diff --git a/R/utilities-background.R b/R/utilities-background.R
index d2a6db90..34323839 100644
--- a/R/utilities-background.R
+++ b/R/utilities-background.R
@@ -270,7 +270,7 @@ addWatermark <- function(plotObject,
 
   watermark <- createWatermarkGrob(label = watermark, alpha = alpha)
 
-  plotObject <- plotObject + ggplot2::annotation_custom(grob = watermark, xmin = -Inf, ymin = -Inf, xmax = Inf, ymax = Inf)
+  plotObject <- plotObject + ggplot2::annotation_custom(grob = watermark, xmin = I(-Inf), ymin = I(-Inf), xmax = I(Inf), ymax = I(Inf))
 
   return(plotObject)
 }
@@ -345,7 +345,7 @@ setWatermark <- function(plotObject,
     watermark = watermarkConfiguration,
     alpha = alpha
   )
-  newPlotObject$layers[[1]] <- dummyPlot$layer[[1]]
+  newPlotObject$layers[[1]] <- dummyPlot$layers[[1]]
   return(newPlotObject)
 }
 
diff --git a/tests/testthat/_snaps/pkratio/pkratioplot.svg b/tests/testthat/_snaps/pkratio/pkratioplot.svg
index c2466a50..4fdb33be 100644
--- a/tests/testthat/_snaps/pkratio/pkratioplot.svg
+++ b/tests/testthat/_snaps/pkratio/pkratioplot.svg
@@ -27,20 +27,11 @@
 </defs>
 <g clip-path='url(#cpNTIuMTN8NzE0LjUyfDUuNDh8NTI5Ljc3)'>
 <rect x='52.13' y='5.48' width='662.39' height='524.29' style='stroke-width: 1.07; stroke: none; fill: #FFFFFF;' />
-</g>
-<defs>
-  <clipPath id='cpNTIuMTN8NzE0LjUyfDUuNDh8NS40OA=='>
-    <rect x='52.13' y='5.48' width='662.39' height='0.00' />
-  </clipPath>
-</defs>
-<g clip-path='url(#cpNTIuMTN8NzE0LjUyfDUuNDh8NS40OA==)'>
-<rect x='52.13' y='5.48' width='662.39' height='0.00' style='stroke-width: 0.00; stroke: none;' />
-</g>
-<g clip-path='url(#cpNTIuMTN8NzE0LjUyfDUuNDh8NTI5Ljc3)'>
+<rect x='52.13' y='5.48' width='662.39' height='524.29' style='stroke-width: 0.00; stroke: none;' />
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
-<g clip-path='url(#cpNTIuMTN8NzE0LjUyfDUuNDh8NS40OA==)'>
+<g clip-path='url(#cpNTIuMTN8NzE0LjUyfDUuNDh8NTI5Ljc3)'>
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
diff --git a/tests/testthat/_snaps/plot-obs-vs-pred/basic.svg b/tests/testthat/_snaps/plot-obs-vs-pred/basic.svg
index b6c3d066..4cbe26f4 100644
--- a/tests/testthat/_snaps/plot-obs-vs-pred/basic.svg
+++ b/tests/testthat/_snaps/plot-obs-vs-pred/basic.svg
@@ -27,20 +27,11 @@
 </defs>
 <g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 <rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 1.07; stroke: none; fill: #FFFFFF;' />
-</g>
-<defs>
-  <clipPath id='cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg='>
-    <rect x='714.52' y='5.48' width='0.00' height='0.00' />
-  </clipPath>
-</defs>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
-<rect x='714.52' y='5.48' width='0.00' height='0.00' style='stroke-width: 0.00; stroke: none;' />
-</g>
-<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
+<rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 0.00; stroke: none;' />
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
+<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
diff --git a/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-many-folds-diagonal.svg b/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-many-folds-diagonal.svg
index b0583b7b..c73b4209 100644
--- a/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-many-folds-diagonal.svg
+++ b/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-many-folds-diagonal.svg
@@ -27,20 +27,11 @@
 </defs>
 <g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 <rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 1.07; stroke: none; fill: #FFFFFF;' />
-</g>
-<defs>
-  <clipPath id='cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg='>
-    <rect x='714.52' y='5.48' width='0.00' height='0.00' />
-  </clipPath>
-</defs>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
-<rect x='714.52' y='5.48' width='0.00' height='0.00' style='stroke-width: 0.00; stroke: none;' />
-</g>
-<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
+<rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 0.00; stroke: none;' />
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
+<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
diff --git a/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-many-folds.svg b/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-many-folds.svg
index a34ba682..2417bcda 100644
