메뉴 건너뛰기




Volumn 12, Issue 5, 2017, Pages

A comparison of per sample global scaling and per gene normalization methods for differential expression analysis of RNA-seq data

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; COMPARATIVE STUDY; CONTROLLED STUDY; DATA BASE; EVALUATION STUDY; GENE EXPRESSION; GENE REPLICATION; GENETIC ANALYSIS; GENETIC PARAMETERS; GENETIC VARIATION; PER GENE NORMALIZATION METHOD; PER SAMPLE GLOBAL SCALING METHOD; QUALITATIVE RESEARCH; RNA SEQUENCE; SIMULATION; AREA UNDER THE CURVE; BREAST TUMOR; COMPUTER SIMULATION; GENE EXPRESSION PROFILING; HIGH THROUGHPUT SEQUENCING; HUMAN; INFORMATION PROCESSING; METABOLISM; MICROARRAY ANALYSIS; PROCEDURES; RECEIVER OPERATING CHARACTERISTIC; SEQUENCE ANALYSIS; SOFTWARE; STATISTICAL MODEL;

EID: 85018984933     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0176185     Document Type: Article
Times cited : (53)

References (52)
  • 1
    • 56549101959 scopus 로고    scopus 로고
    • Alternative isoform regulation in human tissue transcriptomes
    • PMID: 18978772
    • Wang ET, Sandberg R, Luo S, Khrebtukova I, Zhang L, Mayr C, et al. (2008) Alternative isoform regulation in human tissue transcriptomes. Nature 456: 470-476. https://doi.org/10.1038/nature07509 PMID: 18978772
    • (2008) Nature , vol.456 , pp. 470-476
    • Wang, E.T.1    Sandberg, R.2    Luo, S.3    Khrebtukova, I.4    Zhang, L.5    Mayr, C.6
  • 2
    • 56749098074 scopus 로고    scopus 로고
    • Deep surveying of alternative splicing complexity in the human transcriptome by high-throughput sequencing
    • PMID: 18978789
    • Pan Q, Shai O, Lee LJ, Frey BJ, Blencowe BJ (2008) Deep surveying of alternative splicing complexity in the human transcriptome by high-throughput sequencing. Nat Genet 40: 1413-1415. https://doi.org/10.1038/ng.259 PMID: 18978789
    • (2008) Nat Genet , vol.40 , pp. 1413-1415
    • Pan, Q.1    Shai, O.2    Lee, L.J.3    Frey, B.J.4    Blencowe, B.J.5
  • 3
    • 84908084008 scopus 로고    scopus 로고
    • New gene models and alternative splicing in the maize pathogen colletotrichum graminicola revealed by RNA-seq analysis
    • PMID: 25281481
    • Schliebner I, Becher R, Hempel M, Deising HB, Horbach R (2014) New gene models and alternative splicing in the maize pathogen Colletotrichum graminicola revealed by RNA-Seq analysis. BMC Genomics 15: 842. https://doi.org/10.1186/1471-2164-15-842 PMID: 25281481
    • (2014) BMC Genomics , vol.15 , pp. 842
    • Schliebner, I.1    Becher, R.2    Hempel, M.3    Deising, H.B.4    Horbach, R.5
  • 4
    • 78049346632 scopus 로고    scopus 로고
    • De novo assembly and analysis of RNA-seq data
    • PMID: 20935650
    • Robertson G, Schein J, Chiu R, Corbett R, Field M, Jackman SD, et al. (2010) De novo assembly and analysis of RNA-seq data. Nat Methods 7: 909-912. https://doi.org/10.1038/nmeth.1517 PMID: 20935650
    • (2010) Nat Methods , vol.7 , pp. 909-912
    • Robertson, G.1    Schein, J.2    Chiu, R.3    Corbett, R.4    Field, M.5    Jackman, S.D.6
  • 5
    • 84859768479 scopus 로고    scopus 로고
    • Oases: Robust de novo RNA-seq assembly across the dynamic range of expression levels
    • PMID: 22368243
    • Schulz MH, Zerbino DR, Vingron M, Birney E (2012) Oases: robust de novo RNA-seq assembly across the dynamic range of expression levels. Bioinformatics 28: 1086-1092. https://doi.org/10.1093/bioinformatics/bts094 PMID: 22368243
    • (2012) Bioinformatics , vol.28 , pp. 1086-1092
    • Schulz, M.H.1    Zerbino, D.R.2    Vingron, M.3    Birney, E.4
  • 6
    • 84899847372 scopus 로고    scopus 로고
    • Discovery of novel genes and gene isoforms by integrating transcriptomic and proteomic profiling from mouse liver
