handleClick(event: React.MouseEvent<HTMLAnchorElement>) {
-    if (isRead || isPending) {
+    if (event.button !== 0 || event.metaKey || event.ctrlKey || event.shiftKey || event.altKey || isRead) {
       return
     }
 
     event.preventDefault()
 
+    if (isPending) {
+      return
+    }
+
     setIsPending(true)
 
     try {
@@ -46,7 +49,7 @@ export function NotificationListItem({ id, href, isRead, typeLabel, title, conte
         return
       }
 
-      router.push(href)
+      window.location.assign(href)
     } finally {
       setIsPending(false)
     }
@@ -102,14 +105,14 @@ export function NotificationListItem({ id, href, isRead, typeLabel, title, conte
           </Button>
         </div>
       </div>
-      <Link href={href} onClick={handleClick} className="mt-3 block rounded-lg outline-hidden focus-visible:ring-2 focus-visible:ring-ring">
+      <a href={href} onClick={handleClick} className="mt-3 block rounded-lg outline-hidden focus-visible:ring-2 focus-visible:ring-ring">
         <h2 className="text-base font-semibold">{title}</h2>
         <p className="mt-2 text-sm leading-7 text-muted-foreground">{content}</p>
         <div className="mt-3 flex items-center justify-between gap-3 text-xs text-muted-foreground">
           <span>来源：{senderName}</span>
           <span>{isDeleting ? "删除中..." : isPending ? "跳转中..." : "点击查看详情"}</span>
         </div>
-      </Link>
+      </a>
     </article>
   )
 }
diff --git a/src/db/notification-read-queries.ts b/src/db/notification-read-queries.ts
index 4aeada25..27205096 100644
--- a/src/db/notification-read-queries.ts
+++ b/src/db/notification-read-queries.ts
@@ -12,6 +12,19 @@ export function countUnreadNotifications(userId: number) {
   })
 }
 
+export function findNotificationTargetById(userId: number, notificationId: string) {
+  return prisma.notification.findFirst({
+    where: {
+      id: notificationId,
+      userId,
+    },
+    select: {
+      relatedType: true,
+      relatedId: true,
+    },
+  })
+}
+
 export async function countUnreadNotificationsByUserIds(userIds: number[]) {
   const normalizedUserIds = [...new Set(userIds.filter((userId) => Number.isInteger(userId) && userId > 0))]