# Network localization of functional and structural correlates of apathy in Parkinson’s disease

**Authors:** Hu-Cheng Yang, Si-Yu Gu, Hai-Hua Sun, Yuan-Ying Song, Feng-Mei Zhang, Zhen-Yu Dai, Ping-Lei Pan

PMC · DOI: 10.3389/fnsys.2026.1724421 · Frontiers in Systems Neuroscience · 2026-03-03

## TL;DR

This study identifies brain networks linked to apathy in Parkinson’s disease, offering a new framework to understand and treat this condition.

## Contribution

The paper introduces a network neuroscience approach to unify inconsistent findings on apathy in Parkinson’s disease.

## Key findings

- Apathy in PD is associated with a network involving the inferior frontal gyrus, anterior insula, and prefrontal cortex.
- The PD-A network overlaps most with the ventral attention, subcortical, and frontoparietal brain networks.
- The findings were validated through robustness analyses, confirming the network's stability.

## Abstract

Apathy is a prevalent and debilitating neuropsychiatric syndrome in Parkinson’s disease (PD). While numerous functional and structural brain studies have investigated the neural correlates of PD with apathy (PD-A), their findings have often been inconsistent. Network neuroscience suggests that such a syndrome may be best understood as disruptions of distributed brain networks.

We conducted a systematic review to identify whole-brain studies reporting functional or structural alterations in patients with PD-A compared to those without apathy (PD-NA), or studies correlating apathy severity. Significant peak coordinates (195 foci from 24 studies) were integrated using functional connectivity network mapping (FCNM), leveraging resting-state functional magnetic resonance imaging from 1,093 healthy Human Connectome Project (HCP) participants. We quantified spatial overlap between the PD-A-associated network and canonical brain networks.

The FCNM analysis revealed that the spatially diverse brain regions previously reported in the PD-A literature converged onto a common functional connectivity network. This network predominantly involved the bilateral inferior frontal gyrus, bilateral anterior insula, bilateral dorsolateral prefrontal cortex, bilateral caudate nucleus, and bilateral thalamus. The PD-A associated network showed the highest spatial overlap with the ventral attention network (VAN; 34.05%), subcortical network (28.47%), and frontoparietal network (FPN; 24.89%). Robustness analyses confirmed these findings.

Brain functional and structural correlates of apathy in PD converge on distributed networks involving the VAN, FPN, and subcortical circuits. Our network localization approach offers a unifying neurobiological framework for apathy in PD, potentially reconciling previous inconsistencies and informing the development of network-targeted interventions.

## Linked entities

- **Diseases:** Parkinson’s disease (MONDO:0005180)

## Full-text entities

- **Diseases:** PD (MESH:D010300), neuropsychiatric syndrome (MESH:C000631768)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12992048/full.md

## References

110 references — full list in the complete paper: https://tomesphere.com/paper/PMC12992048/full.md

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Source: https://tomesphere.com/paper/PMC12992048