    • PMID: 24717071
    • Wu P, Zhang H, Lin W, Hao Y, Ren L, Zhang C, et al. (2014) Discovery of novel genes and gene isoforms by integrating transcriptomic and proteomic profiling from mouse liver. J Proteome Res 13: 2409-2419. https://doi.org/10.1021/pr4012206 PMID: 24717071
    • (2014) J Proteome Res , vol.13 , pp. 2409-2419
    • Wu, P.1    Zhang, H.2    Lin, W.3    Hao, Y.4    Ren, L.5    Zhang, C.6
  • 7
    • 78650970907 scopus 로고    scopus 로고
    • SNP discovery in the bovine milk transcriptome using RNA-seq technology
    • PMID: 21057797
    • Canovas A, Rincon G, Islas-Trejo A, Wickramasinghe S, Medrano JF (2010) SNP discovery in the bovine milk transcriptome using RNA-Seq technology. Mamm Genome 21: 592-598. https://doi.org/10.1007/s00335-010-9297-z PMID: 21057797
    • (2010) Mamm Genome , vol.21 , pp. 592-598
    • Canovas, A.1    Rincon, G.2    Islas-Trejo, A.3    Wickramasinghe, S.4    Medrano, J.F.5
  • 8
    • 84882610007 scopus 로고    scopus 로고
    • Gene-based single nucleotide polymorphism discovery in bovine muscle using next-generation transcriptomic sequencing
    • PMID: 23651547
    • Djari A, Esquerre D, Weiss B, Martins F, Meersseman C, Boussaha M, et al. (2013) Gene-based single nucleotide polymorphism discovery in bovine muscle using next-generation transcriptomic sequencing. BMC Genomics 14: 307. https://doi.org/10.1186/1471-2164-14-307 PMID: 23651547
    • (2013) BMC Genomics , vol.14 , pp. 307
    • Djari, A.1    Esquerre, D.2    Weiss, B.3    Martins, F.4    Meersseman, C.5    Boussaha, M.6
  • 9
    • 84885300845 scopus 로고    scopus 로고
    • Reliable identification of genomic variants from RNA-seq data
    • PMID: 24075185
    • Piskol R, Ramaswami G, Li JB (2013) Reliable identification of genomic variants from RNA-seq data. Am J Hum Genet 93: 641-651. https://doi.org/10.1016/j.ajhg.2013.08.008 PMID: 24075185
    • (2013) Am J Hum Genet , vol.93 , pp. 641-651
    • Piskol, R.1    Ramaswami, G.2    Li, J.B.3
  • 10
    • 57749195712 scopus 로고    scopus 로고
    • RNA-seq: A revolutionary tool fortranscriptomics
    • PMID: 19015660
    • Wang Z, Gerstein M, Snyder M (2009) RNA-Seq: a revolutionary tool fortranscriptomics. Nat Rev Genet 10: 57-63. https://doi.org/10.1038/nrg2484 PMID: 19015660
    • (2009) Nat Rev Genet , vol.10 , pp. 57-63
    • Wang, Z.1    Gerstein, M.2    Snyder, M.3
  • 11
    • 75649135574 scopus 로고    scopus 로고
    • RNA-seq: From technology to biology
    • PMID: 19859660
    • Marguerat S, Bahler J (2010) RNA-seq: from technology to biology. Cell Mol Life Sci 67: 569-579. https://doi.org/10.1007/s00018-009-0180-6 PMID: 19859660
    • (2010) Cell Mol Life Sci , vol.67 , pp. 569-579
    • Marguerat, S.1    Bahler, J.2
  • 12
    • 64149123778 scopus 로고    scopus 로고
    • Next-generation sequencing: From basic research to diagnostics
    • PMID: 19246620
    • Voelkerding KV, Dames SA, Durtschi JD (2009) Next-generation sequencing: from basic research to diagnostics. Clin Chem 55: 641-658. https://doi.org/10.1373/clinchem.2008.112789 PMID: 19246620
    • (2009) Clin Chem , vol.55 , pp. 641-658
    • Voelkerding, K.V.1    Dames, S.A.2    Durtschi, J.D.3
  • 13
    • 84899585223 scopus 로고    scopus 로고
    • Whole genome sequencing as a diagnostic test: Challenges and opportunities
    • PMID: 24227285
    • Chrystoja CC, Diamandis EP (2014) Whole genome sequencing as a diagnostic test: challenges and opportunities. Clin Chem 60: 724-733. https://doi.org/10.1373/clinchem.2013.209213 PMID: 24227285
    • (2014) Clin Chem , vol.60 , pp. 724-733
    • Chrystoja, C.C.1    Diamandis, E.P.2
  • 14
