diff --git a/catalog/index.html b/catalog/index.html
index a625979..56fb7d4 100644
--- a/catalog/index.html
+++ b/catalog/index.html
@@ -151,18 +151,18 @@ <h2>CATALOG<span class="cursor_blink">|</span></h2>
     <a
       class="catalog_card_thumbnail"
       title="Interactive web version of the paper"
-      href="https://manubot.github.io/try-manubot/"
+      href="https://xomicsdatascience.github.io/transcriptome-proteome-nas-manubot/"
     >
       <img
-        src="https://raw.githubusercontent.com/manubot/try-manubot/master/thumbnail.png"
+        src="thumbnail.png"
       />
     </a>
     <div class="catalog_card_info">
       <div>
-        Edit me to practice contributing to a collaborative Manubot manuscript
+        Multi-Dataset Integration and Residual Connections Improve Proteome Prediction from Transcriptomics Using Deep Learning
       </div>
       <div>
-        Doe, Roe
+        Cranney, Meyer
       </div>
       <div>
         Nov 2024
@@ -175,12 +175,12 @@ <h2>CATALOG<span class="cursor_blink">|</span></h2>
         ><span>journal</span><i class="fas fa-newspaper fa-fw"></i
       ></a>
       <a
-        href=""
-        title="Preprint version of the paper"
+        href="https://doi.org/gt36zq"
+        title="Preprint version of the paper, published in Cold Spring Harbor Laboratory"
         ><span>preprint</span><i class="fas fa-eye fa-fw"></i
       ></a>
       <a
-        href="https://github.com/manubot/try-manubot"
+        href="https://github.com/xomicsdatascience/transcriptome-proteome-nas-manubot"
         title="Repository (source code) for the paper. Contains the input markdown, as well as other outputs like PDF."
         ><span>source</span><i class="fab fa-github fa-fw"></i
       ></a>
@@ -231,36 +231,36 @@ <h2>CATALOG<span class="cursor_blink">|</span></h2>
     <a
       class="catalog_card_thumbnail"
       title="Interactive web version of the paper"
-      href="https://lotusnprod.github.io/lotus-manuscript"
+      href="https://manubot.github.io/try-manubot/"
     >
       <img
-        src="https://github.com/lotusnprod/lotus-manuscript/raw/d7f9df7c4685b5305a43781c53b0067fb8ec9b98/content/images/thumbnail.png"
+        src="https://raw.githubusercontent.com/manubot/try-manubot/master/thumbnail.png"
       />
     </a>
     <div class="catalog_card_info">
       <div>
-        The LOTUS Initiative for Open Knowledge Management in Natural Products Research
+        Edit me to practice contributing to a collaborative Manubot manuscript
       </div>
       <div>
-        Rutz, Sorokina, Galgonek, Mietchen, Willighagen, Gaudry, Graham, Stephan, Page, Vondrášek, Steinbeck, et al
+        Doe, Roe
       </div>
       <div>
-        Oct 2024
+        Nov 2024
       </div>
     </div>
     <div class="catalog_card_links">
       <a
-        href="https://doi.org/gpzrr8"
-        title="Journal version of the paper, published in eLife"
+        href=""
+        title="Journal version of the paper"
         ><span>journal</span><i class="fas fa-newspaper fa-fw"></i
       ></a>
       <a
-        href="https://doi.org/gh6dqk"
-        title="Preprint version of the paper, published in Cold Spring Harbor Laboratory"
+        href=""
+        title="Preprint version of the paper"
         ><span>preprint</span><i class="fas fa-eye fa-fw"></i
       ></a>
       <a
-        href="https://github.com/lotusnprod/lotus-manuscript"
+        href="https://github.com/manubot/try-manubot"
         title="Repository (source code) for the paper. Contains the input markdown, as well as other outputs like PDF."
         ><span>source</span><i class="fab fa-github fa-fw"></i
       ></a>
@@ -271,36 +271,36 @@ <h2>CATALOG<span class="cursor_blink">|</span></h2>
     <a
       class="catalog_card_thumbnail"
       title="Interactive web version of the paper"
-      href="https://greenelab.github.io/ccc-manuscript/"
+      href="https://lotusnprod.github.io/lotus-manuscript"
     >
       <img
-        src="thumbnail.png"
+        src="https://github.com/lotusnprod/lotus-manuscript/raw/d7f9df7c4685b5305a43781c53b0067fb8ec9b98/content/images/thumbnail.png"
       />
     </a>
     <div class="catalog_card_info">
       <div>
-        An efficient not-only-linear correlation coefficient based on clustering
+        The LOTUS Initiative for Open Knowledge Management in Natural Products Research
       </div>
       <div>
-        Pividori, Ritchie, Milone, Greene
+        Rutz, Sorokina, Galgonek, Mietchen, Willighagen, Gaudry, Graham, Stephan, Page, Vondrášek, Steinbeck, et al
       </div>
       <div>
-        Sep 2024
+        Oct 2024
       </div>
     </div>
     <div class="catalog_card_links">
       <a
-        href=""
-        title="Journal version of the paper"
+        href="https://doi.org/gpzrr8"
+        title="Journal version of the paper, published in eLife"
         ><span>journal</span><i class="fas fa-newspaper fa-fw"></i
       ></a>
       <a
-        href="https://doi.org/gqcvbw"
+        href="https://doi.org/gh6dqk"
         title="Preprint version of the paper, published in Cold Spring Harbor Laboratory"
         ><span>preprint</span><i class="fas fa-eye fa-fw"></i
       ></a>
       <a
-        href="https://github.com/greenelab/ccc-manuscript"
+        href="https://github.com/lotusnprod/lotus-manuscript"
         title="Repository (source code) for the paper. Contains the input markdown, as well as other outputs like PDF."
         ><span>source</span><i class="fab fa-github fa-fw"></i
       ></a>
@@ -311,7 +311,7 @@ <h2>CATALOG<span class="cursor_blink">|</span></h2>
     <a
       class="catalog_card_thumbnail"
       title="Interactive web version of the paper"
-      href="https://xomicsdatascience.github.io/transcriptome-proteome-nas-manubot/"
+      href="https://greenelab.github.io/ccc-manuscript/"
     >
       <img
         src="thumbnail.png"
@@ -319,13 +319,13 @@ <h2>CATALOG<span class="cursor_blink">|</span></h2>
     </a>
     <div class="catalog_card_info">
       <div>
-        Multi-Dataset Integration and Residual Connections Improve Proteome Prediction from Transcriptomics Using Deep Learning
+        An efficient not-only-linear correlation coefficient based on clustering
       </div>
       <div>
-        Cranney, Meyer
+        Pividori, Ritchie, Milone, Greene
       </div>
       <div>
-        Aug 2024
+        Sep 2024
       </div>
     </div>
     <div class="catalog_card_links">
@@ -335,12 +335,12 @@ <h2>CATALOG<span class="cursor_blink">|</span></h2>
         ><span>journal</span><i class="fas fa-newspaper fa-fw"></i
       ></a>
       <a
-        href="https://doi.org/gt36zq"
+        href="https://doi.org/gqcvbw"
         title="Preprint version of the paper, published in Cold Spring Harbor Laboratory"
         ><span>preprint</span><i class="fas fa-eye fa-fw"></i
       ></a>
       <a
-        href="https://github.com/xomicsdatascience/transcriptome-proteome-nas-manubot"
+        href="https://github.com/greenelab/ccc-manuscript"
         title="Repository (source code) for the paper. Contains the input markdown, as well as other outputs like PDF."
         ><span>source</span><i class="fab fa-github fa-fw"></i
       ></a>
diff --git a/feed.xml b/feed.xml
index 02e2a3a..5f8a0ab 100644
--- a/feed.xml
+++ b/feed.xml
@@ -1 +1 @@
-<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.8.6">Jekyll</generator><link href="/feed.xml" rel="self" type="application/atom+xml" /><link href="/" rel="alternate" type="text/html" /><updated>2024-11-09T03:01:53+00:00</updated><id>/feed.xml</id></feed>
\ No newline at end of file
+<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.8.6">Jekyll</generator><link href="/feed.xml" rel="self" type="application/atom+xml" /><link href="/" rel="alternate" type="text/html" /><updated>2024-11-16T03:08:18+00:00</updated><id>/feed.xml</id></feed>
\ No newline at end of file
diff --git a/index.html b/index.html
index 75702c6..9a0950b 100644
--- a/index.html
+++ b/index.html
@@ -219,6 +219,19 @@ <h3>
        
