From d5ba92c2118f2bfe1c318dd72becdbd555a636ca Mon Sep 17 00:00:00 2001
From: Luke Zappia <lazappi@users.noreply.github.com>
Date: Wed, 25 Apr 2018 16:36:57 +1000
Subject: [PATCH] Bump version to 1.3.5

---
 DESCRIPTION                                   |   4 +-
 NEWS.md                                       |   5 ++
 R/splat-estimate.R                            |   2 +
 docs/articles/index.html                      |   2 +-
 docs/articles/splatter.html                   |  58 +++++++++---------
 .../splatter_files/figure-html/pca-1.png      | Bin 63579 -> 63674 bytes
 docs/news/index.html                          |  21 +++++++
 docs/reference/SplatParams.html               |   8 ++-
 docs/reference/addGeneLengths.html            |  16 ++---
 docs/reference/index.html                     |   2 +-
 docs/reference/lunEstimate.html               |  10 +--
 docs/reference/mfaEstimate.html               |   2 +-
 docs/reference/phenoEstimate.html             |   2 +-
 docs/reference/setParam.html                  |   2 +-
 docs/reference/setParams.html                 |   6 +-
 docs/reference/simpleEstimate.html            |   2 +-
 docs/reference/sparseDCEstimate.html          |   2 +-
 docs/reference/splatEstDropout.html           |   4 +-
 docs/reference/splatEstimate.html             |   6 +-
 docs/reference/summariseDiff.html             |  26 ++++----
 inst/NEWS.Rd                                  |   4 +-
 man/splatEstDropout.Rd                        |   2 +
 22 files changed, 110 insertions(+), 76 deletions(-)

diff --git a/DESCRIPTION b/DESCRIPTION
index 07de266..f67bea7 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,8 +1,8 @@
 Package: splatter
 Type: Package
 Title: Simple Simulation of Single-cell RNA Sequencing Data
-Version: 1.3.4.9000
-Date: 2018-04-19
+Version: 1.3.5
+Date: 2018-04-25
 Author: Luke Zappia
 Authors@R:
     c(person("Luke", "Zappia", role = c("aut", "cre"),
diff --git a/NEWS.md b/NEWS.md
index 31dca6f..7f7748b 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,3 +1,8 @@
+## Version 1.3.4 (2018-04-25)
+
+* Replace dropout.present with dropout.type in SplatParams
+    * Allows users to set dropout by experiment, batch, group or cell
+
 ## Version 1.3.4 (2018-04-19)
 
 * Add option to use a normal distribution for library sizes in Splat simulations
diff --git a/R/splat-estimate.R b/R/splat-estimate.R
index ed2b6e8..5af4646 100644
--- a/R/splat-estimate.R
+++ b/R/splat-estimate.R
@@ -230,6 +230,8 @@ splatEstBCV <- function(counts, params) {
 #' Logistic function parameters are estimated by fitting a logistic function
 #' to the relationship between log2 mean gene expression and the proportion of
 #' zeros in each gene. See \code{\link[stats]{nls}} for details of fitting.
+#' Note this is done on the experiment level, more granular (eg. group or cell)
+#' level dropout is not estimated.