    • 84865421800 scopus 로고    scopus 로고
    • Technical considerations for functional sequencing assays
    • PMID: 22910383
    • Zeng W, Mortazavi A (2012) Technical considerations for functional sequencing assays. Nat Immunol 13: 802-807. https://doi.org/10.1038/ni.2407 PMID: 22910383
    • (2012) Nat Immunol , vol.13 , pp. 802-807
    • Zeng, W.1    Mortazavi, A.2
  • 15
    • 84876996918 scopus 로고    scopus 로고
    • TopHat2: Accurate alignment of transcriptomes in the presence of insertions, deletions and gene fusions
    • PMID: 23618408
    • Kim D, Pertea G, Trapnell C, Pimentel H, Kelley R, Salzberg SL (2013) TopHat2: accurate alignment of transcriptomes in the presence of insertions, deletions and gene fusions. Genome Biol 14: R36. https://doi.org/10.1186/gb-2013-14-4-r36 PMID: 23618408
    • (2013) Genome Biol , vol.14 , pp. R36
    • Kim, D.1    Pertea, G.2    Trapnell, C.3    Pimentel, H.4    Kelley, R.5    Salzberg, S.L.6
  • 16
    • 0642309738 scopus 로고    scopus 로고
    • Evaluation of normalization methods for micro-array data
    • PMID: 12950995
    • Park T, Yi SG, Kang SH, Lee S, Lee YS, Simon R (2003) Evaluation of normalization methods for micro-array data. BMC Bioinformatics 4: 33. https://doi.org/10.1186/1471-2105-4-33 PMID: 12950995
    • (2003) BMC Bioinformatics , vol.4 , pp. 33
    • Park, T.1    Yi, S.G.2    Kang, S.H.3    Lee, S.4    Lee, Y.S.5    Simon, R.6
  • 17
    • 0036898577 scopus 로고    scopus 로고
    • Microarray data normalization and transformation
    • PMID: 12454644
    • Quackenbush J (2002) Microarray data normalization and transformation. Nat Genet 32 Suppl: 496-501. https://doi.org/10.1038/ng1032 PMID: 12454644
    • (2002) Nat Genet , vol.32 , pp. 496-501
    • Quackenbush, J.1
  • 18
    • 77949481052 scopus 로고    scopus 로고
    • Evaluation of statistical methods for normalization and differential expression in mRNA-seq experiments
    • PMID: 20167110
    • Bullard JH, Purdom E, Hansen KD, Dudoit S (2010) Evaluation of statistical methods for normalization and differential expression in mRNA-Seq experiments. BMC Bioinformatics 11: 94. https://doi.org/10.1186/1471-2105-11-94 PMID: 20167110
    • (2010) BMC Bioinformatics , vol.11 , pp. 94
    • Bullard, J.H.1    Purdom, E.2    Hansen, K.D.3    Dudoit, S.4
  • 19
    • 77953176036 scopus 로고    scopus 로고
    • A scaling normalization method for differential expression analysis of RNA-seq data
    • PMID: 20196867
    • Robinson MD, Oshlack A (2010) A scaling normalization method for differential expression analysis of RNA-seq data. Genome Biol 11: R25. https://doi.org/10.1186/gb-2010-11-3-r25 PMID: 20196867
    • (2010) Genome Biol , vol.11 , pp. R25
    • Robinson, M.D.1    Oshlack, A.2
  • 20
    • 84883644707 scopus 로고    scopus 로고
    • Comprehensive evaluation of differential gene expression analysis methods for RNA-seq data
    • PMID: 24020486
    • Rapaport F, Khanin R, Liang Y, Pirun M, Krek A, Zumbo P, et al. (2013) Comprehensive evaluation of differential gene expression analysis methods for RNA-seq data. Genome Biol 14: R95. https://doi.org/10.1186/gb-2013-14-9-r95 PMID: 24020486
    • (2013) Genome Biol , vol.14 , pp. R95
    • Rapaport, F.1    Khanin, R.2    Liang, Y.3    Pirun, M.4    Krek, A.5    Zumbo, P.6
  • 21
    • 46249106990 scopus 로고    scopus 로고
    • Mapping and quantifying mammalian transcriptomes by RNA-seq
    • PMID: 18516045
    • Mortazavi A, Williams BA, McCue K, Schaeffer L, Wold B (2008) Mapping and quantifying mammalian transcriptomes by RNA-Seq. Nat Methods 5: 621-628. https://doi.org/10.1038/nmeth.1226 PMID: 18516045
    • (2008) Nat Methods , vol.5 , pp. 621-628