--- a/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-many-folds.svg
+++ b/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-many-folds.svg
@@ -27,20 +27,11 @@
 </defs>
 <g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 <rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 1.07; stroke: none; fill: #FFFFFF;' />
-</g>
-<defs>
-  <clipPath id='cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg='>
-    <rect x='714.52' y='5.48' width='0.00' height='0.00' />
-  </clipPath>
-</defs>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
-<rect x='714.52' y='5.48' width='0.00' height='0.00' style='stroke-width: 0.00; stroke: none;' />
-</g>
-<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
+<rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 0.00; stroke: none;' />
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
+<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
diff --git a/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-one-fold.svg b/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-one-fold.svg
index b8f3184b..461f2632 100644
--- a/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-one-fold.svg
+++ b/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-one-fold.svg
@@ -27,20 +27,11 @@
 </defs>
 <g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 <rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 1.07; stroke: none; fill: #FFFFFF;' />
-</g>
-<defs>
-  <clipPath id='cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg='>
-    <rect x='714.52' y='5.48' width='0.00' height='0.00' />
-  </clipPath>
-</defs>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
-<rect x='714.52' y='5.48' width='0.00' height='0.00' style='stroke-width: 0.00; stroke: none;' />
-</g>
-<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
+<rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 0.00; stroke: none;' />
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
+<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
diff --git a/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-several-folds.svg b/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-several-folds.svg
index 75cda67c..30179138 100644
--- a/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-several-folds.svg
+++ b/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-several-folds.svg
@@ -27,20 +27,11 @@
 </defs>
 <g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 <rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 1.07; stroke: none; fill: #FFFFFF;' />
-</g>
-<defs>
-  <clipPath id='cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg='>
-    <rect x='714.52' y='5.48' width='0.00' height='0.00' />
-  </clipPath>
-</defs>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
-<rect x='714.52' y='5.48' width='0.00' height='0.00' style='stroke-width: 0.00; stroke: none;' />
-</g>
-<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
+<rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 0.00; stroke: none;' />
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
+<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
diff --git a/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-simple-abline.svg b/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-simple-abline.svg
index d1918740..6b637e5f 100644
--- a/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-simple-abline.svg
+++ b/tests/testthat/_snaps/plot-obs-vs-pred/fold-distance-simple-abline.svg
@@ -27,20 +27,11 @@
 </defs>
 <g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 <rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 1.07; stroke: none; fill: #FFFFFF;' />
-</g>
-<defs>
-  <clipPath id='cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg='>
-    <rect x='714.52' y='5.48' width='0.00' height='0.00' />
-  </clipPath>
-</defs>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
-<rect x='714.52' y='5.48' width='0.00' height='0.00' style='stroke-width: 0.00; stroke: none;' />
-</g>
-<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
+<rect x='31.51' y='5.48' width='683.02' height='545.65' style='stroke-width: 0.00; stroke: none;' />
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>
-<g clip-path='url(#cpNzE0LjUyfDcxNC41Mnw1LjQ4fDUuNDg=)'>
+<g clip-path='url(#cpMzEuNTF8NzE0LjUyfDUuNDh8NTUxLjEz)'>
 </g>
 <g clip-path='url(#cpMC4wMHw3MjAuMDB8MC4wMHw1NzYuMDA=)'>
 </g>