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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# miRNA QC\n",
"\n",
"The objective with this notebook is to explore the TCGA hg19 and hg38 miRNA quantification tables that have been created in BigQuery by the ISB-CGC team, as well as additional information that has been collected by the miRNA GDAC as part of our work for the QC AWG."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll start by introducing and describing the various data tables that exist and are relevant for this work.\n",
"\n",
"- ISB-CGC hosted data tables\n",
" - isoform-level legacy hg19 data in [isb-cgc:TCGA_hg19_data_v0.miRNAseq_Isoform_Expression](https://bigquery.cloud.google.com/table/isb-cgc:TCGA_hg19_data_v0.miRNAseq_Isoform_Expression?pli=1&tab=details)\n",
" - stemloop-level legacy hg19 data in [isb-cgc:TCGA_hg19_data_v0.miRNAseq_Expression](https://bigquery.cloud.google.com/table/isb-cgc:TCGA_hg19_data_v0.miRNAseq_Expression?pli=1&tab=details)\n",
" - isoform-level GDC hg38 data in [isb-cgc:TCGA_hg38_data_v0.miRNAseq_Isoform_Expression](https://bigquery.cloud.google.com/table/isb-cgc:TCGA_hg38_data_v0.miRNAseq_Isoform_Expression?pli=1)\n",
" - stemloop-level GDC hg38 data in [isb-cgc:TCGA_hg38_data_v0.miRNAseq_Expression](https://bigquery.cloud.google.com/table/isb-cgc:TCGA_hg38_data_v0.miRNAseq_Expression?pli=1)\n",
" - Oct 2017 GDC stemloop-level data in [isb-cgc:archive_misc.TCGA_hg38_miRNAseq_Expression_Oct2017](https://bigquery.cloud.google.com/table/isb-cgc:archive_misc.TCGA_hg38_miRNAseq_Expression_Oct2017?pli=1&tab=schema)\n",
" \n",
"\n",
"- additional QC AWG tables\n",
" - miRNA protocol and platform details in [isb-cgc-04-0010:reference_data.miRNA_protocol_platform_info2](https://bigquery.cloud.google.com/table/isb-cgc-04-0010:reference_data.miRNA_protocol_platform_info2?pli=1&tab=schema)\n",
" - miRNA bam header information stats in [isb-cgc-04-0010:miRNA_QC.hg38_bam_header_info](https://bigquery.cloud.google.com/table/isb-cgc-04-0010:miRNA_QC.hg38_bam_header_info?pli=1)\n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [],
"source": [
"import google.datalab.bigquery as bq\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we'll look at computing correlations across all miRNAs using the stemloop-level tables. The SQL below does the following calculation, beginning with the isoform-level and aliquot-level miRNA quantification tables from the TCGA legacy hg19 dataset, and from the GDC's hg38 dataset:\n",
" - for each dataset (hg19 and hg38):\n",
" - sum the RPM values over all isoforms for each (aliquot, mirna_id, mirna_accession, mirna_transcript)\n",
" - take the max RPM value over all aliquots for each (sample, mirna_id, mirna_accession, mirna_transcript)\n",
" - log-transform the RPM values\n",
" - JOIN the two resulting intermediate tables\n",
" - compute the CORR() for each (mirna_id, mirna_accession, mirna_transcript), while also counting how many samples go into computing the correlation\n",
" - keep only those miRs that were observed in at least 1000 samples"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [],
"source": [
"%%bq query --name mirna_corr_from_isoforms\n",
"WITH\n",
" --\n",
" -- the data table that we are starting with has RPM values per isoform for each\n",
" -- aliquot; the first thing we do is to SUM() the RPM values over the isoforms\n",
" -- associated with the same mature miR as defined by (mirna_id, mirna_accession)\n",
" --\n",
" hg38_d1 AS (\n",
" SELECT\n",
" sample_barcode,\n",
" aliquot_barcode,\n",
" mirna_id,\n",
" mirna_accession,\n",
" SUM(reads_per_million_miRNA_mapped) AS sumRPM\n",
" FROM\n",
" `isb-cgc.TCGA_hg38_data_v0.miRNAseq_Isoform_Expression`\n",
" WHERE\n",
" mirna_accession IS NOT NULL\n",
" AND mirna_transcript=\"mature\"\n",
" GROUP BY\n",
" sample_barcode,\n",
" aliquot_barcode,\n",
" mirna_id,\n",
" mirna_accession ),\n",
" --\n",
" -- next we do a MAX() over the sumRPM values from the aliquots and just keep the\n",
" -- sample_barcode; the effect of this is to make sure that we choose just one\n",
" -- aliquot per sample (a small number of samples have more than one aliquot);\n",
" -- and we're also going to log-transform the RPM\n",
" --\n",
" hg38_d2 AS (\n",
" SELECT\n",
" sample_barcode,\n",
" mirna_id,\n",
" mirna_accession,\n",
" LOG((MAX(sumRPM)+1),2) AS logRPM\n",
" FROM\n",
" hg38_d1\n",
" GROUP BY\n",
" sample_barcode,\n",
" mirna_id,\n",
" mirna_accession ),\n",
" --\n",
" -- now we're going to compute the median log(RPM) expression value for each miR,\n",
" -- so that we can later look to see if there is a relationship between correlation\n",
" -- coefficient and expression level, for example\n",
" --\n",
" hg38_d3 AS (\n",
" SELECT\n",
" mirna_id,\n",
" mirna_accession,\n",
" PERCENTILE_CONT(logRPM,\n",
" 0.5) OVER (PARTITION BY mirna_id, mirna_accession) AS medLogRPM\n",
" FROM\n",
" hg38_d2 ),\n",
" hg38_d4 AS (\n",
" SELECT\n",
" DISTINCT *\n",
" FROM\n",
" hg38_d3 ),\n",
" --\n",
" -- OK, now we have everything that we need from the hg38 data,\n",
" -- and it's time to repeat all of the above steps with the hg19 data ...\n",
" --\n",
" hg19_d1 AS (\n",
" SELECT\n",
