Photo of John Quackenbush,  PhD

John Quackenbush, PhD

Harvard T.H. Chan School Of Public Health

Harvard T.H. Chan School Of Public Health
Phone: (617) 432-9028


johnq@hsph.harvard.edu

John Quackenbush, PhD

Harvard T.H. Chan School Of Public Health

EDUCATIONAL TITLES

  • Henry Pickering Walcott Professor, Biostatistics, Harvard T.H. Chan School Of Public Health
  • Chair, Biostatistics, Harvard T.H. Chan School Of Public Health

DF/HCC PROGRAM AFFILIATION

Research Abstract

Two trends are driving innovation and discovery in biological sciences: technologies that allow holistic surveys of genes, proteins, and metabolites and the growing realization that analysis and interpretation of the resulting requires an understanding of the complex factors that mediate the link between genotype and phenotype. The growing body of biological and biomedical information, driven by an exponential drop in the cost of generating genomic data, provides an outstanding opportunity for leveraging what we already “know” in a systematic way to understand the problems that we are studying, including the processes that drive the development of disease phenotypes. Our group uses a variety of bioinformatics and computational approaches, biostatistical analyses, and fundamental laboratory investigation to explore fundamental questions about the nature of human disease. Our approach is based on using high-throughput assays and applying "systems" methods integrate diverse datatypes, including the genome sequence, its annotation, genetic information, phenotype, and the vast body of knowledge captured in the literature. Our goal is not only to develop our own insight into these processes, but to instantiate our methods in tools, protocols, and databases to the broader community that will accelerate research beyond our own.

Publications from Harvard Catalyst Profiles

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  • Schrod S, Lück N, Lohmayer R, Solbrig S, Völkl D, Wipfler T, Shutta KH, Ben Guebila M, Schäfer A, Beißbarth T, Zacharias HU, Oefner P, Quackenbush J, Altenbuchinger M. Spatial Cellular Networks from omics data with SpaCeNet. Genome Res 2024. PubMed
  • Micheletti S, Schlauch D, Quackenbush J, Ben Guebila M. Higher-order correction of persistent batch effects in correlation networks. Bioinformatics 2024. PubMed
  • Saha E, Fanfani V, Mandros P, Ben Guebila M, Fischer J, Shutta KH, DeMeo DL, Lopes Ramos CM, Quackenbush J. Bayesian inference of sample-specific coexpression networks. Genome Res 2024. PubMed
  • Saha E, Ben Guebila M, Fanfani V, Fischer J, Shutta KH, Mandros P, DeMeo DL, Quackenbush J, Lopes-Ramos CM. Gene regulatory networks reveal sex difference in lung adenocarcinoma. Biol Sex Differ 2024; 15:62. PubMed
  • Hossain I, Fanfani V, Fischer J, Quackenbush J, Burkholz R. Biologically informed NeuralODEs for genome-wide regulatory dynamics. Genome Biol 2024; 25:127. PubMed
  • Ben Guebila M, Wang T, Lopes-Ramos CM, Fanfani V, Weighill D, Burkholz R, Schlauch D, Paulson JN, Altenbuchinger M, Shutta KH, Sonawane AR, Lim J, Calderer G, van IJzendoorn DGP, Morgan D, Marin A, Chen CY, Song Q, Saha E, DeMeo DL, Padi M, Platig J, Kuijjer ML, Glass K, Quackenbush J. The Network Zoo: a multilingual package for the inference and analysis of gene regulatory networks. Genome Biol 2023; 24:45. PubMed
  • Shutta KH, Weighill D, Burkholz R, Guebila MB, DeMeo DL, Zacharias HU, Quackenbush J, Altenbuchinger M. DRAGON: Determining Regulatory Associations using Graphical models on multi-Omic Networks. Nucleic Acids Res 2022. PubMed
  • Gaynor SM, Fagny M, Lin X, Platig J, Quackenbush J. Connectivity in eQTL networks dictates reproducibility and genomic properties. Cell Rep Methods 2022; 2:100218. PubMed
