diff --git a/1-ideas/annotate-oncokb-barchart/hackathon_oncokb_annotation.ipynb b/1-ideas/annotate-oncokb-barchart/hackathon_oncokb_annotation.ipynb index 6ed45a7..65cb8c3 100644 --- a/1-ideas/annotate-oncokb-barchart/hackathon_oncokb_annotation.ipynb +++ b/1-ideas/annotate-oncokb-barchart/hackathon_oncokb_annotation.ipynb @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -63,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -79,15 +79,15 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 570 ms, sys: 5.22 ms, total: 575 ms\n", - "Wall time: 575 ms\n" + "CPU times: user 603 ms, sys: 11.2 ms, total: 614 ms\n", + "Wall time: 619 ms\n" ] } ], @@ -112,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -136,7 +136,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -152,27 +152,29 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 43, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -189,15 +191,15 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 11.4 s, sys: 340 ms, total: 11.8 s\n", - "Wall time: 15.6 s\n" + "CPU times: user 12 s, sys: 364 ms, total: 12.4 s\n", + "Wall time: 15.7 s\n" ] } ], @@ -227,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -255,7 +257,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 11, "metadata": { "scrolled": true }, @@ -285,12 +287,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Requesting annotations for all `'msk_impact_2017'` study mutations (might take ~21-22 minutes)!" + "## Requesting annotations for all `'msk_impact_2017'` study mutations (POST method takes ~1-2 minutes)" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 12, "metadata": { "scrolled": false }, @@ -299,25 +301,26 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 4min 42s, sys: 30.8 s, total: 5min 13s\n", - "Wall time: 27min 17s\n" + "CPU times: user 18.9 s, sys: 577 ms, total: 19.5 s\n", + "Wall time: 1min\n" ] } ], "source": [ "%%time\n", "\n", - "msk_mutation_annotations = []\n", - "for m in mutations:\n", - " msk_mutation_annotations.append((m,\n", - " oncokb.Annotations.annotateMutationsByProteinChangeGetUsingGET(entrezGeneId=m.entrezGeneId, alteration=m.proteinChange).result()))\n", + "msk_mutation_annotations = [(mutation, annotated_mutation) for (mutation, annotated_mutation) in zip(mutations, oncokb.Annotations.annotateMutationsByProteinChangePostUsingPOST(body=[\n", + " {\"alteration\": m.proteinChange,\"gene\": {\"entrezGeneId\": m.entrezGeneId,}}\n", + " for m in mutations]).result())]\n", + "assert len(msk_mutation_annotations) == len(mutations), \"some annotation requests failed\"\n", "\n", - "assert len(msk_mutation_annotations) == len(mutations), \"some annotation requests failed\"" + "for (m, am) in msk_mutation_annotations:\n", + " assert (m.entrezGeneId == am.query.entrezGeneId), print(\"incorrect POST response\", m.entrezGeneId, \",\", am.query.entrezGeneId)" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -327,7 +330,7 @@ " IndicatorQueryResp(alleleExist=False, dataVersion='v1.20', diagnosticImplications=[], diagnosticSummary='', geneExist=True, geneSummary='RUNX1, a transcription factor involved in hematopoietic differentiation, is altered by mutation or chromosomal rearrangement in various hematologic malignancies.', highestDiagnosticImplicationLevel=None, highestPrognosticImplicationLevel=None, highestResistanceLevel=None, highestSensitiveLevel=None, hotspot=False, lastUpdate='02/06/2019', mutationEffect=MutationEffectResp(citations=Citations(abstracts=[], pmids=['17394134', '15864279', '15386419']), description='', knownEffect='Likely Loss-of-function'), oncogenic='Likely Oncogenic', otherSignificantResistanceLevels=[], otherSignificantSensitiveLevels=[], prognosticImplications=[], prognosticSummary='', query=Query(alteration='D96Gfs*11', alterationType=None, consequence=None, entrezGeneId=861, hgvs=None, hugoSymbol='RUNX1', id=None, proteinEnd=None, proteinStart=None, svType=None, tumorType=None, type='regular'), treatments=[], tumorTypeSummary='', variantExist=False, variantSummary='The RUNX1 D96Gfs*11 mutation is likely oncogenic.', vus=False))" ] }, - "execution_count": 33, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -338,7 +341,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -358,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 15, "metadata": { "scrolled": true }, @@ -369,7 +372,7 @@ "Text(0.5, 1.0, 'LEVEL_1')" ] }, - "execution_count": 40, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, @@ -401,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -410,7 +413,7 @@ "Text(0.5, 1.0, 'LEVEL_2A')" ] }, - "execution_count": 41, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, @@ -443,7 +446,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -452,7 +455,7 @@ "Text(0.5, 1.0, 'VUS')" ] }, - "execution_count": 38, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, @@ -485,7 +488,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -510,35 +513,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The requests may take ~3-4 minutes." + "## The requests may take ~5-10 seconds." ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 39.2 s, sys: 4.23 s, total: 43.5 s\n", - "Wall time: 3min 54s\n" + "CPU times: user 1.77 s, sys: 45.4 ms, total: 1.82 s\n", + "Wall time: 5.92 s\n" ] } ], "source": [ "%%time\n", "\n", - "msk_clinical_data_nsclc_annotations = []\n", - "for a in msk_clinical_data_nsclc_set:\n", - " msk_clinical_data_nsclc_annotations.append(\n", - " oncokb.Annotations.annotateMutationsByProteinChangeGetUsingGET(entrezGeneId=a[0], alteration=a[1]).result())\n" + "msk_clinical_data_nsclc_annotations = oncokb.Annotations.annotateMutationsByProteinChangePostUsingPOST(body=[\n", + " {\"alteration\": m[1],\"gene\": {\"entrezGeneId\": m[0],}}\n", + " for m in msk_clinical_data_nsclc_set]).result()\n", + "assert len(msk_clinical_data_nsclc_annotations) == len(msk_clinical_data_nsclc_set), \"some annotation requests failed\"\n" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 20, "metadata": { "scrolled": true }, @@ -548,31 +551,31 @@ "text/plain": [ "{'alleleExist': False,\n", " 'dataVersion': 'v1.20',\n", - " 'diagnosticImplications': None,\n", + " 'diagnosticImplications': [],\n", " 'diagnosticSummary': '',\n", " 'geneExist': True,\n", - " 'geneSummary': 'MED12 is a component of CDK8, a subcomplex involved in transcription initiation. MED12 plays a role in the genesis of benign tumors such as uterine leiomyoma and breast fibroadenoma and is altered in a variety of estrogen-dependent tumors.',\n", + " 'geneSummary': 'BRCA2, a tumor suppressor involved in the DNA damage response, is mutated in various cancer types.',\n", " 'highestDiagnosticImplicationLevel': None,\n", " 'highestPrognosticImplicationLevel': None,\n", " 'highestResistanceLevel': None,\n", " 'highestSensitiveLevel': None,\n", " 'hotspot': False,\n", - " 'lastUpdate': '10/04/2018',\n", - " 'mutationEffect': None,\n", - " 'oncogenic': '',\n", + " 'lastUpdate': '01/30/2018',\n", + " 'mutationEffect': MutationEffectResp(citations=Citations(abstracts=[], pmids=['18451181']), description='', knownEffect='Likely Neutral'),\n", + " 'oncogenic': 'Likely Neutral',\n", " 'otherSignificantResistanceLevels': [],\n", " 'otherSignificantSensitiveLevels': [],\n", - " 'prognosticImplications': None,\n", + " 'prognosticImplications': [],\n", " 'prognosticSummary': '',\n", - " 'query': Query(alteration='P223H', alterationType=None, consequence=None, entrezGeneId=9968, hgvs=None, hugoSymbol='MED12', id=None, proteinEnd=None, proteinStart=None, svType=None, tumorType=None, type='regular'),\n", + " 'query': Query(alteration='R2520Q', alterationType=None, consequence=None, entrezGeneId=675, hgvs=None, hugoSymbol='BRCA2', id=None, proteinEnd=None, proteinStart=None, svType=None, tumorType=None, type='regular'),\n", " 'treatments': [],\n", " 'tumorTypeSummary': '',\n", - " 'variantExist': False,\n", - " 'variantSummary': 'The MED12 P223H mutation has not specifically been reviewed by the OncoKB team, and its oncogenic function is considered unknown.',\n", + " 'variantExist': True,\n", + " 'variantSummary': 'The BRCA2 R2520Q mutation is likely neutral.',\n", " 'vus': False}" ] }, - "execution_count": 23, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -583,7 +586,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -592,7 +595,7 @@ "{'LEVEL_1', 'LEVEL_2A', 'LEVEL_3A', 'LEVEL_4', None}" ] }, - "execution_count": 24, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -606,7 +609,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -655,22 +658,22 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Other': 7806,\n", - " 'LEVEL_3A': 64,\n", - " 'VUS': 884,\n", " 'ONCOGENIC': 1,\n", " 'LEVEL_4': 301,\n", + " 'VUS': 884,\n", " 'LEVEL_1': 151,\n", - " 'LEVEL_2A': 18}" + " 'LEVEL_2A': 18,\n", + " 'LEVEL_3A': 64}" ] }, - "execution_count": 26, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" } @@ -681,22 +684,22 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ]