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Cousins KAQ, Irwin DJ, Tropea TF, Rhodes E, Phillips J, Chen-Plotkin AS, Brumm MC, Coffey CS, Kang JH, Simuni T, Foroud TM, Toga AW, Tanner CM, Kieburtz KD, Mollenhauer B, Galasko D, Hutten S, Weintraub D, Siderowf AD, Marek K, Poston KL, Shaw LM. Evaluation of ATN PD Framework and Biofluid Markers to Predict Cognitive Decline in Early Parkinson Disease. Neurology 2024; 102:e208033. [PMID: 38306599 PMCID: PMC11383879 DOI: 10.1212/wnl.0000000000208033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 10/13/2023] [Indexed: 02/04/2024] Open
Abstract
BACKGROUND AND OBJECTIVES In Parkinson disease (PD), Alzheimer disease (AD) copathology is common and clinically relevant. However, the longitudinal progression of AD CSF biomarkers-β-amyloid 1-42 (Aβ42), phosphorylated tau 181 (p-tau181), and total tau (t-tau)-in PD is poorly understood and may be distinct from clinical AD. Moreover, it is unclear whether CSF p-tau181 and serum neurofilament light (NfL) have added prognostic utility in PD, when combined with CSF Aβ42. First, we describe longitudinal trajectories of biofluid markers in PD. Second, we modified the AD β-amyloid/tau/neurodegeneration (ATN) framework for application in PD (ATNPD) using CSF Aβ42 (A), p-tau181 (T), and serum NfL (N) and tested ATNPD prediction of longitudinal cognitive decline in PD. METHODS Participants were selected from the Parkinson's Progression Markers Initiative cohort, clinically diagnosed with sporadic PD or as controls, and followed up annually for 5 years. Linear mixed-effects models (LMEMs) tested the interaction of diagnosis with longitudinal trajectories of analytes (log transformed, false discovery rate [FDR] corrected). In patients with PD, LMEMs tested how baseline ATNPD status (AD [A+T+N±] vs not) predicted clinical outcomes, including Montreal Cognitive Assessment (MoCA; rank transformed, FDR corrected). RESULTS Participants were 364 patients with PD and 168 controls, with comparable baseline mean (±SD) age (patients with PD = 62 ± 10 years; controls = 61 ± 11 years]; Mann-Whitney Wilcoxon: p = 0.4) and sex distribution (patients with PD = 231 male individuals [63%]; controls = 107 male individuals [64%]; χ2: p = 1). Patients with PD had overall lower CSF p-tau181 (β = -0.16, 95% CI -0.23 to -0.092, p = 2.2e-05) and t-tau than controls (β = -0.13, 95% CI -0.19 to -0.065, p = 4e-04), but not Aβ42 (p = 0.061) or NfL (p = 0.32). Over time, patients with PD had greater increases in serum NfL than controls (β = 0.035, 95% CI 0.022 to 0.048, p = 9.8e-07); slopes of patients with PD did not differ from those of controls for CSF Aβ42 (p = 0.18), p-tau181 (p = 1), or t-tau (p = 0.96). Using ATNPD, PD classified as A+T+N± (n = 32; 9%) had worse cognitive decline on global MoCA (β = -73, 95% CI -110 to -37, p = 0.00077) than all other ATNPD statuses including A+ alone (A+T-N-; n = 75; 21%). DISCUSSION In patients with early PD, CSF p-tau181 and t-tau were low compared with those in controls and did not increase over 5 years of follow-up. Our study shows that classification using modified ATNPD (incorporating CSF Aβ42, CSF p-tau181, and serum NfL) can identify biologically relevant subgroups of PD to improve prediction of cognitive decline in early PD.
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Affiliation(s)
- Katheryn A Q Cousins
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - David J Irwin
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Thomas F Tropea
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Emma Rhodes
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Jeffrey Phillips
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Alice S Chen-Plotkin
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Michael C Brumm
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Christopher S Coffey
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Ju Hee Kang
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Tanya Simuni
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Tatiana M Foroud
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Arthur W Toga
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Caroline M Tanner
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Karl D Kieburtz
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Brit Mollenhauer
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Douglas Galasko
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Samantha Hutten
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Daniel Weintraub
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Andrew D Siderowf
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Kenneth Marek
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Kathleen L Poston
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
| | - Leslie M Shaw
- From the Department of Neurology (K.A.Q.C., D.J.I., T.F.T., E.R., J.P., A.S.C.-P., D.W.), University of Pennsylvania, Philadelphia; Department of Biostatistics (M.C.B., C.S.C.), College of Public Health, University of Iowa, Iowa City; Department of Pharmacology and Clinical Pharmacology (J.H.K.), Inha University, Incheon, South Korea; Feinberg School of Medicine (T.S.), Northwestern University, Chicago, IL; Department of Medical and Molecular Genetics (T.M.F.), Indiana University, Indianapolis; Laboratory of Neuro Imaging (A.W.T.), University of Southern California, Los Angeles; Department of Neurology (C.M.T.), Weill Institute for Neurosciences, University of California San Francisco; Department of Neurology (K.D.K.), University of Rochester Medical Center, NY; Department of Neurology (B.M.), University Medical Center, Göttingen, Paracelsus-Elena-Klinik, Germany; Department of Neurology (D.G.), University of California San Diego; The Michael J. Fox Foundation (S.H.), New York, NY; Department of Psychiatry (D.W.), School of Medicine at the University of Pennsylvania; Michael J. Crescenz VA Medical Center (D.W.), Parkinson's Disease Research, Education, and Clinical Center; Department of Neurology (A.D.S.), Perelman School of Medicine, University of Pennsylvania, Philadelphia; Institute for Neurodegenerative Disorders (K.M.), New Haven, CT; Department of Neurology (K.L.P.), Stanford University, Palo Alto, CA; and Department of Pathology and Laboratory Medicine (L.M.S.), University of Pennsylvania, Philadelphia
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