" sample_barcode,\n",
" aliquot_barcode,\n",
" mirna_id,\n",
" mirna_accession,\n",
" SUM(reads_per_million_miRNA_mapped) AS sumRPM\n",
" FROM\n",
" `isb-cgc.TCGA_hg19_data_v0.miRNAseq_Isoform_Expression`\n",
" WHERE\n",
" mirna_accession IS NOT NULL\n",
" AND mirna_transcript=\"mature\"\n",
" GROUP BY\n",
" sample_barcode,\n",
" aliquot_barcode,\n",
" mirna_id,\n",
" mirna_accession ),\n",
" hg19_d2 AS (\n",
" SELECT\n",
" sample_barcode,\n",
" mirna_id,\n",
" mirna_accession,\n",
" LOG((MAX(sumRPM)+1),2) AS logRPM\n",
" FROM\n",
" hg19_d1\n",
" GROUP BY\n",
" sample_barcode,\n",
" mirna_id,\n",
" mirna_accession ),\n",
" hg19_d3 AS (\n",
" SELECT\n",
" mirna_id,\n",
" mirna_accession,\n",
" PERCENTILE_CONT(logRPM,\n",
" 0.5) OVER (PARTITION BY mirna_id, mirna_accession) AS medLogRPM\n",
" FROM\n",
" hg19_d2 ),\n",
" hg19_d4 AS (\n",
" SELECT\n",
" DISTINCT *\n",
" FROM\n",
" hg19_d3 ),\n",
" --\n",
" -- OK, now we have done all of the preliminary work with the hg19 and hg38 data\n",
" -- and we're ready to combine the two ...\n",
" --\n",
" -- we start by JOINing the two \"_d2\" intermediate tables, so that we can\n",
" -- compute the CORR() across samples ...\n",
" --\n",
" j1 AS (\n",
" SELECT\n",
" a.logRPM AS hg19_logRPM,\n",
" b.logRPM AS hg38_logRPM,\n",
" b.sample_barcode AS sample_barcode,\n",
" b.mirna_id AS mirna_id,\n",
" b.mirna_accession AS mirna_accession\n",
" FROM\n",
" hg19_d2 a\n",
" JOIN\n",
" hg38_d2 b\n",
" ON\n",
" a.sample_barcode=b.sample_barcode\n",
" AND a.mirna_id=b.mirna_id\n",
" AND a.mirna_accession=b.mirna_accession ),\n",
" --\n",
" -- after the above JOIN, we can compute the CORR():\n",
" --\n",
" c1 AS (\n",
" SELECT\n",
" mirna_id,\n",
" mirna_accession,\n",
" CORR(hg19_logRPM,\n",
" hg38_logRPM) AS corr,\n",
" AVG(ABS(hg19_logRPM-hg38_logRPM)) AS aad,\n",
" COUNT(*) AS n\n",
" FROM\n",
" j1\n",
" GROUP BY\n",
" mirna_id,\n",
" mirna_accession ),\n",
" --\n",
" -- now we want to join the median log RPM values from earlier into\n",
" -- a single table so that we can join this to the table with the\n",
" -- correlations\n",
" --\n",
" j2 AS (\n",
" SELECT\n",
" a.mirna_id,\n",
" a.mirna_accession,\n",
" a.medLogRPM AS hg38medLogRPM,\n",
" b.medLogRPM AS hg19medLogRPM\n",
" FROM\n",
" hg38_d4 a\n",
" JOIN\n",
" hg19_d4 b\n",
" ON\n",
" a.mirna_id=b.mirna_id\n",
" AND a.mirna_accession=b.mirna_accession ),\n",
" --\n",
" -- and now the very last thing is to join the correlations to\n",
" -- these median log RPM values\n",
" --\n",
" j3 AS (\n",
" SELECT\n",
" a.mirna_id,\n",
" a.mirna_accession,\n",
" a.corr,\n",
" a.aad,\n",
" a.n,\n",
" b.hg38medLogRPM,\n",
" b.hg19medLogRPM\n",
" FROM\n",
" c1 a\n",
" JOIN\n",
" j2 b\n",
" ON\n",
" a.mirna_id=b.mirna_id\n",
" AND a.mirna_accession=b.mirna_accession )\n",
"SELECT\n",
" *\n",
"FROM\n",
" j3"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [],
"source": [
"## %%bq execute -q mirna_corr_from_isoforms"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's excecute the query defined above, returning the results into a pandas dataframe:"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mirna_id</th>\n",
" <th>mirna_accession</th>\n",
" <th>corr</th>\n",
" <th>aad</th>\n",
" <th>n</th>\n",
" <th>hg38medLogRPM</th>\n",
" <th>hg19medLogRPM</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>hsa-let-7c</td>\n",
" <td>MIMAT0026472</td>\n",
" <td>0.998479</td>\n",
" <td>0.050172</td>\n",
" <td>10571</td>\n",
" <td>3.660265</td>\n",
" <td>3.642682</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>hsa-let-7e</td>\n",
" <td>MIMAT0004485</td>\n",
" <td>0.997908</td>\n",
" <td>0.048214</td>\n",
" <td>10684</td>\n",
" <td>3.779730</td>\n",
" <td>3.778336</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>hsa-let-7g</td>\n",
" <td>MIMAT0004584</td>\n",
" <td>0.998056</td>\n",
" <td>0.037622</td>\n",
" <td>10701</td>\n",
" <td>4.879904</td>\n",
" <td>4.886998</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>hsa-mir-22</td>\n",
" <td>MIMAT0004495</td>\n",
" <td>0.997164</td>\n",
" <td>0.044315</td>\n",
" <td>10666</td>\n",
" <td>4.617653</td>\n",
" <td>4.591198</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>hsa-mir-25</td>\n",
" <td>MIMAT0004498</td>\n",
" <td>0.994761</td>\n",
" <td>0.051647</td>\n",
" <td>6865</td>\n",
" <td>0.643382</td>\n",
" <td>0.632036</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mirna_id mirna_accession corr aad n hg38medLogRPM \\\n",
"0 hsa-let-7c MIMAT0026472 0.998479 0.050172 10571 3.660265 \n",
"1 hsa-let-7e MIMAT0004485 0.997908 0.048214 10684 3.779730 \n",
"2 hsa-let-7g MIMAT0004584 0.998056 0.037622 10701 4.879904 \n",
"3 hsa-mir-22 MIMAT0004495 0.997164 0.044315 10666 4.617653 \n",
"4 hsa-mir-25 MIMAT0004498 0.994761 0.051647 6865 0.643382 \n",
"\n",
" hg19medLogRPM \n",
"0 3.642682 \n",
"1 3.778336 \n",
"2 4.886998 \n",
"3 4.591198 \n",
"4 0.632036 "
]
},
"execution_count": 92,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = mirna_corr_from_isoforms.execute(output_options=bq.QueryOutput.dataframe()).result()\n",
"df.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>corr</th>\n",
" <th>aad</th>\n",
" <th>n</th>\n",
" <th>hg38medLogRPM</th>\n",