  • Ben Guebila M, Weighill D, Lopes-Ramos CM, Burkholz R, Pop RT, Palepu K, Shapoval M, Fagny M, Schlauch D, Glass K, Altenbuchinger M, Kuijjer ML, Platig J, Quackenbush J. An online notebook resource for reproducible inference, analysis and publication of gene regulatory networks. Nat Methods 2022. PubMed
  • Guebila MB, Morgan DC, Glass K, Kuijjer ML, DeMeo DL, Quackenbush J. gpuZoo: Cost-effective estimation of gene regulatory networks using the Graphics Processing Unit. NAR Genom Bioinform 2022; 4:lqac002. PubMed
  • Weighill D, Ben Guebila M, Glass K, Quackenbush J, Platig J. Predicting genotype-specific gene regulatory networks. Genome Res 2022; 32:524-533. PubMed
  • Lopes-Ramos CM, Belova T, Brunner TH, Ben Guebila M, Osorio D, Quackenbush J, Kuijjer ML. Regulatory Network of PD1 Signaling Is Associated with Prognosis in Glioblastoma Multiforme. Cancer Res 2021; 81:5401-5412. PubMed
  • Ben Guebila M, Lopes-Ramos CM, Weighill D, Sonawane AR, Burkholz R, Shamsaei B, Platig J, Glass K, Kuijjer ML, Quackenbush J. GRAND: a database of gene regulatory network models across human conditions. Nucleic Acids Res 2021. PubMed
  • Burkholz R, Quackenbush J, Bojar D. Using graph convolutional neural networks to learn a representation for glycans. Cell Rep 2021; 35:109251. PubMed
  • Hatchi E, Goehring L, Landini S, Skourti-Stathaki K, DeConti DK, Abderazzaq FO, Banerjee P, Demers TM, Wang YE, Quackenbush J, Livingston DM. BRCA1 and RNAi factors promote repair mediated by small RNAs and PALB2-RAD52. Nature 2021. PubMed
  • Weighill D, Guebila MB, Lopes-Ramos C, Glass K, Quackenbush J, Platig J, Burkholz R. Gene regulatory network inference as relaxed graph matching. Proc Conf AAAI Artif Intell 2021; 35:10263-10272. PubMed
  • Sonawane AR, DeMeo DL, Quackenbush J, Glass K. Constructing gene regulatory networks using epigenetic data. NPJ Syst Biol Appl 2021; 7:45. PubMed
  • Weighill D, Ben Guebila M, Glass K, Platig J, Yeh JJ, Quackenbush J. Gene Targeting in Disease Networks. Front Genet 2021; 12:649942. PubMed
  • Haibe-Kains B, Adam GA, Hosny A, Khodakarami F, , Waldron L, Wang B, McIntosh C, Goldenberg A, Kundaje A, Greene CS, Broderick T, Hoffman MM, Leek JT, Korthauer K, Huber W, Brazma A, Pineau J, Tibshirani R, Hastie T, Ioannidis JPA, Quackenbush J, Aerts HJWL. Transparency and reproducibility in artificial intelligence. Nature 2020; 586:E14-E16. PubMed
  • Lopes-Ramos CM, Chen CY, Kuijjer ML, Paulson JN, Sonawane AR, Fagny M, Platig J, Glass K, Quackenbush J, DeMeo DL. Sex Differences in Gene Expression and Regulatory Networks across 29 Human Tissues. Cell Rep 2020; 31:107795. PubMed
  • Kuijjer ML, Fagny M, Marin A, Quackenbush J, Glass K. PUMA: PANDA Using MicroRNA Associations. Bioinformatics 2020. PubMed
  • Silverman EK, Schmidt HHHW, Anastasiadou E, Altucci L, Angelini M, Badimon L, Balligand JL, Benincasa G, Capasso G, Conte F, Di Costanzo A, Farina L, Fiscon G, Gatto L, Gentili M, Loscalzo J, Marchese C, Napoli C, Paci P, Petti M, Quackenbush J, Tieri P, Viggiano D, Vilahur G, Glass K, Baumbach J. Molecular networks in Network Medicine: Development and applications. 2020. PubMed
  • Morrow JD, Make B, Regan E, Han M, Hersh CP, Tal-Singer R, Quackenbush J, Choi AMK, Silverman EK, DeMeo DL. DNA Methylation is Predictive of Mortality in Current and Former Smokers. Am J Respir Crit Care Med 2020. PubMed
  • Lopes-Ramos CM, Quackenbush J, DeMeo DL. Genome-Wide Sex and Gender Differences in Cancer. 2020; 10:597788. PubMed
  • Schwede M, Waldron L, Mok SC, Wei W, Basunia A, Merritt MA, Mitsiades CS, Parmigiani G, Harrington DP, Quackenbush J, Birrer MJ, Culhane AC. The impact of stroma admixture on molecular subtypes and prognostic gene signatures in serous ovarian cancer. Cancer Epidemiol Biomarkers Prev 2019. PubMed