    • Mortazavi, A.1    Williams, B.A.2    McCue, K.3    Schaeffer, L.4    Wold, B.5
  • 22
    • 65649126066 scopus 로고    scopus 로고
    • Transcript length bias in RNA-seq data confounds systems biology
    • PMID: 19371405
    • Oshlack A, Wakefield MJ (2009) Transcript length bias in RNA-seq data confounds systems biology. Biol Direct 4: 14. https://doi.org/10.1186/1745-6150-4-14 PMID: 19371405
    • (2009) Biol Direct , vol.4 , pp. 14
    • Oshlack, A.1    Wakefield, M.J.2
  • 23
    • 84887791432 scopus 로고    scopus 로고
    • A comprehensive evaluation of normalization methods for illumina high-throughput RNA sequencing data analysis
    • PMID: 22988256
    • Dillies MA, Rau A, Aubert J, Hennequet-Antier C, Jeanmougin M, Servant N, et al. (2013) A comprehensive evaluation of normalization methods for Illumina high-throughput RNA sequencing data analysis. Brief Bioinform 14: 671-683. https://doi.org/10.1093/bib/bbs046 PMID: 22988256
    • (2013) Brief Bioinform , vol.14 , pp. 671-683
    • Dillies, M.A.1    Rau, A.2    Aubert, J.3    Hennequet-Antier, C.4    Jeanmougin, M.5    Servant, N.6
  • 24
    • 83455238345 scopus 로고    scopus 로고
    • GC-content normalization for RNA-seq data
    • PMID: 22177264
    • Risso D, Schwartz K, Sherlock G, Dudoit S (2011) GC-content normalization for RNA-Seq data. BMC Bioinformatics 12: 480. https://doi.org/10.1186/1471-2105-12-480 PMID: 22177264
    • (2011) BMC Bioinformatics , vol.12 , pp. 480
    • Risso, D.1    Schwartz, K.2    Sherlock, G.3    Dudoit, S.4
  • 25
    • 75249087100 scopus 로고    scopus 로고
    • edgeR: A bioconductor package for differential expression analysis of digital gene expression data
    • PMID: 19910308
    • Robinson MD, McCarthy DJ, Smyth GK (2010) edgeR: a Bioconductor package for differential expression analysis of digital gene expression data. Bioinformatics 26: 139-140. https://doi.org/10.1093/bioinformatics/btp616 PMID: 19910308
    • (2010) Bioinformatics , vol.26 , pp. 139-140
    • Robinson, M.D.1    McCarthy, D.J.2    Smyth, G.K.3
  • 26
    • 84872198346 scopus 로고    scopus 로고
    • Differential analysis of gene regulation at transcript resolution with RNA-seq
    • PMID: 23222703
    • Trapnell C, Hendrickson DG, Sauvageau M, Goff L, Rinn JL, Pachter L (2013) Differential analysis of gene regulation at transcript resolution with RNA-seq. Nat Biotechnol 31: 46-53. https://doi.org/10.1038/nbt.2450 PMID: 23222703
    • (2013) Nat Biotechnol , vol.31 , pp. 46-53
    • Trapnell, C.1    Hendrickson, D.G.2    Sauvageau, M.3    Goff, L.4    Rinn, J.L.5    Pachter, L.6
  • 27
    • 77958471357 scopus 로고    scopus 로고
    • Differential expression analysis for sequence count data
    • PMID: 20979621
    • Anders S, Huber W (2010) Differential expression analysis for sequence count data. Genome Biol 11: R106. https://doi.org/10.1186/gb-2010-11-10-r106 PMID: 20979621
    • (2010) Genome Biol , vol.11 , pp. R106
    • Anders, S.1    Huber, W.2
  • 28
    • 84924629414 scopus 로고    scopus 로고
    • Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2
    • PMID: 25516281
    • Love MI, Huber W, Anders S (2014) Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol 15: 550. https://doi.org/10.1186/s13059-014-0550-8 PMID: 25516281
    • (2014) Genome Biol , vol.15 , pp. 550
    • Love, M.I.1    Huber, W.2    Anders, S.3
  • 29
    • 4544341015 scopus 로고    scopus 로고
    • Linear models and empirical bayes methods for assessing differential expression in microarray experiments
    • Smyth GK (2004) Linear models and empirical bayes methods for assessing differential expression in microarray experiments. Stat Appl Genet Mol Biol 3: Article3.
