diff --git a/CITATION.cff b/CITATION.cff
index 5c0ae3663..c3648e735 100644
--- a/CITATION.cff
+++ b/CITATION.cff
@@ -43,7 +43,7 @@ authors:
- family-names: "Raza"
given-names: "Shan E Ahmed"
orcid: "https://orcid.org/0000-0002-1097-1738"
-title: "TIAToolbox: An End-to-End Toolbox for Advanced Tissue Image Analytics"
+title: "TIAToolbox as an end-to-end library for advanced tissue image analytics"
version: 1.2.1
doi: 10.5281/zenodo.5802442
date-released: 2022-07-07
@@ -93,8 +93,8 @@ preferred-citation:
- family-names: "Raza"
given-names: "Shan E Ahmed"
orcid: "https://orcid.org/0000-0002-1097-1738"
- doi: "10.1101/2021.12.23.474029"
- journal: "bioRxiv"
- month: 12
- title: "TIAToolbox: An End-to-End Toolbox for Advanced Tissue Image Analytics"
- year: 2021
+ doi: "10.1038/s43856-022-00186-5"
+ journal: "Communications Medicine"
+ month: 09
+ title: "TIAToolbox as an end-to-end library for advanced tissue image analytics"
+ year: 2022
diff --git a/README.md b/README.md
index 178d5060f..df5b6cb4a 100644
--- a/README.md
+++ b/README.md
@@ -2,46 +2,69 @@
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