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index 768d3b6..7bf8799 100644
--- a/manuscript.html
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   <meta name="author" content="Valentin Guignon" />
   <meta name="author" content="Laszlo Lang" />
   <meta name="author" content="Vivian Bass Vega" />
-  <meta name="dcterms.date" content="2024-04-17" />
+  <meta name="dcterms.date" content="2024-04-18" />
   <meta name="keywords" content="brapi, breeding, api, standards, community" />
   <title>BrAPI Success Stories</title>
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   <meta property="twitter:title" content="BrAPI Success Stories" />
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-  <meta name="citation_publication_date" content="2024-04-17" />
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-  <meta property="article:modified_time" content="2024-04-17T12:50:43+00:00" />
+  <meta name="dc.date" content="2024-04-18" />
+  <meta name="citation_publication_date" content="2024-04-18" />
+  <meta property="article:published_time" content="2024-04-18" />
+  <meta name="dc.modified" content="2024-04-18T07:25:46+00:00" />
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+  <link rel="alternate" type="text/html" href="https://plantbreeding.github.io/BrAPI-Manuscript2/v/50ad6b3fb0699c3ec10a6105bf51a4a3d16b81fb/" />
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@@ -236,10 +236,10 @@ <h1 class="title">BrAPI Success Stories</h1>
 </header>
 <p><small><em>
 This manuscript
-(<a href="https://plantbreeding.github.io/BrAPI-Manuscript2/v/6ef753a6bc8c0a230d22c7ea206bbc3110cb9e7a/">permalink</a>)
+(<a href="https://plantbreeding.github.io/BrAPI-Manuscript2/v/50ad6b3fb0699c3ec10a6105bf51a4a3d16b81fb/">permalink</a>)
 was automatically generated
-from <a href="https://github.com/plantbreeding/BrAPI-Manuscript2/tree/6ef753a6bc8c0a230d22c7ea206bbc3110cb9e7a">plantbreeding/BrAPI-Manuscript2@6ef753a</a>
-on April 17, 2024.
+from <a href="https://github.com/plantbreeding/BrAPI-Manuscript2/tree/50ad6b3fb0699c3ec10a6105bf51a4a3d16b81fb">plantbreeding/BrAPI-Manuscript2@50ad6b3</a>
+on April 18, 2024.
 </em></small></p>
 <h2 id="authors">Authors</h2>
 <ul>
@@ -744,8 +744,9 @@ <h4 id="dartview">DArTView</h4>
 <!-- Peter S: Stub paragraph to stimulate the writing process. Please edit, rewrite, or delete as needed. -->
 <p>DArTView is a desktop application for visualizing genotype variant data and looking for trends or correlations. It is newly BrAPI compatible and can use BrAPI as an input data source.</p>
 <h4 id="divbrowse">DivBrowse</h4>
-<!-- Peter S: Stub paragraph to stimulate the writing process. Please edit, rewrite, or delete as needed. -->
-<p>DivBrowse is a BrAPI compatible tool for visualizing genotype variant data.</p>
+<p>DivBrowse <span class="citation" data-cites="9fRbvOj2">[<a href="#ref-9fRbvOj2" role="doc-biblioref">13</a>]</span> is a web platform for exploratory data analysis of huge genotyping studies. The software can be run standalone or integrated as a plugin into existing data web portals. It provides a powerful interactive visualization of variant call matrices with hundreds of millions of variants and thousands of samples and enables easy data import and export by using standardized and established bioinformatics file formats.
+At its core, DivBrowse combines the convenience of a genome browser and adds features tailored to the diversity analysis of germplasm. It is able to display genomic features such as nucleotide sequence, associated gene models and short genomic variants. DivBrowse provides visual access to large VCF files obtained through genotyping experiments. In addition to visualizing variant calls per variant and genotype, DivBrowse also calculates and displays variant statistics such as minor allele frequencies, proportion of heterozygous calls or missing variant calls for each visualized genomic window. In addition, dynamic Principal Component Analyses (PCAs) can be performed on a user specified genomic area to provide information on local genomic diversity.
+DivBrowse has a Javascript API to control the tool from a hosting web portal (e.g. to control the list of genotypes to be displayed and the reference genome). DivBrowse has an interface to BLAST, which can be used to directly access genes or other genomic features. The modular structure of DivBrowse also allows developers to configure and easily embed links to external information systems. Furthermore, parts of BrAPI are implemented to provide genotypic data via its server-side component and is also able to consume and visualize genotypic data via an external BrAPI endpoint through the client-side GUI.</p>
 <h3 id="analytics">Analytics</h3>
 <!-- 
 * General use case description(s)
diff --git a/manuscript.md b/manuscript.md
index 2ee512e..6007d54 100644
--- a/manuscript.md
+++ b/manuscript.md
@@ -7,7 +7,7 @@ keywords:
 - standards
 - community
 lang: en-US
-date-meta: '2024-04-17'
+date-meta: '2024-04-18'
 author-meta:
 - Peter "BrapMan" Selby
 - Trevor "Cool Kid" Rife
@@ -60,11 +60,11 @@ header-includes: |
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   <meta property="twitter:title" content="BrAPI Success Stories" />
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-  <meta name="citation_publication_date" content="2024-04-17" />
-  <meta property="article:published_time" content="2024-04-17" />
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-  <meta property="article:modified_time" content="2024-04-17T12:50:43+00:00" />
+  <meta name="dc.date" content="2024-04-18" />
+  <meta name="citation_publication_date" content="2024-04-18" />
+  <meta property="article:published_time" content="2024-04-18" />
+  <meta name="dc.modified" content="2024-04-18T07:25:46+00:00" />
+  <meta property="article:modified_time" content="2024-04-18T07:25:46+00:00" />
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   <meta name="citation_language" content="en-US" />
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+  <link rel="alternate" type="text/html" href="https://plantbreeding.github.io/BrAPI-Manuscript2/v/50ad6b3fb0699c3ec10a6105bf51a4a3d16b81fb/" />
+  <meta name="manubot_html_url_versioned" content="https://plantbreeding.github.io/BrAPI-Manuscript2/v/50ad6b3fb0699c3ec10a6105bf51a4a3d16b81fb/" />
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@@ -212,10 +212,10 @@ manubot-clear-requests-cache: false
 
