Literature DB >> 27118839

Big data visualization identifies the multidimensional molecular landscape of human gliomas.

Hamid Bolouri1, Lue Ping Zhao2, Eric C Holland3.   

Abstract

We show that visualizing large molecular and clinical datasets enables discovery of molecularly defined categories of highly similar patients. We generated a series of linked 2D sample similarity plots using genome-wide single nucleotide alterations (SNAs), copy number alterations (CNAs), DNA methylation, and RNA expression data. Applying this approach to the combined glioblastoma (GBM) and lower grade glioma (LGG) The Cancer Genome Atlas datasets, we find that combined CNA/SNA data divide gliomas into three highly distinct molecular groups. The mutations commonly used in clinical evaluation of these tumors are regionally distributed in these plots. One of the three groups is a mixture of GBM and LGG that shows similar methylation and survival characteristics to GBM. Altogether, our approach identifies eight molecularly defined glioma groups with distinct sequence/expression/methylation profiles. Importantly, we show that regionally clustered samples are enriched for specific drug targets.

Entities:  

Keywords:  big data; biomarkers; glioma; precision medicine; visualization

Mesh:

Substances:

Year:  2016        PMID: 27118839      PMCID: PMC4868421          DOI: 10.1073/pnas.1601591113

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  18 in total

1.  Corepressor-dependent silencing of chromosomal regions encoding neuronal genes.

Authors:  Victoria V Lunyak; Robert Burgess; Gratien G Prefontaine; Charles Nelson; Sing-Hoi Sze; Josh Chenoweth; Phillip Schwartz; Pavel A Pevzner; Christopher Glass; Gail Mandel; Michael G Rosenfeld
Journal:  Science       Date:  2002-10-24       Impact factor: 47.728

2.  Identification of a CpG island methylator phenotype that defines a distinct subgroup of glioma.

Authors:  Houtan Noushmehr; Daniel J Weisenberger; Kristin Diefes; Heidi S Phillips; Kanan Pujara; Benjamin P Berman; Fei Pan; Christopher E Pelloski; Erik P Sulman; Krishna P Bhat; Roel G W Verhaak; Katherine A Hoadley; D Neil Hayes; Charles M Perou; Heather K Schmidt; Li Ding; Richard K Wilson; David Van Den Berg; Hui Shen; Henrik Bengtsson; Pierre Neuvial; Leslie M Cope; Jonathan Buckley; James G Herman; Stephen B Baylin; Peter W Laird; Kenneth Aldape
Journal:  Cancer Cell       Date:  2010-04-15       Impact factor: 31.743

Review 3.  Targeting brain cancer: advances in the molecular pathology of malignant glioma and medulloblastoma.

Authors:  Jason T Huse; Eric C Holland
Journal:  Nat Rev Cancer       Date:  2010-05       Impact factor: 60.716

4.  Integrated genomic analysis identifies clinically relevant subtypes of glioblastoma characterized by abnormalities in PDGFRA, IDH1, EGFR, and NF1.

Authors:  Roel G W Verhaak; Katherine A Hoadley; Elizabeth Purdom; Victoria Wang; Yuan Qi; Matthew D Wilkerson; C Ryan Miller; Li Ding; Todd Golub; Jill P Mesirov; Gabriele Alexe; Michael Lawrence; Michael O'Kelly; Pablo Tamayo; Barbara A Weir; Stacey Gabriel; Wendy Winckler; Supriya Gupta; Lakshmi Jakkula; Heidi S Feiler; J Graeme Hodgson; C David James; Jann N Sarkaria; Cameron Brennan; Ari Kahn; Paul T Spellman; Richard K Wilson; Terence P Speed; Joe W Gray; Matthew Meyerson; Gad Getz; Charles M Perou; D Neil Hayes
Journal:  Cancer Cell       Date:  2010-01-19       Impact factor: 31.743

5.  Molecular subclasses of high-grade glioma predict prognosis, delineate a pattern of disease progression, and resemble stages in neurogenesis.

Authors:  Heidi S Phillips; Samir Kharbanda; Ruihuan Chen; William F Forrest; Robert H Soriano; Thomas D Wu; Anjan Misra; Janice M Nigro; Howard Colman; Liliana Soroceanu; P Mickey Williams; Zora Modrusan; Burt G Feuerstein; Ken Aldape
Journal:  Cancer Cell       Date:  2006-03       Impact factor: 31.743

6.  Abnormal expression of REST/NRSF and Myc in neural stem/progenitor cells causes cerebellar tumors by blocking neuronal differentiation.