  • Fagny M, Platig J, Kuijjer ML, Lin X, Quackenbush J. Nongenic cancer-risk SNPs affect oncogenes, tumour-suppressor genes, and immune function. Br J Cancer 2019. PubMed
  • St Hilaire MA, Kristal BS, Rahman SA, Sullivan JP, Quackenbush J, Duffy JF, Barger LK, Gooley JJ, Czeisler CA, Lockley SW. Using a Single Daytime Performance Test to Identify Most Individuals at High-Risk for Performance Impairment during Extended Wake. Sci Rep 2019; 9:16681. PubMed
  • Kuijjer ML, Hsieh PH, Quackenbush J, Glass K. lionessR: single sample network inference in R. BMC Cancer 2019; 19:1003. PubMed
  • Altenbuchinger M, Weihs A, Quackenbush J, Grabe HJ, Zacharias HU. Gaussian and Mixed Graphical Models as (multi-)omics data analysis tools. Biochim Biophys Acta Gene Regul Mech 2019. PubMed
  • Lozano Calderón SA, Garbutt C, Kim J, Lietz CE, Chen YL, Bernstein K, Chebib I, Nielsen GP, Deshpande V, Rubio R, Wang YE, Quackenbush J, Delaney T, Raskin K, Schwab J, Cote G, Spentzos D. Clinical and Molecular Analysis of Pathologic Fracture-associated Osteosarcoma: MicroRNA profile Is Different and Correlates with Prognosis. Clin Orthop Relat Res 2019; 477:2114-2126. PubMed
  • Campbell PT, Ambrosone CB, Nishihara R, Aerts HJWL, Bondy M, Chatterjee N, Garcia-Closas M, Giannakis M, Golden JA, Heng YJ, Kip NS, Koshiol J, Liu XS, Lopes-Ramos CM, Mucci LA, Nowak JA, Phipps AI, Quackenbush J, Schoen RE, Sholl LM, Tamimi RM, Wang M, Weijenberg MP, Wu CJ, Wu K, Yao S, Yu KH, Zhang X, Rebbeck TR, Ogino S. Proceedings of the fourth international molecular pathological epidemiology (MPE) meeting. Cancer Causes Control 2019. PubMed
  • Gaynor SM, Sun R, Lin X, Quackenbush J. Identification of differentially expressed gene sets using the Generalized Berk-Jones statistica. Bioinformatics 2019. PubMed
  • Kuijjer ML, Tung MG, Yuan G, Quackenbush J, Glass K. Estimating Sample-Specific Regulatory Networks. iScience 2019; 14:226-240. PubMed
  • Lopes-Ramos CM, Kuijjer ML, Ogino S, Fuchs CS, DeMeo DL, Glass K, Quackenbush J. Gene Regulatory Network Analysis Identifies Sex-Linked Differences in Colon Cancer Drug Metabolism. Cancer Res 2018; 78:5538-5547. PubMed
  • Barry JD, Fagny M, Paulson JN, Aerts HJWL, Platig J, Quackenbush J. Histopathological Image QTL Discovery of Immune Infiltration Variants. iScience 2018; 5:80-89. PubMed
  • Hosny A, Parmar C, Quackenbush J, Schwartz LH, Aerts HJWL. Artificial intelligence in radiology. Nat Rev Cancer 2018. PubMed
  • Kuijjer ML, Paulson JN, Salzman P, Ding W, Quackenbush J. Cancer subtype identification using somatic mutation data. Br J Cancer 2018. PubMed
  • Parmar C, Barry JD, Hosny A, Quackenbush J, Aerts HJ. Data Analysis Strategies in Medical Imaging. Clin Cancer Res 2018. PubMed
  • Domenyuk V, Gatalica Z, Santhanam R, Wei X, Stark A, Kennedy P, Toussaint B, Levenberg S, Wang J, Xiao N, Greil R, Rinnerthaler G, Gampenrieder SP, Heimberger AB, Berry DA, Barker A, Quackenbush J, Marshall JL, Poste G, Vacirca JL, Vidal GA, Schwartzberg LS, Halbert DD, Voss A, Magee D, Miglarese MR, Famulok M, Mayer G, Spetzler D. Poly-ligand profiling differentiates trastuzumab-treated breast cancer patients according to their outcomes. Nat Commun 2018; 9:1219. PubMed
  • Padi M, Quackenbush J. Detecting phenotype-driven transitions in regulatory network structure. NPJ Syst Biol Appl 2018; 4:16. PubMed
  • Schlauch D, Glass K, Hersh CP, Silverman EK, Quackenbush J. Estimating drivers of cell state transitions using gene regulatory network models. BMC Syst Biol 2017; 11:139. PubMed
  • Kibbe W, Klemm J, Quackenbush J. Cancer Informatics: New Tools for a Data-Driven Age in Cancer Research. Cancer Res 2017; 77:e1-e2. PubMed
  • Wang YE, Kutnetsov L, Partensky A, Farid J, Quackenbush J. WebMeV: A Cloud Platform for Analyzing and Visualizing Cancer Genomic Data. Cancer Res 2017; 77:e11-e14. PubMed
