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Most cited papers in Gene expression and cancer classification

Gene expression and cancer classification

What are the most cited papers in Gene expression and cancer classification?

The most cited paper in Gene expression and cancer classification is "Analysis of Relative Gene Expression Data Using Real-Time Quantitative PCR and the 2−ΔΔCT Method" (Kenneth J. Livak, Thomas D. Schmittgen, 2001), with 184,956 citations. Next come "Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles" (58,060) and "edgeR : a Bioconductor package for differential expression analysis of digital gene expression data" (45,449).

Showing 50 of 100 papers. Every paper with more than 4,994 citations is listed.

Most cited papers, sortable by citations and release date
#Paper
1 Analysis of Relative Gene Expression Data Using Real-Time Quantitative PCR and the 2−ΔΔCT Method Kenneth J. Livak, Thomas D. Schmittgen · Methods Dec 2001 184,956
2 Gene set enrichment analysis: A knowledge-based approach for interpreting genome-wide expression profiles Aravind N. Subramanian, Pablo Tamayo, Vamsi Krishna Mootha et al. · Proceedings of the National Academy of Sciences Open access 30 Sep 2005 58,060
3 edgeR : a Bioconductor package for differential expression analysis of digital gene expression data Mark D. Robinson, Davis James McCarthy, Gordon K. Smyth · Bioinformatics Open access 11 Nov 2009 45,449
4 limma powers differential expression analyses for RNA-sequencing and microarray studies Matthew E. Ritchie, Belinda Phipson, Di Wu et al. · Nucleic Acids Research Open access 20 Jan 2015 44,530
5 clusterProfiler: an R Package for Comparing Biological Themes Among Gene Clusters Guangchuang Yu, Li-Gen Wang, Yanyan Han et al. · OMICS A Journal of Integrative Biology Open access 28 Mar 2012 39,704
6 Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources Da Wei Huang, Brad T. Sherman, Richard A. Lempicki · Nature Protocols 18 Dec 2008 37,929
7 A new mathematical model for relative quantification in real-time RT-PCR Michael Walter Pfaffl · Nucleic Acids Research Open access May 2001 35,329
8 BEDTools: a flexible suite of utilities for comparing genomic features Aaron R. Quinlan, Ira M. Hall · Bioinformatics Open access 28 Jan 2010 31,302
9 The Genome Analysis Toolkit: A MapReduce framework for analyzing next-generation DNA sequencing data Aaron McKenna, Matthew G. Hanna, Eric Banks et al. · Genome Research Open access 19 Jul 2010 30,696
10 featureCounts: an efficient general purpose program for assigning sequence reads to genomic features Yang Liao, Gordon K. Smyth, Wei Shi · Bioinformatics Open access 13 Nov 2013 30,361
11 WGCNA: an R package for weighted correlation network analysis Peter Langfelder, Steve Horvath · BMC Bioinformatics Open access Dec 2008 30,149
12 Analyzing real-time PCR data by the comparative CT method Thomas D. Schmittgen, Kenneth J. Livak · Nature Protocols Jun 2008 27,138
13 Reproducible, interactive, scalable and extensible microbiome data science using QIIME 2 Evan K Bolyen et al. · Nature Biotechnology Open access112 authors 24 Jul 2019 25,165
14 Regularization and Variable Selection Via the Elastic Net Hui Jun Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) Open access 9 Mar 2005 21,757
15 Accurate normalization of real-time quantitative RT-PCR data by geometric averaging of multiple internal control genes Jo Vandesompele, Katleen De Preter, Filip Pattyn et al. · Genome biology Open access 18 Jun 2002 20,347
16 Metagenomic biomarker discovery and explanation Nicola Segata, Jacques Izard, Levi D. Waldron et al. · Genome biology Open access 24 Jun 2011 17,136
17 Twelve years of SAMtools and BCFtools Petr Danecek, James Bonfield, Jennifer Liddle et al. · GigaScience Open access 29 Jan 2021 17,094
18 GSVA: gene set variation analysis for microarray and RNA-Seq data Sonja Hänzelmann, Robert Castelo, Justin Guinney · BMC Bioinformatics Open access 16 Jan 2013 17,089
19 Arlequin suite ver 3.5: a new series of programs to perform population genetics analyses under Linux and Windows Laurent Excoffier, Heidi E. L. Lischer · Molecular Ecology Resources Mar 2010 16,765
20 Differential expression analysis for sequence count data Simon Anders, Wolfgang K. Huber · Genome biology Open access Oct 2010 16,645
21 The MIQE Guidelines: Minimum Information for Publication of Quantitative Real-Time PCR Experiments Stephen Andrew Bustin, Vladimı́r Beneš, Jeremy A. Garson et al. · Clinical Chemistry Open access 26 Feb 2009 16,583
22 Molecular portraits of human breast tumours Charles M. Perou, Thérese Sørlie, Michael B. Eisen et al. · Nature 17 Aug 2000 16,552
23 Cluster analysis and display of genome-wide expression patterns Michael B. Eisen, Paul T. Spellman, Patrick O. Brown et al. · Proceedings of the National Academy of Sciences Open access 8 Dec 1998 16,479
24 Tissue-based map of the human proteome Mathias Uhlén et al. · Science Open access 22 Jan 2015 16,343
