Disease Progression of Data-Driven Subtypes of Parkinson's Disease: 5-Year Longitudinal Study from the Early Parkinson's Disease Longitudinal Singapore (PALS) Cohort

被引:2
作者
Deng, Xiao [1 ,2 ]
Saffari, Seyed Ehsan [1 ,3 ]
Xiao, Bin [1 ,2 ]
Ng, Samuel Yong Ern [1 ]
Chia, Nicole [1 ]
Choi, Xinyi [1 ]
Heng, Dede Liana [1 ]
Ng, Ebonne [1 ]
Xu, Zheyu [1 ]
Tay, Kay-Yaw [1 ]
Au, Wing-Lok [1 ,2 ]
Tan, Eng-King [1 ,2 ]
Tan, Louis C. S. [1 ,2 ]
机构
[1] Natl Neurosci Inst, Dept Neurol, Singapore, Singapore
[2] Natl Univ Singapore, Duke NUS Med Sch, Singapore, Singapore
[3] Natl Univ Singapore, Duke NUS Med Sch, Ctr Quantitat Med, Singapore, Singapore
基金
英国医学研究理事会;
关键词
Parkinson's disease; data-driven subtypes; longitudinal study; PERFORMANCE; BIOMARKERS; BATTERY; SCALE;
D O I
10.3233/JPD-230209
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Background: The detailed trajectory of data-driven subtypes in Parkinson's disease (PD) within Asian cohorts remains undisclosed. Objective: To evaluate the motor, non-motor symptom (NMS) progression among the data-driven PD clusters. Methods: In this 5-year longitudinal study, NMS scale (NMSS), Hospital Anxiety Depression Scale (HADS), and Epworth sleepiness scale (ESS) were carried out annually to monitor NMS progression. H& Y staging scale, MDS-UPDRS part III motor score, and postural instability gait difficulty (PIGD) score were assessed annually to evaluate disease severity and motor progression. Five cognitive standardized scores were used to assess detailed cognitive progression. Linear mixed model was performed to assess the annual progression rates of the longitudinal outcomes. Results: Two hundred and six early PD patients, consisting of 43 patients in cluster A, 98 patients in cluster B and 65 subjects in cluster C. Cluster A (severe subtype) had significantly faster progression slope in NMSS Domain 3 (mood/apathy) score (p = 0.01), NMSS Domain 4 (perceptual problems) score (p = 0.02), NMSS Domain 7 (urinary) score (p = 0.03), and ESS Total Score (p = 0.04) than the other two clusters. Cluster A also progressed significantly in PIGD score (p = 0.04). For cognitive outcomes, cluster A deteriorated significantly in visuospatial domain (p = 0.002), while cluster C (mild subtype) deteriorated significantly in executive domain (p = 0.04). Conclusions: The severe cluster had significantly faster progression, particularly in mood and perceptual NMS domains, visuospatial cognitive performances, and postural instability gait scores. Our findings will be helpful for clinicians to stratify and pre-emptively manage PD patients by developing intervention strategies to counter the progression of these domains.
引用
收藏
页码:1051 / 1059
页数:9
相关论文
共 50 条
[1]   Longitudinal follow up of data-driven cognitive subtypes in Parkinson's disease [J].
Pourzinal, Dana ;
Yang, Jihyun ;
Sivakumaran, Kumareshan ;
McMahon, Katie L. ;
Mitchell, Leander ;
O'Sullivan, John D. ;
Byrne, Gerard J. ;
Dissanayaka, Nadeeka N. .
BRAIN AND BEHAVIOR, 2023, 13 (10)
[2]   Progression of sleep disturbances in Parkinson’s disease: a 5-year longitudinal study [J].
Zheyu Xu ;
Kirstie N. Anderson ;
Seyed Ehsan Saffari ;
Rachael A. Lawson ;
K. Ray Chaudhuri ;
David Brooks ;
Nicola Pavese .
Journal of Neurology, 2021, 268 :312-320
[3]   Progression of sleep disturbances in Parkinson's disease: a 5-year longitudinal study [J].
