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@article {rocke2015excess,
author = {Rocke, David M and Ruan, Luyao and Zhang, Yilun and Gossett, J. Jared and Durbin-Johnson, Blythe and Aviran, Sharon},
title = {Excess False Positive Rates in Methods for Differential Gene Expression Analysis using {RNA}-Seq Data},
year = {2015},
doi = {10.1101/020784},
publisher = {Cold Spring Harbor Labs Journals},
eprint = {http://www.biorxiv.org/content/early/2015/06/11/020784.full.pdf},
journal = {bioRxiv}
}
@article{lonsdale2013genotype,
title={The genotype-tissue expression ({GTEx}) project},
author={Lonsdale, John and Thomas, Jeffrey and Salvatore, Mike and Phillips, Rebecca and Lo, Edmund and Shad, Saboor and Hasz, Richard and Walters, Gary and Garcia, Fernando and Young, Nancy and others},
journal={Nature genetics},
volume={45},
number={6},
pages={580--585},
year={2013},
doi={10.1038/ng.2653},
publisher={Nature Publishing Group}
}
@incollection{ghosh1994some,
title={On some {B}ayesian solutions of the {N}eyman-{S}cott problem},
author={Ghosh, Malay},
booktitle={Statistical Decision Theory and Related Topics V},
pages={267--276},
year={1994},
publisher={Springer}
}
@article{brewster1974improving,
title={Improving on equivariant estimators},
author={Brewster, J-Fa and Zidek, JV},
journal={The Annals of Statistics},
pages={21--38},
year={1974},
publisher={JSTOR}
}
@article{lindsay1982conditional,
title={Conditional score functions: some optimality results},
author={Lindsay, Bruce},
journal={Biometrika},
volume={69},
number={3},
pages={503--512},
year={1982},
publisher={Biometrika Trust}
}
@article{chen2008extended,
title={Extended {B}ayesian information criteria for model selection with large model spaces},
author={Chen, Jiahua and Chen, Zehua},
journal={Biometrika},
volume={95},
number={3},
pages={759--771},
year={2008},
publisher={Biometrika Trust}
}
@article{chen2016normalization,
title={Normalization of Single Cell {RNA} Sequencing Data Using both Control and Target Genes},
author={Chen, Mengjie and Zhou, Xiang},
journal={bioRxiv},
pages={045070},
year={2016},
publisher={Cold Spring Harbor Labs Journals}
}
@incollection{lucas2006sparse,
author = {Lucas, Joe and Carvalho, Carlos and Wang, Quanli and Bild, Andrea and Nevins, JR and West, Mike},
title = {Sparse statistical modelling in gene expression genomics},
editor = {Do, Kim-Anh and M{\"u}ller, Peter and Vannucci, Marina},
booktitle = {Bayesian inference for gene expression and proteomics},
publisher = {Cambridge University Press},
year = {2006},
pages = {155--176},
url = {http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.64.3761}
}
@article{gagnon2012using,
title={Using control genes to correct for unwanted variation in microarray data},
author={Gagnon-Bartsch, Johann A and Speed, Terence P},
journal={Biostatistics},
volume={13},
number={3},
pages={539--552},
year={2012},
doi={10.1093/biostatistics/kxr034},
publisher={Biometrika Trust}
}
@techreport{gagnon2013removing,
title={Removing Unwanted Variation from High Dimensional Data with Negative Controls},
author={Gagnon-Bartsch, Johann and Jacob, Laurent and Speed, Terence},
year={2013},
institution={Technical Report 820, Department of Statistics, University of California, Berkeley},
url={http://statistics.berkeley.edu/tech-reports/820}
}
@article{leek2007capturing,
title={Capturing heterogeneity in gene expression studies by surrogate variable analysis},
author={Leek, Jeffrey T and Storey, John D},
journal={PLoS Genetics},
volume={3},
number={9},
pages={1724--1735},
doi={10.1371/journal.pgen.0030161},
year={2007}
}
@article{storey2003positive,
author = "Storey, John D.",
doi = "10.1214/aos/1074290335",
fjournal = "The Annals of Statistics",
journal = "Ann. Statist.",
month = "12",
number = "6",
pages = "2013--2035",
publisher = "The Institute of Mathematical Statistics",
