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Volumn 134, Issue 5, 2017, Pages 691-703

Same-day genomic and epigenomic diagnosis of brain tumors using real-time nanopore sequencing

Author keywords

Brain tumor; Epigenomics; Glioma; Molecular neuropathology; Nanopore sequencing; Whole genome sequencing

Indexed keywords

ADULT; AGED; AMPLICON; ARTICLE; BRAIN METASTASIS; BRAIN TUMOR; CANCER CLASSIFICATION; CHILD; CLINICAL ARTICLE; COPY NUMBER VARIATION; DNA METHYLATION; EPIGENETICS; FEMALE; GENE AMPLIFICATION; GENOMICS; GLIOMA; HUMAN; MALE; MEDULLOBLASTOMA; MIDDLE AGED; MOLECULAR DIAGNOSIS; OBSERVATIONAL STUDY; POINT MUTATION; PRIORITY JOURNAL; PROMOTER REGION; RANDOM FOREST; RETROSPECTIVE STUDY; SCHOOL CHILD; SEQUENCE ANALYSIS; SINGLE NUCLEOTIDE POLYMORPHISM; TUMOR CLASSIFICATION; TUMOR DIAGNOSIS; TUMOR LOCALIZATION; WHOLE GENOME SEQUENCING; YOUNG ADULT; GENETICS; NANOPORE; PATHOLOGY; PROCEDURES;

EID: 85021149587     PISSN: 00016322     EISSN: 14320533     Source Type: Journal    
DOI: 10.1007/s00401-017-1743-5     Document Type: Article
Times cited : (133)

References (41)
  • 1
    • 84946195510 scopus 로고    scopus 로고
    • The molecular taxonomy of primary prostate cancer
    • COI: 1:CAS:528:DC%2BC2MXhsl2gs7zM
    • Abeshouse A, Ahn J, Akbani R, Ally A, Amin S, Andry CD et al (2015) The molecular taxonomy of primary prostate cancer. Cell 163:1011–1025. doi:10.1016/j.cell.2015.10.025
    • (2015) Cell , vol.163 , pp. 1011-1025
    • Abeshouse, A.1    Ahn, J.2    Akbani, R.3    Ally, A.4    Amin, S.5    Andry, C.D.6
  • 2
    • 84935009372 scopus 로고    scopus 로고
    • Genomic classification of cutaneous melanoma
    • Akbani R, Akdemir KC, Aksoy BA, Albert M, Ally A, Amin SB et al (2015) Genomic classification of cutaneous melanoma. Cell 161:1681–1696. doi:10.1016/j.cell.2015.05.044
    • (2015) Cell , vol.161 , pp. 1681-1696
    • Akbani, R.1    Akdemir, K.C.2    Aksoy, B.A.3    Albert, M.4    Ally, A.5    Amin, S.B.6
  • 3
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman L (2001) Random forests. Mach Learn 45:5–32. doi:10.1023/A:1010933404324
    • (2001) Mach Learn , vol.45 , pp. 5-32
    • Breiman, L.1
  • 4
    • 84885074034 scopus 로고    scopus 로고
    • The somatic genomic landscape of glioblastoma
    • COI: 1:CAS:528:DC%2BC3sXhs1Srtb7J, PID: 24120142
    • Brennan CW, Verhaak RGW, McKenna A, Campos B, Noushmehr H, Salama SR et al (2013) The somatic genomic landscape of glioblastoma. Cell 155:462–477. doi:10.1016/j.cell.2013.09.034
    • (2013) Cell , vol.155 , pp. 462-477
    • Brennan, C.W.1    Verhaak, R.G.W.2    McKenna, A.3    Campos, B.4    Noushmehr, H.5    Salama, S.R.6
  • 5
    • 84932628860 scopus 로고    scopus 로고
    • Comprehensive, integrative genomic analysis of diffuse lower-grade gliomas
    • COI: 1:CAS:528:DC%2BC2MXhtFyrsbrK, PID: 26061751
    • Brat DJ, Verhaak RGW, Aldape KD, Yung WKA, Salama SR, Cancer Genome Atlas Research Network et al (2015) Comprehensive, integrative genomic analysis of diffuse lower-grade gliomas. N Engl J Med 372:2481–2498. doi:10.1056/NEJMoa1402121
    • (2015) N Engl J Med , vol.372 , pp. 2481-2498
    • Brat, D.J.1    Verhaak, R.G.W.2    Aldape, K.D.3    Yung, W.K.A.4    Salama, S.R.5
  • 6
    • 84960112669 scopus 로고    scopus 로고
    • Realtime analysis and visualization of MinION sequencing data with npReader
    • COI: 1:CAS:528:DC%2BC28Xht1Cis7rM, PID: 26556383
    • Cao MD, Ganesamoorthy D, Cooper MA, Coin LJM (2016) Realtime analysis and visualization of MinION sequencing data with npReader. Bioinformatics 32:764–766. doi:10.1093/bioinformatics/btv658