    • (2004) Stat Appl Genet Mol Biol , vol.3
    • Smyth, G.K.1
  • 30
    • 77951996044 scopus 로고    scopus 로고
    • TumorBoost: Normalization of allele-specific tumor copy numbers from a single pair of tumor-normal genotyping microarrays
    • PMID: 20462408
    • Bengtsson H, Neuvial P, Speed TP (2010) TumorBoost: normalization of allele-specific tumor copy numbers from a single pair of tumor-normal genotyping microarrays. BMC Bioinformatics 11: 245. https://doi.org/10.1186/1471-2105-11-245 PMID: 20462408
    • (2010) BMC Bioinformatics , vol.11 , pp. 245
    • Bengtsson, H.1    Neuvial, P.2    Speed, T.P.3
  • 31
    • 77952123055 scopus 로고    scopus 로고
    • Transcript assembly and quantification by RNA-seq reveals unannotated transcripts and isoform switching during cell differentiation
    • PMID: 20436464
    • Trapnell C, Williams BA, Pertea G, Mortazavi A, Kwan G, van Baren MJ, et al. (2010) Transcript assembly and quantification by RNA-Seq reveals unannotated transcripts and isoform switching during cell differentiation. Nat Biotechnol 28: 511-515. https://doi.org/10.1038/nbt.1621 PMID: 20436464
    • (2010) Nat Biotechnol , vol.28 , pp. 511-515
    • Trapnell, C.1    Williams, B.A.2    Pertea, G.3    Mortazavi, A.4    Kwan, G.5    Van Baren, M.J.6
  • 32
    • 84859885816 scopus 로고    scopus 로고
    • Differential gene and transcript expression analysis of RNA-seq experiments with TopHat and cufflinks
    • PMID: 22383036
    • Trapnell C, Roberts A, Goff L, Pertea G, Kim D, Kelley DR, et al. (2012) Differential gene and transcript expression analysis of RNA-seq experiments with TopHat and Cufflinks. Nat Protoc 7: 562-578. https://doi.org/10.1038/nprot.2012.016 PMID: 22383036
    • (2012) Nat Protoc , vol.7 , pp. 562-578
    • Trapnell, C.1    Roberts, A.2    Goff, L.3    Pertea, G.4    Kim, D.5    Kelley, D.R.6
  • 33
    • 84909644283 scopus 로고    scopus 로고
    • Normalization of RNA-seq data using factor analysis of control genes or samples
    • PMID: 25150836
    • Risso D, Ngai J, Speed TP, Dudoit S (2014) Normalization of RNA-seq data using factor analysis of control genes or samples. Nat Biotechnol 32: 896-902. https://doi.org/10.1038/nbt.2931 PMID: 25150836
    • (2014) Nat Biotechnol , vol.32 , pp. 896-902
    • Risso, D.1    Ngai, J.2    Speed, T.P.3    Dudoit, S.4
  • 34
    • 84858606519 scopus 로고    scopus 로고
    • A comparison of statistical methods for detecting differentially expressed genes from RNA-seq data
    • PMID: 22268221
    • Kvam VM, Liu P, Si Y (2012) A comparison of statistical methods for detecting differentially expressed genes from RNA-seq data. Am J Bot 99: 248-256. https://doi.org/10.3732/ajb.1100340 PMID: 22268221
    • (2012) Am J Bot , vol.99 , pp. 248-256
    • Kvam, V.M.1    Liu, P.2    Si, Y.3
  • 35
    • 84928199480 scopus 로고    scopus 로고
    • Comparison of software packages for detecting differential expression in RNA-seq studies
    • Seyednasrollah F, Laiho A, Elo LL (2013) Comparison of software packages for detecting differential expression in RNA-seq studies. Brief Bioinform.
