Samii A, Nutt JG, Ransom BR (2004) Parkinson’s disease. Lancet 363(9423):1783–1793

Article  CAS  PubMed  Google Scholar 

Ascherio A, Schwarzschild MA (2016) The epidemiology of Parkinson’s disease: risk factors and prevention. Lancet Neurol 15(12):1257–1272

Article  PubMed  Google Scholar 

Weiss D, Landoulsi Z, May P, Sharma M, Schüpbach M, You H et al (2022) Genetic stratification of motor and QoL outcomes in Parkinson’s disease in the EARLYSTIM study. Parkinsonism Relat Disord 103:169–174

Article  PubMed  Google Scholar 

Habets JGV, Heijmans M, Kuijf ML, Janssen MLF, Temel Y, Kubben PL (2018) An update on adaptive deep brain stimulation in Parkinson’s disease. Mov Disord 33(12):1834–1843

Article  PubMed  PubMed Central  Google Scholar 

Limousin P, Foltynie T (2019) Long-term outcomes of deep brain stimulation in Parkinson disease. Nat Rev Neurol 15(4):234–242

Article  PubMed  Google Scholar 

Daniels C, Krack P, Volkmann J, Raethjen J, Pinsker MO, Kloss M et al (2011) Is improvement in the quality of life after subthalamic nucleus stimulation in Parkinson’s disease predictable? Mov Disord 26(14):2516–2521

Article  PubMed  Google Scholar 

Kleiner-Fisman G, Herzog J, Fisman DN, Tamma F, Lyons KE, Pahwa R et al (2006) Subthalamic nucleus deep brain stimulation: summary and meta-analysis of outcomes. Mov Disord 21(Suppl 14):S290–304

Article  PubMed  Google Scholar 

Katz M, Luciano MS, Carlson K, Luo P, Marks WJ Jr, Larson PS et al (2015) Differential effects of deep brain stimulation target on motor subtypes in Parkinson’s disease. Ann Neurol 77(4):710–719

Article  PubMed  Google Scholar 

Barbosa RP, Moreau C, Rolland AS, Rascol O, Brefel-Courbon C, Ory-Magne F et al (2024) The impact of subthalamic deep-brain stimulation in restoring motor symmetry in Parkinson’s disease patients: a prospective study. J Neurol 271(5):2582–2595

Espay AJ, Fasano A, van Nuenen BF, Payne MM, Snijders AH, Bloem BR (2012) On state freezing of gait in Parkinson disease: a paradoxical levodopa-induced complication. Neurology 78(7):454–457

Article  CAS  PubMed  PubMed Central  Google Scholar 

Mohammed A, Bayford R, Demosthenous A (2018) Toward adaptive deep brain stimulation in Parkinson’s disease: a review. Neurodegener Dis Manag 8(2):115–136

Article  PubMed  Google Scholar 

Okun MS, Tagliati M, Pourfar M, Fernandez HH, Rodriguez RL, Alterman RL et al (2005) Management of referred deep brain stimulation failures: a retrospective analysis from 2 movement disorders centers. Arch Neurol 62(8):1250–1255

Article  PubMed  Google Scholar 

Defer GL, Widner H, Marié RM, Rémy P, Levivier M (1999) Core assessment program for surgical interventional therapies in Parkinson’s disease (CAPSIT-PD). Mov Disord 14(4):572–584

Article  CAS  PubMed  Google Scholar 

Pal GD, Persinger V, Bernard B, Ouyang B, Goetz CG, Verhagen Metman L (2015) The Core Assessment Program for Surgical Interventional Therapies in Parkinson’s Disease (CAPSIT-PD): tolerability of Preoperative Neuropsychological Testing for Deep Brain Stimulation in Parkinson’s Disease. Mov Disord Clin Pract 2(4):379–383

Article  PubMed  PubMed Central  Google Scholar 

Krauss JK, Lipsman N, Aziz T, Boutet A, Brown P, Chang JW et al (2021) Technology of deep brain stimulation: current status and future directions. Nat Rev Neurol 17(2):75–87

Article  PubMed  Google Scholar 

Faiman B, Tariman JD (2019) Shared decision making: improving patient outcomes by understanding the benefits of and barriers to Effective Communication. Clin J Oncol Nurs 23(5):540–542

Article  PubMed  Google Scholar 

Jankovic J, McDermott M, Carter J, Gauthier S, Goetz C, Golbe L et al (1990) Variable expression of Parkinson’s disease: a base-line analysis of the DATATOP cohort. The Parkinson Study Group. Neurology 40(10):1529–1534

