The evolution of tumour phylogenetics: principles and practice

R Schwartz, AA Schäffer - Nature Reviews Genetics, 2017 - nature.com
Rapid advances in high-throughput sequencing and a growing realization of the importance
of evolutionary theory to cancer genomics have led to a proliferation of phylogenetic studies …

A picture guide to cancer progression and monotonic accumulation models: evolutionary assumptions, plausible interpretations, and alternative uses

R Diaz-Uriarte, IG Johnston - arXiv preprint arXiv:2312.06824, 2023 - arxiv.org
Cancer progression and monotonic accumulation models were developed to discover
dependencies in the irreversible acquisition of binary traits from cross-sectional data. They …

Evolutionary accumulation modelling in AMR: machine learning to infer and predict evolutionary dynamics of multi-drug resistance

J Renz, KA Dauda, ONL Aga, R Diaz-Uriarte… - arXiv preprint arXiv …, 2024 - arxiv.org
Can we understand and predict the evolutionary pathways by which bacteria acquire multi-
drug resistance (MDR)? These questions have substantial potential impact in basic biology …

Algorithms to model single gene, single chromosome, and whole genome copy number changes jointly in tumor phylogenetics

SA Chowdhury, SE Shackney… - PLoS computational …, 2014 - journals.plos.org
We present methods to construct phylogenetic models of tumor progression at the cellular
level that include copy number changes at the scale of single genes, entire chromosomes …

Efficient sampling for Bayesian inference of conjunctive Bayesian networks

T Sakoparnig, N Beerenwinkel - Bioinformatics, 2012 - academic.oup.com
Motivation: Cancer development is driven by the accumulation of advantageous mutations
and subsequent clonal expansion of cells harbouring these mutations, but the order in which …

Identifying restrictions in the order of accumulation of mutations during tumor progression: effects of passengers, evolutionary models, and sampling

R Diaz-Uriarte - BMC bioinformatics, 2015 - Springer
Background Cancer progression is caused by the sequential accumulation of mutations, but
not all orders of accumulation are equally likely. When the fixation of some mutations …

Rtreemix: an R package for estimating evolutionary pathways and genetic progression scores

J Bogojeska, A Alexa, A Altmann, T Lengauer… - …, 2008 - academic.oup.com
In genetics, many evolutionary pathways can be modeled by the ordered accumulation of
permanent changes. Mixture models of mutagenetic trees have been used to describe …

Variable selection for disease progression models: methods for oncogenetic trees and application to cancer and HIV

K Hainke, S Szugat, R Fried, J Rahnenführer - BMC bioinformatics, 2017 - Springer
Background Disease progression models are important for understanding the critical steps
during the development of diseases. The models are imbedded in a statistical framework to …

[PDF][PDF] Sample Size Estimation for Cancer Progression Models

C Netzer, J Rahnenführer - International Journal of Computational …, 2012 - Citeseer
Human tumours are often associated with the accumulation of chromosomal alterations in
the cancer cells. The identification of characteristic pathogenic routes improves prediction of …

Inferring restrictions in the temporal order of mutations during tumor progression: effects of passenger mutations, evolutionary models, and sampling

R Diaz-Uriarte - bioRxiv, 2014 - biorxiv.org
Cancer progression is caused by the sequential accumulation of mutations, but not all
orders of accumulation of mutations are equally likely. When the fixation of some mutations …