 #'
 # #' The
 # #' presence of dropout is determined by comparing the observed number of zeros
diff --git a/docs/articles/index.html b/docs/articles/index.html
index 578c420..088ab52 100644
--- a/docs/articles/index.html
+++ b/docs/articles/index.html
@@ -96,7 +96,7 @@
       </header>
 
       <div class="page-header">
-  <h1>Articles <small>version&nbsp;1.3.4</small></h1>
+  <h1>Articles <small>version&nbsp;1.3.5</small></h1>
 </div>
 
 <div class="row">
diff --git a/docs/articles/splatter.html b/docs/articles/splatter.html
index 9d30486..7602e93 100644
--- a/docs/articles/splatter.html
+++ b/docs/articles/splatter.html
@@ -76,7 +76,7 @@
       <h1>Introduction to Splatter</h1>
                         <h4 class="author">Luke Zappia</h4>
             
-            <h4 class="date">2018-04-19</h4>
+            <h4 class="date">2018-04-25</h4>
           </div>
 
     
@@ -174,7 +174,7 @@
 <a class="sourceLine" id="cb34-3" data-line-number="3">params &lt;-<span class="st"> </span><span class="kw"><a href="../reference/splatEstimate.html">splatEstimate</a></span>(sc_example_counts)</a></code></pre></div>
 <pre><code>## NOTE: Library sizes have been found to be normally distributed instead of log-normal. You may want to check this is correct.</code></pre>
 <div class="sourceCode" id="cb36"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb36-1" data-line-number="1"><span class="co"># Simulate data using estimated parameters</span></a>
-<a class="sourceLine" id="cb36-2" data-line-number="2">sim &lt;-<span class="st"> </span><span class="kw"><a href="../reference/splatSimulate.html">splatSimulate</a></span>(params, <span class="dt">dropout.present =</span> <span class="ot">FALSE</span>)</a></code></pre></div>
+<a class="sourceLine" id="cb36-2" data-line-number="2">sim &lt;-<span class="st"> </span><span class="kw"><a href="../reference/splatSimulate.html">splatSimulate</a></span>(params)</a></code></pre></div>
 <pre><code>## Getting parameters...</code></pre>
 <pre><code>## Creating simulation object...</code></pre>
 <pre><code>## Simulating library sizes...</code></pre>
@@ -285,7 +285,7 @@
 <strong>Dropout parameters</strong>
 <ul>
 <li>
-<code>dropout.present</code> - Logical. Whether to simulate dropout.</li>
+<code>dropout.type</code> - Type of dropout to simulate.</li>
 <li>
 <code>dropout.mid</code> - Midpoint parameter for the dropout logistic function.</li>
 <li>
@@ -483,7 +483,7 @@
 <h1 class="hasAnchor">
 <a href="#simulating-counts" class="anchor"></a>Simulating counts</h1>
 <p>Once we have a set of parameters we are happy with we can use <code>splatSimulate</code> to simulate counts. If we want to make small adjustments to the parameters we can provide them as additional arguments, alternatively if we don’t supply any parameters the defaults will be used:</p>
-<div class="sourceCode" id="cb67"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb67-1" data-line-number="1">sim &lt;-<span class="st"> </span><span class="kw"><a href="../reference/splatSimulate.html">splatSimulate</a></span>(params, <span class="dt">nGenes =</span> <span class="dv">1000</span>, <span class="dt">dropout.present =</span> <span class="ot">FALSE</span>, <span class="dt">seed =</span> <span class="dv">0</span>)</a></code></pre></div>
+<div class="sourceCode" id="cb67"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb67-1" data-line-number="1">sim &lt;-<span class="st"> </span><span class="kw"><a href="../reference/splatSimulate.html">splatSimulate</a></span>(params, <span class="dt">nGenes =</span> <span class="dv">1000</span>)</a></code></pre></div>
 <pre><code>## Getting parameters...</code></pre>
 <pre><code>## Creating simulation object...</code></pre>
 <pre><code>## Simulating library sizes...</code></pre>
@@ -507,45 +507,45 @@
 <div class="sourceCode" id="cb78"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb78-1" data-line-number="1"><span class="co"># Access the counts</span></a>