 <small><em>
 This manuscript
-([permalink](https://plantbreeding.github.io/BrAPI-Manuscript2/v/6ef753a6bc8c0a230d22c7ea206bbc3110cb9e7a/))
+([permalink](https://plantbreeding.github.io/BrAPI-Manuscript2/v/50ad6b3fb0699c3ec10a6105bf51a4a3d16b81fb/))
 was automatically generated
-from [plantbreeding/BrAPI-Manuscript2@6ef753a](https://github.com/plantbreeding/BrAPI-Manuscript2/tree/6ef753a6bc8c0a230d22c7ea206bbc3110cb9e7a)
-on April 17, 2024.
+from [plantbreeding/BrAPI-Manuscript2@50ad6b3](https://github.com/plantbreeding/BrAPI-Manuscript2/tree/50ad6b3fb0699c3ec10a6105bf51a4a3d16b81fb)
+on April 18, 2024.
 </em></small>
 
 
@@ -847,8 +847,9 @@ DArTView is a desktop application for visualizing genotype variant data and look
 
 #### DivBrowse
 
-<!-- Peter S: Stub paragraph to stimulate the writing process. Please edit, rewrite, or delete as needed. -->
-DivBrowse is a BrAPI compatible tool for visualizing genotype variant data. 
+DivBrowse [@doi:10.1093/gigascience/giad025] is a web platform for exploratory data analysis of huge genotyping studies. The software can be run standalone or integrated as a plugin into existing data web portals. It provides a powerful interactive visualization of variant call matrices with hundreds of millions of variants and thousands of samples and enables easy data import and export by using standardized and established bioinformatics file formats. 
+At its core, DivBrowse combines the convenience of a genome browser and adds features tailored to the diversity analysis of germplasm. It is able to display genomic features such as nucleotide sequence, associated gene models and short genomic variants. DivBrowse provides visual access to large VCF files obtained through genotyping experiments. In addition to visualizing variant calls per variant and genotype, DivBrowse also calculates and displays variant statistics such as minor allele frequencies, proportion of heterozygous calls or missing variant calls for each visualized genomic window. In addition, dynamic Principal Component Analyses (PCAs) can be performed on a user specified genomic area to provide information on local genomic diversity. 
+DivBrowse has a Javascript API to control the tool from a hosting web portal (e.g. to control the list of genotypes to be displayed and the reference genome). DivBrowse has an interface to BLAST, which can be used to directly access genes or other genomic features. The modular structure of DivBrowse also allows developers to configure and easily embed links to external information systems. Furthermore, parts of BrAPI are implemented to provide genotypic data via its server-side component and is also able to consume and visualize genotypic data via an external BrAPI endpoint through the client-side GUI.
 