  • Sonawane AR, Platig J, Fagny M, Chen CY, Paulson JN, Lopes-Ramos CM, DeMeo DL, Quackenbush J, Glass K, Kuijjer ML. Understanding Tissue-Specific Gene Regulation. Cell Rep 2017; 21:1077-1088. PubMed
  • Paulson JN, Chen CY, Lopes-Ramos CM, Kuijjer ML, Platig J, Sonawane AR, Fagny M, Glass K, Quackenbush J. Tissue-aware RNA-Seq processing and normalization for heterogeneous and sparse data. BMC Bioinformatics 2017; 18:437. PubMed
  • Fagny M, Paulson JN, Kuijjer ML, Sonawane AR, Chen CY, Lopes-Ramos CM, Glass K, Quackenbush J, Platig J. Exploring regulation in tissues with eQTL networks. Proc Natl Acad Sci U S A 2017; 114:E7841-E7850. PubMed
  • Lopes-Ramos CM, Paulson JN, Chen CY, Kuijjer ML, Fagny M, Platig J, Sonawane AR, DeMeo DL, Quackenbush J, Glass K. Regulatory network changes between cell lines and their tissues of origin. BMC Genomics 2017; 18:723. PubMed
  • Hicks SC, Okrah K, Paulson JN, Quackenbush J, Irizarry RA, Bravo HC. Smooth quantile normalization. Biostatistics 2017. PubMed
  • Nishihara R, Glass K, Mima K, Hamada T, Nowak JA, Qian ZR, Kraft P, Giovannucci EL, Fuchs CS, Chan AT, Quackenbush J, Ogino S, Onnela JP. Biomarker correlation network in colorectal carcinoma by tumor anatomic location. BMC Bioinformatics 2017; 18:304. PubMed
  • Rios Velazquez E, Parmar C, Liu Y, Coroller TP, Cruz G, Stringfield O, Ye Z, Makrigiorgos M, Fennessy F, Mak RH, Gillies R, Quackenbush J, Aerts HJWL. Somatic Mutations Drive Distinct Imaging Phenotypes in Lung Cancer. Cancer Res 2017. PubMed
  • Hill KE, Kelly AD, Kuijjer ML, Barry W, Rattani A, Garbutt CC, Kissick H, Janeway K, Perez-Atayde A, Goldsmith J, Gebhardt MC, Arredouani MS, Cote G, Hornicek F, Choy E, Duan Z, Quackenbush J, Haibe-Kains B, Spentzos D. An imprinted non-coding genomic cluster at 14q32 defines clinically relevant molecular subtypes in osteosarcoma across multiple independent datasets. J Hematol Oncol 2017; 10:107. PubMed
  • Yuan GC, Cai L, Elowitz M, Enver T, Fan G, Guo G, Irizarry R, Kharchenko P, Kim J, Orkin S, Quackenbush J, Saadatpour A, Schroeder T, Shivdasani R, Tirosh I. Challenges and emerging directions in single-cell analysis. Genome Biol 2017; 18:84. PubMed
  • Morrow JD, Zhou X, Lao T, Jiang Z, DeMeo DL, Cho MH, Qiu W, Cloonan S, Pinto-Plata V, Celli B, Marchetti N, Criner GJ, Bueno R, Washko GR, Glass K, Quackenbush J, Choi AM, Silverman EK, Hersh CP. Functional interactors of three genome-wide association study genes are differentially expressed in severe chronic obstructive pulmonary disease lung tissue. Sci Rep 2017; 7:44232. PubMed
  • Schlauch D, Paulson JN, Young A, Glass K, Quackenbush J. Estimating Gene Regulatory Networks with pandaR. Bioinformatics 2017. PubMed
  • Domenyuk V, Zhong Z, Stark A, Xiao N, O'Neill HA, Wei X, Wang J, Tinder TT, Tonapi S, Duncan J, Hornung T, Hunter A, Miglarese MR, Schorr J, Halbert DD, Quackenbush J, Poste G, Berry DA, Mayer G, Famulok M, Spetzler D. Plasma Exosome Profiling of Cancer Patients by a Next Generation Systems Biology Approach. Sci Rep 2017; 7:42741. PubMed
  • Quiroz-Zárate A, Harshfield BJ, Hu R, Knoblauch N, Beck AH, Hankinson SE, Carey V, Tamimi RM, Hunter DJ, Quackenbush J, Hazra A. Expression Quantitative Trait loci (QTL) in tumor adjacent normal breast tissue and breast tumor tissue. PLoS ONE 2017; 12:e0170181. PubMed
  • Berrios C, Padi M, Keibler MA, Park DE, Molla V, Cheng J, Lee SM, Stephanopoulos G, Quackenbush J, DeCaprio JA. Merkel Cell Polyomavirus Small T Antigen Promotes Pro-Glycolytic Metabolic Perturbations Required for Transformation. PLoS Pathog. 2016; 12:e1006020. PubMed
  • Morrow JD, Cho MH, Hersh CP, Pinto-Plata V, Celli B, Marchetti N, Criner G, Bueno R, Washko G, Glass K, Choi AM, Quackenbush J, Silverman EK, DeMeo DL. DNA methylation profiling in human lung tissue identifies genes associated with COPD. Epigenetics 2016. PubMed