" <th>hg19medLogRPM</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>2488.000000</td>\n",
" <td>2553.000000</td>\n",
" <td>2553.000000</td>\n",
" <td>2553.000000</td>\n",
" <td>2553.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.974698</td>\n",
" <td>0.113522</td>\n",
" <td>3442.587544</td>\n",
" <td>1.279848</td>\n",
" <td>1.228691</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>0.077087</td>\n",
" <td>0.653528</td>\n",
" <td>3917.369134</td>\n",
" <td>2.332108</td>\n",
" <td>2.279055</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-0.002602</td>\n",
" <td>0.004799</td>\n",
" <td>1.000000</td>\n",
" <td>0.121038</td>\n",
" <td>0.115063</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>0.984294</td>\n",
" <td>0.023966</td>\n",
" <td>241.000000</td>\n",
" <td>0.303930</td>\n",
" <td>0.289556</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>0.991627</td>\n",
" <td>0.033549</td>\n",
" <td>1410.000000</td>\n",
" <td>0.373886</td>\n",
" <td>0.359939</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>0.998128</td>\n",
" <td>0.052876</td>\n",
" <td>6475.000000</td>\n",
" <td>0.762891</td>\n",
" <td>0.722580</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>1.000000</td>\n",
" <td>12.967064</td>\n",
" <td>10708.000000</td>\n",
" <td>17.584022</td>\n",
" <td>17.573158</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" corr aad n hg38medLogRPM hg19medLogRPM\n",
"count 2488.000000 2553.000000 2553.000000 2553.000000 2553.000000\n",
"mean 0.974698 0.113522 3442.587544 1.279848 1.228691\n",
"std 0.077087 0.653528 3917.369134 2.332108 2.279055\n",
"min -0.002602 0.004799 1.000000 0.121038 0.115063\n",
"25% 0.984294 0.023966 241.000000 0.303930 0.289556\n",
"50% 0.991627 0.033549 1410.000000 0.373886 0.359939\n",
"75% 0.998128 0.052876 6475.000000 0.762891 0.722580\n",
"max 1.000000 12.967064 10708.000000 17.584022 17.573158"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's take a look at the results that we have now, and look for any interesting relationships."
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"\n",
" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>corr</th>\n",
" <th>aad</th>\n",
" <th>n</th>\n",
" <th>hg38medLogRPM</th>\n",
" <th>hg19medLogRPM</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>corr</th>\n",
" <td>1.000000</td>\n",
" <td>-0.568387</td>\n",
" <td>0.118197</td>\n",
" <td>-0.015374</td>\n",
" <td>0.103070</td>\n",
" </tr>\n",
" <tr>\n",
" <th>aad</th>\n",
" <td>-0.568387</td>\n",
" <td>1.000000</td>\n",
" <td>0.070144</td>\n",
" <td>0.261300</td>\n",
" <td>0.043093</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n</th>\n",
" <td>0.118197</td>\n",
" <td>0.070144</td>\n",
" <td>1.000000</td>\n",
" <td>0.673114</td>\n",
" <td>0.681467</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hg38medLogRPM</th>\n",
" <td>-0.015374</td>\n",
" <td>0.261300</td>\n",
" <td>0.673114</td>\n",
" <td>1.000000</td>\n",
" <td>0.970173</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hg19medLogRPM</th>\n",
" <td>0.103070</td>\n",
" <td>0.043093</td>\n",
" <td>0.681467</td>\n",
" <td>0.970173</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" corr aad n hg38medLogRPM hg19medLogRPM\n",
"corr 1.000000 -0.568387 0.118197 -0.015374 0.103070\n",
"aad -0.568387 1.000000 0.070144 0.261300 0.043093\n",
"n 0.118197 0.070144 1.000000 0.673114 0.681467\n",
"hg38medLogRPM -0.015374 0.261300 0.673114 1.000000 0.970173\n",
"hg19medLogRPM 0.103070 0.043093 0.681467 0.970173 1.000000"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.corr()"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7fc59c351910>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fc59b0d7090>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fc59b055490>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fc59b016f50>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fc59b10de90>]],\n",
" dtype=object)"
]
},
"execution_count": 95,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc59c431310>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.hist(column=['corr','aad','n','hg38medLogRPM','hg19medLogRPM'],figsize=(20,3),layout=(1,5),bins=50)"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc59c3f94d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = pd.plotting.scatter_matrix(df, alpha=0.2, figsize=(15, 15), diagonal='kde')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we've seen how highly correlated the hg38 and hg19 expression values are, we're going to take a closer look at the statistics that were obtained from the bam headers of the two sets of GDC hg38 data releases. The first set of bam headers included the QC-fail reads, and the second set of bam headers did *not* include the QC-fail reads. The results from looking at every bam header have been put into a BigQuery table: [isb-cgc-04-0010:miRNA_QC.hg38_bam_header_info](https://bigquery.cloud.google.com/table/isb-cgc-04-0010:miRNA_QC.hg38_bam_header_info?pli=1)\n",
"\n",
"**NB**: the \"QCpassed\" column headings below actually represent the *total* number of reads in the bam file -- and for the \"old\" bams, this *includes* the QC-fail reads, and for the \"new\" bams, it does *not*."