    • (2016) Bioinformatics , vol.32 , pp. 764-766
    • Cao, M.D.1    Ganesamoorthy, D.2    Cooper, M.A.3    Coin, L.J.M.4
  • 7
    • 84955561447 scopus 로고    scopus 로고
    • Molecular profiling reveals biologically discrete subsets and pathways of progression in diffuse glioma
    • COI: 1:CAS:528:DC%2BC28Xhs12ls7o%3D, PID: 26824661
    • Ceccarelli M, Barthel FP, Malta TM, Sabedot TS, Salama SR, Murray BA et al (2016) Molecular profiling reveals biologically discrete subsets and pathways of progression in diffuse glioma. Cell 164:550–563. doi:10.1016/j.cell.2015.12.028
    • (2016) Cell , vol.164 , pp. 550-563
    • Ceccarelli, M.1    Barthel, F.P.2    Malta, T.M.3    Sabedot, T.S.4    Salama, S.R.5    Murray, B.A.6
  • 8
    • 84928105158 scopus 로고    scopus 로고
    • Memorial Sloan Kettering-Integrated Mutation Profiling of Actionable Cancer Targets (MSK-IMPACT): a hybridization capture-based next-generation sequencing clinical assay for solid tumor molecular oncology
    • COI: 1:CAS:528:DC%2BC2MXlt1aitLc%3D, PID: 25801821
    • Cheng DT, Mitchell TN, Zehir A, Shah RH, Benayed R, Syed A et al (2015) Memorial Sloan Kettering-Integrated Mutation Profiling of Actionable Cancer Targets (MSK-IMPACT): a hybridization capture-based next-generation sequencing clinical assay for solid tumor molecular oncology. J Mol Diagn 17:251–264. doi:10.1016/j.jmoldx.2014.12.006
    • (2015) J Mol Diagn , vol.17 , pp. 251-264
    • Cheng, D.T.1    Mitchell, T.N.2    Zehir, A.3    Shah, R.H.4    Benayed, R.5    Syed, A.6
  • 9
    • 84862506964 scopus 로고    scopus 로고
    • A program for annotating and predicting the effects of single nucleotide polymorphisms, SnpEff: SNPs in the genome of Drosophila melanogaster strain w1118; iso-2; iso-3
    • COI: 1:CAS:528:DC%2BC38Xht1GmtL3E
    • Cingolani P, Platts A, Wang LL, Coon M, Nguyen T, Wang L et al (2012) A program for annotating and predicting the effects of single nucleotide polymorphisms, SnpEff: SNPs in the genome of Drosophila melanogaster strain w1118; iso-2; iso-3. Fly (Austin) 6:80–92. doi:10.4161/fly.19695
    • (2012) Fly (Austin) , vol.6 , pp. 80-92
    • Cingolani, P.1    Platts, A.2    Wang, L.L.3    Coon, M.4    Nguyen, T.5    Wang, L.6
  • 10
    • 84946719441 scopus 로고    scopus 로고
    • Cerebrospinal fluid-derived circulating tumour DNA better represents the genomic alterations of brain tumours than plasma
    • PID: 26554728
    • De Mattos-Arruda L, Mayor R, Ng CKY, Weigelt B, Martínez-Ricarte F, Torrejon D et al (2015) Cerebrospinal fluid-derived circulating tumour DNA better represents the genomic alterations of brain tumours than plasma. Nat Commun 6:8839. doi:10.1038/ncomms9839
    • (2015) Nat Commun , vol.6 , pp. 8839
    • De Mattos-Arruda, L.1    Mayor, R.2    Ng, C.K.Y.3    Weigelt, B.4    Martínez-Ricarte, F.5    Torrejon, D.6
  • 11
    • 84876552099 scopus 로고    scopus 로고
    • The UCSC cancer genomics browser: update 2013
    • COI: 1:CAS:528:DC%2BC38XhvV2ktr3L, PID: 23109555
    • Goldman M, Craft B, Swatloski T, Ellrott K, Cline M, Diekhans M et al (2013) The UCSC cancer genomics browser: update 2013. Nucl Acids Res 41:D949–D954. doi:10.1093/nar/gks1008
    • (2013) Nucl Acids Res , vol.41 , pp. D949-D954
    • Goldman, M.1    Craft, B.2    Swatloski, T.3    Ellrott, K.4    Cline, M.5    Diekhans, M.6
  • 12
    • 84878588603 scopus 로고    scopus 로고