 <a class="sourceLine" id="cb78-2" data-line-number="2"><span class="kw">counts</span>(sim)[<span class="dv">1</span><span class="op">:</span><span class="dv">5</span>, <span class="dv">1</span><span class="op">:</span><span class="dv">5</span>]</a></code></pre></div>
 <pre><code>##       Cell1 Cell2 Cell3 Cell4 Cell5
-## Gene1    16     0     0  1232     0
-## Gene2    77     0   293     7     0
-## Gene3   323    52     5     0     1
-## Gene4     0     0     7     3     0
-## Gene5   278     0    14    55     1</code></pre>
+## Gene1     0     4     6     0     0
+## Gene2     0     6     0     1     0
+## Gene3     0     0     0     0     0
+## Gene4     2     0     0     0     0
+## Gene5    48   515    97   176    11</code></pre>
 <div class="sourceCode" id="cb80"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb80-1" data-line-number="1"><span class="co"># Information about genes</span></a>
 <a class="sourceLine" id="cb80-2" data-line-number="2"><span class="kw">head</span>(<span class="kw">rowData</span>(sim))</a></code></pre></div>
 <pre><code>## DataFrame with 6 rows and 4 columns
-##       Gene     BaseGeneMean OutlierFactor         GeneMean
-##   &lt;factor&gt;        &lt;numeric&gt;     &lt;numeric&gt;        &lt;numeric&gt;
-## 1    Gene1 680.726908939431             1 680.726908939431
-## 2    Gene2 29.6384151850527             1 29.6384151850527
-## 3    Gene3 9.58778523489509             1 9.58778523489509
-## 4    Gene4 2.83976742238589             1 2.83976742238589
-## 5    Gene5 150.071547242578             1 150.071547242578
-## 6    Gene6 66.0478747990155             1 66.0478747990155</code></pre>
+##       Gene      BaseGeneMean OutlierFactor          GeneMean
+##   &lt;factor&gt;         &lt;numeric&gt;     &lt;numeric&gt;         &lt;numeric&gt;
+## 1    Gene1  2.62549353556827             1  2.62549353556827
+## 2    Gene2  4.81434700182375             1  4.81434700182375
+## 3    Gene3 0.495916446978038             1 0.495916446978038
+## 4    Gene4  34.1648904749076             1  34.1648904749076
+## 5    Gene5  24.7045533636413             1  24.7045533636413
+## 6    Gene6  250.903326326503             1  250.903326326503</code></pre>
 <div class="sourceCode" id="cb82"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb82-1" data-line-number="1"><span class="co"># Information about cells</span></a>
 <a class="sourceLine" id="cb82-2" data-line-number="2"><span class="kw">head</span>(<span class="kw">colData</span>(sim))</a></code></pre></div>
 <pre><code>## DataFrame with 6 rows and 3 columns
 ##           Cell       Batch       ExpLibSize
 ##       &lt;factor&gt; &lt;character&gt;        &lt;numeric&gt;
-## Cell1    Cell1      Batch1 681471.700471143
-## Cell2    Cell2      Batch1 313386.003338354
-## Cell3    Cell3      Batch1 696954.252459665
-## Cell4    Cell4      Batch1 683666.296838061
-## Cell5    Cell5      Batch1 484986.516482731
-## Cell6    Cell6      Batch1 32266.4313600409</code></pre>
+## Cell1    Cell1      Batch1 954966.951755734
+## Cell2    Cell2      Batch1 405289.957543236
+## Cell3    Cell3      Batch1  584037.74996489
+## Cell4    Cell4      Batch1 602796.965710327
+## Cell5    Cell5      Batch1 87301.1571607906
+## Cell6    Cell6      Batch1 470868.325224977</code></pre>
 <div class="sourceCode" id="cb84"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb84-1" data-line-number="1"><span class="co"># Gene by cell matrices</span></a>
 <a class="sourceLine" id="cb84-2" data-line-number="2"><span class="kw">names</span>(<span class="kw">assays</span>(sim))</a></code></pre></div>
 <pre><code>## [1] "BatchCellMeans" "BaseCellMeans"  "BCV"            "CellMeans"     
 ## [5] "TrueCounts"     "counts"</code></pre>
 <div class="sourceCode" id="cb86"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb86-1" data-line-number="1"><span class="co"># Example of cell means matrix</span></a>
