R package citation, R package reverse dependencies, R package scholars, install an r package from GitHub hy is package acceptance pending why is package undeliverable amazon why is package on hold dhl tour packages why in r package r and r package full form why is r free why r is bad which r package to install which r package has which r package which r package version which r package readxl which r package ggplot which r package fread which r package license where is package.json where is package-lock.json where is package.swift where is package explorer in eclipse where is package where is package manager unity where is package installer android where is package manager console in visual studio who r package which r package to install which r package version who is package who is package deal who is package design r and r package full form r and r package meaning what r package has what package r what is package in java what is package what is package-lock.json what is package in python what is package.json what is package installer do r package can't install r packages r can't find package r can't load package can't load xlsx package r can't install psych package r can't install sf package r Write if else in NONMEM pk pd
topolow
View on CRAN: Click
here
Download and install topolow package within the R console
Install from CRAN:
install.packages("topolow")
Install from Github:
library("remotes")
install_github("cran/topolow") Install by package version:
library("remotes")
install_version("topolow", "2.0.1") Attach the package and use:
library("topolow")
Maintained by
Omid Arhami
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2025-07-11
Latest Update: 2025-07-11
Description:
An implementation of the TopoLow algorithm, a novel, physics-inspired method for antigenic cartography. TopoLow addresses significant challenges in mapping antigenic relationships, especially from sparse and noisy experimental data. The package transforms cross-reactivity and binding affinity measurements into accurate spatial representations in a phenotype space. Key features include: * Robust Mapping from Sparse Data: Effectively creates complete and consistent maps even with high proportions of missing data (e.g., >95%). * Physics-Inspired Optimization: Models antigens as particles connected by springs (for measured interactions) and subject to repulsive forces (for missing interactions), reducing the need for complex gradient computations. * Automatic Dimensionality Detection: Employs a likelihood-based approach to determine the optimal number of dimensions for the antigenic map, avoiding distortions common in methods with fixed low dimensions. * Noise and Bias Reduction: Naturally mitigates experimental noise and bias through its network-based, error-dampening mechanism. * Antigenic Velocity Calculation: Introduces and quantifies "antigenic velocity," a vector that describes the rate and direction of antigenic drift for each pathogen isolate. This can help identify cluster transitions and potential lineage replacements. * Broad Applicability: Analyzes data from various pathogens, including influenza, HIV, and Dengue viruses. It can be applied to any continuous and relational phenotype under directional selection pressure. Methods are described in Arhami and Rohani (2025) <doi:10.1093/bioinformatics/btaf372>.
How to cite:
Omid Arhami (2025). topolow: Force-Directed Euclidean Embedding of Dissimilarity Data. R package version 2.0.1, https://cran.r-project.org/web/packages/topolow. Accessed 09 Mar. 2026.
Other packages that cited topolow R package
View topolow citation profile
Other R packages that topolow depends,
imports, suggests or enhances
Complete documentation for topolow
Functions, R codes and Examples using
the topolow R package
Full topolow package
functions and examples
Downloads during the last 30 days
Today's Hot Picks in Authors and Packages
Rgb
Classes and methods to efficiently handle (slice, annotate, draw ...) genomic features (such as gene ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Sylvain Mareschal (view profile)
ggblanket
Simplify 'ggplot2' visualisation with 'ggblanket' wrapper
functions. ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: David Hodge (view profile)
nextGenShinyApps
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Obinna Obianom (view profile)
rzentra
Provides functionality to read settings, statuses and readings of
weather stations from the 'ZENTRA ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Eduard Szöcs (view profile)
pooling
Functions for calculating power and fitting regression models in studies where a biomarker is measur ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Dane R. Van Domelen (view profile)
26,293
R Packages
225,784
Dependencies
70,376
Author Associations
26,294
Publication Badges