title = "The positive false discovery rate: a {B}ayesian interpretation and the $q$-value",
volume = "31",
year = "2003"
}
@article{sun2012multiple,
author = "Sun, Yunting and Zhang, Nancy R. and Owen, Art B.",
doi = "10.1214/12-AOAS561",
fjournal = "The Annals of Applied Statistics",
journal = "Ann. Appl. Stat.",
month = "12",
number = "4",
pages = "1664--1688",
publisher = "The Institute of Mathematical Statistics",
title = "Multiple hypothesis testing adjusted for latent
variables, with an application to the {AGEMAP} gene expression
data",
volume = "6",
year = "2012"
}
@article{owen2009bi,
author = "Owen, Art B. and Perry, Patrick O.",
doi = "10.1214/08-AOAS227",
fjournal = "The Annals of Applied Statistics",
journal = "Ann. Appl. Stat.",
month = "06",
number = "2",
pages = "564--594",
publisher = "The Institute of Mathematical Statistics",
title = "Bi-cross-validation of the {SVD} and the
nonnegative matrix factorization",
volume = "3",
year = "2009"
}
@article{wang2015confounder,
title={Confounder Adjustment in Multiple Hypothesis Testing},
author={Wang, Jingshu and Zhao, Qingyuan and Hastie, Trevor and Owen, Art B},
journal={arXiv preprint arXiv:1508.04178},
year={2015},
url={https://arxiv.org/abs/1508.04178}
}
@article{leek2008general,
title={A general framework for multiple testing dependence},
author={Leek, Jeffrey T and Storey, John D},
journal={Proceedings of the National Academy of Sciences},
volume={105},
number={48},
pages={18718--18723},
year={2008},
doi={10.1073/pnas.0808709105},
publisher={National Acad Sciences}
}
@article{price2006principal,
title={Principal components analysis corrects for stratification in genome-wide association studies},
author={Price, Alkes L and Patterson, Nick J and Plenge, Robert M and Weinblatt, Michael E and Shadick, Nancy A and Reich, David},
journal={Nature genetics},
volume={38},
number={8},
pages={904--909},
year={2006},
doi={10.1038/ng1847},
publisher={Nature Publishing Group}
}
@article{friguet2009factor,
title={A factor model approach to multiple testing under dependence},
author={Friguet, Chlo{\'e} and Kloareg, Maela and Causeur, David},
journal={Journal of the American Statistical Association},
volume={104},
number={488},
pages={1406--1415},
year={2009},
publisher={Taylor \& Francis}
}
@article{lucas2010latent,
title={Latent factor analysis to discover pathway-associated putative segmental aneuploidies in human cancers},
author={Lucas, Joseph E and Kung, Hsiu-Ni and Chi, Jen-Tsan A},
year={2010}
}
@article{desai2012cross,
title={Cross-dimensional inference of dependent high-dimensional data},
author={Desai, Keyur H and Storey, John D},
journal={Journal of the American Statistical Association},
volume={107},
number={497},
pages={135--151},
year={2012},
publisher={Taylor \& Francis Group}
}
@article{yang2013accounting,
title={Accounting for non-genetic factors by low-rank representation and sparse regression for eQTL mapping},
author={Yang, Can and Wang, Lin and Zhang, Shuqin and Zhao, Hongyu},
journal={Bioinformatics},
volume={29},
number={8},
pages={1026--1034},
year={2013},
publisher={Oxford Univ Press}
}
%% Bayesian methods
@inproceedings{stegle2008accounting,
title={Accounting for non-genetic factors improves the power of eQTL studies},
author={Stegle, Oliver and Kannan, Anitha and Durbin, Richard and Winn, John},
booktitle={Research in Computational Molecular Biology},
pages={411--422},
year={2008},
organization={Springer}
}
@article{stegle2010bayesian,
title={A {B}ayesian framework to account for complex non-genetic factors in gene expression levels greatly increases power in eQTL studies},
author={Stegle, Oliver and Parts, Leopold and Durbin, Richard and Winn, John},
journal={PLoS Comput Biol},
volume={6},
number={5},
pages={e1000770},
year={2010}
}
@article{fusi2012joint,
