Applications of topological data analysis in oncology

A Bukkuri, N Andor, IK Darcy - Frontiers in artificial intelligence, 2021 - frontiersin.org
The emergence of the information age in the last few decades brought with it an explosion of
biomedical data. But with great power comes great responsibility: there is now a pressing …

[PDF][PDF] A roadmap for the computation of persistent homology

N Otter, MA Porter, U Tillmann, P Grindrod… - EPJ Data Science, 2017 - Springer
Persistent homology (PH) is a method used in topological data analysis (TDA) to study
qualitative features of data that persist across multiple scales. It is robust to perturbations of …

The topology of data: opportunities for cancer research

CF Loughrey, P Fitzpatrick, N Orr… - …, 2021 - academic.oup.com
Motivation Topological methods have recently emerged as a reliable and interpretable
framework for extracting information from high-dimensional data, leading to the creation of a …

[图书][B] Topological data analysis for genomics and evolution: topology in biology

R Rabadán, AJ Blumberg - 2019 - books.google.com
Biology has entered the age of Big Data. The technical revolution has transformed the field,
and extracting meaningful information from large biological data sets is now a central …

Higher-order networks representation and learning: A survey

H Tian, R Zafarani - ACM SIGKDD Explorations Newsletter, 2024 - dl.acm.org
Network data has become widespread, larger, and more complex over the years. Traditional
network data is dyadic, capturing the relations among pairs of entities. With the need to …

Topological analysis of interaction patterns in cancer-specific gene regulatory network: Persistent homology approach

H Masoomy, B Askari, S Tajik, AK Rizi, GR Jafari - Scientific Reports, 2021 - nature.com
In this study, we investigated cancer cellular networks in the context of gene interactions and
their associated patterns in order to recognize the structural features underlying this disease …

Spatio-temporal dynamics of Plasmodium falciparum transmission within a spatial unit on the Colombian Pacific Coast

A Knudson, F González-Casabianca… - Scientific reports, 2020 - nature.com
As malaria control programmes concentrate their efforts towards malaria elimination a better
understanding of malaria transmission patterns at fine spatial resolution units becomes …

Topological gene expression networks recapitulate brain anatomy and function

A Patania, P Selvaggi, M Veronese… - Network …, 2019 - direct.mit.edu
Understanding how gene expression translates to and affects human behavior is one of the
ultimate goals of neuroscience. In this paper, we present a pipeline based on Mapper, a …

Simplicial models and topological inference in biological systems

V Nanda, R Sazdanović - Discrete and topological models in molecular …, 2013 - Springer
This article is a user's guide to algebraic topological methods for data analysis with a
particular focus on applications to datasets arising in experimental biology. We begin with …

Topological data analysis (TDA) for time series

N Ravishanker, R Chen - arXiv preprint arXiv:1909.10604, 2019 - arxiv.org
The study of topology is strictly speaking, a topic in pure mathematics. However in only a few
years, Topological Data Analysis (TDA), which refers to methods of utilizing topological …