 <a class="sourceLine" id="cb86-2" data-line-number="2"><span class="kw">assays</span>(sim)<span class="op">$</span>CellMeans[<span class="dv">1</span><span class="op">:</span><span class="dv">5</span>, <span class="dv">1</span><span class="op">:</span><span class="dv">5</span>]</a></code></pre></div>
-<pre><code>##              Cell1        Cell2       Cell3        Cell4        Cell5
-## Gene1 1.996549e+01 5.070084e-03   0.2151287 1.246817e+03 2.348151e-03
-## Gene2 6.824467e+01 6.878904e-04 270.2654016 5.265928e+00 1.081630e+00
-## Gene3 3.299146e+02 5.260857e+01   2.6861953 1.121680e-03 2.510321e+00
-## Gene4 2.971991e-04 5.295532e-11   5.6812428 1.776702e+00 1.525443e-07
-## Gene5 3.066060e+02 2.441931e-11  18.0058655 4.726581e+01 6.353592e-01</code></pre>
+<pre><code>##              Cell1        Cell2        Cell3        Cell4        Cell5
+## Gene1 5.858361e-03 2.084916e+00 1.181249e+01 5.295042e-04 3.916082e-01
+## Gene2 5.880603e-10 1.013736e+01 1.861441e-04 3.629131e-01 1.743725e-05
+## Gene3 1.673555e-09 8.432645e-04 9.257897e-06 2.886216e-01 4.932245e-21
+## Gene4 6.088198e-01 1.685011e-06 1.528356e-17 2.186295e-01 3.857391e-02
+## Gene5 4.210456e+01 5.108598e+02 9.006138e+01 1.578927e+02 1.056544e+01</code></pre>
 <p>An additional (big) advantage of outputting a <code>SingleCellExperiment</code> is that we get immediate access to other analysis packages, such as the plotting functions in <code>scater</code>. For example we can make a PCA plot:</p>
 <div class="sourceCode" id="cb88"><pre class="sourceCode r"><code class="sourceCode r"><a class="sourceLine" id="cb88-1" data-line-number="1"><span class="co"># Use scater to calculate logcounts</span></a>
 <a class="sourceLine" id="cb88-2" data-line-number="2">sim &lt;-<span class="st"> </span><span class="kw"><a href="http://www.rdocumentation.org/packages/scater/topics/normalize">normalise</a></span>(sim)</a></code></pre></div>
diff --git a/docs/articles/splatter_files/figure-html/pca-1.png b/docs/articles/splatter_files/figure-html/pca-1.png
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diff --git a/docs/news/index.html b/docs/news/index.html
index 4715b61..b7ebc7e 100644
--- a/docs/news/index.html
+++ b/docs/news/index.html
@@ -104,6 +104,16 @@
 
     <div class="contents">
     <div class="section level2">
+<h2>Version 1.3.4 (2018-04-25)</h2>
+<ul>
+<li>Replace dropout.present with dropout.type in SplatParams
+<ul>
+<li>Allows users to set dropout by experiment, batch, group or cell</li>
+</ul>
+</li>
+</ul>
+</div>
+    <div class="section level2">
 <h2>Version 1.3.4 (2018-04-19)</h2>
 <ul>
 <li>Add option to use a normal distribution for library sizes in Splat simulations</li>
@@ -121,6 +131,16 @@
 <li>Add option to use a normal distribution for library sizes in Splat simulations</li>
 </ul>
 </div>
+<div class="section level3">
+<h3>Version 1.3.3.9000 (2018-04-12)</h3>
+<ul>
+<li>Replace dropout.present with dropout.type in SplatParams
+<ul>
+<li>Allows more control over dropout.mid and dropout.shape</li>
+</ul>
+</li>
+</ul>
+</div>
 </div>
     <div class="section level2">
 <h2>Version 1.3.3 (2018-03-27)</h2>
@@ -478,6 +498,7 @@
     <div id="tocnav">
       <h2>Contents</h2>
       <ul class="nav nav-pills nav-stacked">
+        <li><a href="#NA">1.3.4</a></li>
         <li><a href="#NA">1.3.4</a></li>
         <li><a href="#NA">1.3.3</a></li>
         <li><a href="#NA">1.3.2</a></li>
diff --git a/docs/reference/SplatParams.html b/docs/reference/SplatParams.html
index 26480ca..1734151 100644
--- a/docs/reference/SplatParams.html
+++ b/docs/reference/SplatParams.html
@@ -171,8 +171,12 @@
             chi-squared distribution.</p></dd>
         </dl></p></dd>
     <dt><em>Dropout parameters</em></dt><dd><p><dl class='dl-horizontal'>
-            <dt><code>dropout.present</code></dt><dd><p>Logical. Whether to simulate
-            dropout.</p></dd>
+            <dt><code>dropout.type</code></dt><dd><p>The type of dropout to simulate.