]
},
{
"cell_type": "code",
"execution_count": 97,
"metadata": {},
"outputs": [],
"source": [
"%%bq query --name get_header_info\n",
"SELECT * FROM `isb-cgc-04-0010.miRNA_QC.hg38_bam_header_info`"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>aliquot_barcode</th>\n",
" <th>nQCpassed_old</th>\n",
" <th>nMapped_old</th>\n",
" <th>pctMapped_old</th>\n",
" <th>nQCpassed_new</th>\n",
" <th>nMapped_new</th>\n",
" <th>pctMapped_new</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>TCGA-23-1119-01A-02R-1565-13</td>\n",
" <td>9562644</td>\n",
" <td>7274974</td>\n",
" <td>76.08</td>\n",
" <td>7279864</td>\n",
" <td>6406353</td>\n",
" <td>88.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>TCGA-A6-2672-01B-03R-2303-13</td>\n",
" <td>6396203</td>\n",
" <td>5628797</td>\n",
" <td>88.00</td>\n",
" <td>5082865</td>\n",
" <td>4879627</td>\n",
" <td>96.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>TCGA-2Z-A9JO-01A-11R-A42U-13</td>\n",
" <td>6089208</td>\n",
" <td>4542974</td>\n",
" <td>74.61</td>\n",
" <td>4101718</td>\n",
" <td>3937534</td>\n",
" <td>96.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>TCGA-EJ-5495-01A-01R-1579-13</td>\n",
" <td>13632643</td>\n",
" <td>10507584</td>\n",
" <td>77.08</td>\n",
" <td>8754013</td>\n",
" <td>8403747</td>\n",
" <td>96.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>TCGA-DX-A3U8-01A-11R-A29V-13</td>\n",
" <td>6803228</td>\n",
" <td>5246653</td>\n",
" <td>77.12</td>\n",
" <td>4568998</td>\n",
" <td>4386171</td>\n",
" <td>96.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" aliquot_barcode nQCpassed_old nMapped_old pctMapped_old \\\n",
"0 TCGA-23-1119-01A-02R-1565-13 9562644 7274974 76.08 \n",
"1 TCGA-A6-2672-01B-03R-2303-13 6396203 5628797 88.00 \n",
"2 TCGA-2Z-A9JO-01A-11R-A42U-13 6089208 4542974 74.61 \n",
"3 TCGA-EJ-5495-01A-01R-1579-13 13632643 10507584 77.08 \n",
"4 TCGA-DX-A3U8-01A-11R-A29V-13 6803228 5246653 77.12 \n",
"\n",
" nQCpassed_new nMapped_new pctMapped_new \n",
"0 7279864 6406353 88.0 \n",
"1 5082865 4879627 96.0 \n",
"2 4101718 3937534 96.0 \n",
"3 8754013 8403747 96.0 \n",
"4 4568998 4386171 96.0 "
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2 = get_header_info.execute(output_options=bq.QueryOutput.dataframe()).result()\n",
"df2.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [],
"source": [
"df2['ratio_total_reads']=df2['nQCpassed_new']/df2['nQCpassed_old']\n",
"df2['ratio_mapped_reads']=df2['nMapped_new']/df2['nMapped_old']"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>nQCpassed_old</th>\n",
" <th>nMapped_old</th>\n",
" <th>pctMapped_old</th>\n",
" <th>nQCpassed_new</th>\n",
" <th>nMapped_new</th>\n",
" <th>pctMapped_new</th>\n",
" <th>ratio_total_reads</th>\n",
" <th>ratio_mapped_reads</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1.099600e+04</td>\n",
" <td>1.099600e+04</td>\n",
" <td>10996.000000</td>\n",
" <td>1.099600e+04</td>\n",
" <td>1.099600e+04</td>\n",
" <td>10996.000000</td>\n",
" <td>10996.000000</td>\n",
" <td>10996.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>9.770101e+06</td>\n",
" <td>8.193040e+06</td>\n",
" <td>83.708071</td>\n",
" <td>7.243575e+06</td>\n",
" <td>6.984327e+06</td>\n",
" <td>96.202088</td>\n",
" <td>0.743167</td>\n",
" <td>0.852268</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>5.709932e+06</td>\n",
" <td>4.817135e+06</td>\n",
" <td>7.000430</td>\n",
" <td>4.238375e+06</td>\n",
" <td>4.112190e+06</td>\n",
" <td>2.375995</td>\n",
" <td>0.104182</td>\n",
" <td>0.073627</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>3.011540e+05</td>\n",
" <td>3.011540e+05</td>\n",
" <td>52.060000</td>\n",
" <td>5.987230e+05</td>\n",
" <td>5.515210e+05</td>\n",
" <td>69.120000</td>\n",
" <td>0.104645</td>\n",
" <td>0.143262</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>5.869752e+06</td>\n",
" <td>4.869596e+06</td>\n",
" <td>79.090000</td>\n",
" <td>4.308826e+06</td>\n",
" <td>4.137159e+06</td>\n",
" <td>95.220000</td>\n",
" <td>0.680401</td>\n",
" <td>0.818027</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>9.034114e+06</td>\n",
" <td>7.542986e+06</td>\n",
" <td>83.710000</td>\n",
" <td>6.665949e+06</td>\n",
" <td>6.416331e+06</td>\n",
" <td>96.670000</td>\n",
" <td>0.735395</td>\n",
" <td>0.850421</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>1.232385e+07</td>\n",
" <td>1.043256e+07</td>\n",
" <td>89.012500</td>\n",
" <td>9.241774e+06</td>\n",
" <td>8.924801e+06</td>\n",