title={Joint modelling of confounding factors and prominent genetic regulators provides increased accuracy in genetical genomics studies},
author={Fusi, Nicol{\'o} and Stegle, Oliver and Lawrence, Neil D},
journal={PLoS Comput Biol},
volume={8},
number={1},
pages={e1002330},
year={2012}
}
@article{stegle2012using,
title={Using probabilistic estimation of expression residuals (PEER) to obtain increased power and interpretability of gene expression analyses},
author={Stegle, Oliver and Parts, Leopold and Piipari, Matias and Winn, John and Durbin, Richard},
journal={Nature protocols},
volume={7},
number={3},
pages={500--507},
year={2012},
publisher={Nature Publishing Group}
}
%% Covariance Methods
@article{kang2008accurate,
title={Accurate discovery of expression quantitative trait loci under confounding from spurious and genuine regulatory hotspots},
author={Kang, Hyun Min and Ye, Chun and Eskin, Eleazar},
journal={Genetics},
volume={180},
number={4},
pages={1909--1925},
year={2008},
publisher={Genetics Soc America}
}
@article{listgarten2010correction,
title={Correction for hidden confounders in the genetic analysis of gene expression},
author={Listgarten, Jennifer and Kadie, Carl and Schadt, Eric E and Heckerman, David},
journal={Proceedings of the National Academy of Sciences},
volume={107},
number={38},
pages={16465--16470},
year={2010},
publisher={National Acad Sciences}
}
@article{allen2012inference,
title={Inference with transposable data: modelling the effects of row and column correlations},
author={Allen, Genevera I and Tibshirani, Robert},
journal={Journal of the Royal Statistical Society: Series B (Statistical Methodology)},
volume={74},
number={4},
pages={721--743},
year={2012},
publisher={Wiley Online Library}
}
@article{allen2010transposable,
title={Transposable regularized covariance models with an application to missing data imputation},
author={Allen, Genevera I and Tibshirani, Robert},
journal={The Annals of Applied Statistics},
volume={4},
number={2},
pages={764--790},
year={2010},
doi={10.1214/09-AOAS314},
publisher={NIH Public Access}
}
@article{lazar2012batch,
title={Batch effect removal methods for microarray gene expression data integration: a survey},
author={Lazar, Cosmin and Meganck, Stijn and Taminau, Jonatan and Steenhoff, David and Coletta, Alain and Molter, Colin and Weiss-Sol{\'\i}s, David Y and Duque, Robin and Bersini, Hugues and Now{\'e}, Ann},
journal={Briefings in bioinformatics},
pages={bbs037},
year={2012},
publisher={Oxford Univ Press}
}
%% other papers
@article{efron2007size,
title={Size, power and false discovery rates},
author={Efron, Bradley},
journal={The Annals of Statistics},
pages={1351--1377},
year={2007},
publisher={JSTOR}
}
@article{carvalho2008high,
title={High-dimensional sparse factor modeling: applications in gene expression genomics},
author={Carvalho, Carlos M and Chang, Jeffrey and Lucas, Joseph E and Nevins, Joseph R and Wang, Quanli and West, Mike},
journal={Journal of the American Statistical Association},
volume={103},
number={484},
year={2008}
}
@article{yu2006unified,
title={A unified mixed-model method for association mapping that accounts for multiple levels of relatedness},
author={Yu, Jianming and Pressoir, Gael and Briggs, William H and Bi, Irie Vroh and Yamasaki, Masanori and Doebley, John F and McMullen, Michael D and Gaut, Brandon S and Nielsen, Dahlia M and Holland, James B},
journal={Nature genetics},
volume={38},
number={2},
pages={203--208},
year={2006},
publisher={Nature Publishing Group}
}
@article{patterson2006population,
title={Population structure and eigenanalysis},
author={Patterson, Nick and Price, Alkes L and Reich, David},
year={2006}
}
@article{kang2008efficient,
title={Efficient control of population structure in model organism association mapping},