  • Elias KM, Emori MM, Westerling T, Long H, Budina-Kolomets A, Li F, MacDuffie E, Davis MR, Holman A, Lawney B, Freedman ML, Quackenbush J, Brown M, Drapkin R. Epigenetic remodeling regulates transcriptional changes between ovarian cancer and benign precursors. JCI Insight 2016. PubMed
  • Manimaran S, Selby HM, Okrah K, Ruberman C, Leek JT, Quackenbush J, Haibe-Kains B, Bravo HC, Johnson WE. BatchQC: interactive software for evaluating sample and batch effects in genomic data. Bioinformatics 2016. PubMed
  • Vargas AJ, Quackenbush J, Glass K. Diet-induced weight loss leads to a switch in gene regulatory network control in the rectal mucosa. Genomics 2016. PubMed
  • van IJzendoorn DG, Glass K, Quackenbush J, Kuijjer ML. PyPanda: a Python package for gene regulatory network reconstruction. Bioinformatics 2016. PubMed
  • Delaney SK, Hultner ML, Jacob HJ, Ledbetter DH, McCarthy JJ, Ball M, Beckman KB, Belmont JW, Bloss CS, Christman MF, Cosgrove A, Damiani SA, Danis T, Delledonne M, Dougherty MJ, Dudley JT, Faucett WA, Friedman JR, Haase DH, Hays TS, Heilsberg S, Huber J, Kaminsky L, Ledbetter N, Lee WH, Levin E, Libiger O, Linderman M, Love RL, Magnus DC, Martland A, McClure SL, Megill SE, Messier H, Nussbaum RL, Palaniappan L, Patay BA, Popovich BW, Quackenbush J, Savant MJ, Su MM, Terry SF, Tucker S, Wong WT, Green RC. Toward clinical genomics in everyday medicine: perspectives and recommendations. Expert Rev Mol Diagn 2016; 16:521-32. PubMed
  • Malleshaiah M, Padi M, Rué P, Quackenbush J, Martinez-Arias A, Gunawardena J. Nac1 Coordinates a Sub-network of Pluripotency Factors to Regulate Embryonic Stem Cell Differentiation. Cell Rep 2016; 14:1181-94. PubMed
  • Cloonan SM, Glass K, Laucho-Contreras ME, Bhashyam AR, Cervo M, Pabón MA, Konrad C, Polverino F, Siempos II, Perez E, Mizumura K, Ghosh MC, Parameswaran H, Williams NC, Rooney KT, Chen ZH, Goldklang MP, Yuan GC, Moore SC, Demeo DL, Rouault TA, D'Armiento JM, Schon EA, Manfredi G, Quackenbush J, Mahmood A, Silverman EK, Owen CA, Choi AM. Mitochondrial iron chelation ameliorates cigarette smoke-induced bronchitis and emphysema in mice. Nat Med 2016; 22:163-74. PubMed
  • Safikhani Z, El-Hachem N, Quevedo R, Smirnov P, Goldenberg A, Juul Birkbak N, Mason C, Hatzis C, Shi L, Aerts HJ, Quackenbush J, Haibe-Kains B. Assessment of pharmacogenomic agreement. F1000Res 2016; 5:825. PubMed
  • Wu W, Parmar C, Grossmann P, Quackenbush J, Lambin P, Bussink J, Mak R, Aerts HJ. Exploratory Study to Identify Radiomics Classifiers for Lung Cancer Histology. 2016; 6:71. PubMed
  • De Rienzo A, Archer MA, Yeap BY, Dao N, Sciaranghella D, Sideris AC, Zheng Y, Holman AG, Wang YE, Dal Cin P, Fletcher JA, Rubio R, Croft L, Quackenbush J, Sugarbaker PE, Munir KJ, Battilana JR, Gustafson C, Chirieac LR, Ching SM, Wong J, Tay LC, Rudd S, Hercus R, Sugarbaker DJ, Richards WG, Bueno R. Gender-Specific Molecular and Clinical Features underlie Malignant Pleural Mesothelioma. Cancer Res 2015. PubMed
  • Olsen C, Fleming K, Prendergast N, Rubio R, Emmert-Streib F, Bontempi G, Quackenbush J, Haibe-Kains B. Using shRNA experiments to validate gene regulatory networks. Genom Data 2015; 4:123-6. PubMed
  • Campbell JD, Liu G, Luo L, Xiao J, Gerrein J, Juan-Guardela B, Tedrow J, Alekseyev YO, Yang IV, Correll M, Geraci M, Quackenbush J, Sciurba F, Schwartz DA, Kaminski N, Johnson WE, Monti S, Spira A, Beane J, Lenburg ME. Assessment of microRNA differential expression and detection in multiplexed small RNA sequencing data. RNA 2015; 21:164-71. PubMed
  • Lao T, Glass K, Qiu W, Polverino F, Gupta K, Morrow J, Mancini JD, Vuong L, Perrella MA, Hersh CP, Owen CA, Quackenbush J, Yuan GC, Silverman EK, Zhou X. Haploinsufficiency of Hedgehog interacting protein causes increased emphysema induced by cigarette smoke through network rewiring. Genome Med 2015; 7:12. PubMed
