Network pharmacology of cancer: From understanding of complex interactomes to the design of multi-target specific therapeutics from nature

P Poornima, JD Kumar, Q Zhao, M Blunder… - Pharmacological …, 2016 - Elsevier
Despite massive investments in drug research and development, the significant decline in
the number of new drugs approved or translated to clinical use raises the question, whether …

Multi-task learning predicts drug combination synergy in cells and in the clinic

C Gilvary, JR Dry, O Elemento - BioRxiv, 2019 - biorxiv.org
Combination therapies for various cancers have been shown to increase efficacy, lower
toxicity, and circumvent resistance. However, despite the promise of combinatorial therapies …

Accelerating cancer therapy development: the importance of combination strategies and collaboration. Summary of an Institute of Medicine workshop

PM LoRusso, R Canetta, JA Wagner, EP Balogh… - Clinical Cancer …, 2012 - AACR
Cancer cells contain multiple genetic changes in cell signaling pathways that drive
abnormal cell survival, proliferation, invasion, and metastasis. Unfortunately, patients treated …

Network‐based approaches in drug discovery and early development

JM Harrold, M Ramanathan… - Clinical Pharmacology & …, 2013 - Wiley Online Library
Identification of novel targets is a critical first step in the drug discovery and development
process. Most diseases such as cancer, metabolic disorders, and neurological disorders are …

[HTML][HTML] Drug combination sensitivity scoring facilitates the discovery of synergistic and efficacious drug combinations in cancer

A Malyutina, MM Majumder, W Wang… - PLoS computational …, 2019 - journals.plos.org
High-throughput drug screening has facilitated the discovery of drug combinations in cancer.
Many existing studies adopted a full matrix design, aiming for the characterization of drug …

Network-based strategies can help mono-and poly-pharmacology drug discovery: a systems biology view

H Billur Engin, A Gursoy, R Nussinov… - Current …, 2014 - ingentaconnect.com
The cellular network and its environment govern cell and organism behavior and are
fundamental to the comprehension of function, misfunction and drug discovery. Over the last …

What does systems biology mean for drug development?

A Schrattenholz, V Soskic - Current medicinal chemistry, 2008 - ingentaconnect.com
The complexity and flexibility of cellular architectures is increasingly recognized by
impressive progress on the side of molecular analytics, ie proteomics, genomics and …

[HTML][HTML] Network-based prediction of drug combinations

F Cheng, IA Kovács, AL Barabási - Nature communications, 2019 - nature.com
Drug combinations, offering increased therapeutic efficacy and reduced toxicity, play an
important role in treating multiple complex diseases. Yet, our ability to identify and validate …

An unbiased oncology compound screen to identify novel combination strategies

J O'Neil, Y Benita, I Feldman, M Chenard… - Molecular cancer …, 2016 - AACR
Combination drug therapy is a widely used paradigm for managing numerous human
malignancies. In cancer treatment, additive and/or synergistic drug combinations can …

Synergistic drug combinations tend to improve therapeutically relevant selectivity

J Lehár, AS Krueger, W Avery, AM Heilbut… - Nature …, 2009 - nature.com
Drug combinations are a promising strategy to overcome the compensatory mechanisms
and unwanted off-target effects that limit the utility of many potential drugs. However …