author={Kang, Hyun Min and Zaitlen, Noah A and Wade, Claire M and Kirby, Andrew and Heckerman, David and Daly, Mark J and Eskin, Eleazar},
journal={Genetics},
volume={178},
number={3},
pages={1709--1723},
year={2008},
publisher={Genetics Soc America}
}
@article{karpievitch2009normalization,
title={Normalization of peak intensities in bottom-up MS-based proteomics using singular value decomposition},
author={Karpievitch, Yuliya V and Taverner, Thomas and Adkins, Joshua N and Callister, Stephen J and Anderson, Gordon A and Smith, Richard D and Dabney, Alan R},
journal={Bioinformatics},
volume={25},
number={19},
pages={2573--2580},
year={2009},
publisher={Oxford Univ Press}
}
@article{blum2010factor,
title={A factor model to analyze heterogeneity in gene expression},
author={Blum, Yuna and Le Mignon, Guillaume and Lagarrigue, Sandrine and Causeur, David},
journal={BMC bioinformatics},
volume={11},
number={1},
pages={368},
year={2010},
publisher={BioMed Central Ltd}
}
@article{kang2010variance,
title={Variance component model to account for sample structure in genome-wide association studies},
author={Kang, Hyun Min and Sul, Jae Hoon and Service, Susan K and Zaitlen, Noah A and Kong, Sit-yee and Freimer, Nelson B and Sabatti, Chiara and Eskin, Eleazar},
journal={Nature genetics},
volume={42},
number={4},
pages={348--354},
year={2010},
publisher={Nature Publishing Group}
}
@article{mecham2010supervised,
title={Supervised normalization of microarrays},
author={Mecham, Brigham H and Nelson, Peter S and Storey, John D},
journal={Bioinformatics},
volume={26},
number={10},
pages={1308--1315},
year={2010},
publisher={Oxford Univ Press}
}
@article{chakraborty2012surrogate,
title={Surrogate variable analysis using partial least squares (SVA-PLS) in gene expression studies},
author={Chakraborty, Sutirtha and Datta, Somnath and Datta, Susmita},
journal={Bioinformatics},
volume={28},
number={6},
pages={799--806},
year={2012},
publisher={Oxford Univ Press}
}
@article{deleforge2014high,
title={High-dimensional regression with gaussian mixtures and partially-latent response variables},
author={Deleforge, Antoine and Forbes, Florence and Horaud, Radu},
journal={Statistics and Computing},
pages={1--19},
year={2014},
publisher={Springer}
}
@article{mostafavi2013normalizing,
title={Normalizing {RNA}-sequencing data by modeling hidden covariates with prior knowledge},
author={Mostafavi, Sara and Battle, Alexis and Zhu, Xiaowei and Urban, Alexander E and Levinson, Douglas and Montgomery, Stephen B and Koller, Daphne},
journal={PLoS One},
volume={8},
number={7},
year={2013},
publisher={Public Library of Science}
}
@article{lin2015regularization,
title={Regularization methods for high-dimensional instrumental variables regression with an application to genetical genomics},
author={Lin, Wei and Feng, Rui and Li, Hongzhe},
journal={Journal of the American Statistical Association},
volume={110},
number={509},
pages={270--288},
year={2015},
publisher={Taylor \& Francis}
}
@article {bai2012statistical,
AUTHOR = {Bai, Jushan and Li, Kunpeng},
TITLE = {Statistical analysis of factor models of high dimension},
JOURNAL = {Ann. Statist.},
FJOURNAL = {The Annals of Statistics},
VOLUME = {40},
YEAR = {2012},
NUMBER = {1},
PAGES = {436--465},
ISSN = {0090-5364},
MRCLASS = {62H25 (62F12)},
MRNUMBER = {3014313},
MRREVIEWER = {Xin Yuan Song},
DOI = {10.1214/11-AOS966},
}
@article{cook2010envelope,
title={Envelope models for parsimonious and efficient multivariate linear regression},
author={Cook, R Dennis and Li, Bing and Chiaromonte, Francesca},
journal={Statist. Sinica},
volume={20},
number={3},
pages={927--960},
year={2010}
}
@article{smyth2004linear,
title={Linear models and empirical {B}ayes methods for assessing differential expression in microarray experiments},
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