 
 ### Analytics
diff --git a/manuscript.pdf b/manuscript.pdf
index fca543a..b3e0248 100644
Binary files a/manuscript.pdf and b/manuscript.pdf differ
diff --git a/references.json b/references.json
index a83afea..594a514 100644
--- a/references.json
+++ b/references.json
@@ -1916,7 +1916,7 @@
         [
           "2024",
           4,
-          17
+          18
         ]
       ]
     },
@@ -2100,7 +2100,7 @@
         [
           "2024",
           4,
-          17
+          18
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     },
diff --git a/spelling-error-locations.txt b/spelling-error-locations.txt
index e8d735b..509dd7c 100644
--- a/spelling-error-locations.txt
+++ b/spelling-error-locations.txt
@@ -396,9 +396,32 @@ content/03.04.visualization.md:31:BrAPI
 content/03.04.visualization.md:31:DArTView
 content/03.04.visualization.md:31:genotype
 content/03.04.visualization.md:33:DivBrowse
-content/03.04.visualization.md:36:BrAPI
+content/03.04.visualization.md:35:bioinformatics
+content/03.04.visualization.md:35:DivBrowse
+content/03.04.visualization.md:35:genotyping
 content/03.04.visualization.md:36:DivBrowse
+content/03.04.visualization.md:36:DivBrowse
+content/03.04.visualization.md:36:DivBrowse
+content/03.04.visualization.md:36:genomic
+content/03.04.visualization.md:36:genomic
+content/03.04.visualization.md:36:genomic
+content/03.04.visualization.md:36:genomic
+content/03.04.visualization.md:36:genomic
 content/03.04.visualization.md:36:genotype
+content/03.04.visualization.md:36:genotyping
+content/03.04.visualization.md:36:germplasm
+content/03.04.visualization.md:36:heterozygous
+content/03.04.visualization.md:36:PCAs
+content/03.04.visualization.md:36:VCF
+content/03.04.visualization.md:37:BrAPI
+content/03.04.visualization.md:37:BrAPI
+content/03.04.visualization.md:37:DivBrowse
+content/03.04.visualization.md:37:DivBrowse
+content/03.04.visualization.md:37:DivBrowse
+content/03.04.visualization.md:37:genomic
+content/03.04.visualization.md:37:genotypes
+content/03.04.visualization.md:37:genotypic
+content/03.04.visualization.md:37:genotypic
 content/03.05.analytics.md:1:Analytics
 content/03.05.analytics.md:5:BrAPI
 content/03.05.analytics.md:8:QBMS
diff --git a/spelling-errors.txt b/spelling-errors.txt
index 5eb7a1f..5bbdd54 100644
--- a/spelling-errors.txt
+++ b/spelling-errors.txt
@@ -5,7 +5,7 @@ agrosystems
 Alaux
 Alic
 alshamaa
-Analytics
+analytics
 ANR
 API’s
 arial
@@ -27,7 +27,7 @@ BIMS
 Bingen
 Bioeconomy
 BioinfOmics
-Bioinformatics
+bioinformatics
 BioSC
 Bioversity
 BMS
@@ -38,7 +38,7 @@ BrapMan
 BrAPP
 BrAPPs
 BRAVA
-BreedBase
+Breedbase
 Brouwer
 cardinalb
 Casstevens
@@ -91,12 +91,12 @@ Genebank
 genebanks
 genomic
 genotype
-Genotypes
+genotypes
 genotypic
-Genotyping
+genotyping
 Geosciences
 germplasm
-Gigwa
+GIGWA
 GLIS
 GmbH
 Gouripriya
@@ -109,9 +109,10 @@ GuilhemSempere
 GWAS
 Habito
 hackathon
-Hackathons
-haplotype
+hackathons
+Haplotype
 haplotypes
+heterozygous
 hoc
 HortControl
 Iain
@@ -170,14 +171,15 @@ OAuth
 ontologies
 OpenSILEX
 pangenome
+PCAs
 PGR
 PGRFA
 Phenome
 phenomic
 Phenospex
 phenotypes
-Phenotypic
-phenotyping
+phenotypic
+Phenotyping
 PHG
 PHIS’s
 phylogenetic
@@ -188,7 +190,7 @@ programmatically
 programme
 QBMS
 QTL
-raubach
+Raubach
 Rhein
 Rosaceae
 rPHG
diff --git a/variables.json b/variables.json
index 8cc6c00..5847154 100644
--- a/variables.json
+++ b/variables.json
@@ -9,7 +9,7 @@
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+    "date-meta": "2024-04-18",
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