Evaluation of ATNPD framework and biofluid markers to predict cognitive decline in early Parkinson's disease
Cousins, K. A. Q.; Irwin, D. J.; Tropea, T. F.; Rhodes, E.; Phillips, J. S.; Chen-Plotkin, A.; Brumm, M. C.; Coffey, C. S.; Kang, J. H.; Simuni, T.; Foroud, T.; Toga, A. W.; Tanner, C. M.; Kieburtz, K.; Mollenhauer, B. M.; Galasko, D. R.; Hutten, S.; Weintraub, D.; Siderowf, A.; Marek, K.; Kollmorgen, G.; Poston, K. L.; Shaw, L. M.; The Parkinson's Progression Marker Initiative,
Show abstract
Background and ObjectivesIn Parkinsons disease (PD), Alzheimers disease (AD) co-pathology is common and clinically relevant. However, the longitudinal progression of AD cerebrospinal fluid (CSF) biomarkers - {beta}-amyloid 1-42 (A{beta}42), 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 if CSF p-tau181 and serum neurofilament light (NfL) have added prognostic utility in PD, when combined with CSF A{beta}42. First, we describe longitudinal trajectories of biofluid markers in PD. Second, we modified the AD {beta}-amyloid/tau/neurodegeneration (ATN) framework for application in PD (ATNPD) using CSF A{beta}42 (A), p-tau181 (T), and serum NfL (N), and tested ATNPD prediction of longitudinal cognitive decline in PD. MethodsParticipants were selected from the Parkinsons Progression Markers Initiative (PPMI) cohort, clinically-diagnosed with sporadic PD or as normal Controls, and followed annually for 5 years. Linear mixed effects models (LMEM) tested the interaction of diagnosis with longitudinal trajectories of analytes (log-transformed, FDR-corrected). In 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). ResultsParticipants were 364 PD and 168 Controls, with comparable baseline mean ({+/-}SD) age (PD=62{+/-}10; Control=61{+/-}11]; Mann-Whitney-Wilcoxon: p=0.40) and gender distribution (PD=231 males [63%]; Control=107 males [64%]; chi-square: p=1.0). PD had overall lower CSF p-tau181 ({beta}=-0.16, 95%CI=-0.23 - -0.092, p=2.2e-05) and t-tau than Controls ({beta}=-0.13, 95%CI=-0.19 - -0.065, p=4.0e-04), but not A{beta}42 (p=0.061) or NfL (p=0.32). Over time, PD had greater increases in serum NfL than Controls ({beta}=0.035, 95%CI=0.022 - 0.048, p=9.8e-07); PD slopes did not differ from controls for CSF A{beta}42 (p=0.18), p-tau181 (p=1.0) or t-tau (p=0.96). Using ATNPD, PD classified as A+T+N{+/-} (n=32; 9%) had consistently worse cognitive decline, including on global MoCA ({beta}=-73, 95%CI=-110 - -37, p=0.00077), than all other ATNPD statuses including A+ alone (A+T-N-; n=75; 21%). DiscussionIn early PD, CSF p-tau181 and t-tau were low compared to Controls and did not increase over 5 year follow-up. Even so, classification using modified ATNPD (incorporating CSF p-tau181 with CSF A{beta}42 and serum NfL) may identify biologically-relevant subgroups of PD to improve prediction of cognitive decline in early PD.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Cerebrospinal fluid Aβ42 and fractalkine are associated with Parkinson’s disease with freezing of gait 97%
- Genome-wide determinants of mortality and motor progression in Parkinson's disease 95%
- Longitudinal Assessment of DNA Repair Signature Trajectory in Prodromal versus Established Parkinsons Disease 95%
Similar papers in this journal
- Validation of Serum Neurofilament Light Chain as a Biomarker of Parkinson's Disease Progression 97%
- Distinct Longitudinal Clinical-Neuroanatomical Trajectories in Parkinson’s Disease Clinical Subtypes: Insight Towards Precision Medicine 96%
- Neuronal alpha-Synuclein Disease stage progression over five years 96%
Similar papers in this journal
- Plasma MIA, CRP, and albumin predict cognitive decline in Parkinson’s Disease 96%
- A comparison between early presentation of dementia with Lewy Bodies, Alzheimer’s disease and Parkinson’s disease: evidence from routine primary care and UK Biobank data 94%
- Development of Parkinson’s disease and its relationship with incidentally-discovered white matter disease and covert brain infarction in a real world cohort 94%
Similar papers in this journal
- CSF and PET biomarkers for noradrenergic dysfunction in neurodegenerative diseases: a systematic review and meta-analysis 95%
- Apathy progression is associated with brain atrophy and white matter damage in Parkinson's disease 95%
- Common signatures of differential microRNA expression in Parkinson's and Alzheimer's disease brains 94%
Similar papers in this journal
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.