Network propagation: a universal amplifier of genetic associations

L Cowen, T Ideker, BJ Raphael, R Sharan - Nature Reviews Genetics, 2017 - nature.com
Biological networks are powerful resources for the discovery of genes and genetic modules
that drive disease. Fundamental to network analysis is the concept that genes underlying the …

Computational network biology: data, models, and applications

C Liu, Y Ma, J Zhao, R Nussinov, YC Zhang, F Cheng… - Physics Reports, 2020 - Elsevier
Biological entities are involved in intricate and complex interactions, in which uncovering the
biological information from the network concepts are of great significance. Benefiting from …

[HTML][HTML] Comprehensive pan-genomic characterization of adrenocortical carcinoma

S Zheng, AD Cherniack, N Dewal, RA Moffitt… - Cancer cell, 2016 - cell.com
We describe a comprehensive genomic characterization of adrenocortical carcinoma (ACC).
Using this dataset, we expand the catalogue of known ACC driver genes to include …

Population snapshots predict early haematopoietic and erythroid hierarchies

BK Tusi, SL Wolock, C Weinreb, Y Hwang, D Hidalgo… - Nature, 2018 - nature.com
The formation of red blood cells begins with the differentiation of multipotent haematopoietic
progenitors. Reconstructing the steps of this differentiation represents a general challenge in …

Pan-cancer network analysis identifies combinations of rare somatic mutations across pathways and protein complexes

MDM Leiserson, F Vandin, HT Wu, JR Dobson… - Nature …, 2015 - nature.com
Cancers exhibit extensive mutational heterogeneity, and the resulting long-tail phenomenon
complicates the discovery of genes and pathways that are significantly mutated in cancer …

Genomic and epigenomic landscapes of adult de novo acute myeloid leukemia

Cancer Genome Atlas Research … - New England Journal of …, 2013 - Mass Medical Soc
Background Many mutations that contribute to the pathogenesis of acute myeloid leukemia
(AML) are undefined. The relationships between patterns of mutations and epigenetic …

Comprehensive molecular characterization of clear cell renal cell carcinoma

Genetic changes underlying clear cell renal cell carcinoma (ccRCC) include alterations in
genes controlling cellular oxygen sensing (for example, VHL) and the maintenance of …

[HTML][HTML] Pan-cancer patterns of somatic copy number alteration

TI Zack, SE Schumacher, SL Carter, AD Cherniack… - Nature …, 2013 - nature.com
Determining how somatic copy number alterations (SCNAs) promote cancer is an important
goal. We characterized SCNA patterns in 4,934 cancers from The Cancer Genome Atlas …

Methods for the integration of multi-omics data: mathematical aspects

M Bersanelli, E Mosca, D Remondini, E Giampieri… - BMC …, 2016 - Springer
Background Methods for the integrative analysis of multi-omics data are required to draw a
more complete and accurate picture of the dynamics of molecular systems. The complexity …

Network-based stratification of tumor mutations

M Hofree, JP Shen, H Carter, A Gross, T Ideker - Nature methods, 2013 - nature.com
Many forms of cancer have multiple subtypes with different causes and clinical outcomes.
Somatic tumor genome sequences provide a rich new source of data for uncovering these …