Evidence map›Paper›PMID 41030378›Full record

ArticleNeuroimage. Reports2025

A transdiagnostic, multi-modal approach to understanding apathy: Methodological and analytical framework.

Yunglin Gazes, Hideo Suzuki, Lee-Anne Morris, Seonjoo Lee, Zekai Jin, Edward D Huey, Bryan B Chen, Campbell Le Heron, Sarah R Heibronner, Nora Vanegas-Arroyave

Abstract read
In one paragraph

Article in Neuroimage. Reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Yunglin GazesCenter for Biomedical Imaging and Neuromodulation, Nathan Kline Institute, Orangeburg, NY, USA.
Hideo SuzukiDepartment of Neurology, Baylor College of Medicine, Houston, TX, USA.
Lee-Anne MorrisNew Zealand Brain Research Institute, Christchurch, New Zealand.
Seonjoo LeeMailman School of Public Health, Columbia University Irving Medical Center, New York, NY, USA.
Zekai JinMailman School of Public Health, Columbia University Irving Medical Center, New York, NY, USA.
Edward D HueyDepartment of Psychiatry and Human Behavior, Brown University Warren Alpert Medical School, Providence, RI, USA.
Bryan B ChenYale School of Medicine, Yale University, New Haven, CT, USA.
Campbell Le HeronNew Zealand Brain Research Institute, Christchurch, New Zealand.
Sarah R HeibronnerDepartment of Neurosurgery, Baylor College of Medicine, Houston, TX, USA.
Nora Vanegas-ArroyaveDepartment of Neurology, Baylor College of Medicine, Houston, TX, USA.

Funding

Investigating neuroanatomical underpinnings of apathy in ADRD through neuroimaging and electrical manipulationR01MH127200 · NIMH · BAYLOR COLLEGE OF MEDICINE · PI VANEGAS-ARROYAVE, NORA · 2021 to 2025
$3.5M
Genetic basis of neuropsychiatric symptoms in Alzheimer's diseaseU01AG079850 · NIA · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Gary Wayne Beecham, Edward D Huey · 2023 to 2026
$3.0M
NIA NIH HHS U01 AG079850NIMH NIH HHS R01 MH127200
6 · The paper itself

Abstract

Apathy is characterized by loss of motivation and manifests as a reduction of goal-directed behavior. Apathy is highly prevalent across neurodegenerative diseases, including Alzheimer's Disease (AD) and Parkinson's Disease (PD), and is an important contributor to the disability and reduce quality of life in these conditions. The treatment of apathy remains challenging due to a lack of specific therapies, largely attributed to an incomplete understanding of its cognitive and neuroanatomical underpinnings, crucial for developing targeted interventions. Apathy can be mechanistically studied through effort-based decision-making (EBDM) paradigms, where individuals choose between low- and high-effort tasks for varying reward magnitudes. Anatomically, apathy has been associated with alterations in brain regions previously implicated in EBDM. Using a novel transdiagnostic study design in individuals with AD and PD, we aim to: (1) evaluate the independent effects of reward and effort sensitivity as a mechanistic link between apathy and neurodegeneration of basal ganglia-frontal networks and, (2) in a subset of PD patients receiving deep brain stimulation (DBS) surgery, determine whether electrical manipulation of subthalamic nucleus and/or DBS connectivity, directly alter reward and effort information processing and, consequently, goal-directed behavior. Understanding how neurodegeneration-alone or in combination with neuromodulatory interventions-drives apathy, is essential for guiding clinical decision-making and therapeutic development. Given its prevalence across neurodegenerative disorders, apathy provides a unique framework for investigating shared and disease-specific neuroanatomical, functional, and behavioral mechanisms. In this protocol paper, we describe the rationale and methodology of our proposed multimodal approach, to investigate apathy in a transdiagnostic cohort of individuals with AD and PD.

Indexed as

Alzheimer's diseaseApathyDrift diffusion modelGoal-directed behaviorMagnetic resonance imagingParkinson's diseaseTractography

Identifiers

PMID41030378
PMCPMC12478081

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.