2
|
Xiang Y, Huang X, Xu Q, Liu Z, Chen Y, Sun Q, Wang J, Jiang H, Shen L, Yan X, Tang B, Guo J. Estimating the sequence of biomarker changes in Parkinson's disease. Parkinsonism Relat Disord 2024; 118:105939. [PMID: 38029648 DOI: 10.1016/j.parkreldis.2023.105939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2023] [Revised: 10/30/2023] [Accepted: 11/19/2023] [Indexed: 12/01/2023]
Abstract
OBJECTIVE To estimate the sequence of several common biomarker changes in Parkinson's disease (PD) using a novel data-driven method. METHODS We included 374 PD patients and 169 healthy controls (HC) from the Parkinson's Progression Markers Initiative (PPMI). Biomarkers, including the left putamen striatal binding ratio (SBR), right putamen SBR, left caudate SBR, right caudate SBR, cerebrospinal fluid (CSF) α-synuclein, and serum neurofilament light chain (NfL), were selected in our study. The discriminative event-based model (DEBM) was utilized to model the sequence of biomarker changes and establish the disease progression timeline. The estimated disease stages for each subject were obtained through cross-validation. The associations between the estimated disease stages and the clinical symptoms of PD were explored using Spearman's correlation. RESULTS The left putamen is the earliest biomarker to become abnormal among the selected biomarkers, followed by the right putamen, CSF α-synuclein, right caudate, left caudate, and serum NfL. The estimated disease stages are significantly different between PD and HC and yield a high accuracy for distinguishing PD from HC, with an area under the curve (AUC) of 0.98 (95% confidence interval 0.97-0.99), a sensitivity of 0.95, and a specificity of 0.92. Moreover, the estimated disease stages correlate with motor experiences of daily living, motor symptoms, autonomic dysfunction, and anxiety in PD patients. CONCLUSION We determined the sequence of several common biomarker changes in PD using DEBM, providing data-driven evidence of the disease progression of PD.
Collapse
Affiliation(s)
- Yaqin Xiang
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - XiuRong Huang
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Qian Xu
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Zhenhua Liu
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Yase Chen
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Qiying Sun
- Department of Geriatrics, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Junling Wang
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Hong Jiang
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Lu Shen
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Xinxiang Yan
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China
| | - Beisha Tang
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China; Key Laboratory of Hunan Province in Neurodegenerative Disorders, Central South University, Changsha, Hunan, China; National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China; Hunan Key Laboratory of Medical Genetics, School of Life Sciences, Centre for Medical Genetics, Central South University, Changsha, China
| | - Jifeng Guo
- Department of Neurology, Xiangya Hospital, Central South University, Changsha, Hunan, China; Key Laboratory of Hunan Province in Neurodegenerative Disorders, Central South University, Changsha, Hunan, China; National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, China; Hunan Key Laboratory of Medical Genetics, School of Life Sciences, Centre for Medical Genetics, Central South University, Changsha, China.
| |
Collapse
|
6
|
Chahine LM, Beach TG, Brumm MC, Adler CH, Coffey CS, Mosovsky S, Caspell-Garcia C, Serrano GE, Munoz DG, White CL, Crary JF, Jennings D, Taylor P, Foroud T, Arnedo V, Kopil CM, Riley L, Dave KD, Mollenhauer B. In vivo distribution of α-synuclein in multiple tissues and biofluids in Parkinson disease. Neurology 2020; 95:e1267-e1284. [PMID: 32747521 PMCID: PMC7538226 DOI: 10.1212/wnl.0000000000010404] [Citation(s) in RCA: 71] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2019] [Accepted: 02/18/2020] [Indexed: 11/16/2022] Open
Abstract
Objective The Systemic Synuclein Sampling Study (S4) measured α-synuclein in multiple tissues and biofluids within the same patients with Parkinson disease (PD) vs healthy controls (HCs). Methods S4 was a 6-site cross-sectional observational study of participants with early, moderate, or advanced PD and HCs. Motor and nonmotor measures and dopamine transporter SPECT were obtained. Biopsies of skin, colon, submandibular gland (SMG), CSF, saliva, and blood were collected. Tissue biopsy sections were stained with 5C12 monoclonal antibody against pathologic α-synuclein; digital images were interpreted by neuropathologists blinded to diagnosis. Biofluid total α-synuclein was quantified using ELISA. Results The final cohort included 59 patients with PD and 21 HCs. CSF α-synuclein was lower in patients with PD vs HCs; sensitivity/specificity of CSF α-synuclein for PD diagnosis was 87.0%/63.2%, respectively. Sensitivity of α-synuclein immunoreactivity for PD diagnosis was 56.1% for SMG and 24.1% for skin; specificity was 92.9% and 100%, respectively. There were no significant relationships between different measures of α-synuclein within participants. Conclusions S4 confirms lower total α-synuclein levels in CSF in patients with PD compared to HCs, but specificity is low. In contrast, α-synuclein immunoreactivity in skin and SMG is specific for PD but sensitivity is low. Relationships within participants across different tissues and biofluids could not be demonstrated. Measures of pathologic forms of α-synuclein with higher accuracy are critically needed. Classification of evidence This study provides Class III evidence that total CSF α-synuclein does not accurately distinguish patients with PD from HCs, and that monoclonal antibody staining for SMG and skin total α-synuclein is specific but not sensitive for PD diagnosis.
Collapse
Affiliation(s)
- Lana M Chahine
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany.
| | - Thomas G Beach
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Michael C Brumm
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Charles H Adler
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Christopher S Coffey
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Sherri Mosovsky
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Chelsea Caspell-Garcia
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Geidy E Serrano
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - David G Munoz
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Charles L White
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - John F Crary
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Danna Jennings
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Peggy Taylor
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Tatiana Foroud
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Vanessa Arnedo
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Catherine M Kopil
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Lindsey Riley
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Kuldip D Dave
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | - Brit Mollenhauer
- From the Department of Neurology (L.M.C., S.M.), University of Pittsburgh, PA; Banner Sun Health Research Institute (T.G.B., G.E.S.), Sun City, AZ; University of Iowa (M.C.B., C.S.C., C.C.-G.), Iowa City; Department of Neurology (C.H.A.), Mayo Clinic College of Medicine, Scottsdale, AZ; St. Michael's Hospital (D.G.M.), Toronto, Canada; University of Texas Southwestern Medical School (C.L.W.), Dallas; Icahn School of Medicine at Mount Sinai (J.F.C.), New York, NY; Institute for Neurodegenerative Disorders (D.J.), New Haven, CT; BioLegend Inc. (P.T.), Dedham, MA; Indiana University (T.F.), Indianapolis; The Michael J. Fox Foundation for Parkinson's Research (V.A., C.M.K., L.R., K.D.D.), New York, NY; and Department of Neurology (B.M.), Center of Parkinsonism and Movement Disorders Paracelsus-Elena Klinik Kassel and University Medical Center Göttingen, Germany
| | | |
Collapse
|