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September 22, 2020; 95 (12) Article

Factor analysis–derived cognitive profile predicting early dementia conversion in PD

Seok Jong Chung, Hye Sun Lee, Hang-Rai Kim, Han Soo Yoo, Yang Hyun Lee, Jin Ho Jung, View ORCID ProfileKyoungWon Baik, View ORCID ProfileByoung Seok Ye, Young H. Sohn, Phil Hyu Lee
First published July 10, 2020, DOI: https://doi.org/10.1212/WNL.0000000000010347
Seok Jong Chung
From the Department of Neurology (S.J.C., H.S.Y., Y.H.L., J.H.J., K.W.B., B.S.Y., Y.H.S., P.H.L.), Biostatistics Collaboration Unit (H.S.L.), and Severance Biomedical Science Institute (P.H.L.), Yonsei University College of Medicine, Seoul; Department of Neurology (S.J.C.), Yongin Severance Hospital, Yonsei University Health System; and Graduate School of Medical Science and Engineering (H.-R.K.) and KI for Health Science and Technology (H.-R.K.), Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
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Hye Sun Lee
From the Department of Neurology (S.J.C., H.S.Y., Y.H.L., J.H.J., K.W.B., B.S.Y., Y.H.S., P.H.L.), Biostatistics Collaboration Unit (H.S.L.), and Severance Biomedical Science Institute (P.H.L.), Yonsei University College of Medicine, Seoul; Department of Neurology (S.J.C.), Yongin Severance Hospital, Yonsei University Health System; and Graduate School of Medical Science and Engineering (H.-R.K.) and KI for Health Science and Technology (H.-R.K.), Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
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Hang-Rai Kim
From the Department of Neurology (S.J.C., H.S.Y., Y.H.L., J.H.J., K.W.B., B.S.Y., Y.H.S., P.H.L.), Biostatistics Collaboration Unit (H.S.L.), and Severance Biomedical Science Institute (P.H.L.), Yonsei University College of Medicine, Seoul; Department of Neurology (S.J.C.), Yongin Severance Hospital, Yonsei University Health System; and Graduate School of Medical Science and Engineering (H.-R.K.) and KI for Health Science and Technology (H.-R.K.), Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
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Han Soo Yoo
From the Department of Neurology (S.J.C., H.S.Y., Y.H.L., J.H.J., K.W.B., B.S.Y., Y.H.S., P.H.L.), Biostatistics Collaboration Unit (H.S.L.), and Severance Biomedical Science Institute (P.H.L.), Yonsei University College of Medicine, Seoul; Department of Neurology (S.J.C.), Yongin Severance Hospital, Yonsei University Health System; and Graduate School of Medical Science and Engineering (H.-R.K.) and KI for Health Science and Technology (H.-R.K.), Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
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Yang Hyun Lee
From the Department of Neurology (S.J.C., H.S.Y., Y.H.L., J.H.J., K.W.B., B.S.Y., Y.H.S., P.H.L.), Biostatistics Collaboration Unit (H.S.L.), and Severance Biomedical Science Institute (P.H.L.), Yonsei University College of Medicine, Seoul; Department of Neurology (S.J.C.), Yongin Severance Hospital, Yonsei University Health System; and Graduate School of Medical Science and Engineering (H.-R.K.) and KI for Health Science and Technology (H.-R.K.), Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
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Jin Ho Jung
From the Department of Neurology (S.J.C., H.S.Y., Y.H.L., J.H.J., K.W.B., B.S.Y., Y.H.S., P.H.L.), Biostatistics Collaboration Unit (H.S.L.), and Severance Biomedical Science Institute (P.H.L.), Yonsei University College of Medicine, Seoul; Department of Neurology (S.J.C.), Yongin Severance Hospital, Yonsei University Health System; and Graduate School of Medical Science and Engineering (H.-R.K.) and KI for Health Science and Technology (H.-R.K.), Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
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KyoungWon Baik
From the Department of Neurology (S.J.C., H.S.Y., Y.H.L., J.H.J., K.W.B., B.S.Y., Y.H.S., P.H.L.), Biostatistics Collaboration Unit (H.S.L.), and Severance Biomedical Science Institute (P.H.L.), Yonsei University College of Medicine, Seoul; Department of Neurology (S.J.C.), Yongin Severance Hospital, Yonsei University Health System; and Graduate School of Medical Science and Engineering (H.-R.K.) and KI for Health Science and Technology (H.-R.K.), Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
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  • ORCID record for KyoungWon Baik
Byoung Seok Ye
From the Department of Neurology (S.J.C., H.S.Y., Y.H.L., J.H.J., K.W.B., B.S.Y., Y.H.S., P.H.L.), Biostatistics Collaboration Unit (H.S.L.), and Severance Biomedical Science Institute (P.H.L.), Yonsei University College of Medicine, Seoul; Department of Neurology (S.J.C.), Yongin Severance Hospital, Yonsei University Health System; and Graduate School of Medical Science and Engineering (H.-R.K.) and KI for Health Science and Technology (H.-R.K.), Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
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  • ORCID record for Byoung Seok Ye
Young H. Sohn
From the Department of Neurology (S.J.C., H.S.Y., Y.H.L., J.H.J., K.W.B., B.S.Y., Y.H.S., P.H.L.), Biostatistics Collaboration Unit (H.S.L.), and Severance Biomedical Science Institute (P.H.L.), Yonsei University College of Medicine, Seoul; Department of Neurology (S.J.C.), Yongin Severance Hospital, Yonsei University Health System; and Graduate School of Medical Science and Engineering (H.-R.K.) and KI for Health Science and Technology (H.-R.K.), Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
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Phil Hyu Lee
From the Department of Neurology (S.J.C., H.S.Y., Y.H.L., J.H.J., K.W.B., B.S.Y., Y.H.S., P.H.L.), Biostatistics Collaboration Unit (H.S.L.), and Severance Biomedical Science Institute (P.H.L.), Yonsei University College of Medicine, Seoul; Department of Neurology (S.J.C.), Yongin Severance Hospital, Yonsei University Health System; and Graduate School of Medical Science and Engineering (H.-R.K.) and KI for Health Science and Technology (H.-R.K.), Korea Advanced Institute of Science and Technology, Daejeon, South Korea.
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Citation
Factor analysis–derived cognitive profile predicting early dementia conversion in PD
Seok Jong Chung, Hye Sun Lee, Hang-Rai Kim, Han Soo Yoo, Yang Hyun Lee, Jin Ho Jung, KyoungWon Baik, Byoung Seok Ye, Young H. Sohn, Phil Hyu Lee
Neurology Sep 2020, 95 (12) e1650-e1659; DOI: 10.1212/WNL.0000000000010347

