Literature DB >> 22480918

Pathway analysis of genomic data: concepts, methods, and prospects for future development.

Vijay K Ramanan1, Li Shen, Jason H Moore, Andrew J Saykin.   

Abstract

Genome-wide data sets are increasingly being used to identify biological pathways and networks underlying complex diseases. In particular, analyzing genomic data through sets defined by functional pathways offers the potential of greater power for discovery and natural connections to biological mechanisms. With the burgeoning availability of next-generation sequencing, this is an opportune moment to revisit strategies for pathway-based analysis of genomic data. Here, we synthesize relevant concepts and extant methodologies to guide investigators in study design and execution. We also highlight ongoing challenges and proposed solutions. As relevant analytical strategies mature, pathways and networks will be ideally placed to integrate data from diverse -omics sources to harness the extensive, rich information related to disease and treatment mechanisms.
Copyright © 2012 Elsevier Ltd. All rights reserved.

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Year:  2012        PMID: 22480918      PMCID: PMC3378813          DOI: 10.1016/j.tig.2012.03.004

Source DB:  PubMed          Journal:  Trends Genet        ISSN: 0168-9525            Impact factor:   11.639


  92 in total

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Authors:  Philipp Kapranov; Aarron T Willingham; Thomas R Gingeras
Journal:  Nat Rev Genet       Date:  2007-05-08       Impact factor: 53.242

Review 2.  Molecular networks as sensors and drivers of common human diseases.

Authors:  Eric E Schadt
Journal:  Nature       Date:  2009-09-10       Impact factor: 49.962

3.  Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles.

Authors:  Aravind Subramanian; Pablo Tamayo; Vamsi K Mootha; Sayan Mukherjee; Benjamin L Ebert; Michael A Gillette; Amanda Paulovich; Scott L Pomeroy; Todd R Golub; Eric S Lander; Jill P Mesirov
Journal:  Proc Natl Acad Sci U S A       Date:  2005-09-30       Impact factor: 11.205

4.  Trait-associated SNPs are more likely to be eQTLs: annotation to enhance discovery from GWAS.

Authors:  Dan L Nicolae; Eric Gamazon; Wei Zhang; Shiwei Duan; M Eileen Dolan; Nancy J Cox
Journal:  PLoS Genet       Date:  2010-04-01       Impact factor: 5.917

5.  Enrichment map: a network-based method for gene-set enrichment visualization and interpretation.

Authors:  Daniele Merico; Ruth Isserlin; Oliver Stueker; Andrew Emili; Gary D Bader
Journal:  PLoS One       Date:  2010-11-15       Impact factor: 3.240

6.  An interferon-inducible neutrophil-driven blood transcriptional signature in human tuberculosis.

Authors:  Matthew P R Berry; Christine M Graham; Finlay W McNab; Zhaohui Xu; Susannah A A Bloch; Tolu Oni; Katalin A Wilkinson; Romain Banchereau; Jason Skinner; Robert J Wilkinson; Charles Quinn; Derek Blankenship; Ranju Dhawan; John J Cush; Asuncion Mejias; Octavio Ramilo; Onn M Kon; Virginia Pascual; Jacques Banchereau; Damien Chaussabel; Anne O'Garra
Journal:  Nature       Date:  2010-08-19       Impact factor: 49.962

7.  Comparisons of seven algorithms for pathway analysis using the WTCCC Crohn's Disease dataset.

Authors:  Hongsheng Gui; Miaoxin Li; Pak C Sham; Stacey S Cherny
Journal:  BMC Res Notes       Date:  2011-10-07

8.  Abnormal networks of immune response-related molecules in bone marrow cells from patients with rheumatoid arthritis as revealed by DNA microarray analysis.

Authors:  Hooi-Ming Lee; Hidehiko Sugino; Chieko Aoki; Yasunori Shimaoka; Ryuji Suzuki; Kensuke Ochi; Takahiro Ochi; Norihiro Nishimoto
Journal:  Arthritis Res Ther       Date:  2011-06-16       Impact factor: 5.156

9.  PAGE: parametric analysis of gene set enrichment.

Authors:  Seon-Young Kim; David J Volsky
Journal:  BMC Bioinformatics       Date:  2005-06-08       Impact factor: 3.169

10.  GWAS meets microarray: are the results of genome-wide association studies and gene-expression profiling consistent? Prostate cancer as an example.

