A PHP Error was encountered

Severity: Warning

Message: file_get_contents(https://...@pubfacts.com&api_key=b8daa3ad693db53b1410957c26c9a51b4908&a=1): Failed to open stream: HTTP request failed! HTTP/1.1 429 Too Many Requests

Filename: helpers/my_audit_helper.php

Line Number: 176

Backtrace:

File: /var/www/html/application/helpers/my_audit_helper.php
Line: 176
Function: file_get_contents

File: /var/www/html/application/helpers/my_audit_helper.php
Line: 250
Function: simplexml_load_file_from_url

File: /var/www/html/application/helpers/my_audit_helper.php
Line: 1034
Function: getPubMedXML

File: /var/www/html/application/helpers/my_audit_helper.php
Line: 3152
Function: GetPubMedArticleOutput_2016

File: /var/www/html/application/controllers/Detail.php
Line: 575
Function: pubMedSearch_Global

File: /var/www/html/application/controllers/Detail.php
Line: 489
Function: pubMedGetRelatedKeyword

File: /var/www/html/index.php
Line: 316
Function: require_once

MolPad: An R-Shiny Package for Cluster Co-Expression Analysis in Longitudinal Microbiomics. | LitMetric

AI Article Synopsis

  • The R-Shiny package MolPad offers an interactive dashboard for analyzing longitudinal molecular co-expression in microbiomics through network overviews and focused cluster analysis.
  • It features a user-friendly design, automatically linking to curated online annotations while providing visualizations such as cluster networks, taxonomic bar plots, line plots of data modalities, and pathway tables.
  • The package is accessible for beginners in R, demonstrated with a case study on metagenomics in cheese microbiome analysis.

Article Abstract

The R-Shiny package MolPad provides an interactive dashboard for understanding the dynamics of longitudinal molecular co-expression in microbiomics. The main idea for addressing the issue is first to use a network to overview major patterns among their predictive relationships and then zoom into specific clusters of interest. It is designed with a focus-plus-context analysis strategy and automatically generates links to online curated annotations. The dashboard consists of a cluster-level network, a bar plot of taxonomic composition, a line plot of data modalities, and a table for each pathway. Further, the package includes functions that handle the data processing for creating the dashboard. This makes it beginner-friendly for users with less R programming experience. We illustrate these methods with a case study on a longitudinal metagenomics analysis of the cheese microbiome.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC10705384PMC
http://dx.doi.org/10.1101/2023.11.29.569321DOI Listing

Publication Analysis

Top Keywords

r-shiny package
8
molpad r-shiny
4
package cluster
4
cluster co-expression
4
co-expression analysis
4
analysis longitudinal
4
longitudinal microbiomics
4
microbiomics r-shiny
4
package molpad
4
molpad interactive
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!