The Cancer Cell Line Encyclopedia enables predictive modelling of anticancer drug sensitivity

…, G Caponigro, N Stransky, K Venkatesan, AA Margolin… - Nature, 2012 - nature.com
The systematic translation of cancer genomic data into knowledge of tumour biology and
therapeutic possibilities remains challenging. Such efforts should be greatly aided by robust …

[HTML][HTML] ARACNE: an algorithm for the reconstruction of gene regulatory networks in a mammalian cellular context

AA Margolin, I Nemenman, K Basso, C Wiggins… - BMC …, 2006 - Springer
Background Elucidating gene regulatory networks is crucial for understanding normal cell
physiology and complex pathologic phenotypes. Existing computational methods for the …

Reverse engineering of regulatory networks in human B cells

K Basso, AA Margolin, G Stolovitzky, U Klein… - Nature …, 2005 - nature.com
Cellular phenotypes are determined by the differential activity of networks linking coregulated
genes. Available methods for the reverse engineering of such networks from genome-wide …

[PDF][PDF] Multiplatform analysis of 12 cancer types reveals molecular classification within and across tissues of origin

…, R Akbani, H Shen, L Omberg, A Chu, AA Margolin… - Cell, 2014 - cell.com
Recent genomic analyses of pathologically defined tumor types identify "within-a-tissue"
disease subtypes. However, the extent to which genomic signatures are shared across tissues …

[HTML][HTML] CIViC is a community knowledgebase for expert crowdsourcing the clinical interpretation of variants in cancer

…, BM Good, C Wu, AI Su, R Dienstmann, AA Margolin… - Nature …, 2017 - nature.com
CIViC is an expert-crowdsourced knowledgebase for Clinical Interpretation of Variants in
Cancer describing the therapeutic, prognostic, diagnostic and predisposing relevance of …

[PDF][PDF] Quantitative multiplex immunohistochemistry reveals myeloid-inflamed tumor-immune complexity associated with poor prognosis

…, L Zheng, EM Jaffee, P Leyshock, AA Margolin… - Cell reports, 2017 - cell.com
Here, we describe a multiplexed immunohistochemical platform with computational image
processing workflows, including image cytometry, enabling simultaneous evaluation of 12 …

Reverse engineering cellular networks

AA Margolin, K Wang, WK Lim, M Kustagi… - Nature protocols, 2006 - nature.com
We describe a computational protocol for the ARACNE algorithm, an information-theoretic
method for identifying transcriptional interactions between gene products using microarray …

The metabolome regulates the epigenetic landscape during naive-to-primed human embryonic stem cell transition

…, D Hockenbery, CA Blau, D Raftery, AA Margolin… - Nature cell …, 2015 - nature.com
For nearly a century developmental biologists have recognized that cells from embryos can
differ in their potential to differentiate into distinct cell types. Recently, it has been recognized …

Identifying the proteins to which small-molecule probes and drugs bind in cells

SE Ong, M Schenone, AA Margolin… - Proceedings of the …, 2009 - National Acad Sciences
Most small-molecule probes and drugs alter cell circuitry by interacting with 1 or more
proteins. A complete understanding of the interacting proteins and their associated protein …

[HTML][HTML] Combining tumor genome simulation with crowdsourcing to benchmark somatic single-nucleotide-variant detection

…, D Haussler, SH Friend, G Stolovitzky, AA Margolin… - Nature …, 2015 - nature.com
The detection of somatic mutations from cancer genome sequences is key to understanding
the genetic basis of disease progression, patient survival and response to therapy. …