" <td>97.780000</td>\n",
" <td>0.809861</td>\n",
" <td>0.887941</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>7.396652e+07</td>\n",
" <td>6.009444e+07</td>\n",
" <td>100.000000</td>\n",
" <td>5.197703e+07</td>\n",
" <td>5.007570e+07</td>\n",
" <td>100.000000</td>\n",
" <td>6.608782</td>\n",
" <td>6.470972</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" nQCpassed_old nMapped_old pctMapped_old nQCpassed_new \\\n",
"count 1.099600e+04 1.099600e+04 10996.000000 1.099600e+04 \n",
"mean 9.770101e+06 8.193040e+06 83.708071 7.243575e+06 \n",
"std 5.709932e+06 4.817135e+06 7.000430 4.238375e+06 \n",
"min 3.011540e+05 3.011540e+05 52.060000 5.987230e+05 \n",
"25% 5.869752e+06 4.869596e+06 79.090000 4.308826e+06 \n",
"50% 9.034114e+06 7.542986e+06 83.710000 6.665949e+06 \n",
"75% 1.232385e+07 1.043256e+07 89.012500 9.241774e+06 \n",
"max 7.396652e+07 6.009444e+07 100.000000 5.197703e+07 \n",
"\n",
" nMapped_new pctMapped_new ratio_total_reads ratio_mapped_reads \n",
"count 1.099600e+04 10996.000000 10996.000000 10996.000000 \n",
"mean 6.984327e+06 96.202088 0.743167 0.852268 \n",
"std 4.112190e+06 2.375995 0.104182 0.073627 \n",
"min 5.515210e+05 69.120000 0.104645 0.143262 \n",
"25% 4.137159e+06 95.220000 0.680401 0.818027 \n",
"50% 6.416331e+06 96.670000 0.735395 0.850421 \n",
"75% 8.924801e+06 97.780000 0.809861 0.887941 \n",
"max 5.007570e+07 100.000000 6.608782 6.470972 "
]
},
"execution_count": 100,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2.describe()"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>nQCpassed_old</th>\n",
" <th>nMapped_old</th>\n",
" <th>pctMapped_old</th>\n",
" <th>nQCpassed_new</th>\n",
" <th>nMapped_new</th>\n",
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" <th>ratio_total_reads</th>\n",
" <th>ratio_mapped_reads</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>nQCpassed_old</th>\n",
" <td>1.000000</td>\n",
" <td>0.986696</td>\n",
" <td>0.036724</td>\n",
" <td>0.973955</td>\n",
" <td>0.968205</td>\n",
" <td>0.066995</td>\n",
" <td>-0.028991</td>\n",
" <td>-0.060894</td>\n",
" </tr>\n",
" <tr>\n",
" <th>nMapped_old</th>\n",
" <td>0.986696</td>\n",
" <td>1.000000</td>\n",
" <td>0.176663</td>\n",
" <td>0.994799</td>\n",
" <td>0.994140</td>\n",
" <td>0.163695</td>\n",
" <td>0.077695</td>\n",
" <td>0.004694</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pctMapped_old</th>\n",
" <td>0.036724</td>\n",
" <td>0.176663</td>\n",
" <td>1.000000</td>\n",
" <td>0.216840</td>\n",
" <td>0.242990</td>\n",
" <td>0.688639</td>\n",
" <td>0.777917</td>\n",
" <td>0.486406</td>\n",
" </tr>\n",
" <tr>\n",
" <th>nQCpassed_new</th>\n",
" <td>0.973955</td>\n",
" <td>0.994799</td>\n",
" <td>0.216840</td>\n",
" <td>1.000000</td>\n",
" <td>0.998886</td>\n",
" <td>0.157449</td>\n",
" <td>0.137626</td>\n",
" <td>0.060983</td>\n",
" </tr>\n",
" <tr>\n",
" <th>nMapped_new</th>\n",
" <td>0.968205</td>\n",
" <td>0.994140</td>\n",
" <td>0.242990</td>\n",
" <td>0.998886</td>\n",
" <td>1.000000</td>\n",
" <td>0.196958</td>\n",
" <td>0.151913</td>\n",
" <td>0.070143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>pctMapped_new</th>\n",
" <td>0.066995</td>\n",
" <td>0.163695</td>\n",
" <td>0.688639</td>\n",
" <td>0.157449</td>\n",
" <td>0.196958</td>\n",
" <td>1.000000</td>\n",
" <td>0.396245</td>\n",
" <td>0.258473</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ratio_total_reads</th>\n",
" <td>-0.028991</td>\n",
" <td>0.077695</td>\n",
" <td>0.777917</td>\n",
" <td>0.137626</td>\n",
" <td>0.151913</td>\n",
" <td>0.396245</td>\n",
" <td>1.000000</td>\n",
" <td>0.915163</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ratio_mapped_reads</th>\n",
" <td>-0.060894</td>\n",
" <td>0.004694</td>\n",
" <td>0.486406</td>\n",
" <td>0.060983</td>\n",
" <td>0.070143</td>\n",
" <td>0.258473</td>\n",
" <td>0.915163</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" nQCpassed_old nMapped_old pctMapped_old nQCpassed_new \\\n",
"nQCpassed_old 1.000000 0.986696 0.036724 0.973955 \n",
"nMapped_old 0.986696 1.000000 0.176663 0.994799 \n",
"pctMapped_old 0.036724 0.176663 1.000000 0.216840 \n",
"nQCpassed_new 0.973955 0.994799 0.216840 1.000000 \n",
"nMapped_new 0.968205 0.994140 0.242990 0.998886 \n",
"pctMapped_new 0.066995 0.163695 0.688639 0.157449 \n",
"ratio_total_reads -0.028991 0.077695 0.777917 0.137626 \n",
"ratio_mapped_reads -0.060894 0.004694 0.486406 0.060983 \n",
"\n",
" nMapped_new pctMapped_new ratio_total_reads \\\n",