  • Padi M, Quackenbush J. Integrating transcriptional and protein interaction networks to prioritize condition-specific master regulators. BMC Syst Biol 2015; 9:80. PubMed
  • Glass K, Quackenbush J, Spentzos D, Haibe-Kains B, Yuan GC. A network model for angiogenesis in ovarian cancer. BMC Bioinformatics 2015; 16:115. PubMed
  • Mason EA, Mar JC, Laslett AL, Pera MF, Quackenbush J, Wolvetang E, Wells CA. Gene expression variability as a unifying element of the pluripotency network. Stem Cell Reports 2014; 3:365-77. PubMed
  • Hatzis C, Bedard PL, Birkbak NJ, Beck AH, Aerts HJ, Stem DF, Stern DF, Shi L, Clarke R, Quackenbush J, Haibe-Kains B. Enhancing reproducibility in cancer drug screening: how do we move forward? Cancer Res 2014; 74:4016-23. PubMed
  • Quackenbush J. Learning to share. Sci Am 2014; 311:S22. PubMed
  • Ferrari G, Quackenbush J, Strobeck J, Hu L, Johnson CK, Mak A, Shaw RE, Sayles K, Brizzio ME, Zapolanski A, Grau JB. Comparative genome-wide transcriptional analysis of human left and right internal mammary arteries. Genomics 2014. PubMed
  • Lee JW, Norden AD, Ligon KL, Golby AJ, Beroukhim R, Quackenbush J, Wells W, Oelschlager K, Maetzold D, Wen PY. Tumor associated seizures in glioblastomas are influenced by survival gene expression in a region-specific manner: a gene expression imaging study. Epilepsy Res 2014. PubMed
  • Quackenbush J. Perspective: Learning to share. Nature 2014; 509:S68. PubMed
  • Adamia S, Bar-Natan M, Haibe-Kains B, Pilarski PM, Bach C, Pevzner S, Calimeri T, Avet-Loiseau H, Lode L, Verselis S, Fox EA, Galinsky I, Mathews S, Dagogo-Jack I, Wadleigh M, Steensma DP, Motyckova G, Deangelo DJ, Quackenbush J, Tenen DG, Stone RM, Griffin JD. NOTCH2 and FLT3 gene mis-splicings are common events in patients with acute myeloid leukemia (AML): new potential targets in AML. Blood 2014. PubMed
  • Sharron Lin X, Hu L, Sandy K, Correll M, Quackenbush J, Wu CL, Scott McDougal W. Differentiating progressive from nonprogressive T1 bladder cancer by gene expression profiling: applying RNA-sequencing analysis on archived specimens. Urol Oncol 2014; 32:327-36. PubMed
  • Olsen C, Fleming K, Prendergast N, Rubio R, Emmert-Streib F, Bontempi G, Haibe-Kains B, Quackenbush J. Inference and validation of predictive gene networks from biomedical literature and gene expression data. Genomics 2014. PubMed
  • Adamia S, Haibe-Kains B, Pilarski PM, Bar-Natan M, Pevzner S, Avet-Loiseau H, Lode L, Verselis S, Fox EA, Burke J, Galinsky I, Dagogo-Jack I, Wadleigh M, Steensma DP, Motyckova G, Deangelo DJ, Quackenbush J, Stone R, Griffin JD. A genome-wide aberrant RNA splicing in patients with acute myeloid leukemia identifies novel potential disease markers and therapeutic targets. Clin Cancer Res 2014; 20:1135-45. PubMed
  • Olsen C, Bontempi G, Emmert-Streib F, Quackenbush J, Haibe-Kains B. Relevance of different prior knowledge sources for inferring gene interaction networks. Front Genet 2014; 5:177. PubMed
  • Aerts HJ, Velazquez ER, Leijenaar RT, Parmar C, Grossmann P, Carvalho S, Cavalho S, Bussink J, Monshouwer R, Haibe-Kains B, Rietveld D, Hoebers F, Rietbergen MM, Leemans CR, Dekker A, Quackenbush J, Gillies RJ, Lambin P. Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach. Nat Commun 2014; 5:4006. PubMed
  • Li WQ, Han J, Widlund HR, Correll M, Wang YE, Quackenbush J, Mihm MC, Canales AL, Wu S, Golub T, Hoshida Y, Hunter DJ, Murphy G, Kupper TS, Qureshi AA. CXCR4 pathway associated with family history of melanoma. Cancer Causes Control 2014; 25:125-32. PubMed
  • Haibe-Kains B, El-Hachem N, Birkbak NJ, Jin AC, Beck AH, Aerts HJ, Quackenbush J. Inconsistency in large pharmacogenomic studies. Nature 2013; 504:389-93. PubMed