+            "none" indicates no dropout, "experiment" is global dropout using
+            the same parameters for every cell, "batch" uses the same
+            parameters for every cell in each batch, "group" uses the same
+            parameters for every cell in each groups and "cell" uses a
+            different set of parameters for each cell.</p></dd>
             <dt><code>dropout.mid</code></dt><dd><p>Midpoint parameter for the dropout
             logistic function.</p></dd>
             <dt><code>dropout.shape</code></dt><dd><p>Shape parameter for the dropout
diff --git a/docs/reference/addGeneLengths.html b/docs/reference/addGeneLengths.html
index 56f4c47..b436347 100644
--- a/docs/reference/addGeneLengths.html
+++ b/docs/reference/addGeneLengths.html
@@ -154,14 +154,14 @@ vector.</p>
     <pre class="examples"><div class='input'><span class='co'># Default generate method</span>
 <span class='no'>sce</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='simpleSimulate.html'>simpleSimulate</a></span>()</div><div class='output co'>#&gt; <span class='message'>Simulating means...</span></div><div class='output co'>#&gt; <span class='message'>Simulating counts...</span></div><div class='output co'>#&gt; <span class='message'>Creating final dataset...</span></div><div class='input'><span class='no'>sce</span> <span class='kw'>&lt;-</span> <span class='fu'>addGeneLengths</span>(<span class='no'>sce</span>)
 <span class='fu'>head</span>(<span class='fu'>rowData</span>(<span class='no'>sce</span>))</div><div class='output co'>#&gt; DataFrame with 6 rows and 3 columns
-#&gt;       Gene           GeneMean    Length
-#&gt;   &lt;factor&gt;          &lt;numeric&gt; &lt;numeric&gt;
-#&gt; 1    Gene1   0.26662904681126      1135
-#&gt; 2    Gene2   3.22843622430885      6836
-#&gt; 3    Gene3  0.747825116595176      3205
-#&gt; 4    Gene4 0.0237206245029356      1427
-#&gt; 5    Gene5 0.0901336217761832      4777
-#&gt; 6    Gene6    2.1010781020721      1065</div><div class='input'># Sample method (human coding genes)
+#&gt;       Gene          GeneMean    Length
+#&gt;   &lt;factor&gt;         &lt;numeric&gt; &lt;numeric&gt;
+#&gt; 1    Gene1  3.19721697566766       428
+#&gt; 2    Gene2 0.316692135258865      2948
+#&gt; 3    Gene3  2.90867080625693      1507
+#&gt; 4    Gene4   7.5357203351493      6034
+#&gt; 5    Gene5  5.92953185619191      1713
+#&gt; 6    Gene6  3.78237895789214      2926</div><div class='input'># Sample method (human coding genes)
 </div><span class='co'># NOT RUN {</span>
 <span class='fu'>library</span>(<span class='no'>TxDb.Hsapiens.UCSC.hg19.knownGene</span>)
 <span class='fu'>library</span>(<span class='no'>GenomicFeatures</span>)
diff --git a/docs/reference/index.html b/docs/reference/index.html
index 3f5b17a..37647c5 100644
--- a/docs/reference/index.html
+++ b/docs/reference/index.html
@@ -100,7 +100,7 @@
     <div class="page-header">
       <h1>
         Reference
-        <small>version&nbsp;1.3.4</small>
+        <small>version&nbsp;1.3.5</small>
       </h1>
     </div>
 
diff --git a/docs/reference/lunEstimate.html b/docs/reference/lunEstimate.html
index 09b6b46..7978288 100644
--- a/docs/reference/lunEstimate.html
+++ b/docs/reference/lunEstimate.html
@@ -140,12 +140,8 @@ for more details on the parameters.</p>
 
     <h2 class="hasAnchor" id="examples"><a class="anchor" href="#examples"></a>Examples</h2>
     <pre class="examples"><div class='input'><span class='co'># Load example data</span>
-<span class='fu'>library</span>(<span class='no'>scater</span>)</div><div class='output co'>#&gt; <span class='message'>Loading required package: ggplot2</span></div><div class='output co'>#&gt; <span class='message'></span>
-#&gt; <span class='message'>Attaching package: ‘scater’</span></div><div class='output co'>#&gt; <span class='message'>The following object is masked from ‘package:S4Vectors’:</span>
-#&gt; <span class='message'></span>
-#&gt; <span class='message'>    rename</span></div><div class='output co'>#&gt; <span class='message'>The following object is masked from ‘package:stats’:</span>
-#&gt; <span class='message'></span>
-#&gt; <span class='message'>    filter</span></div><div class='input'><span class='fu'>data</span>(<span class='st'>"sc_example_counts"</span>)