"nQCpassed_old 0.968205 0.066995 -0.028991 \n",
"nMapped_old 0.994140 0.163695 0.077695 \n",
"pctMapped_old 0.242990 0.688639 0.777917 \n",
"nQCpassed_new 0.998886 0.157449 0.137626 \n",
"nMapped_new 1.000000 0.196958 0.151913 \n",
"pctMapped_new 0.196958 1.000000 0.396245 \n",
"ratio_total_reads 0.151913 0.396245 1.000000 \n",
"ratio_mapped_reads 0.070143 0.258473 0.915163 \n",
"\n",
" ratio_mapped_reads \n",
"nQCpassed_old -0.060894 \n",
"nMapped_old 0.004694 \n",
"pctMapped_old 0.486406 \n",
"nQCpassed_new 0.060983 \n",
"nMapped_new 0.070143 \n",
"pctMapped_new 0.258473 \n",
"ratio_total_reads 0.915163 \n",
"ratio_mapped_reads 1.000000 "
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df2.corr()"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7fc59c479590>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fc59c6bf610>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fc59c79fcd0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fc59c38fc50>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fc59c73da10>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fc59d08bb90>]],\n",
" dtype=object)"
]
},
"execution_count": 102,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc59d87c650>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.hist(column=['nQCpassed_old','nMapped_old','pctMapped_old',\n",
" 'nQCpassed_new','nMapped_new','pctMapped_new'],\n",
" figsize=(18,3),layout=(1,6),bins=50)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x7fc59c479f50>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x7fc5a19960d0>]],\n",
" dtype=object)"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc59d207e90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.hist(column=['ratio_total_reads','ratio_mapped_reads'],figsize=(18,3),layout=(1,2),bins=150,range=(0,1.5))"
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc59dc91f90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f = pd.plotting.scatter_matrix(df2[['nQCpassed_old','nMapped_old','pctMapped_old',\n",
" 'nQCpassed_new','nMapped_new','pctMapped_new']], \n",
" alpha=0.2, figsize=(15, 15), diagonal='kde')"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc5a285f350>"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc59c71a210>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.plot.scatter(x='nMapped_new',y='ratio_total_reads',ylim=(0,2))"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc5a26d3ed0>"
]
},
"execution_count": 106,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fc59c71a190>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df2.plot.scatter(x='nMapped_new',y='ratio_mapped_reads',ylim=(0,2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In order to drill down to specific examples, two aliquots were selected based on having similar #s of mapped reads in the bam files released by the GDC in May 2018 (as part of data release XX), but very different #s of reads in the earlier set of bam files. We then extract the stemloop-level miRNA quantifications for these two aliquots and look more closely at how the expression quantifications were affected by the removal of the QC-fail reads.\n",
"\n",
"The 5701 sample is a kidney (KIRC) sample, and the A13U sample is a thyroid (THCA) sample. Note that the thyroid sample had a very large number of QC-failed reads (over 3 million) and a significant reduction in mapped reads (from 3.3 million down to 2.1 million). "
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div class=\"bqtv\" id=\"2_154179159585\"><table><tr><th>aliquot_barcode</th><th>nQCpassed_old</th><th>nMapped_old</th><th>pctMapped_old</th><th>nQCpassed_new</th><th>nMapped_new</th><th>pctMapped_new</th><th>nMapped_ratio</th></tr><tr><td>TCGA-B0-5701-01A-11R-1540-13</td><td>2298713</td><td>2130229</td><td>92.67</td><td>2067143</td><td>2039665</td><td>98.67</td><td>0.957486260867</td></tr><tr><td>TCGA-DJ-A13U-01A-11R-A10V-13</td><td>5663586</td><td>3297604</td><td>58.22</td><td>2225160</td><td>2075324</td><td>93.27</td><td>0.629343001767</td></tr></table></div>\n",
" <br />(rows: 2, time: 0.2s, cached, job: job_TQk12f_EASoGa0NsVkEZ85xOJQpO)<br />\n",
" <script src=\"/static/components/requirejs/require.js\"></script>\n",
" <script>\n",
" require.config({\n",
" paths: {\n",
" base: '/static/base',\n",
" d3: '//cdnjs.cloudflare.com/ajax/libs/d3/3.4.13/d3',\n",
" plotly: 'https://cdn.plot.ly/plotly-1.5.1.min.js?noext',\n",