25 Integrative Analysis of Complex Cancer Genomics and Clinical Profiles Using the cBioPortal Jianjiong Gao, Bülent Arman Aksoy, Uğur Doğrusöz et al. · Science Signaling Open access 2 Apr 2013 16,184
26 Metascape provides a biologist-oriented resource for the analysis of systems-level datasets Yingyao Zhou, Bin Zhou, Lars Pache et al. · Nature Communications Open access 3 Apr 2019 16,072
27 The Molecular Signatures Database Hallmark Gene Set Collection Arthur Liberzon, Chet Birger, Helga Thorvaldsdóttir et al. · Cell Systems Open access Dec 2015 15,167
28 ggplot2: Elegant Graphics for Data Analysis Cedric E. Ginestet · Journal of the Royal Statistical Society Series A (Statistics in Society) 2011 14,905
29 Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists Da Wei Huang, Brad T. Sherman, Richard A. Lempicki · Nucleic Acids Research Open access 25 Nov 2008 14,856
30 Robust enumeration of cell subsets from tissue expression profiles Aaron M. Newman, Chih Long Liu, Michael Richard Green et al. · Nature Methods Open access 30 Mar 2015 14,493
31 Mapping and quantifying mammalian transcriptomes by RNA-Seq Ali Mortazavi, Brian A. Williams, Kenneth McCue et al. · Nature Methods Open access 30 May 2008 14,472
32 Gene Expression Omnibus: NCBI gene expression and hybridization array data repository Ron Edgar · Nucleic Acids Research Open access 2002 14,110
33 Comprehensive molecular portraits of human breast tumours The Cancer Genome Atlas Network · Nature Open access 21 Sep 2012 12,624
34 CD-HIT: accelerated for clustering the next-generation sequencing data LiMin Fu, Beifang Niu, Zhengwei Zhu et al. · Bioinformatics Open access 11 Oct 2012 12,256
35 Linear Models and Empirical Bayes Methods for Assessing Differential Expression in Microarray Experiments Gordon K. Smyth · Statistical Applications in Genetics and Molecular Biology 12 Jan 2004 12,191
36 Blast2GO: a universal tool for annotation, visualization and analysis in functional genomics research Ana Conesa, Stefan Götz, Juan Miguel García-Gómez et al. · Bioinformatics Open access 4 Aug 2005 12,162
37 Enrichr: a comprehensive gene set enrichment analysis web server 2016 update Maxim V. Kuleshov, Matthew R. Jones, Andrew D. Rouillard et al. · Nucleic Acids Research Open access 3 May 2016 12,102
38 MEME SUITE: tools for motif discovery and searching Timothy L. Bailey, Mikael Bodén, Fabian A. Buske et al. · Nucleic Acids Research Open access 20 May 2009 11,719
39 Molecular Classification of Cancer: Class Discovery and Class Prediction by Gene Expression Monitoring Todd R. Golub, Donna K. Slonim, Pablo Tamayo et al. · Science 15 Oct 1999 11,660
40 Creating the CIPRES Science Gateway for inference of large phylogenetic trees Mark A. Miller, Wayne Pfeiffer, Terri Schwartz Conference paper Nov 2010 11,502
41 Complex heatmaps reveal patterns and correlations in multidimensional genomic data Zuguang Gu, Roland Eils, Matthias Schlesner · Bioinformatics Open access 20 May 2016 11,317
42 MultiQC: summarize analysis results for multiple tools and samples in a single report Philip Ewels, Måns Magnusson, Sverker Lundin et al. · Bioinformatics Open access 16 Jun 2016 11,105
43 Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications Thérese Sørlie, Charles M. Perou, Robert John Tibshirani et al. · Proceedings of the National Academy of Sciences Open access 11 Sep 2001 11,073
44 NCBI GEO: archive for functional genomics data sets—update Tanya Barrett, Stephen E. Wilhite, Pierre Ledoux et al. · Nucleic Acids Research Open access 26 Nov 2012 11,009
45 Exploration, normalization, and summaries of high density oligonucleotide array probe level data Rafael A. Irizarry · Biostatistics Apr 2003 10,831
46 PGC-1α-responsive genes involved in oxidative phosphorylation are coordinately downregulated in human diabetes Vamsi Krishna Mootha et al. · Nature Genetics 13 Jun 2003 10,808
47 Significance analysis of microarrays applied to the ionizing radiation response Virginia Goss Tusher, Robert John Tibshirani, Gilbert Chu · Proceedings of the National Academy of Sciences Open access 17 Apr 2001 10,744
48 GEPIA: a web server for cancer and normal gene expression profiling and interactive analyses Zefang Tang, Chenwei Li, Chenwei Li et al. · Nucleic Acids Research Open access 5 Apr 2017 10,731
49 Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy Hanchuan Peng, Fuhui Long, Chen Ding · IEEE Transactions on Pattern Analysis and Machine Intelligence 22 Jun 2005 10,690
50 MEGAHIT: an ultra-fast single-node solution for large and complex metagenomics assembly via succinct de Bruijn graph Dinghua Li, Chi-Man Liu, Ruibang Luo et al. · Bioinformatics Open access 20 Jan 2015 10,529

Citations are OpenAlex's own counts, from its 2026-09-23 snapshot, so the ranking can differ from Google Scholar or Web of Science. A paper is listed for a field when OpenAlex files it under one of the field's topics; retracted papers and papers whose citation count cannot be traced to citing works are left out, and a preprint and the article it became are shown once. Release dates are OpenAlex's: where a source gave only a month or a year, that is what is shown. How the lists are chosen.