+<span class='fu'>library</span>(<span class='no'>scater</span>)
+<span class='fu'>data</span>(<span class='st'>"sc_example_counts"</span>)
 
 <span class='no'>params</span> <span class='kw'>&lt;-</span> <span class='fu'>lunEstimate</span>(<span class='no'>sc_example_counts</span>)
 <span class='no'>params</span></div><div class='output co'>#&gt; A Params object of class LunParams 
@@ -153,7 +149,7 @@ for more details on the parameters.</p>
 #&gt; 
 #&gt; Global: 
 #&gt; (GENES)  (CELLS)   [Seed] 
-#&gt;    2000       40   457996 
+#&gt;    2000       40    33804 
 #&gt; 
 #&gt; 9 additional parameters 
 #&gt; 
diff --git a/docs/reference/mfaEstimate.html b/docs/reference/mfaEstimate.html
index 7d344b6..df646e1 100644
--- a/docs/reference/mfaEstimate.html
+++ b/docs/reference/mfaEstimate.html
@@ -150,7 +150,7 @@ details on the parameters.</p>
 #&gt; 
 #&gt; Global: 
 #&gt; (GENES)  (CELLS)   [Seed] 
-#&gt;    2000       40   457996 
+#&gt;    2000       40    33804 
 #&gt; 
 #&gt; 4 additional parameters 
 #&gt; 
diff --git a/docs/reference/phenoEstimate.html b/docs/reference/phenoEstimate.html
index 1a75c9a..b19c096 100644
--- a/docs/reference/phenoEstimate.html
+++ b/docs/reference/phenoEstimate.html
@@ -151,7 +151,7 @@ See <code><a href='PhenoParams.html'>PhenoParams</a></code> for more details on
 #&gt; 
 #&gt; Global: 
 #&gt; (GENES)  (CELLS)   [Seed] 
-#&gt;    2000       40   457996 
+#&gt;    2000       40    33804 
 #&gt; 
 #&gt; 4 additional parameters 
 #&gt; 
diff --git a/docs/reference/setParam.html b/docs/reference/setParam.html
index 5824593..7b675e5 100644
--- a/docs/reference/setParam.html
+++ b/docs/reference/setParam.html
@@ -160,7 +160,7 @@
 #&gt; 
 #&gt; Global: 
 #&gt; (GENES)  (Cells)   [Seed] 
-#&gt;     100      100   457996 
+#&gt;     100      100    33804 
 #&gt; 
 #&gt; 3 additional parameters 
 #&gt; 
diff --git a/docs/reference/setParams.html b/docs/reference/setParams.html
index 7f2abf8..24447c4 100644
--- a/docs/reference/setParams.html
+++ b/docs/reference/setParams.html
@@ -146,7 +146,7 @@ them manually), see examples.</p>
 #&gt; 
 #&gt; Global: 
 #&gt; (Genes)  (Cells)   [Seed] 
-#&gt;   10000      100   457996 
+#&gt;   10000      100    33804 
 #&gt; 
 #&gt; 3 additional parameters 
 #&gt; 
@@ -164,7 +164,7 @@ them manually), see examples.</p>
 #&gt; 
 #&gt; Global: 
 #&gt; (GENES)  (CELLS)   [Seed] 
-#&gt;    1000       50   457996 
+#&gt;    1000       50    33804 
 #&gt; 
 #&gt; 3 additional parameters 
 #&gt; 
@@ -182,7 +182,7 @@ them manually), see examples.</p>
 #&gt; 
 #&gt; Global: 
 #&gt; (GENES)  (CELLS)   [Seed] 
-#&gt;    1000       50   457996 
+#&gt;    1000       50    33804 
 #&gt; 
 #&gt; 3 additional parameters 
 #&gt; 
diff --git a/docs/reference/simpleEstimate.html b/docs/reference/simpleEstimate.html
index 07b9e52..548b300 100644
--- a/docs/reference/simpleEstimate.html
+++ b/docs/reference/simpleEstimate.html
@@ -152,7 +152,7 @@ details on the parameters.</p>
 #&gt; 
 #&gt; Global: 
 #&gt; (GENES)  (CELLS)   [Seed] 
-#&gt;    2000       40   457996 
+#&gt;    2000       40    33804 
 #&gt; 
 #&gt; 3 additional parameters 
 #&gt; 
diff --git a/docs/reference/sparseDCEstimate.html b/docs/reference/sparseDCEstimate.html
index 675f8df..3ab9bb0 100644
--- a/docs/reference/sparseDCEstimate.html
+++ b/docs/reference/sparseDCEstimate.html
@@ -173,7 +173,7 @@ input data. The counts are preprocessed using
 #&gt; 
 #&gt; Global: 
 #&gt; (GENES)  (CELLS)   [Seed] 
-#&gt;     500       20   457996 
+#&gt;     500       20    33804 
 #&gt; 
 #&gt; 7 additional parameters 
 #&gt; 
diff --git a/docs/reference/splatEstDropout.html b/docs/reference/splatEstDropout.html
index f275512..f763342 100644
--- a/docs/reference/splatEstDropout.html
+++ b/docs/reference/splatEstDropout.html
@@ -129,7 +129,9 @@ when simulating dropout.</p>
 
     <p>Logistic function parameters are estimated by fitting a logistic function
 to the relationship between log2 mean gene expression and the proportion of
-zeros in each gene. See <code><a href='http://www.rdocumentation.org/packages/stats/topics/nls'>nls</a></code> for details of fitting.</p>
+zeros in each gene. See <code><a href='http://www.rdocumentation.org/packages/stats/topics/nls'>nls</a></code> for details of fitting.