  • Lam HC, Cloonan SM, Bhashyam AR, Haspel JA, Singh A, Sathirapongsasuti JF, Cervo M, Yao H, Chung AL, Mizumura K, An CH, Shan B, Franks JM, Haley KJ, Owen CA, Tesfaigzi Y, Washko GR, Quackenbush J, Silverman EK, Rahman I, Kim HP, Mahmood A, Biswal SS, Ryter SW, Choi AM. Histone deacetylase 6-mediated selective autophagy regulates COPD-associated cilia dysfunction. J Clin Invest 2013; 123:5212-30. PubMed
  • Portal D, Zhou H, Zhao B, Kharchenko PV, Lowry E, Wong L, Quackenbush J, Holloway D, Jiang S, Lu Y, Kieff E. Epstein-Barr virus nuclear antigen leader protein localizes to promoters and enhancers with cell transcription factors and EBNA2. Proc Natl Acad Sci U S A 2013; 110:18537-42. PubMed
  • Kelly AD, Hill KE, Correll M, Hu L, Wang YE, Rubio R, Duan S, Quackenbush J, Spentzos D. Next-generation sequencing and microarray-based interrogation of microRNAs from formalin-fixed, paraffin-embedded tissue: preliminary assessment of cross-platform concordance. Genomics 2013. PubMed
  • Larson JL, Huttenhower C, Quackenbush J, Yuan GC. A tiered hidden Markov model characterizes multi-scale chromatin states. Genomics 2013. PubMed
  • Correll M, Johnson CK, Ferrari G, Brizzio M, Mak AW, Quackenbush J, Shaw RE, Zapolanski A, Grau JB. Mutational analysis clopidogrel resistance and platelet function in patients scheduled for coronary artery bypass grafting. Genomics 2013. PubMed
  • Zhou X, Qiu W, Sathirapongsasuti JF, Cho MH, Mancini JD, Lao T, Thibault DM, Litonjua AA, Bakke PS, Gulsvik A, Lomas DA, Beaty TH, Hersh CP, Anderson C, Geigenmuller U, Raby BA, Rennard SI, Perrella MA, Choi AM, Quackenbush J, Silverman EK. Gene expression analysis uncovers novel hedgehog interacting protein (HHIP) effects in human bronchial epithelial cells. Genomics 2013; 101:263-72. PubMed
  • De Rienzo A, Richards WG, Yeap BY, Coleman MH, Sugarbaker PE, Chirieac LR, Wang YE, Quackenbush J, Jensen RV, Bueno R. Sequential binary gene ratio tests define a novel molecular diagnostic strategy for malignant pleural mesothelioma. Clin Cancer Res 2013. PubMed
  • Schröder MS, Gusenleitner D, Quackenbush J, Culhane AC, Haibe-Kains B. RamiGO: an R/Bioconductor package providing an AmiGO visualize interface. Bioinformatics 2013; 29:666-8. PubMed
  • Papillon-Cavanagh S, De Jay N, Hachem N, Olsen C, Bontempi G, Aerts HJ, Quackenbush J, Haibe-Kains B. Comparison and validation of genomic predictors for anticancer drug sensitivity. J Am Med Inform Assoc 2013. PubMed
  • Glass K, Huttenhower C, Quackenbush J, Yuan GC. Passing messages between biological networks to refine predicted interactions. PLoS ONE 2013; 8:e64832. PubMed
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  • Walker JK, Ahumada A, Frank B, Gaspard R, Berman K, Quackenbush J, Schwartz DA. Multistrain genetic comparisons reveal CCR5 as a receptor involved in airway hyperresponsiveness. Am J Respir Cell Mol Biol 2006; 34:711-8. PubMed
  • Deutsch EW, Ball CA, Bova GS, Brazma A, Bumgarner RE, Campbell D, Causton HC, Christiansen J, Davidson D, Eichner LJ, Goo YA, Grimmond S, Henrich T, Johnson MH, Korb M, Mills JC, Oudes A, Parkinson HE, Pascal LE, Quackenbush J, Ramialison M, Ringwald M, Sansone SA, Sherlock G, Stoeckert CJ Jr, Swedlow J, Taylor RC, Walashek L, Zhou Y, Liu AY, True LD. Development of the Minimum Information Specification for In Situ Hybridization and Immunohistochemistry Experiments (MISFISHIE). OMICS 2006; 10:205-8. PubMed
  • Maeda N,Kasukawa T,Oyama R,Gough J,Frith M,Engstrom PG,Lenhard B,Aturaliya RN,Batalov S,Beisel KW,Bult CJ,Fletcher CF,Forrest AR,Furuno M,Hill D,Itoh M,Kanamori-Katayama M,Katayama S,Katoh M,Kawashima T,Quackenbush J,Ravasi T,Ring BZ,Shibata K,Sugiura K,Takenaka Y,Teasdale RD,Wells CA,Zhu Y,Kai C,Kawai J,Hume DA,Carninci P,Hayashizaki Y. Transcript annotation in FANTOM3: mouse gene catalog based on physical cDNAs. PLoS Genet 2006; 2:e62. PubMed