Authors:  Ivan P Gorlov; Gary E Gallick; Olga Y Gorlova; Christopher Amos; Christopher J Logothetis
Journal:  PLoS One       Date:  2009-08-04       Impact factor: 3.240

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  126 in total

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Authors:  Khader Shameer; Lokesh P Tripathi; Krishna R Kalari; Joel T Dudley; Ramanathan Sowdhamini
Journal:  Brief Bioinform       Date:  2015-10-22       Impact factor: 11.622

Review 2.  Functional and genomic context in pathway analysis of GWAS data.

Authors:  Michael A Mooney; Joel T Nigg; Shannon K McWeeney; Beth Wilmot
Journal:  Trends Genet       Date:  2014-08-22       Impact factor: 11.639

Review 3.  Network.assisted analysis to prioritize GWAS results: principles, methods and perspectives.

Authors:  Peilin Jia; Zhongming Zhao
Journal:  Hum Genet       Date:  2014-02       Impact factor: 4.132

4.  A molecule-based genetic association approach implicates a range of voltage-gated calcium channels associated with schizophrenia.

Authors:  Wen Li; Chun Chieh Fan; Tuomo Mäki-Marttunen; Wesley K Thompson; Andrew J Schork; Francesco Bettella; Srdjan Djurovic; Anders M Dale; Ole A Andreassen; Yunpeng Wang
Journal:  Am J Med Genet B Neuropsychiatr Genet       Date:  2018-04-28       Impact factor: 3.568

5.  An Adolescent Substance Prevention Model Blocks the Effect of CHRNA5 Genotype on Smoking During High School.

Authors:  David J Vandenbergh; Gabriel L Schlomer; H Harrington Cleveland; Alisa E Schink; Kerry L Hair; Mark E Feinberg; Jenae M Neiderhiser; Mark T Greenberg; Richard L Spoth; Cleve Redmond
Journal:  Nicotine Tob Res       Date:  2015-05-04       Impact factor: 4.244

6.  Sharing of Genes and Pathways Across Complex Phenotypes: A Multilevel Genome-Wide Analysis.

Authors:  Hongsheng Gui; Johnny S Kwan; Pak C Sham; Stacey S Cherny; Miaoxin Li
Journal:  Genetics       Date:  2017-05-11       Impact factor: 4.562

7.  Biological Interpretation of Complex Genomic Data.

Authors:  Kathleen M Fisch
Journal:  Methods Mol Biol       Date:  2019

8.  FASTKD2 and human memory: functional pathways and prospects for novel therapeutic target development for Alzheimer's disease and age-associated memory decline.

Authors:  Vijay K Ramanan; Andrew J Saykin
Journal:  Pharmacogenomics       Date:  2015       Impact factor: 2.533

Review 9.  Pathways to neurodegeneration: mechanistic insights from GWAS in Alzheimer's disease, Parkinson's disease, and related disorders.

Authors:  Vijay K Ramanan; Andrew J Saykin
Journal:  Am J Neurodegener Dis       Date:  2013-09-18

10.  A sequence variant associated with sortilin-1 (SORT1) on 1p13.3 is independently associated with abdominal aortic aneurysm.

Authors:  Gregory T Jones; Matthew J Bown; Solveig Gretarsdottir; Simon P R Romaine; Anna Helgadottir; Grace Yu; Gerard Tromp; Paul E Norman; Cao Jin; Annette F Baas; Jan D Blankensteijn; Iftikhar J Kullo; L Victoria Phillips; Michael J A Williams; Ruth Topless; Tony R Merriman; Thodor M Vasudevan; David R Lewis; Ross D Blair; Andrew A Hill; Robert D Sayers; Janet T Powell; Panagiotis Deloukas; Gudmar Thorleifsson; Stefan E Matthiasson; Unnur Thorsteinsdottir; Jonathan Golledge; Robert A Ariëns; Anne Johnson; Soroush Sohrabi; D Julian Scott; David J Carey; Robert Erdman; James R Elmore; Helena Kuivaniemi; Nilesh J Samani; Kari Stefansson; Andre M van Rij
Journal:  Hum Mol Genet       Date:  2013-03-27       Impact factor: 6.150

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