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Abstract

Objectives To investigate which baseline neuropsychological profile predicts the risk of developing dementia in early-stage Parkinson disease (PD).

Methods We retrospectively reviewed detailed medical records of 350 drug-naive patients with early-stage PD (follow-up >3 years) who underwent a detailed neuropsychological test at initial assessment. Factor analysis was conducted to determine cognitive profiles that yielded 4 cognitive function factors: factor 1, visual memory/visuospatial; factor 2, verbal memory; factor 3, frontal/executive; and factor 4, attention/working memory/language. Subsequently, we assessed the effect of these cognitive function factors on the risk for dementia conversion. We also constructed a nomogram to calculate the risk for developing dementia over a 5-year follow-up period based on these cognitive profiles.

Results Cox regression analysis demonstrated that a higher composite score of factor 1 (hazard ratio [HR] 0.558, 95% confidence interval [CI] 0.427–0.730), factor 2 (HR 0.768, 95% CI 0.596–0.991), and factor 3 (HR 0.425, 95% CI 0.305–0.593) was associated with a lower risk for dementia conversion, while factor 3 had the most predictive power. The nomogram had a fair ability (Heagerty integrated area under the curve 0.763) to estimate the risk for dementia conversion within 5 years. The composite scores of factor 3 contributed more to the occurrence of dementia in PD than those of the other cognitive function factors.

Conclusions These findings suggest that these factor analysis–derived cognitive profiles can be used to predict dementia conversion in early-stage PD. In addition, frontal/executive dysfunction contributes most to the occurrence of dementia in PD.

Glossary

ADL=
activities of daily living;
AIC=
Akaike information criterion;
CamPaIGN=
Cambridgeshire Parkinson's Incidence from General Practitioner to Neurologist;
CI=
confidence interval;
COWAT=
Controlled Oral Word Association Test;
HR=
hazard ratio;
iAUC=
integrated area under the curve;
MCI=
mild cognitive impairment;
PD=
Parkinson disease;
PDD=
PD with dementia;
RCFT=
Rey Complex Figure Test;
SNSB=
Seoul Neuropsychological Screening Battery;
WMH=
white matter hyperintensities

Footnotes

  • Go to Neurology.org/N for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.

  • Received December 14, 2019.
  • Accepted in final form March 30, 2020.
  • © 2020 American Academy of Neurology
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