  • Quackenbush J, Stoeckert C, Ball C, Brazma A, Gentleman R, Huber W, Irizarry R, Salit M, Sherlock G, Spellman P, Winegarden N. Top-down standards will not serve systems biology. Nature 2006; 440:24. PubMed
  • Malek RL,Wang HY,Kwitek AE,Greene AS,Bhagabati N,Borchardt G,Cahill L,Currier T,Frank B,Fu X,Hasinoff M,Howe E,Letwin N,Luu TV,Saeed A,Sajadi H,Salzberg SL,Sultana R,Thiagarajan M,Tsai J,Veratti K,White J,Quackenbush J,Jacob HJ,Lee NH. Physiogenomic resources for rat models of heart, lung and blood disorders. Nat Genet 2006; 38:234-9. PubMed
  • Rayner TF, Rocca-Serra P, Spellman PT, Causton HC, Farne A, Holloway E, Irizarry RA, Liu J, Maier DS, Miller M, Petersen K, Quackenbush J, Sherlock G, Stoeckert CJ, White J, Whetzel PL, Wymore F, Parkinson H, Sarkans U, Ball CA, Brazma A. A simple spreadsheet-based, MIAME-supportive format for microarray data: MAGE-TAB. BMC Bioinformatics 2006; 7:489. PubMed
  • Saeed AI,Bhagabati NK,Braisted JC,Liang W,Sharov V,Howe EA,Li J,Thiagarajan M,White JA,Quackenbush J. TM4 microarray software suite. Methods Enzymol 2006; 411:134-93. PubMed
  • Saeed AI, Bhagabati NK, Braisted JC, Liang W, Sharov V, Howe EA, Li J, Thiagarajan M, White JA, Quackenbush J. TM4 microarray software suite Methods Enzymol 2006; 411:134-193.
  • Quackenbush J. Computational approaches to analysis of DNA microarray data. Methods Inf Med 2006; 45 Supp 1:91-103.
  • Frith MC, Bailey TL, Kasukawa T, Mignone F, Kummerfeld SK, Madera M, Sunkara S, Furuno M, Bult CJ, Quackenbush J, Kai C, Kawai J, Carninci P, Hayashizaki Y, Pesole G, Mattick JS. Discrimination of Non-Protein-Coding Transcripts from Protein-Coding mRNA RNA Biol 2006; 3:in press.
  • Frith MC,Bailey TL,Kasukawa T,Mignone F,Kummerfeld SK,Madera M,Sunkara S,Furuno M,Bult CJ,Quackenbush J,Kai C,Kawai J,Carninci P,Hayashizaki Y,Pesole G,Mattick JS. Discrimination of non-protein-coding transcripts from protein-coding mRNA. RNA Biol 2006; 3:40-8. PubMed
  • Stoeckert C,Ball C,Brazma A,Brinkman R,Causton H,Fan L,Fostel J,Fragoso G,Heiskanen M,Holstege F,Morrison N,Parkinson H,Quackenbush J,Rocca-Serra P,Sansone SA,Sarkans U,Sherlock G,Stevens R,Taylor C,Taylor R,Whetzel P,White J. Wrestling with SUMO and bio-ontologies. Nat Biotechnol 2006; 24:21-2; author reply 23. PubMed
  • Hu VW,Frank BC,Heine S,Lee NH,Quackenbush J. Gene expression profiling of lymphoblastoid cell lines from monozygotic twins discordant in severity of autism reveals differential regulation of neurologically relevant genes. BMC Genomics 2006; 7:118. PubMed
  • Quackenbush J. Standardizing the standards. Mol Syst Biol 2006; 2:2006.0010. PubMed
  • Mar JC,Rubio R,Quackenbush J. Inferring steady state single-cell gene expression distributions from analysis of mesoscopic samples. Genome Biol 2006; 7:R119. PubMed
  • Quackenbush J. Weighing our measures of gene expression. Mol Syst Biol 2006; 2:63. PubMed
  • Hackl H,Burkard TR,Sturn A,Rubio R,Schleiffer A,Tian S,Quackenbush J,Eisenhaber F,Trajanoski Z. Molecular processes during fat cell development revealed by gene expression profiling and functional annotation. Genome Biol 2005; 6:R108. PubMed
  • Lee Y,Quackenbush J. Using the TIGR gene index databases for biological discovery. Curr Protoc Bioinformatics 2003; Chapter 1:Unit 1.6. PubMed
  • Snyder JM, Huang RY, Bai H, Rao VR, Cornes S, Barnholtz-Sloan JS, Gutman D, Fasano R, Van Meir EG, Brat D, Eschbacher J, Quackenbush J, Wen PY, Lee JW. Analysis of morphological characteristics of IDH-mutant/wildtype brain tumors using whole-lesion phenotype analysis. ; 3:vdab088. PubMed
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