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Recent studies of cancer somatic mutation profiles seek to identify mutations for targeted therapy in personalized medicine. Analysis of profiles, however, is not trivial, as each profile is heterogeneous and there are multiple confounding…

机器学习 · 统计学 2020-05-25 Rahul Mehta , Muge Karaman

Variability in drug efficacy and adverse effects are observed in clinical practice. While the extent of genetic variability in classical pharmacokinetic genes is rather well understood, the role of genetic variation in drug targets is…

基因组学 · 定量生物学 2017-06-27 Charlotta P. I. Schärfe , Roman Tremmel , Matthias Schwab , Oliver Kohlbacher , Debora S. Marks

Background: Genomic instability is a hallmark of cancer, leading to many somatic alterations. Identifying which alterations have a system-wide impact is a challenging task. Nevertheless, this is an essential first step for prioritizing…

Identifying the genes and mutations that drive the emergence of tumors is a major step to improve understanding of cancer and identify new directions for disease diagnosis and treatment. Despite the large volume of genomics data, the…

机器学习 · 计算机科学 2022-04-05 Renan Andrades , Mariana Recamonde-Mendoza

Recent works have stressed the important role that random mutations have in the development of cancer phenotype. We challenge this current view by means of bioinformatic data analysis and computational modelling approaches. Not all the…

细胞行为 · 定量生物学 2017-06-28 Gianluca Ascolani , Pietro Lió

BRCA genes, comprising BRCA1 and BRCA2 play indispensable roles in preserving genomic stability and facilitating DNA repair mechanisms. The presence of germline mutations in these genes has been associated with increased susceptibility to…

基因组学 · 定量生物学 2023-09-04 Woowon Jang , Shiwoo Koak , Jiwon Im , Utku Ozbulak , Joris Vankerschaver

We propose a one mutation model for cancer with a mutation rate that increases with time. Under rather general hypotheses the number of mutations is necessarily a (non homogeneous) Poisson process with the prescribed mutation rate. We show…

概率论 · 数学 2008-08-19 Rinaldo B. Schinazi

The dynamics of tumour evolution are not well understood. In this paper we provide a statistical framework for evaluating the molecular variation observed in different parts of a colorectal tumour. A multi-sample version of the Ewens…

种群与进化 · 定量生物学 2010-04-26 A. D. Barbour , Simon Tavaré

The biggest Breast cancer is increasingly a major factor in female fatalities, overtaking heart disease. While genetic factors are important in the growth of breast cancer, new research indicates that environmental factors also play a…

机器学习 · 计算机科学 2023-09-27 Muhammad Shoaib Farooq , Mehreen Ilyas

The global surge in the cases of gastric cancer has prompted an investigation into the potential of gut microbiota as a predictive marker for the disease. The alterations in gut diversity are suspected to be associated with an elevated risk…

基因组学 · 定量生物学 2024-09-20 Aadhith Shankarnarayanan , Dheeman Gangopadhyay , Ayman Alzaatreh

Cancer is most commonly viewed as resulting from somatic mutations enhancing proliferation and invasion. Some hypotheses further propose that these new capacities reveal a breakdown of multicellularity allowing cancer cells to escape…

种群与进化 · 定量生物学 2024-11-27 Bertrand Daignan-Fornier , Thomas Pradeu

Cancer is a complex disease driven by dynamic regulatory shifts that cannot be fully captured by individual molecular profiling. We employ a data-driven approach to construct a coarse-grained dynamic network model based on hallmark…

定量方法 · 定量生物学 2025-02-28 Jiahe Wang , Yan Wu , Yuke Hou , Yang Li , Dachuan Xu , Changjing Zhuge , Yue Han

A mathematical model of genome degradation is proposed that takes into account a variable rate of mutation and increasing number of cells in a developing human organism. The model explains known properties of cancer development, in…

生物物理 · 物理学 2007-05-23 V. N. Binhi

Cancer development is driven by mutations and selective forces, including the action of the immune system and interspecific competition. When administered to patients, anti-cancer therapies affect the development and dynamics of tumours,…

动力系统 · 数学 2021-09-30 Elena Piretto , Marcello Delitala , Peter S. Kim , Federico Frascoli

Tumor recurrence, driven by the evolution of drug resistance is a major barrier to therapeutic success in cancer. Resistance is often caused by genetic alterations such as point mutation, which refers to the modification of a single genomic…

种群与进化 · 定量生物学 2023-08-23 Aaron Li , Danika Kibby , Jasmine Foo

Cancer is viewed as a multistep process whereby a normal cell is transformed into a cancer cell through the acquisition of mutations. We reduce the complexities of cancer progression to a simple set of underlying rules that govern the…

细胞行为 · 定量生物学 2007-05-23 Sabrina L. Spencer , Matthew J. Berryman , Jose A. Garcia , Derek Abbott

Cancer progression is driven by a small number of genetic alterations accumulating in a neoplasm. These few driver alterations reside in a cancer genome alongside tens of thousands of other mutations that are widely believed to have no role…

种群与进化 · 定量生物学 2015-06-11 Christopher D McFarland , Gregory V Kryukov , Shamil Sunyaev , Leonid Mirny

We built a novel Bayesian hierarchical survival model based on the somatic mutation profile of patients across 50 genes and 27 cancer types. The pan-cancer quality allows for the model to "borrow" information across cancer types, motivated…

定量方法 · 定量生物学 2019-10-09 Sarah Samorodnitsky , Katherine A. Hoadley , Eric F. Lock

Genomic aberrations, such as somatic copy number alterations, are frequently observed in tumor tissue. Recurrent aberrations, occurring in the same region across multiple subjects, are of interest because they may highlight genes associated…

统计理论 · 数学 2014-03-11 Vonn Walter , Fred A. Wright , Andrew B. Nobel

Genetic mutations are footprints of tumour growth. While mutation data in bulk samples has been used to infer evolutionary parameters hard to measure in vivo, the advent of single-cell data has led to strong interest in the mutational…

种群与进化 · 定量生物学 2025-07-11 Christo Morison , Dudley Stark , Weini Huang