" jquery: '//ajax.googleapis.com/ajax/libs/jquery/2.0.0/jquery.min'\n",
" },\n",
" map: {\n",
" '*': {\n",
" datalab: 'nbextensions/gcpdatalab'\n",
" }\n",
" },\n",
" shim: {\n",
" plotly: {\n",
" deps: ['d3', 'jquery'],\n",
" exports: 'plotly'\n",
" }\n",
" }\n",
" });\n",
"\n",
" require(['datalab/charting', 'datalab/element!2_154179159585', 'base/js/events',\n",
" 'datalab/style!/nbextensions/gcpdatalab/charting.css'],\n",
" function(charts, dom, events) {\n",
" charts.render('gcharts', dom, events, 'table', [], {\"rows\": [{\"c\": [{\"v\": \"TCGA-B0-5701-01A-11R-1540-13\"}, {\"v\": 2298713}, {\"v\": 2130229}, {\"v\": 92.67}, {\"v\": 2067143}, {\"v\": 2039665}, {\"v\": 98.67}, {\"v\": 0.9574862608667895}]}, {\"c\": [{\"v\": \"TCGA-DJ-A13U-01A-11R-A10V-13\"}, {\"v\": 5663586}, {\"v\": 3297604}, {\"v\": 58.22}, {\"v\": 2225160}, {\"v\": 2075324}, {\"v\": 93.27}, {\"v\": 0.6293430017673438}]}], \"cols\": [{\"type\": \"string\", \"id\": \"aliquot_barcode\", \"label\": \"aliquot_barcode\"}, {\"type\": \"number\", \"id\": \"nQCpassed_old\", \"label\": \"nQCpassed_old\"}, {\"type\": \"number\", \"id\": \"nMapped_old\", \"label\": \"nMapped_old\"}, {\"type\": \"number\", \"id\": \"pctMapped_old\", \"label\": \"pctMapped_old\"}, {\"type\": \"number\", \"id\": \"nQCpassed_new\", \"label\": \"nQCpassed_new\"}, {\"type\": \"number\", \"id\": \"nMapped_new\", \"label\": \"nMapped_new\"}, {\"type\": \"number\", \"id\": \"pctMapped_new\", \"label\": \"pctMapped_new\"}, {\"type\": \"number\", \"id\": \"nMapped_ratio\", \"label\": \"nMapped_ratio\"}]},\n",
" {\n",
" pageSize: 25,\n",
" cssClassNames: {\n",
" tableRow: 'gchart-table-row',\n",
" headerRow: 'gchart-table-headerrow',\n",
" oddTableRow: 'gchart-table-oddrow',\n",
" selectedTableRow: 'gchart-table-selectedrow',\n",
" hoverTableRow: 'gchart-table-hoverrow',\n",
" tableCell: 'gchart-table-cell',\n",
" headerCell: 'gchart-table-headercell',\n",
" rowNumberCell: 'gchart-table-rownumcell'\n",
" }\n",
" },\n",
" {source_index: 0, fields: 'aliquot_barcode,nQCpassed_old,nMapped_old,pctMapped_old,nQCpassed_new,nMapped_new,pctMapped_new,nMapped_ratio'},\n",
" 0,\n",
" 2);\n",
" }\n",
" );\n",
" </script>\n",
" "
],
"text/plain": [
"QueryResultsTable job_TQk12f_EASoGa0NsVkEZ85xOJQpO"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%bq query \n",
"SELECT\n",
" *, CAST(nMapped_new AS FLOAT64)/CAST(nMapped_old AS FLOAT64) AS nMapped_ratio\n",
"FROM\n",
" `isb-cgc-04-0010.miRNA_QC.hg38_bam_header_info`\n",
"WHERE\n",
" aliquot_barcode=\"TCGA-DJ-A13U-01A-11R-A10V-13\"\n",
" OR aliquot_barcode=\"TCGA-B0-5701-01A-11R-1540-13\""
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"%%bq query --name drill_down\n",
"WITH\n",
" s1_new AS (\n",
" SELECT\n",
" project_short_name AS project,\n",
" aliquot_barcode,\n",
" mirna_id,\n",
" LOG((reads_per_million_miRNA_mapped+1),2) AS RPM\n",
" FROM\n",
" `isb-cgc.TCGA_hg38_data_v0.miRNAseq_Expression`\n",
" WHERE\n",
" aliquot_barcode=\"TCGA-DJ-A13U-01A-11R-A10V-13\" ),\n",
" s2_new AS (\n",
" SELECT\n",
" project_short_name AS project,\n",
" aliquot_barcode,\n",
" mirna_id,\n",
" LOG((reads_per_million_miRNA_mapped+1),2) AS RPM\n",
" FROM\n",
" `isb-cgc.TCGA_hg38_data_v0.miRNAseq_Expression`\n",
" WHERE\n",
" aliquot_barcode=\"TCGA-B0-5701-01A-11R-1540-13\" ),\n",
" j1_new AS (\n",
" SELECT\n",
" a.mirna_id,\n",
" a.project AS projectA,\n",
" a.aliquot_barcode AS barcodeA,\n",
" a.RPM AS rpmA,\n",
" b.project AS projectB,\n",
" b.aliquot_barcode AS barcodeB,\n",
" b.RPM AS rpmB\n",
" FROM\n",
" s1_new a\n",
" JOIN\n",
" s2_new b\n",
" ON\n",
" a.mirna_id=b.mirna_id ),\n",
" s1_old AS (\n",
" SELECT\n",
" project_short_name AS project,\n",
" aliquot_barcode,\n",
" mirna_id,\n",
" LOG((reads_per_million_miRNA_mapped+1),2) AS RPM\n",
" FROM\n",
" `isb-cgc.archive_misc.TCGA_hg38_miRNAseq_Expression_Oct2017`\n",
" WHERE\n",
" aliquot_barcode=\"TCGA-DJ-A13U-01A-11R-A10V-13\" ),\n",
" s2_old AS (\n",
" SELECT\n",
" project_short_name AS project,\n",
" aliquot_barcode,\n",
" mirna_id,\n",
" LOG((reads_per_million_miRNA_mapped+1),2) AS RPM\n",
" FROM\n",
" `isb-cgc.archive_misc.TCGA_hg38_miRNAseq_Expression_Oct2017`\n",
" WHERE\n",
" aliquot_barcode=\"TCGA-B0-5701-01A-11R-1540-13\" ),\n",
" j1_old AS (\n",
" SELECT\n",
" a.mirna_id,\n",
" a.project AS projectA,\n",
" a.aliquot_barcode AS barcodeA,\n",
" a.RPM AS rpmA,\n",
" b.project AS projectB,\n",
" b.aliquot_barcode AS barcodeB,\n",
" b.RPM AS rpmB\n",