    • Robust molecular subgrouping and copy-number profiling of medulloblastoma from small amounts of archival tumour material using high-density DNA methylation arrays
    • PID: 23670100
    • Hovestadt V, Remke M, Kool M, Pietsch T, Northcott PA, Fischer R et al (2013) Robust molecular subgrouping and copy-number profiling of medulloblastoma from small amounts of archival tumour material using high-density DNA methylation arrays. Acta Neuropathol 125:913–916. doi:10.1007/s00401-013-1126-5
    • (2013) Acta Neuropathol , vol.125 , pp. 913-916
    • Hovestadt, V.1    Remke, M.2    Kool, M.3    Pietsch, T.4    Northcott, P.A.5    Fischer, R.6
  • 13
    • 84961289551 scopus 로고    scopus 로고
    • Orchestrating high-throughput genomic analysis with bioconductor
    • COI: 1:CAS:528:DC%2BC2MXjvVCrurg%3D, PID: 25633503
    • Huber W, Carey VJ, Gentleman R, Anders S, Carlson M, Carvalho BS et al (2015) Orchestrating high-throughput genomic analysis with bioconductor. Nat Methods 12:115–121. doi:10.1038/nmeth.3252
    • (2015) Nat Methods , vol.12 , pp. 115-121
    • Huber, W.1    Carey, V.J.2    Gentleman, R.3    Anders, S.4    Carlson, M.5    Carvalho, B.S.6
  • 14
    • 84973326510 scopus 로고    scopus 로고
    • Integrated multi-omics analysis of oligodendroglial tumours identifies three subgroups of 1p/19q co-deleted gliomas
    • PID: 27090007
    • Kamoun A, Idbaih A, Dehais C, Elarouci N, Carpentier C, Letouzé E et al (2016) Integrated multi-omics analysis of oligodendroglial tumours identifies three subgroups of 1p/19q co-deleted gliomas. Nat Commun 7:11263. doi:10.1038/ncomms11263
    • (2016) Nat Commun , vol.7 , pp. 11263
    • Kamoun, A.1    Idbaih, A.2    Dehais, C.3    Elarouci, N.4    Carpentier, C.5    Letouzé, E.6
  • 15
    • 84863229597 scopus 로고    scopus 로고
    • VarScan 2: somatic mutation and copy number alteration discovery in cancer by exome sequencing
    • COI: 1:CAS:528:DC%2BC38XjsV2ltr4%3D, PID: 22300766
    • Koboldt DC, Zhang Q, Larson DE, Shen D, McLellan MD, Lin L et al (2012) VarScan 2: somatic mutation and copy number alteration discovery in cancer by exome sequencing. Genome Res 22:568–576. doi:10.1101/gr.129684.111
    • (2012) Genome Res , vol.22 , pp. 568-576
    • Koboldt, D.C.1    Zhang, Q.2    Larson, D.E.3    Shen, D.4    McLellan, M.D.5    Lin, L.6
  • 16
    • 84982253941 scopus 로고    scopus 로고
    • Analysis of protein-coding genetic variation in 60,706 humans
    • COI: 1:CAS:528:DC%2BC28XhtlOnsbbP, PID: 27535533
    • Lek M, Karczewski KJ, Minikel EV, Samocha KE, Banks E, Fennell T et al (2016) Analysis of protein-coding genetic variation in 60,706 humans. Nature 536:285–291. doi:10.1038/nature19057
    • (2016) Nature , vol.536 , pp. 285-291
    • Lek, M.1    Karczewski, K.J.2    Minikel, E.V.3    Samocha, K.E.4    Banks, E.5    Fennell, T.6
  • 17
    • 67649884743 scopus 로고    scopus 로고
    • Fast and accurate short read alignment with Burrows–Wheeler transform
    • COI: 1:CAS:528:DC%2BD1MXot1Cjtbo%3D, PID: 19451168
    • Li H, Durbin R (2009) Fast and accurate short read alignment with Burrows–Wheeler transform. Bioinformatics 25:1754–1760. doi:10.1093/bioinformatics/btp324
    • (2009) Bioinformatics , vol.25 , pp. 1754-1760
    • Li, H.1    Durbin, R.2
  • 18
    • 84924426384 scopus 로고    scopus 로고
    • Poretools: a toolkit for analyzing nanopore sequence data
    • COI: 1:CAS:528:DC%2BC2MXisFaltbw%3D, PID: 25143291
    • Loman NJ, Quinlan AR (2014) Poretools: a toolkit for analyzing nanopore sequence data. Bioinformatics 30:3399–3401. doi:10.1093/bioinformatics/btu555
