diff --git a/GenePattern Notebook Analysis Template.ipynb b/GenePattern Notebook Analysis Template.ipynb index eaf5c0e..e5db902 100644 --- a/GenePattern Notebook Analysis Template.ipynb +++ b/GenePattern Notebook Analysis Template.ipynb @@ -4,37 +4,60 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# GenePattern Notebook Analysis \n", - "\n", + "# GenePattern Notebook Analysis Template" + ] + }, + { + "attachments": { + "gp_notebook_workflow_template.png": { + "image/png": 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+ } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ "**Author** - Clarence Mah\n", "
\n", "**Email** - ckmah@ucsd.edu\n", "\n", - "This notebook performs ____ analysis. Provide an appropriate reference as appropriate [(Capper et al. 2018)](https://www.nature.com/articles/nature26000).\n", + "This notebook performs ____ analysis. Provide references[[1]](http://www.pnas.org/content/102/43/15545.short) in this section as appropriate. Number in same order as references are listed at the end of the notebook.\n", "\n", - "### Objective\n", - "The goal of this notebook is ... Analyses performed in this workflow use the [minfi](http://bioconductor.org/packages/release/bioc/html/minfi.html) and [conumee](http://bioconductor.org/packages/release/bioc/html/conumee.html) packages.\n", + "## Summary\n", + "The goal of this notebook is ... Briefly describe the biological objective of this analysis. Provide references for packages (Python, R, cmd line tool, etc.) used as appropriate.\n", + "\n", + "### Use Case\n", + "Describe the example data being used and the biological signifiance of this analysis.\n", "\n", "### Dataset\n", - "Describe the dataset used in the analysis along with links to where to find the original data if possible (e.g. GEO, TCGA, etc.)\n", + "Describe the technical aspects of the example dataset used in the analysis along with links to where to find the original data if possible (e.g. GEO, TCGA, etc.).\n", + "\n", + "## Analysis Overview\n", + "Make a copy of this [template](https://docs.google.com/presentation/d/1atuIavj7fzdLeqJs36fOXvi9pPT7KMOZpib24m0J06g/edit#slide=id.g3973a57c63_0_68) to create a workflow diagram. Export the diagram as a `png` file and drag it into this markdown cell.\n", + "\n", + "![gp_notebook_workflow_template.png](attachment:gp_notebook_workflow_template.png)\n", "\n", - "### Analysis Overview\n", + "## Table of Contents\n", "1. **[Preprocess Data](#Step-1:-Preprocess-Data)**\n", " 1. Load the dataset and perform preprocessing.\n", " 2. ...\n", - "2. **[...](#Step-2:-...)**\n", - "\n", - "# Workflow Diagram\n", - "Make a copy of this [template](https://docs.google.com/presentation/d/1atuIavj7fzdLeqJs36fOXvi9pPT7KMOZpib24m0J06g/edit#slide=id.g3973a57c63_0_68) to create a workflow diagram. Export the diagram as a `png` file and upload it to as part of the notebook Github repository.\n", - "\n", - "![Workflow Diagram](https://github.com/genepattern/gp-notebook-template/raw/master/gp_notebook_workflow_template.png)" + "2. **[...](#Step-2:-...)**" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "heading_collapsed": true + }, + "source": [ + "# Login to GenePattern" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hidden": true + }, "source": [ - "# Login to GenePattern\n", "Login to a GenePattern server to perform the following analyses.\n", "\n", "**NOTE:** This can be removed if the notebook only uses UI Builder cells." @@ -45,19 +68,20 @@ "execution_count": 1, "metadata": { "ExecuteTime": { - "end_time": "2018-05-14T19:33:24.200864Z", - "start_time": "2018-05-14T19:33:24.184327Z" + "end_time": "2018-05-25T17:01:14.047548Z", + "start_time": "2018-05-25T17:01:14.023685Z" }, "genepattern": { "server": "https://gp-beta-ami.genepattern.org/gp", "type": "auth" - } + }, + "hidden": true }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "21455beaf08d441a8039ad3c5790e65d", + "model_id": "8a3baadca8be4d61947700c5748aed6c", "version_major": 2, "version_minor": 0 }, @@ -97,13 +121,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Step 1: Preprocess Data\n", - "\n", - "This step performs.... (1-2 sentences). Reference the GenePattern module as well as the python/R package it is based on.\n", + "# Step 1: Preprocess Data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This step performs... Briefly describe what each analysis step does, especially if multiple transformations are performed.\n", "\n", "
\n", "

Instructions

\n", - "

**Supported file formats**: `txt`, and `gct`.

\n", "\n", "
    \n", "
  1. Load data in **dataset** parameter.
  2. \n", @@ -112,6 +140,12 @@ "\n", "
\n", "\n", + "

**Estimated run time**: ~ 5 minutes, ~ 30 minutes, ~ 1 hour, etc.

\n", + "\n", + "**Input files**\n", + "\n", + "Describe formatting of input files or link to the appropriate file format description provided [here](http://software.broadinstitute.org/cancer/software/genepattern/file-formats-guide).\n", + "\n", "**Output files**\n", "- `output1.txt` - describe contents of first output file\n", "- `output2.txt` - describe contents of second output file" @@ -130,8 +164,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Step 2: ...\n", - "\n", + "# Step 2: ..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "This step performs.... (1-2 sentences)\n", "\n", "
\n", @@ -143,6 +182,8 @@ "\n", "
\n", "\n", + "

**Estimated run time**: ~ 5 minutes, 30 minutes, ~ 1 hour, etc.

\n", + "\n", "**Output files**\n", "- `output1.txt` - describe contents of first output file\n", "- `output2.txt` - describe contents of second output file" @@ -156,6 +197,36 @@ "source": [ "# GenePattern Analysis Cell" ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Results Interpretation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Provide a paragraph or 2 interpreting the results e.g. highlighting a significant gene. Suggest appropriate downstream analyses." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# References" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "1. Subramanian, A., Tamayo, P., Mootha, V. K., Mukherjee, S., Ebert, B. L., Gillette, M. A., ... & Mesirov, J. P. (2005). Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles. *Proceedings of the National Academy of Sciences*, 102(43), 15545-15550.\n", + "\n", + "2. ..." + ] } ], "metadata": { diff --git a/gp_notebook_workflow_template.png b/gp_notebook_workflow_template.png deleted file mode 100644 index 47dbb9a..0000000 Binary files a/gp_notebook_workflow_template.png and /dev/null differ