Latent Dirichlet Allocation reveals tomato root-associated bacterial interactions responding to hairy root disease

We investigated hydroponic tomato root-associated MCs responses to HRD using LDA, which revealed different MC trajectories in terms of plant health. Our study advances knowledge of hairy root disease regarding the mechanisms that can improve plant health monitoring in greenhouses and biocontrol strategies. From a computational perspective, we demonstrate how to apply LDA-a powerful analytical tool-to understudied subfields through visual analytics.

Authors

Institutions

Publication Details

Journal
Environmental Microbiome
Published
2025-11-23
DOI
https://doi.org/10.1186/s40793-025-00822-2
Primary Topic
Plant-Microbe Interactions and Immunity
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Latent Dirichlet Allocation reveals tomato root-associated bacterial interactions responding to hairy root disease

Hans Rediers, Jan A Aerts, Pinghui Huo, Pablo Vargas Ribera
Environmental Microbiome
Plant-Microbe Interactions and Immunity
article

Latent Dirichlet Allocation reveals tomato root-associated bacterial interactions responding to hairy root disease

Hans Rediers, Jan A Aerts, Pinghui Huo, Pablo Vargas Ribera
article en

Abstract

We investigated hydroponic tomato root-associated MCs responses to HRD using LDA, which revealed different MC trajectories in terms of plant health. Our study advances knowledge of hairy root disease regarding the mechanisms that can improve plant health monitoring in greenhouses and biocontrol strategies. From a computational perspective, we demonstrate how to apply LDA-a powerful analytical tool-to understudied subfields through visual analytics.

Environmental MicrobiomeVol. 20(1)
Rega Institute for Medical Research (BE), Institute of Agrifood Research and Technology (ES), VIB-KU Leuven Center for Microbiology (BE), Ecologie microbienne (FR), KU Leuven (BE)
Openalex Percentile: Top 74%
Plant-Microbe Interactions and Immunity
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Latent Dirichlet Allocation reveals tomato root-associated bacterial interactions responding to hairy root disease — Hans Rediers, Jan A Aerts, et al. · Environmental Microbiome (2025) | TGRS Research Map | TGRS