    • (2014) Bioinformatics , vol.30 , pp. 3399-3401
    • Loman, N.J.1    Quinlan, A.R.2
  • 19
    • 84980361397 scopus 로고    scopus 로고
    • Real-time selective sequencing using nanopore technology
    • PID: 27454285
    • Loose M, Malla S, Stout M (2016) Real-time selective sequencing using nanopore technology. Nat Methods. doi:10.1038/nmeth.3930
    • (2016) Nat Methods
    • Loose, M.1    Malla, S.2    Stout, M.3
  • 20
    • 84966687479 scopus 로고    scopus 로고
    • The 2016 World Health Organization classification of tumors of the central nervous system: a summary
    • PID: 27157931
    • Louis DN, Perry A, Reifenberger G, von Deimling A, Figarella-Branger D, Cavenee WK et al (2016) The 2016 World Health Organization classification of tumors of the central nervous system: a summary. Acta Neuropathol 131:803–820. doi:10.1007/s00401-016-1545-1
    • (2016) Acta Neuropathol , vol.131 , pp. 803-820
    • Louis, D.N.1    Perry, A.2    Reifenberger, G.3    von Deimling, A.4    Figarella-Branger, D.5    Cavenee, W.K.6
  • 21
    • 77956295988 scopus 로고    scopus 로고
    • The genome analysis toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data
    • COI: 1:CAS:528:DC%2BC3cXhtFeru7jM, PID: 20644199
    • McKenna A, Hanna M, Banks E, Sivachenko A, Cibulskis K, Kernytsky A et al (2010) The genome analysis toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data. Genome Res 20:1297–1303. doi:10.1101/gr.107524.110
    • (2010) Genome Res , vol.20 , pp. 1297-1303
    • McKenna, A.1    Hanna, M.2    Banks, E.3    Sivachenko, A.4    Cibulskis, K.5    Kernytsky, A.6
  • 22
    • 84992376581 scopus 로고    scopus 로고
    • Epigenetic profiling to classify cancer of unknown primary: a multicentre, retrospective analysis
    • PID: 27575023
    • Moran S, Martínez-Cardús A, Sayols S, Musulén E, Balañá C, Estival-Gonzalez A et al (2016) Epigenetic profiling to classify cancer of unknown primary: a multicentre, retrospective analysis. Lancet Oncol 17:1386–1395. doi:10.1016/S1470-2045(16)30297-2
    • (2016) Lancet Oncol , vol.17 , pp. 1386-1395
    • Moran, S.1    Martínez-Cardús, A.2    Sayols, S.3    Musulén, E.4    Balañá, C.5    Estival-Gonzalez, A.6
  • 23
    • 84863922124 scopus 로고    scopus 로고
    • Comprehensive molecular characterization of human colon and rectal cancer
    • Network TCGA (2012) Comprehensive molecular characterization of human colon and rectal cancer. Nature 487:330–337. doi:10.1038/nature11252
    • (2012) Nature , vol.487 , pp. 330-337
  • 24
    • 84866894408 scopus 로고    scopus 로고
    • Comprehensive genomic characterization of squamous cell lung cancers
    • Network TCGAR (2012) Comprehensive genomic characterization of squamous cell lung cancers. Nature 489:519–525. doi:10.1038/nature11404
    • (2012) Nature , vol.489 , pp. 519-525
  • 25
    • 77952108366 scopus 로고    scopus 로고
    • Identification of a CpG island methylator phenotype that defines a distinct subgroup of glioma
    • COI: 1:CAS:528:DC%2BC3cXmslKqsr0%3D, PID: 20399149
    • Noushmehr H, Weisenberger DJ, Diefes K, Phillips HS, Pujara K, Berman BP et al (2010) Identification of a CpG island methylator phenotype that defines a distinct subgroup of glioma. Cancer Cell 17:510–522. doi:10.1016/j.ccr.2010.03.017
    • (2010) Cancer Cell , vol.17 , pp. 510-522
    • Noushmehr, H.1    Weisenberger, D.J.2    Diefes, K.3    Phillips, H.S.4    Pujara, K.5    Berman, B.P.6
  • 26
    • 84977499654 scopus 로고    scopus 로고
