diff --git a/components/Download/edge_only.tsx b/components/Download/edge_only.tsx
index efa4fa0e..dfdace4d 100644
--- a/components/Download/edge_only.tsx
+++ b/components/Download/edge_only.tsx
@@ -19,8 +19,8 @@ const EdgeOnly = ({download}: {download: Array<{
 			<Grid item xs={12}>
 				<Typography variant={"body1"}>
 					Each dataset below contains a link to `[source].new_archive.zip` file. 
-					This zip file contains 1. a '[source].nodes.csv' file containing the terms' information; 2. edges files containing
-					the triple source, relation, and target signifying an edge in the network, and 3. a '[genes].nodes.csv' file containing the genes that are covered in the dataset.
+					This zip file contains 1. a `[source].nodes.csv` file containing the terms` information; 2. edges files containing
+					the triple source, relation, and target signifying an edge in the network, and 3. a `[genes].nodes.csv` file containing the genes that are covered in the dataset.
 					Additionally these files may also include associated metadata for the source and target nodes as well as the edges.
 				</Typography>
 			</Grid>
diff --git a/components/misc/index.tsx b/components/misc/index.tsx
index 9f3dd7a3..8342c8a9 100644
--- a/components/misc/index.tsx
+++ b/components/misc/index.tsx
@@ -194,7 +194,7 @@ const HarmonizomeFooter = () => {
             <li>
               <Link href="http://icahn.mssm.edu/research/labs/maayan-laboratory" target="_blank" rel="noopener noreferrer" passHref>
                 <Typography component="span" style={{ fontSize: '14px', textDecoration: 'none', color: 'inherit', fontFamily: roboto.style.fontFamily, fontWeight: '300' }}>
-                  Ma'ayan Laboratory of Computational Systems Biology
+                  Ma`ayan Laboratory of Computational Systems Biology
                 </Typography>
               </Link>
             </li>
@@ -221,7 +221,7 @@ const HarmonizomeFooter = () => {
             <Typography variant="body2" component="p" sx={{ fontSize: '14px', fontFamily: roboto.style.fontFamily, fontWeight: '300' }}>
               <Link href="http://database.oxfordjournals.org/content/2016/baw100.short" target="_blank" rel="noopener noreferrer" passHref>
                 <span style={{ textDecoration: 'none', color: 'inherit', fontFamily: roboto.style.fontFamily }}>
-                  Rouillard AD, Gundersen GW, Fernandez NF, Wang Z, Monteiro CD, McDermott MG, Ma'ayan A. 
+                  Rouillard AD, Gundersen GW, Fernandez NF, Wang Z, Monteiro CD, McDermott MG, Ma`ayan A. 
                   <em>The harmonizome: a collection of processed datasets gathered to serve and mine knowledge 
                   about genes and proteins</em>. Database (Oxford). 2016 Jul 3;2016. pii: baw100.
                 </span>
diff --git a/docker-compose.yml b/docker-compose.yml
index b57ed85a..46bd91c8 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -5,7 +5,7 @@ services:
       context: .
       dockerfile: ./Dockerfile.next
     platform: linux/amd64
-    image: nlingam05/harmonizome-kg:2.4.1
+    image: nlingam05/harmonizome-kg:2.4.12
     x-kubernetes:
       strategy:
         type: Recreate
diff --git a/package-lock.json b/package-lock.json
index b67028a4..c72892d3 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "cfde-knowledge-exchange",
-  "version": "2.4.1",
+  "version": "2.4.12",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "cfde-knowledge-exchange",
-      "version": "2.4.1",
+      "version": "2.4.12",
       "dependencies": {
         "@emotion/react": "^11.9.0",
         "@emotion/styled": "^11.8.1",
diff --git a/package.json b/package.json
index b8a0bcba..29ffec6b 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
   "name": "cfde-knowledge-exchange",
-  "version": "2.4.1",
+  "version": "2.4.12",
   "private": true,
   "scripts": {
     "dev": "NODE_ENV=development next dev",
diff --git a/public/schema.json b/public/schema.json
index df16c524..a350c72b 100644
--- a/public/schema.json
+++ b/public/schema.json
@@ -9467,8 +9467,6 @@
                 "type": "page",
                 "component": "KnowledgeGraph",
                 "props": {
-                    "title": "Term & Gene Search: Find connections between genes and terms from the datasets of Harmonizome.",
-                    "description": "Search one or two genes or terms to see related entities.",
                     "init_function": "initialize_kg",
                     "initial_query": {
                         "start": "gene",
diff --git a/themes/harmonizome-kg.ts b/themes/harmonizome-kg.ts
index bf19657a..ca7bac0d 100644
--- a/themes/harmonizome-kg.ts
+++ b/themes/harmonizome-kg.ts
@@ -154,7 +154,7 @@ export const harmonizome_kg_theme = createTheme({
                   height: 50,
                   background: "#132457",
                   boxShadow: "0 2px 5px 0 rgba(0, 0, 0, 0.26)",
-				  marginBottom: 10,
+				  marginBottom: 35,
                 },
               },
         },