Article  CAS  PubMed  Google Scholar 

Cavallieri F, Fraix V, Bove F, Mulas D, Tondelli M, Castrioto A et al (2021) Predictors of long-term outcome of Subthalamic Stimulation in Parkinson Disease. Ann Neurol 89(3):587–597

Article  CAS  PubMed  Google Scholar 

Kogan M, McGuire M, Riley J (2019) Deep brain stimulation for Parkinson Disease. Neurosurg Clin N Am 30(2):137–146

Article  PubMed  Google Scholar 

Pollak P (2013) Deep brain stimulation for Parkinson’s disease - patient selection. Handb Clin Neurol 116:97–105

Article  PubMed  Google Scholar 

Nilashi M, Abumalloh RA, Minaei-Bidgoli B, Samad S, Yousoof Ismail M, Alhargan A et al (2022) Predicting Parkinson’s Disease Progression: evaluation of ensemble methods in machine learning. J Healthc Eng 2022:2793361

Article  PubMed  PubMed Central  Google Scholar 

Landolfi A, Ricciardi C, Donisi L, Cesarelli G, Troisi J, Vitale C et al (2021) Machine learning approaches in Parkinson’s Disease. Curr Med Chem 28(32):6548–6568

Article  CAS  PubMed  Google Scholar 

Young AL, Marinescu RV, Oxtoby NP, Bocchetta M, Yong K, Firth NC et al (2018) Uncovering the heterogeneity and temporal complexity of neurodegenerative diseases with subtype and stage inference. Nat Commun 9(1):4273

Article  PubMed  PubMed Central  Google Scholar 

Chang B, Xiong C, Ni C, Chen P, Jiang M, Mei J et al (2023) Prediction of STN-DBS outcome for Parkinson’s disease by uric acid-related brain function connectivity: a machine learning study based on resting state function MRI. Front Aging Neurosci 15:1105107

Article  CAS  PubMed  PubMed Central  Google Scholar 

Chen Y, Zhu G, Liu Y, Liu D, Yuan T, Zhang X et al (2022) Predict initial subthalamic nucleus stimulation outcome in Parkinson’s disease with brain morphology. CNS Neurosci Ther 28(5):667–676

Article  PubMed  PubMed Central  Google Scholar 

Kulisevsky J, Pagonabarraga J (2009) Cognitive impairment in Parkinson’s disease: tools for diagnosis and assessment. Mov Disord 24(8):1103–1110

Article  PubMed  Google Scholar 

Fukaya C, Watanabe M, Kobayashi K, Oshima H, Yoshino A, Yamamoto T (2017) Predictive factors for long-term outcome of Subthalamic Nucleus Deep Brain Stimulation for Parkinson’s Disease. Neurol Med Chir (Tokyo) 57(4):166–171

Article  PubMed  Google Scholar 

Zheng Z, Yin Z, Zhang B, Fan H, Liu D, Zhou Y et al (2021) Levodopa Challenge Test predicts STN-DBS outcomes in various Parkinson’s Disease Motor subtypes: a more Accurate Judgment. Neural Plast 2021:4762027

Article  PubMed  PubMed Central  Google Scholar 

Yin Z, Bai Y, Zou L, Zhang X, Wang H, Gao D et al (2021) Balance response to levodopa predicts balance improvement after bilateral subthalamic nucleus deep brain stimulation in Parkinson’s disease. NPJ Parkinsons Dis 7(1):47

Article  CAS  PubMed  PubMed Central  Google Scholar 

Lin W, Shi D, Wang D, Yang L, Wang Y, Jin L (2021) Can Levodopa Challenge Testing predict the Effect of Deep Brain Stimulation? One-year outcomes in a Chinese cohort. Front Aging Neurosci 13:764308

Article  PubMed  PubMed Central  Google Scholar 

Dineen-Griffin S, Garcia-Cardenas V, Williams K, Benrimoj SI (2019) Helping patients help themselves: a systematic review of self-management support strategies in primary health care practice. PLoS ONE 14(8):e0220116

Article  CAS  PubMed  PubMed Central  Google Scholar 

Jost ST, Konitsioti A, Loehrer PA, Ashkan K, Rizos A, Sauerbier A et al (2023) Non-motor effects of deep brain stimulation in Parkinson’s disease motor subtypes. Parkinsonism Relat Disord 109:105318

Article  PubMed  Google Scholar 

Chen J, Zhao D, Wang Q, Chen J, Bai C, Li Y et al (2023) Predictors of cognitive impairment in newly diagnosed Parkinson’s disease with normal cognition at baseline: a 5-year cohort study. Front Aging Neurosci 15:1142558