    • Evaluating cancer of the central nervous system through next-generation sequencing of cerebrospinal fluid
    • PID: 27161972
    • Pentsova EI, Shah RH, Tang J, Boire A, You D, Briggs S et al (2016) Evaluating cancer of the central nervous system through next-generation sequencing of cerebrospinal fluid. J Clin Oncol. doi:10.1200/JCO.2016.66.6487
    • (2016) J Clin Oncol
    • Pentsova, E.I.1    Shah, R.H.2    Tang, J.3    Boire, A.4    You, D.5    Briggs, S.6
  • 27
    • 84958068536 scopus 로고    scopus 로고
    • Real-time, portable genome sequencing for Ebola surveillance
    • COI: 1:CAS:528:DC%2BC28XitFamu7g%3D, PID: 26840485
    • Quick J, Loman NJ, Duraffour S, Simpson JT, Severi E, Cowley L et al (2016) Real-time, portable genome sequencing for Ebola surveillance. Nature 530:228–232. doi:10.1038/nature16996
    • (2016) Nature , vol.530 , pp. 228-232
    • Quick, J.1    Loman, N.J.2    Duraffour, S.3    Simpson, J.T.4    Severi, E.5    Cowley, L.6
  • 28
    • 77951770756 scopus 로고    scopus 로고
    • BEDTools: a flexible suite of utilities for comparing genomic features
    • COI: 1:CAS:528:DC%2BC3cXivFGkurc%3D, PID: 20110278
    • Quinlan AR, Hall IM (2010) BEDTools: a flexible suite of utilities for comparing genomic features. Bioinformatics 26:841–842. doi:10.1093/bioinformatics/btq033
    • (2010) Bioinformatics , vol.26 , pp. 841-842
    • Quinlan, A.R.1    Hall, I.M.2
  • 30
    • 85019721017 scopus 로고    scopus 로고
    • Multi-omics analysis of primary glioblastoma cell lines shows recapitulation of pivotal molecular features of parental tumors
    • PID: 27571888
    • Rosenberg S, Verreault M, Schmitt C, Guegan J, Guehennec J, Levasseur C et al (2017) Multi-omics analysis of primary glioblastoma cell lines shows recapitulation of pivotal molecular features of parental tumors. Neuro-Oncol 19:219–228. doi:10.1093/neuonc/now160
    • (2017) Neuro-Oncol , vol.19 , pp. 219-228
    • Rosenberg, S.1    Verreault, M.2    Schmitt, C.3    Guegan, J.4    Guehennec, J.5    Levasseur, C.6
  • 31
    • 84949991007 scopus 로고    scopus 로고
    • Next-generation sequencing in routine brain tumor diagnostics enables an integrated diagnosis and identifies actionable targets
    • COI: 1:CAS:528:DC%2BC2MXitVOjs7fF, PID: 26671409
    • Sahm F, Schrimpf D, Jones DTW, Meyer J, Kratz A, Reuss D et al (2016) Next-generation sequencing in routine brain tumor diagnostics enables an integrated diagnosis and identifies actionable targets. Acta Neuropathol 131:903–910. doi:10.1007/s00401-015-1519-8
    • (2016) Acta Neuropathol , vol.131 , pp. 903-910
    • Sahm, F.1    Schrimpf, D.2    Jones, D.T.W.3    Meyer, J.4    Kratz, A.5    Reuss, D.6
  • 32
    • 85018794243 scopus 로고    scopus 로고
    • DNA methylation-based classification and grading system for meningioma: a multicentre, retrospective analysis
    • PID: 28314689
    • Sahm F, Schrimpf D, Stichel D, Jones DTW, Hielscher T, Schefzyk S et al (2017) DNA methylation-based classification and grading system for meningioma: a multicentre, retrospective analysis. Lancet Oncol. doi:10.1016/S1470-2045(17)30155-9
    • (2017) Lancet Oncol
    • Sahm, F.1    Schrimpf, D.2    Stichel, D.3    Jones, D.T.W.4    Hielscher, T.5    Schefzyk, S.6
  • 33
    • 84913590291 scopus 로고    scopus 로고
    • DNA copy number analysis of fresh and formalin-fixed specimens by shallow whole-genome sequencing with identification and exclusion of problematic regions in the genome assembly
    • COI: 1:CAS:528:DC%2BC2cXitVOls7%2FL, PID: 25236618
