User profiles for Ilya Shmulevich

Ilya Shmulevich

Professor, Institute for Systems Biology
Verified email at systemsbiology.org
Cited by 87599

[PDF][PDF] Machine learning identifies stemness features associated with oncogenic dedifferentiation

…, K Leinonen, Y Liu, M Miller, S Reynolds, I Shmulevich… - Cell, 2018 - cell.com
Cancer progression involves the gradual loss of a differentiated phenotype and acquisition
of progenitor and stem-cell-like features. Here, we provide novel stemness indices for …

[PDF][PDF] The immune landscape of cancer

…, K Leinonen, M Miller, S Reynolds, I Shmulevich… - Immunity, 2018 - cell.com
We performed an extensive immunogenomic analysis of more than 10,000 tumors comprising
33 diverse cancer types by utilizing data compiled by TCGA. Across cancer types, we …

Probabilistic Boolean networks: a rule-based uncertainty model for gene regulatory networks

I Shmulevich, ER Dougherty, S Kim, W Zhang - Bioinformatics, 2002 - academic.oup.com
Motivation: Our goal is to construct a model for genetic regulatory networks such that the
model class: (i) incorporates rule-based dependencies between genes; (ii) allows the …

Digital twins for predictive oncology will be a paradigm shift for precision cancer care

…, E Stahlberg, T Syeda-Mahmood, I Shmulevich - Nature medicine, 2021 - nature.com
To the Editor—In medicine, digital twin models use real-time data to adjust treatment,
monitor response and track lifestyle modifications. Similarly, cancer patient digital twins (CPDTs) …

[PDF][PDF] Genomic and molecular landscape of DNA damage repair deficiency across the cancer genome atlas

…, L Ding, GB Mills, PW Laird, DA Wheeler, I Shmulevich… - Cell reports, 2018 - cell.com
DNA damage repair (DDR) pathways modulate cancer risk, progression, and therapeutic
response. We systematically analyzed somatic alterations to provide a comprehensive view of …

Robust quantification of in vitro angiogenesis through image analysis

…, O Yli-Harja, W Zhang, I Shmulevich - IEEE transactions on …, 2005 - ieeexplore.ieee.org
An automated image analysis method for quantification of in vitro angiogenesis is presented.
The method is designed for in vitro angiogenesis assays that are based on co-culturing …

[HTML][HTML] The cancer genome atlas pan-cancer analysis project

…, KR Shaw, BA Ozenberger, K Ellrott, I Shmulevich… - Nature …, 2013 - nature.com
The Cancer Genome Atlas (TCGA) Research Network has profiled and analyzed large
numbers of human tumors to discover molecular aberrations at the DNA, RNA, protein and …

[HTML][HTML] The somatic genomic landscape of glioblastoma

…, B Bernard, CJ Wu, G Genovese, I Shmulevich… - cell, 2013 - cell.com
We describe the landscape of somatic genomic alterations based on multidimensional and
comprehensive characterization of more than 500 glioblastoma tumors (GBMs). We identify …

[PDF][PDF] An integrated TCGA pan-cancer clinical data resource to drive high-quality survival outcome analytics

…, K Leinonen, Y Liu, M Miller, S Reynolds, I Shmulevich… - Cell, 2018 - cell.com
For a decade, The Cancer Genome Atlas (TCGA) program collected clinicopathologic
annotation data along with multi-platform molecular profiles of more than 11,000 human tumors …

[PDF][PDF] Oncogenic signaling pathways in the cancer genome atlas

…, Q Gao, MH Bailey, WW Liang, SM Foltz, I Shmulevich… - Cell, 2018 - cell.com
Genetic alterations in signaling pathways that control cell-cycle progression, apoptosis, and
cell growth are common hallmarks of cancer, but the extent, mechanisms, and co-…