Efficient weighted univariate clustering maps outstanding dysregulated genomic zones in human cancers

M Song, H Zhong - Bioinformatics, 2020 - academic.oup.com
Motivation Chromosomal patterning of gene expression in cancer can arise from
aneuploidy, genome disorganization or abnormal DNA methylation. To map such patterns …

[PDF][PDF] Selective review of offline change point detection methods

C Truonga, L Oudreb, N Vayatis - arXiv preprint arXiv:1801.00718, 2018 - academia.edu
This article presents a selective survey of algorithms for the offline detection of multiple
change points in multivariate time series. A general yet structuring methodological strategy …

Pan-cancer driver copy number alterations identified by joint expression/CNA data analysis

G Wang, D Anastassiou - Scientific reports, 2020 - nature.com
Abstract Analysis of large gene expression datasets from biopsies of cancer patients can
identify co-expression signatures representing particular biomolecular events in cancer …

[HTML][HTML] CoSeNet: A novel approach for optimal segmentation of correlation matrices

A Palomo-Alonso, D Casillas-Perez… - Digital Signal …, 2024 - Elsevier
In this paper, we propose a novel approach for the optimal identification of correlated
segments in noisy correlation matrices. The proposed model is known as CoSeNet …

Identification of deregulation mechanisms specific to cancer subtypes

M Champion, J Chiquet, P Neuvial, M Elati… - … of Bioinformatics and …, 2021 - World Scientific
In many cancers, mechanisms of gene regulation can be severely altered. Identification of
deregulated genes, which do not follow the regulation processes that exist between …

Détection de ruptures multiples–application aux signaux physiologiques.

C Truong - 2018 - theses.hal.science
Ce travail s' intéresse au problème de détection de ruptures multiples dans des signaux
physiologiques (univariés ou multivariés). Ce type de signaux comprend par exemple les …

Estimating the number of block boundaries from diagonal blockwise matrices without penalization

V Brault, M Delattre, E Lebarbier… - … Journal of Statistics, 2017 - Wiley Online Library
In computational biology, numerous recent studies have been dedicated to the analysis of
the chromatin structure within the cell by two‐dimensional segmentation methods. Motivated …

Identification of deregulated transcription factors involved in subtypes of cancers

M Champion, J Chiquet, P Neuvial, M Elati… - arXiv preprint arXiv …, 2020 - arxiv.org
We propose a methodology for the identification of transcription factors involved in the
deregulation of genes in tumoral cells. This strategy is based on the inference of a reference …

Model-Free Gene-to-Zone Network Inference of Molecular Mechanisms in Biology

H Zhong - 2019 - search.proquest.com
Molecular activities in chromosomal regions can be shaped by diverse biological processes,
including genome structural alteration, genome reorganization, and epigenetic …