+Note this is done on the experiment level, more granular (eg. group or cell)
+level dropout is not estimated.</p>
     
 
   </div>
diff --git a/docs/reference/splatEstimate.html b/docs/reference/splatEstimate.html
index 94f0076..4699daf 100644
--- a/docs/reference/splatEstimate.html
+++ b/docs/reference/splatEstimate.html
@@ -151,7 +151,7 @@ containing count data to estimate parameters from.</p></td>
 #&gt; 
 #&gt; Global: 
 #&gt; (GENES)  (CELLS)   [Seed] 
-#&gt;    2000       40   457996 
+#&gt;    2000       40    33804 
 #&gt; 
 #&gt; 28 additional parameters 
 #&gt; 
@@ -184,8 +184,8 @@ containing count data to estimate parameters from.</p></td>
 #&gt; 3.21969047393022  14.7262017878812 
 #&gt; 
 #&gt; Dropout: 
-#&gt;          [Present]          (MIDPOINT)             (SHAPE) 
-#&gt;              FALSE    5.00420976858168  -0.652889139821156 
+#&gt;             [Type]          (MIDPOINT)             (SHAPE) 
+#&gt;               none    5.00420976858168  -0.652889139821156 
 #&gt; 
 #&gt; Paths: 
 #&gt;         [From]        [Length]          [Skew]    [Non-linear]  [Sigma Factor] 
diff --git a/docs/reference/summariseDiff.html b/docs/reference/summariseDiff.html
index 490a07a..a1d0f60 100644
--- a/docs/reference/summariseDiff.html
+++ b/docs/reference/summariseDiff.html
@@ -127,20 +127,20 @@ Error (RMSE) for the various properties and ranks them.</p>
     <pre class="examples"><div class='input'><span class='no'>sim1</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='splatSimulate.html'>splatSimulate</a></span>(<span class='kw'>nGenes</span> <span class='kw'>=</span> <span class='fl'>1000</span>, <span class='kw'>batchCells</span> <span class='kw'>=</span> <span class='fl'>20</span>)</div><div class='output co'>#&gt; <span class='message'>Getting parameters...</span></div><div class='output co'>#&gt; <span class='message'>Creating simulation object...</span></div><div class='output co'>#&gt; <span class='message'>Simulating library sizes...</span></div><div class='output co'>#&gt; <span class='message'>Simulating gene means...</span></div><div class='output co'>#&gt; <span class='message'>Simulating BCV...</span></div><div class='output co'>#&gt; <span class='message'>Simulating counts..</span></div><div class='output co'>#&gt; <span class='message'>Simulating dropout (if needed)...</span></div><div class='output co'>#&gt; <span class='message'>Done!</span></div><div class='input'><span class='no'>sim2</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='simpleSimulate.html'>simpleSimulate</a></span>(<span class='kw'>nGenes</span> <span class='kw'>=</span> <span class='fl'>1000</span>, <span class='kw'>nCells</span> <span class='kw'>=</span> <span class='fl'>20</span>)</div><div class='output co'>#&gt; <span class='message'>Simulating means...</span></div><div class='output co'>#&gt; <span class='message'>Simulating counts...</span></div><div class='output co'>#&gt; <span class='message'>Creating final dataset...</span></div><div class='input'><span class='no'>difference</span> <span class='kw'>&lt;-</span> <span class='fu'><a href='diffSCEs.html'>diffSCEs</a></span>(<span class='fu'>list</span>(<span class='kw'>Splat</span> <span class='kw'>=</span> <span class='no'>sim1</span>, <span class='kw'>Simple</span> <span class='kw'>=</span> <span class='no'>sim2</span>), <span class='kw'>ref</span> <span class='kw'>=</span> <span class='st'>"Simple"</span>)</div><div class='output co'>#&gt; <span class='message'>Note that the names of some metrics have changed, see 'Renamed metrics' in ?calculateQCMetrics.</span>
 #&gt; <span class='message'>Old names are currently maintained for back-compatibility, but may be removed in future releases.</span></div><div class='output co'>#&gt; <span class='message'>Note that the names of some metrics have changed, see 'Renamed metrics' in ?calculateQCMetrics.</span>