    • Scheinin I, Sie D, Bengtsson H, van de Wiel MA, Olshen AB, van Thuijl HF et al (2014) DNA copy number analysis of fresh and formalin-fixed specimens by shallow whole-genome sequencing with identification and exclusion of problematic regions in the genome assembly. Genome Res 24:2022–2032. doi:10.1101/gr.175141.114
    • (2014) Genome Res , vol.24 , pp. 2022-2032
    • Scheinin, I.1    Sie, D.2    Bengtsson, H.3    van de Wiel, M.A.4    Olshen, A.B.5    van Thuijl, H.F.6
  • 34
    • 85010815555 scopus 로고    scopus 로고
    • Rapid intraoperative molecular characterization of glioma
    • PID: 26181761
    • Shankar GM, Francis JM, Rinne ML et al (2015) Rapid intraoperative molecular characterization of glioma. JAMA Oncol. doi:10.1001/jamaoncol.2015.0917
    • (2015) JAMA Oncol
    • Shankar, G.M.1    Francis, J.M.2    Rinne, M.L.3
  • 36
    • 85030698636 scopus 로고    scopus 로고
    • Mapping and phasing of structural variation in patient genomes using nanopore sequencing. bioRxiv 129379
    • Stancu MC, Roosmalen MJ van, Renkens I, Nieboer M, Middelkamp S, Ligt J de, et al. (2017) Mapping and phasing of structural variation in patient genomes using nanopore sequencing. bioRxiv 129379. doi:10.1101/129379
    • (2017) doi: 10.1101/129379
    • Stancu, M.C.1    van, R.M.J.2    Renkens, I.3    Nieboer, M.4    Middelkamp, S.5    de, L.J.6
  • 37
    • 84867606428 scopus 로고    scopus 로고
    • Hotspot mutations in H3F3A and IDH1 define distinct epigenetic and biological subgroups of glioblastoma
    • COI: 1:CAS:528:DC%2BC38XhsFWhsr%2FF, PID: 23079654
    • Sturm D, Witt H, Hovestadt V, Khuong-Quang D-A, Jones DTW, Konermann C et al (2012) Hotspot mutations in H3F3A and IDH1 define distinct epigenetic and biological subgroups of glioblastoma. Cancer Cell 22:425–437. doi:10.1016/j.ccr.2012.08.024
    • (2012) Cancer Cell , vol.22 , pp. 425-437
    • Sturm, D.1    Witt, H.2    Hovestadt, V.3    Khuong-Quang, D.-A.4    Jones, D.T.W.5    Konermann, C.6
  • 38
    • 84879890360 scopus 로고    scopus 로고
    • Comprehensive molecular characterization of clear cell renal cell carcinoma
    • The Cancer Genome Atlas Research Network (2013) Comprehensive molecular characterization of clear cell renal cell carcinoma. Nature 499:43–49. doi:10.1038/nature12222
    • (2013) Nature , vol.499 , pp. 43-49
  • 39
    • 84905029258 scopus 로고    scopus 로고
    • Comprehensive molecular profiling of lung adenocarcinoma
    • The Cancer Genome Atlas Research Network (2014) Comprehensive molecular profiling of lung adenocarcinoma. Nature 511:543–550. doi:10.1038/nature13385
    • (2014) Nature , vol.511 , pp. 543-550
  • 40
    • 84897022815 scopus 로고    scopus 로고
    • Comprehensive molecular characterization of urothelial bladder carcinoma
    • The Cancer Genome Atlas Research Network (2014) Comprehensive molecular characterization of urothelial bladder carcinoma. Nature 507:315–322. doi:10.1038/nature12965
    • (2014) Nature , vol.507 , pp. 315-322
  • 41
    • 84885673911 scopus 로고    scopus 로고
    • Inferring tumour purity and stromal and immune cell admixture from expression data
    • PID: 24113773
    • Yoshihara K, Shahmoradgoli M, Martínez E, Vegesna R, Kim H, Torres-Garcia W et al (2013) Inferring tumour purity and stromal and immune cell admixture from expression data. Nat Commun 4:2612. doi:10.1038/ncomms3612
    • (2013) Nat Commun , vol.4 , pp. 2612
    • Yoshihara, K.1    Shahmoradgoli, M.2    Martínez, E.3    Vegesna, R.4    Kim, H.5    Torres-Garcia, W.6


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