Using AI to measure Parkinson’s disease severity at home

Abstract We present an artificial intelligence (AI) system to remotely assess the motor performance of individuals with Parkinson’s disease (PD). In our study, 250 global participants performed a standardized motor task involving finger-tapping in front of a webcam. To establish the severity of Parkinsonian symptoms based on the finger-tapping task, three expert neurologists independently rated the recorded videos on a scale of 0–4, following the Movement Disorder Society Unified Parkinson’s Disease Rating Scale (MDS-UPDRS). The inter-rater reliability was excellent, with an intra-class correlation coefficient (ICC) of 0.88. We developed computer algorithms to obtain objective measurements that align with the MDS-UPDRS guideline and are strongly correlated with the neurologists’ ratings. Our machine learning model trained on these measures outperformed two MDS-UPDRS certified raters, with a mean absolute error (MAE) of 0.58 points compared to the raters’ average MAE of 0.83 points. However, the model performed slightly worse than the expert neurologists (0.53 MAE). The methodology can be replicated for similar motor tasks, providing the possibility of evaluating individuals with PD and other movement disorders remotely, objectively, and in areas with limited access to neurological care

A Blueprint for the Conduct of Large, Multisite Trials in Telemedicine

Recent literature supports the efficacy and efficiency of telemedicine in improving various health outcomes despite the wide variability in results. Understanding site-specific issues in the implementation of telemedicine trials for broader replication and generalizability of results is needed. Lessons can be learned from existing trials, and a blueprint can guide researchers to conduct these challenging studies using telemedicine more efficiently and effectively. This viewpoint presents relevant challenges and solutions for conducting multisite telemedicine trials using 7 ongoing and completed studies funded by the Patient-Centered Outcomes Research Institute portfolio of large multisite trials to highlight the challenges in implementing telemedicine trials. Critical issues of ensuring leadership and buy-in, appropriate funding, and diverse and representative trials are identified and described, as well as challenges related to clinical, informatics, regulatory, legal, quality, and billing. The lessons learned from these studies were used to create a blueprint of key aspects to consider for the design and implementation of multisite telemedicine trials

New directions in clinical trials for frontotemporal lobar degeneration: Methods and outcome measures.

IntroductionFrontotemporal lobar degeneration (FTLD) is the most common form of dementia for those under 60 years of age. Increasing numbers of therapeutics targeting FTLD syndromes are being developed.MethodsIn March 2018, the Association for Frontotemporal Degeneration convened the Frontotemporal Degeneration Study Group meeting in Washington, DC, to discuss advances in the clinical science of FTLD.ResultsChallenges exist for conducting clinical trials in FTLD. Two of the greatest challenges are (1) the heterogeneity of FTLD syndromes leading to difficulties in efficiently measuring treatment effects and (2) the rarity of FTLD disorders leading to recruitment challenges.DiscussionNew personalized endpoints that are clinically meaningful to individuals and their families should be developed. Personalized approaches to analyzing MRI data, development of new fluid biomarkers and wearable technologies will help to improve the power to detect treatment effects in FTLD clinical trials and enable new, clinical trial designs, possibly leveraged from the experience of oncology trials. A computational visualization and analysis platform that can support novel analyses of combined clinical, genetic, imaging, biomarker data with other novel modalities will be critical to the success of these endeavors

Safety, tolerability, and efficacy of PBT2 in Huntington's disease: A phase 2, randomised, double-blind, placebo-controlled trial

Background: PBT2 is a metal protein-attenuating compound that might reduce metal-induced aggregation of mutant huntingtin and has prolonged survival in a mouse model of Huntington's disease. We aimed to assess the safety, tolerability, and efficacy of PBT2 in patients with Huntington's disease. Methods: In this 26-week, randomised, double-blind, placebo-controlled trial, adults ( ≥ 25 years old ) with early-stage to mid-stage Huntington's disease were randomly assigned ( 1:1:1 ) by a centralised interactive response system to once daily PBT2 250 mg, PBT2 100 mg, or placebo. Randomisation was stratified by site with a block size of three. Participants, carers, the steering committee, site investigators, study staff, and the study sponsor were masked to treatment assignment. Primary endpoints were safety and tolerability. The safety population consisted of all participants who were randomly assigned and had at least one dose of study drug. The principal secondary endpoint was cognition, measured by the change from baseline to week 26 in the main composite Z score of five cognitive tests ( Category Fluency Test, Trail Making Test Part B, Map Search, Symbol Digit Modalities Test, and Stroop Word Reading Test ) and scores on eight individual cognitive tests ( the five aforementioned plus the Trail Making Test Part A, Montreal Cognitive Assessment, and the Speeded Tapping Test ). The intention-to-treat population comprised participants who were randomly assigned and had at least one efficacy assessment after administration of study drug. This trial is registered with [http://clinicaltrials.gov/] ClinicalTrials.gov, [http://clinicaltrials.gov/show/NCT01590888] NCT01590888. Findings: Between April 18, 2012, and Dec 14, 2012, 109 participants were randomly assigned to PBT2 250 mg ( n=36 ), PBT2 100 mg ( n=38 ), or placebo ( n=35 ) at 19 research centres in Australia and the USA. 32 ( 89% ) individuals on PBT2 250 mg, 38 ( 100% ) on PBT2 100 mg, and 34 ( 97% ) on placebo completed the study. Six serious adverse events ( acute coronary syndrome, major depression, pneumonia, suicide attempt, viral infection, and worsening of Huntington's disease ) occurred in five participants in the PBT2 250 mg group, three ( fall with subdural haematoma, suicide attempt, and hospital admission for stabilisation of Huntington's disease ) occurred in two participants in the PBT2 100 mg group, and one ( increasing aggression ) occurred in a participant in the placebo group. The site investigators deemed all, except the worsening of Huntington's disease, as unrelated to study drug. 32 ( 89% ) participants on PBT2 250 mg, 30 ( 79% ) on PBT2 100 mg, and 28 ( 80% ) on placebo had at least one adverse event. Compared with placebo, neither PBT2 100 mg ( least-squares mean 0·02, 95% CI −0·10 to 0·14; p=0·772 ) nor PBT2 250 mg ( 0·07, −0·05 to 0·20; p=0·240 ) significantly improved the main composite cognition Zscore between baseline and 26 weeks. Compared with placebo, the Trail Making Test Part B score was improved between baseline and 26 weeks in the PBT2 250 mg group ( 17·65 s, 0·65–34·65; p=0·042 ) but not in the 100 mg group ( 0·79 s improvement, −15·75 to 17·32; p=0·925 ); neither dose significantly improved cognition on the other tests. Interpretation: PBT2 was generally safe and well tolerated in patients with Huntington's disease. The potential benefit on executive function will need to be confirmed in a larger study. Funding: Prana Biotechnology Limited