Functional connectivity in the basal ganglia network differentiates PD patients from controls
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Abstract
Objective: To examine functional connectivity within the basal ganglia network (BGN) in a group of cognitively normal patients with early Parkinson disease (PD) on and off medication compared to age- and sex-matched healthy controls (HC), and to validate the findings in a separate cohort of participants with PD.
Methods: Participants were scanned with resting-state fMRI (RS-fMRI) at 3T field strength. Resting-state networks were isolated using independent component analysis. A BGN template was derived from 80 elderly HC participants. BGN maps were compared between 19 patients with PD on and off medication in the discovery group and 19 age- and sex-matched controls to identify a threshold for optimal group separation. The threshold was applied to 13 patients with PD (including 5 drug-naive) in the validation group to establish reproducibility of findings.
Results: Participants with PD showed reduced functional connectivity with the BGN in a wide range of areas. Administration of medication significantly improved connectivity. Average BGN connectivity differentiated participants with PD from controls with 100% sensitivity and 89.5% specificity. The connectivity threshold was tested on the validation cohort and achieved 85% accuracy.
Conclusions: We demonstrate that resting functional connectivity, measured with MRI using an observer-independent method, is reproducibly reduced in the BGN in cognitively intact patients with PD, and increases upon administration of dopaminergic medication. Our results hold promise for RS-fMRI connectivity as a biomarker in early PD.
Classification of evidence: This study provides Class III evidence that average connectivity in the BGN as measured by RS-fMRI distinguishes patients with PD from age- and sex-matched controls.
GLOSSARY
- BG=
- basal ganglia;
- BGN=
- basal ganglia network;
- CI=
- confidence interval;
- HC=
- healthy controls;
- ICA=
- independent component analysis;
- MMSE=
- Mini-Mental State Examination;
- OPDC=
- Oxford Parkinson's Disease Centre;
- PD=
- Parkinson disease;
- PE=
- parameter estimates;
- ROC=
- receiver operating characteristic;
- TE=
- echo time;
- TFCE=
- threshold-free cluster enhancement;
- TR=
- repetition time;
- UPDRS=
- Unified Parkinson's Disease Rating Scale
Footnotes
↵* Dr. Hu and Dr. Mackay are joint senior authors.
The views expressed are those of the authors and not necessarily those of the NHS, the NIHR, or the Department of Health.
Go to Neurology.org for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.
Editorial, page 202
Supplemental data at Neurology.org
- Received July 22, 2013.
- Accepted in final form January 28, 2014.
- © 2014 American Academy of Neurology
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Letters: Rapid online correspondence
- Response: 'first step' of biomarker development
- Clare E Mackay, Associate Professor, University of Oxfordclare.mackay@psych.ox.ac.uk
- Konrad Szewczyk-Krolikowski, Oxford, UK; Yoav Ben-Shlomo, Bristol, UK; Michele Hu, Oxford, UK
Submitted August 11, 2014 - Functional connectivity in the basal ganglia network differentiates PD patients from controls
- Erwin B. Montgomery Jr., Medical Director, Greenville Neuromodulation Centerebmontgomery@wisc.edu
Submitted July 23, 2014
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