" FROM\n",
" s1_old a\n",
" JOIN\n",
" s2_old b\n",
" ON\n",
" a.mirna_id=b.mirna_id ),\n",
" j2 AS (\n",
" SELECT\n",
" a.mirna_id,\n",
" a.projectA,\n",
" a.barcodeA,\n",
" a.projectB,\n",
" a.barcodeB,\n",
" a.rpmA AS rpmA_old,\n",
" b.rpmA AS rpmA_new,\n",
" a.rpmB AS rpmB_old,\n",
" b.rpmB AS rpmB_new\n",
" FROM\n",
" j1_old a\n",
" JOIN\n",
" j1_new b\n",
" ON\n",
" a.mirna_id=b.mirna_id )\n",
"SELECT\n",
" *\n",
"FROM\n",
" j2\n",
"ORDER BY\n",
" rpmA_new DESC"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mirna_id</th>\n",
" <th>projectA</th>\n",
" <th>barcodeA</th>\n",
" <th>projectB</th>\n",
" <th>barcodeB</th>\n",
" <th>rpmA_old</th>\n",
" <th>rpmA_new</th>\n",
" <th>rpmB_old</th>\n",
" <th>rpmB_new</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>hsa-mir-21</td>\n",
" <td>TCGA-THCA</td>\n",
" <td>TCGA-DJ-A13U-01A-11R-A10V-13</td>\n",
" <td>TCGA-KIRC</td>\n",
" <td>TCGA-B0-5701-01A-11R-1540-13</td>\n",
" <td>17.143404</td>\n",
" <td>17.200781</td>\n",
" <td>17.583081</td>\n",
" <td>17.588188</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>hsa-mir-30a</td>\n",
" <td>TCGA-THCA</td>\n",
" <td>TCGA-DJ-A13U-01A-11R-A10V-13</td>\n",
" <td>TCGA-KIRC</td>\n",
" <td>TCGA-B0-5701-01A-11R-1540-13</td>\n",
" <td>17.001633</td>\n",
" <td>17.038566</td>\n",
" <td>17.140791</td>\n",
" <td>17.140942</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>hsa-mir-143</td>\n",
" <td>TCGA-THCA</td>\n",
" <td>TCGA-DJ-A13U-01A-11R-A10V-13</td>\n",
" <td>TCGA-KIRC</td>\n",
" <td>TCGA-B0-5701-01A-11R-1540-13</td>\n",
" <td>16.823596</td>\n",
" <td>16.642133</td>\n",
" <td>15.150592</td>\n",
" <td>15.154098</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>hsa-mir-22</td>\n",
" <td>TCGA-THCA</td>\n",
" <td>TCGA-DJ-A13U-01A-11R-A10V-13</td>\n",
" <td>TCGA-KIRC</td>\n",
" <td>TCGA-B0-5701-01A-11R-1540-13</td>\n",
" <td>15.863772</td>\n",
" <td>15.931228</td>\n",
" <td>16.612996</td>\n",
" <td>16.604354</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>hsa-mir-99b</td>\n",
" <td>TCGA-THCA</td>\n",
" <td>TCGA-DJ-A13U-01A-11R-A10V-13</td>\n",
" <td>TCGA-KIRC</td>\n",
" <td>TCGA-B0-5701-01A-11R-1540-13</td>\n",
" <td>15.551740</td>\n",
" <td>15.574814</td>\n",
" <td>16.433595</td>\n",
" <td>16.431228</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mirna_id projectA barcodeA projectB \\\n",
"0 hsa-mir-21 TCGA-THCA TCGA-DJ-A13U-01A-11R-A10V-13 TCGA-KIRC \n",
"1 hsa-mir-30a TCGA-THCA TCGA-DJ-A13U-01A-11R-A10V-13 TCGA-KIRC \n",
"2 hsa-mir-143 TCGA-THCA TCGA-DJ-A13U-01A-11R-A10V-13 TCGA-KIRC \n",
"3 hsa-mir-22 TCGA-THCA TCGA-DJ-A13U-01A-11R-A10V-13 TCGA-KIRC \n",
"4 hsa-mir-99b TCGA-THCA TCGA-DJ-A13U-01A-11R-A10V-13 TCGA-KIRC \n",
"\n",
" barcodeB rpmA_old rpmA_new rpmB_old rpmB_new \n",
"0 TCGA-B0-5701-01A-11R-1540-13 17.143404 17.200781 17.583081 17.588188 \n",
"1 TCGA-B0-5701-01A-11R-1540-13 17.001633 17.038566 17.140791 17.140942 \n",
"2 TCGA-B0-5701-01A-11R-1540-13 16.823596 16.642133 15.150592 15.154098 \n",
"3 TCGA-B0-5701-01A-11R-1540-13 15.863772 15.931228 16.612996 16.604354 \n",
"4 TCGA-B0-5701-01A-11R-1540-13 15.551740 15.574814 16.433595 16.431228 "
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df3 = drill_down.execute(output_options=bq.QueryOutput.dataframe()).result()\n",
"df3.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>rpmA_old</th>\n",
" <th>rpmA_new</th>\n",
" <th>rpmB_old</th>\n",
" <th>rpmB_new</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>rpmA_old</th>\n",
" <td>1.000000</td>\n",
" <td>0.998996</td>\n",
" <td>0.922672</td>\n",
" <td>0.922524</td>\n",
" </tr>\n",
" <tr>\n",
" <th>rpmA_new</th>\n",
" <td>0.998996</td>\n",
" <td>1.000000</td>\n",
" <td>0.922759</td>\n",
" <td>0.922588</td>\n",
" </tr>\n",
" <tr>\n",
" <th>rpmB_old</th>\n",
" <td>0.922672</td>\n",
" <td>0.922759</td>\n",
" <td>1.000000</td>\n",
" <td>0.999163</td>\n",
" </tr>\n",
" <tr>\n",
" <th>rpmB_new</th>\n",
" <td>0.922524</td>\n",
" <td>0.922588</td>\n",
" <td>0.999163</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" rpmA_old rpmA_new rpmB_old rpmB_new\n",
"rpmA_old 1.000000 0.998996 0.922672 0.922524\n",
"rpmA_new 0.998996 1.000000 0.922759 0.922588\n",
"rpmB_old 0.922672 0.922759 1.000000 0.999163\n",
"rpmB_new 0.922524 0.922588 0.999163 1.000000"
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df3.corr()"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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