    • (2013) Brief Bioinform
    • Seyednasrollah, F.1    Laiho, A.2    Elo, L.L.3
  • 36
    • 84874677498 scopus 로고    scopus 로고
    • A comparison of methods for differential expression analysis of RNA-seq data
    • PMID: 23497356
    • Soneson C, Delorenzi M (2013) A comparison of methods for differential expression analysis of RNA-seq data. BMC Bioinformatics 14: 91. https://doi.org/10.1186/1471-2105-14-91 PMID: 23497356
    • (2013) BMC Bioinformatics , vol.14 , pp. 91
    • Soneson, C.1    Delorenzi, M.2
  • 37
    • 41149085992 scopus 로고    scopus 로고
    • Small-sample estimation of negative binomial dispersion, with applications to SAGE data
    • PMID: 17728317
    • Robinson MD, Smyth GK (2008) Small-sample estimation of negative binomial dispersion, with applications to SAGE data. Biostatistics 9: 321-332. https://doi.org/10.1093/biostatistics/kxm030 PMID: 17728317
    • (2008) Biostatistics , vol.9 , pp. 321-332
    • Robinson, M.D.1    Smyth, G.K.2
  • 38
    • 84925762464 scopus 로고    scopus 로고
    • Goodness-of-fit tests and model diagnostics for negative binomial regression of RNA sequencing data
    • PMID: 25787144
    • Mi G, Di Y, Schafer DW (2015) Goodness-of-fit tests and model diagnostics for negative binomial regression of RNA sequencing data. PLoS One 10: e0119254. https://doi.org/10.1371/journal.pone.0119254 PMID: 25787144
    • (2015) PLoS One , vol.10 , pp. e0119254
    • Mi, G.1    Di, Y.2    Schafer, D.W.3
  • 40
    • 33748491517 scopus 로고    scopus 로고
    • The MicroArray quality control (MAQC) project shows inter- and intraplatform reproducibility of gene expression measurements
    • PMID: 16964229
    • Consortium M, Shi L, Reid LH, Jones WD, Shippy R, Warrington JA, et al. (2006) The MicroArray Quality Control (MAQC) project shows inter- and intraplatform reproducibility of gene expression measurements. Nat Biotechnol 24: 1151-1161. https://doi.org/10.1038/nbt1239 PMID: 16964229
    • (2006) Nat Biotechnol , vol.24 , pp. 1151-1161
    • Consortium, M.1    Shi, L.2    Reid, L.H.3    Jones, W.D.4    Shippy, R.5    Warrington, J.A.6
  • 41
    • 84864928010 scopus 로고    scopus 로고
    • CEDER: Accurate detection of differentially expressed genes by combining significance of exons using RNA-seq
    • PMID: 22641709
    • Wan L, Sun F (2012) CEDER: accurate detection of differentially expressed genes by combining significance of exons using RNA-Seq. IEEE/ACM Trans Comput Biol Bioinform 9: 1281-1292. https://doi.org/10.1109/TCBB.2012.83 PMID: 22641709
    • (2012) IEEE/ACM Trans Comput Biol Bioinform , vol.9 , pp. 1281-1292
    • Wan, L.1    Sun, F.2
  • 42
    • 84905912949 scopus 로고    scopus 로고
    • A comparative study of techniques for differential expression analysis on RNA-seq data
    • PMID: 25119138
    • Zhang ZH, Jhaveri DJ, Marshall VM, Bauer DC, Edson J, Narayanan RK, et al. (2014) A comparative study of techniques for differential expression analysis on RNA-Seq data. PLoS One 9: e103207. https://doi.org/10.1371/journal.pone.0103207 PMID: 25119138
    • (2014) PLoS One , vol.9 , pp. e103207
    • Zhang, Z.H.1    Jhaveri, D.J.2    Marshall, V.M.3    Bauer, D.C.4    Edson, J.5    Narayanan, R.K.6
  • 43
    • 85017326093 scopus 로고    scopus 로고
    • A shared transcriptional program in early breast Neoplasias despite genetic and clinical distinctions
    • PMID: 24887547
    • Brunner AL, Li J, Guo X, Sweeney RT, Varma S, Zhu SX, et al. (2014) A shared transcriptional program in early breast neoplasias despite genetic and clinical distinctions. Genome Biol 15: R71. https://doi.org/10.1186/gb-2014-15-5-r71 PMID: 24887547
    • (2014) Genome Biol , vol.15 , pp. R71
    • Brunner, A.L.1    Li, J.2    Guo, X.3    Sweeney, R.T.4    Varma, S.5    Zhu, S.X.6
  • 44
    • 33646023117 scopus 로고    scopus 로고
    • An introduction to ROC analysis
    • Fawcett T (2006) An introduction to ROC analysis. Pattern Recognition Letters 27: 861-874.