Authors:  Xiaohua Su; Vidya Gopalakrishnan; Duncan Stearns; Kenneth Aldape; Fredrick F Lang; Gregory Fuller; Evan Snyder; Charles G Eberhart; Sadhan Majumder
Journal:  Mol Cell Biol       Date:  2006-03       Impact factor: 4.272

7.  Squelching glioblastoma stem cells by targeting REST for proteasomal degradation.

Authors:  Peisu Zhang; Justin D Lathia; William A Flavahan; Jeremy N Rich; Mark P Mattson
Journal:  Trends Neurosci       Date:  2009-09-11       Impact factor: 13.837

8.  Molecular Profiling Reveals Biologically Discrete Subsets and Pathways of Progression in Diffuse Glioma.

Authors:  Michele Ceccarelli; Floris P Barthel; Tathiane M Malta; Thais S Sabedot; Sofie R Salama; Bradley A Murray; Olena Morozova; Yulia Newton; Amie Radenbaugh; Stefano M Pagnotta; Samreen Anjum; Jiguang Wang; Ganiraju Manyam; Pietro Zoppoli; Shiyun Ling; Arjun A Rao; Mia Grifford; Andrew D Cherniack; Hailei Zhang; Laila Poisson; Carlos Gilberto Carlotti; Daniela Pretti da Cunha Tirapelli; Arvind Rao; Tom Mikkelsen; Ching C Lau; W K Alfred Yung; Raul Rabadan; Jason Huse; Daniel J Brat; Norman L Lehman; Jill S Barnholtz-Sloan; Siyuan Zheng; Kenneth Hess; Ganesh Rao; Matthew Meyerson; Rameen Beroukhim; Lee Cooper; Rehan Akbani; Margaret Wrensch; David Haussler; Kenneth D Aldape; Peter W Laird; David H Gutmann; Houtan Noushmehr; Antonio Iavarone; Roel G W Verhaak
Journal:  Cell       Date:  2016-01-28       Impact factor: 41.582

9.  Comprehensive genomic characterization defines human glioblastoma genes and core pathways.

Authors: 
Journal:  Nature       Date:  2008-09-04       Impact factor: 49.962

Review 10.  The 2007 WHO classification of tumours of the central nervous system.

Authors:  David N Louis; Hiroko Ohgaki; Otmar D Wiestler; Webster K Cavenee; Peter C Burger; Anne Jouvet; Bernd W Scheithauer; Paul Kleihues
Journal:  Acta Neuropathol       Date:  2007-07-06       Impact factor: 17.088

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  17 in total

1.  Putting Glioblastoma in Its Place: IRF3 Inhibits Invasion.

Authors:  Siobhan S Pattwell; Eric C Holland
Journal:  Trends Mol Med       Date:  2017-07-31       Impact factor: 11.951

Review 2.  Advancing computer-aided drug discovery (CADD) by big data and data-driven machine learning modeling.

Authors:  Linlin Zhao; Heather L Ciallella; Lauren M Aleksunes; Hao Zhu
Journal:  Drug Discov Today       Date:  2020-07-11       Impact factor: 7.851

3.  Inclusion bias of patients with genetically different glioblastoma subgroups in clinical trials.

Authors:  Christian Hartmann
Journal:  Neuro Oncol       Date:  2018-09-03       Impact factor: 12.300

4.  Copy number profiling across glioblastoma populations has implications for clinical trial design.

Authors:  Patrick J Cimino; Lisa McFerrin; Hans-Georg Wirsching; Sonali Arora; Hamid Bolouri; Raul Rabadan; Michael Weller; Eric C Holland
Journal:  Neuro Oncol       Date:  2018-09-03       Impact factor: 12.300

5.  TumorMap: Exploring the Molecular Similarities of Cancer Samples in an Interactive Portal.

Authors:  Yulia Newton; Adam M Novak; Teresa Swatloski; Duncan C McColl; Sahil Chopra; Kiley Graim; Alana S Weinstein; Robert Baertsch; Sofie R Salama; Kyle Ellrott; Manu Chopra; Theodore C Goldstein; David Haussler; Olena Morozova; Joshua M Stuart
Journal:  Cancer Res       Date:  2017-11-01       Impact factor: 12.701

6.  Translating Basic Science Discoveries into Improved Outcomes for Glioblastoma.

Authors:  Peter B Dirks; Mark R Gilbert; Eric C Holland; Elizabeth A Maher; William A Weiss
Journal:  Clin Cancer Res       Date:  2020-02-14       Impact factor: 12.531

7.  Patient Similarity: Emerging Concepts in Systems and Precision Medicine.

Authors:  Sherry-Ann Brown
Journal:  Front Physiol       Date:  2016-11-24       Impact factor: 4.566

8.  Mutant IDH1 regulates the tumor-associated immune system in gliomas.

Authors:  Nduka M Amankulor; Youngmi Kim; Sonali Arora; Julia Kargl; Frank Szulzewsky; Mark Hanke; Daciana H Margineantu; Aparna Rao; Hamid Bolouri; Jeff Delrow; David Hockenbery; A McGarry Houghton; Eric C Holland
Journal:  Genes Dev       Date:  2017-05-02       Impact factor: 11.361

9.  Multidimensional scaling of diffuse gliomas: application to the 2016 World Health Organization classification system with prognostically relevant molecular subtype discovery.

Authors:  Patrick J Cimino; Michael Zager; Lisa McFerrin; Hans-Georg Wirsching; Hamid Bolouri; Bettina Hentschel; Andreas von Deimling; David Jones; Guido Reifenberger; Michael Weller; Eric C Holland
Journal:  Acta Neuropathol Commun       Date:  2017-05-22       Impact factor: 7.801

10.  Intratumoral heterogeneity and clonal evolution in blood malignancies and solid tumors.

Authors:  Ignacio Varela; Pablo Menendez; Alejandra Sanjuan-Pla
Journal:  Oncotarget       Date:  2017-08-16
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