Sparse machine learning of resting-state fMRI reveals brain-wide dysconnectivity in hyperacusis

Through rigorous data-driven modeling, we characterize the reduced sound tolerance condition of loudness hyperacusis as being associated with atypical spontaneous connectivity across cognitive networks that extend beyond the auditory system. Such improved knowledge of the condition validates patient experiences and has implications for future treatments and assessments.

Authors

Institutions

Publication Details

Journal
Communications Medicine
Published
2025-12-24
DOI
https://doi.org/10.1038/s43856-025-01313-8
Primary Topic
Functional Brain Connectivity Studies
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Sparse machine learning of resting-state fMRI reveals brain-wide dysconnectivity in hyperacusis

Rafay A. Khan, Shagun Ajmera, Howard Berenbaum, Fatima T. Husain et al.
Communications Medicine
Functional Brain Connectivity Studies
article

Sparse machine learning of resting-state fMRI reveals brain-wide dysconnectivity in hyperacusis

Rafay A. Khan, Shagun Ajmera, Howard Berenbaum, Fatima T. Husain, Gibbeum Kim, Namitha Jain, Ariana Andrea Castro
article en

Abstract

Through rigorous data-driven modeling, we characterize the reduced sound tolerance condition of loudness hyperacusis as being associated with atypical spontaneous connectivity across cognitive networks that extend beyond the auditory system. Such improved knowledge of the condition validates patient experiences and has implications for future treatments and assessments.

Communications MedicineVol. 6(1)
University of Illinois Urbana-Champaign (US)
University of Illinois at Urbana-Champaign, Beckman Institute for Advanced Science and Technology, University of Illinois, Urbana-Champaign
Quality Education
Openalex Percentile: Top 33%
Functional Brain Connectivity Studies
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.