    • (2006) Pattern Recognition Letters , vol.27 , pp. 861-874
    • Fawcett, T.1
  • 45
    • 0020083498 scopus 로고
    • The meaning and use of the area under a receiver operating characteristic (ROC) curve
    • PMID: 7063747
    • Hanley JA, McNeil BJ (1982) The Meaning and Use of the Area under a Receiver Operating Characteristic (ROC) Curve. Radiology 143: 29-36. https://doi.org/10.1148/radiology.143.1.7063747 PMID: 7063747
    • (1982) Radiology , vol.143 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 46
    • 84928199480 scopus 로고    scopus 로고
    • Comparison of software packages for detecting differential expression in RNA-seq studies
    • PMID: 24300110
    • Seyednasrollah F, Laiho A, Elo LL (2015) Comparison of software packages for detecting differential expression in RNA-seq studies. Brief Bioinform 16: 59-70. https://doi.org/10.1093/bib/bbt086 PMID: 24300110
    • (2015) Brief Bioinform , vol.16 , pp. 59-70
    • Seyednasrollah, F.1    Laiho, A.2    Elo, L.L.3
  • 47
    • 33744509689 scopus 로고    scopus 로고
    • Basic microarray analysis: Strategies for successful experiments
    • PMID: 16671398
    • Ness SA (2006) Basic microarray analysis: strategies for successful experiments. Methods Mol Biol 316: 13-33. https://doi.org/10.1385/1-59259-964-8:13 PMID: 16671398
    • (2006) Methods Mol Biol , vol.316 , pp. 13-33
    • Ness, S.A.1
  • 48
    • 0242333835 scopus 로고    scopus 로고
    • Normalization of cDNA microarray data
    • PMID: 14597310
    • Smyth GK, Speed T (2003) Normalization of cDNA microarray data. Methods 31: 265-273. PMID: 14597310
    • (2003) Methods , vol.31 , pp. 265-273
    • Smyth, G.K.1    Speed, T.2
  • 49
    • 77649229497 scopus 로고    scopus 로고
    • mRNA and microRNA quality control for RT-qPCR analysis
    • PMID: 20079844
    • Becker C, Hammerle-Fickinger A, Riedmaier I, Pfaffl MW (2010) mRNA and microRNA quality control for RT-qPCR analysis. Methods 50: 237-243. https://doi.org/10.1016/j.ymeth.2010.01.010 PMID: 20079844
    • (2010) Methods , vol.50 , pp. 237-243
    • Becker, C.1    Hammerle-Fickinger, A.2    Riedmaier, I.3    Pfaffl, M.W.4
  • 51
    • 79960208246 scopus 로고    scopus 로고
    • Sequencing technology does not eliminate biological variability
    • PMID: 21747377
    • Hansen KD, Wu Z, Irizarry RA, Leek JT (2011) Sequencing technology does not eliminate biological variability. Nat Biotechnol 29: 572-573. https://doi.org/10.1038/nbt.1910 PMID: 21747377
    • (2011) Nat Biotechnol , vol.29 , pp. 572-573
    • Hansen, K.D.1    Wu, Z.2    Irizarry, R.A.3    Leek, J.T.4
  • 52
    • 84896735766 scopus 로고    scopus 로고
    • Voom: Precision weights unlock linear model analysis tools for RNA-seq read counts
    • PMID: 24485249
    • Law CW, Chen Y, Shi W, Smyth GK (2014) voom: Precision weights unlock linear model analysis tools for RNA-seq read counts. Genome Biol 15: R29. https://doi.org/10.1186/gb-2014-15-2-r29 PMID: 24485249
    • (2014) Genome Biol , vol.15 , pp. R29
    • Law, C.W.1    Chen, Y.2    Shi, W.3    Smyth, G.K.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.