diff --git a/content/14.acknowledgements.md b/content/14.acknowledgements.md
index c0a57aba..e32a428f 100644
--- a/content/14.acknowledgements.md
+++ b/content/14.acknowledgements.md
@@ -11,4 +11,4 @@ All other authors have declared no competing interests.
 ## Acknowledgements {#acknowledgements}
 
 The authors would like the thank Daniel Himmelstein and the developers of Manubot for creating the software that enabled the collaborative composition of this manuscript.
-We would also like to thank Fábio Madeira ([0000-0001-8728-9449](https://orcid.org/0000-0001-8728-9449)), Victor Greiff ([0000-0003-2622-5032](https://orcid.org/0000-0003-2622-5032)), Shyam Saladi ([0000-0001-9701-3059](https://orcid.org/0000-0001-9701-3059)), Anshul Kundaje ([0000-0003-3084-2287](https://orcid.org/0000-0003-3084-2287)), Brett K. Beaulieu-Jones ([0000-0002-6700-1468](https://orcid.org/0000-0002-6700-1468)), Paul Brodersen ([0000-0001-5216-7863](https://orcid.org/0000-0001-5216-7863)), Michael M. Hoffman ([0000-0002-4517-1562](https://orcid.org/0000-0002-4517-1562)), and Isaac Lazzeri for their contributions to the discussions that comprised the initial stage of the drafting process.
+We would also like to thank Fábio Madeira ([0000-0001-8728-9449](https://orcid.org/0000-0001-8728-9449)), Victor Greiff ([0000-0003-2622-5032](https://orcid.org/0000-0003-2622-5032)), Shyam Saladi ([0000-0001-9701-3059](https://orcid.org/0000-0001-9701-3059)), Anshul Kundaje ([0000-0003-3084-2287](https://orcid.org/0000-0003-3084-2287)), Brett K. Beaulieu-Jones ([0000-0002-6700-1468](https://orcid.org/0000-0002-6700-1468)), Paul Brodersen ([0000-0001-5216-7863](https://orcid.org/0000-0001-5216-7863)), Michael M. Hoffman ([0000-0002-4517-1562](https://orcid.org/0000-0002-4517-1562)), and Isaac Lazzeri for their contributions to the discussions that comprised the initial stage of the drafting process. This work has been supported in part by the Biostatistics and Bioinformatics Shared Resource at the H. Lee Moffitt Cancer Center & Research Institute, an NCI designated Comprehensive Cancer Center (P30-CA076292).
diff --git a/content/metadata.yaml b/content/metadata.yaml
index 637411ce..045ce488 100644
--- a/content/metadata.yaml
+++ b/content/metadata.yaml
@@ -152,7 +152,7 @@ authors:
     orcid: 0000-0003-0882-308X
     email: paul.stewart@moffitt.org
     affiliations:
-      - Biostatistics and Bioinformatics Shared Resource, Moffitt Cancer Center
+      - Department of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa FL
     conflicts: None
     approval: yes
     accountable: yes
diff --git a/contributors.md b/contributors.md
index 9050f226..9c971cf2 100644
--- a/contributors.md
+++ b/contributors.md
@@ -32,7 +32,7 @@ If you would like to use use a visual editor, copy and paste the table below her
 | Jacob Schreiber      | Yes        | Yes                       | Yes      |                |             |
 | Brett Beaulieu-Jones | Yes        |                           |          |                |             |
 | Julian Stanley       | Yes        |                           |          |                |             |
-| Paul Stewart         | Yes        | Yes                       | Yes      |                |             |
+| Paul Stewart         | Yes        | Yes                       | Yes      |                | Yes         |
 | Thiago Britto Borges | Yes        | Yes                       | Yes      |                | Yes         |
 | Isaac Lazzeri        | Yes        |                           |          |                |             |
 | Sebastian Raschka    | Yes        | Yes                       | Yes      |                |             |