 #&gt; <span class='message'>Old names are currently maintained for back-compatibility, but may be removed in future releases.</span></div><div class='input'><span class='no'>summary</span> <span class='kw'>&lt;-</span> <span class='fu'>summariseDiff</span>(<span class='no'>difference</span>)
-<span class='fu'>head</span>(<span class='no'>summary</span>)</div><div class='output co'>#&gt;   Dataset Statistic         MAD MADScaled MADRank          MAE MAEScaled
-#&gt; 1   Splat      Mean     2.67384       NaN       1     2.710879       NaN
-#&gt; 2   Splat  Variance    11.83125       NaN       1    10.836162       NaN
-#&gt; 3   Splat ZerosGene    35.00000       NaN       1    40.860000       NaN
-#&gt; 4   Splat   MeanVar    11.35193       NaN       1    12.464230       NaN
-#&gt; 5   Splat MeanZeros    45.00000       NaN       1    43.990000       NaN
-#&gt; 6   Splat   LibSize 54007.50000       NaN       1 57638.350000       NaN
+<span class='fu'>head</span>(<span class='no'>summary</span>)</div><div class='output co'>#&gt;   Dataset Statistic          MAD MADScaled MADRank          MAE MAEScaled
+#&gt; 1   Splat      Mean     2.578921       NaN       1     2.526951       NaN
+#&gt; 2   Splat  Variance    11.923672       NaN       1    10.771444       NaN
+#&gt; 3   Splat ZerosGene    35.000000       NaN       1    41.210000       NaN
+#&gt; 4   Splat   MeanVar    11.687919       NaN       1    12.429719       NaN
+#&gt; 5   Splat MeanZeros    45.000000       NaN       1    42.440000       NaN
+#&gt; 6   Splat   LibSize 53750.500000       NaN       1 57352.550000       NaN
 #&gt;   MAERank         RMSE RMSEScaled RMSERank
-#&gt; 1       1     3.287816        NaN        1
-#&gt; 2       1    13.638593        NaN        1
-#&gt; 3       1    45.098780        NaN        1
-#&gt; 4       1    15.539611        NaN        1
-#&gt; 5       1    53.837719        NaN        1
-#&gt; 6       1 58755.898060        NaN        1</div></pre>
+#&gt; 1       1     3.056807        NaN        1
+#&gt; 2       1    13.346501        NaN        1
+#&gt; 3       1    45.518677        NaN        1
+#&gt; 4       1    15.389141        NaN        1
+#&gt; 5       1    51.924946        NaN        1
+#&gt; 6       1 58750.990661        NaN        1</div></pre>
   </div>
   <div class="col-md-3 hidden-xs hidden-sm" id="sidebar">
     <h2>Contents</h2>
diff --git a/inst/NEWS.Rd b/inst/NEWS.Rd
index 4dad211..4c7cd3b 100644
--- a/inst/NEWS.Rd
+++ b/inst/NEWS.Rd
@@ -1,12 +1,14 @@
 \name{NEWS}
 \title{News for Package \pkg{splatter}}
 
-\section{Version 1.3.4, Bioconductor 3.7 Release (2017-04-19)}{
+\section{Version 1.3.5, Bioconductor 3.7 Release (2017-04-25)}{
   \itemize{
     \item{Move scater to Imports and add scater version}
     \item{Remove lingering references to SCESets}
     \item{Add option to use a normal distribution for library sizes in Splat
     simulations}
+    \item{Allow Splat dropout parameters to be specified by experiment, batch,
+    group or cell}
     \item{Add SparseDC simulation}
     \item{Rename params in metadata slot of simulation to Params for
     consistency}
diff --git a/man/splatEstDropout.Rd b/man/splatEstDropout.Rd
index a2cf09d..478a782 100644
--- a/man/splatEstDropout.Rd
+++ b/man/splatEstDropout.Rd
@@ -22,4 +22,6 @@ when simulating dropout.
 Logistic function parameters are estimated by fitting a logistic function
 to the relationship between log2 mean gene expression and the proportion of
 zeros in each gene. See \code{\link[stats]{nls}} for details of fitting.
+Note this is done on the experiment level, more granular (eg. group or cell)
+level dropout is not estimated.
 }
-- 
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