Xu, Zheyu ;
Anderson, Kirstie N. ;
Saffari, Seyed Ehsan ;
Lawson, Rachael A. ;
Chaudhuri, K. Ray ;
Brooks, David ;
Pavese, Nicola .
JOURNAL OF NEUROLOGY, 2021, 268 (01) :312-320
[4]   Poor sleep quality is associated with fatigue and depression in early Parkinson's disease: A longitudinal study in the PALS cohort [J].
Koh, Matthew Rui En ;
Chua, Cong Yang ;
Ng, Samuel Yong-Ern ;
Chia, Nicole Shuang-Yu ;
Saffari, Seyed Ehsan ;
Chen, Regina Yu-Ying ;
Choi, Xinyi ;
Heng, Dede Liana ;
Neo, Shermyn Xiumin ;
Tay, Kay Yaw ;
Au, Wing Lok ;
Tan, Eng-King ;
Tan, Louis Chew-Seng ;
Xu, Zheyu .
FRONTIERS IN NEUROLOGY, 2022, 13
[5]   Progression subtypes in Parkinson's disease identified by a data-driven multi cohort analysis [J].
Haehnel, Tom ;
Raschka, Tamara ;
Sapienza, Stefano ;
Klucken, Jochen ;
Glaab, Enrico ;
Corvol, Jean-Christophe ;
Falkenburger, Bjoern H. ;
Froehlich, Holger .
NPJ PARKINSONS DISEASE, 2024, 10 (01)
[6]   Data-Driven Subtyping of Parkinson's Disease Using Longitudinal Clinical Records: A Cohort Study [J].
Zhang, Xi ;
Chou, Jingyuan ;
Liang, Jian ;
Xiao, Cao ;
Zhao, Yize ;
Sarva, Harini ;
Henchcliffe, Claire ;
Wang, Fei .
SCIENTIFIC REPORTS, 2019, 9 (1)
[7]   Functional Brain Dysconnectivity in Parkinson's Disease: A 5-Year Longitudinal Study [J].
Yassine, Sahar ;
Gschwandtner, Ute ;
Auffret, Manon ;
Achard, Sophie ;
Verin, Marc ;
Fuhr, Peter ;
Hassan, Mahmoud .
MOVEMENT DISORDERS, 2022, 37 (07) :1444-1453
[8]   Cerebrospinal fluid tau and disease progression in early Parkinson's disease: an 8-year longitudinal study [J].
Xu, Fang ;
Huang, Hongyan ;
Feng, Jiaming ;
Shen, Qiuyan ;
Bao, Yi ;
Zhang, Dan ;
Xu, Yanming .
JOURNAL OF NEUROLOGY, 2025, 272 (01)
[9]   Cognitive Decline in Parkinson's Disease: A Subgroup of Extreme Decliners Revealed by a Data-Driven Analysis of Longitudinal Progression [J].
Andersson, Sara ;
Josefsson, Maria ;
Stiernman, Lars J. ;
Rieckmann, Anna .
FRONTIERS IN PSYCHOLOGY, 2021, 12
[10]   Longitudinal Change of Clinical and Biological Measures in Early Parkinson's Disease: Parkinson's Progression Markers Initiative Cohort [J].
Simuni, Tanya ;
Siderowf, Andrew ;
Lasch, Shirley ;
Coffey, Chris S. ;
Caspell-Garcia, Chelsea ;
Jennings, Danna ;
Tanner, Caroline M. ;
Trojanowski, John Q. ;
Shaw, Leslie M. ;
Seibyl, John ;
Schuff, Norbert ;
Singleton, Andrew ;
Kieburtz, Karl ;
Toga, Arthur W. ;
Mollenhauer, Brit ;
Galasko, Doug ;
Chahine, Lana M. ;
Weintraub, Daniel ;
Foroud, Tatiana ;
Tosun, Duygu ;
Poston, Kathleen ;
Arnedo, Vanessa ;
Frasier, Mark ;
Sherer, Todd ;
Chowdhury, Sohini ;
Marek, Kenneth .
MOVEMENT DISORDERS, 2018, 33 (05) :771-782