        
        
+      
+      <div class="catalog_tile_item">
+        <img
+          class="catalog_tile_image"
+          data-src="https://github.com/lotusnprod/lotus-manuscript/raw/d7f9df7c4685b5305a43781c53b0067fb8ec9b98/content/images/thumbnail.png"
+        />
+        <div class="catalog_tile_caption">
+          <a href="https://lotusnprod.github.io/lotus-manuscript">
+            <i class="fas fa-scroll fa-sm"></i
+            >The LOTUS Initiative for Open Knowledge Management in Natural Products Research
+          </a>
+        </div>
+      </div>
        
        
        
@@ -422,20 +435,7 @@ <h3>
       
     </div>
     <div class="catalog_tile slideshow">
-       
-      <div class="catalog_tile_item">
-        <img
-          class="catalog_tile_image"
-          data-src="https://raw.githubusercontent.com/manubot/try-manubot/master/thumbnail.png"
-        />
-        <div class="catalog_tile_caption">
-          <a href="https://manubot.github.io/try-manubot/">
-            <i class="fas fa-scroll fa-sm"></i
-            >Edit me to practice contributing to a collaborative Manubot manuscript
-          </a>
-        </div>
-      </div>
-                  
+                   
       <div class="catalog_tile_item">
         <img
           class="catalog_tile_image"
@@ -808,12 +808,12 @@ <h3>
       <div class="catalog_tile_item">
         <img
           class="catalog_tile_image"
-          data-src="https://github.com/lotusnprod/lotus-manuscript/raw/d7f9df7c4685b5305a43781c53b0067fb8ec9b98/content/images/thumbnail.png"
+          data-src="https://raw.githubusercontent.com/manubot/try-manubot/master/thumbnail.png"
         />
         <div class="catalog_tile_caption">
-          <a href="https://lotusnprod.github.io/lotus-manuscript">
+          <a href="https://manubot.github.io/try-manubot/">
             <i class="fas fa-scroll fa-sm"></i
-            >The LOTUS Initiative for Open Knowledge Management in Natural Products Research
+            >Edit me to practice contributing to a collaborative Manubot manuscript
           </a>
         </div>
       </div>