Functional neural networks stratify Parkinson's disease patients across the spectrum of cognitive impairment

被引:2
作者
Hajebrahimi, Farzin [1 ,2 ,3 ]
Budak, Miray [1 ,4 ,5 ]
Saricaoglu, Mevhibe [1 ,6 ]
Temel, Zeynep [7 ]
Demir, Tugce Kahraman [8 ]
Hanoglu, Lutfu [9 ,10 ]
Yildirim, Suleyman [10 ,11 ]
Bayraktaroglu, Zubeyir [1 ,10 ,12 ,13 ]
机构
[1] Istanbul Medipol Univ, Res Inst Hlth Sci & Technol SABITA, Funct Imaging & Cognit Affect Neurosci Lab fINCAN, Istanbul, Turkiye
[2] Istanbul Medipol Univ, Sch Hlth Sci, Dept Phys Therapy & Rehabil, Istanbul, Turkiye
[3] Rutgers State Univ, Sch Hlth Profess, Dept Hlth Informat, Rutgers Biomed & Hlth Sci, Newark, NJ USA
[4] Istanbul Medipol Univ, Sch Hlth Sci, Dept Ergotherapy, Istanbul, Turkiye
[5] Rutgers State Univ, Ctr Mol & Behav Neurosci, Newark, NJ USA
[6] Istanbul Medipol Univ, Vocat Sch, Program Electroneurophysiol, Istanbul, Turkiye
[7] Fatih Sultan Mehmet Vakif Univ, Dept Psychol, Istanbul, Turkiye
[8] Biruni Univ, Vocat Sch, Program Electroneurophysiol, Istanbul, Turkiye
[9] Istanbul Medipol Univ, Sch Med, Dept Neurol, Istanbul, Turkiye
[10] Istanbul Medipol Univ, Res Inst Hlth Sci & Technol SABITA, Regenerat & Restorat Med Res Ctr REMER, Istanbul, Turkiye
[11] Istanbul Medipol Univ, Int Sch Med, Dept Med Microbiol, Istanbul, Turkiye
[12] Istanbul Medipol Univ, Int Sch Med, Dept Physiol, Istanbul, Turkiye
[13] Istanbul Medipol Univ, Uluslararasi Tip Fak, Ataturk Cad 40, TR-34815 Istanbul, Turkiye
关键词
cognitive impairment; dementia; fMRI; MCI; Parkinson's disease; resting-state; CLINICAL DIAGNOSTIC-CRITERIA; PARKINSONS-DISEASE; BRAIN NETWORKS; CONNECTIVITY; DEMENTIA; DECLINE; CLASSIFICATION; ORGANIZATION; ACTIVATION; SYMPTOMS;
D O I
10.1002/brb3.3395
中图分类号
B84 [心理学]; C [社会科学总论]; Q98 [人类学];
学科分类号
03 ; 0303 ; 030303 ; 04 ; 0402 ;
摘要
Introduction Cognitive impairment (CI) is a significant non-motor symptoms in Parkinson's disease (PD) that often precedes the emergence of motor symptoms by several years. Patients with PD hypothetically progress from stages without CI (PD-normal cognition [NC]) to stages with Mild CI (PD-MCI) and PD dementia (PDD). CI symptoms in PD are linked to different brain regions and neural pathways, in addition to being the result of dysfunctional subcortical regions. However, it is still unknown how functional dysregulation correlates to progression during the CI. Neuroimaging techniques hold promise in discriminating CI stages of PD and further contribute to the biomarker formation of CI in PD. In this study, we explore disparities in the clinical assessments and resting-state functional connectivity (FC) among three CI stages of PD.Methods We enrolled 88 patients with PD and 26 healthy controls (HC) for a cross sectional clinical study and performed intra- and inter-network FC analysis in conjunction with comprehensive clinical cognitive assessment.Results Our findings underscore the significance of several neural networks, namely, the default mode network (DMN), frontoparietal network (FPN), dorsal attention network, and visual network (VN) and their inter-intra-network FC in differentiating between PD-MCI and PDD. Additionally, our results showed the importance of sensory motor network, VN, DMN, and salience network (SN) in the discriminating PD-NC from PDD. Finally, in comparison to HC, we found DMN, FPN, VN, and SN as pivotal networks for further differential diagnosis of CI stages of PD.Conclusion We propose that resting-state networks (RSN) can be a discriminating factor in distinguishing the CI stages of PD and progressing from PD-NC to MCI or PDD. The integration of clinical and neuroimaging data may enhance the early detection of PD in clinical settings and potentially prevent the disease from advancing to more severe stages.
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页数:19
相关论文
共 81 条
[1]   Cognitive decline in Parkinson disease [J].
Aarsland, Dag ;
Creese, Byron ;
Politis, Marios ;
Chaudhuri, K. Ray ;
Ffytche, Dominic H. ;
Weintraub, Daniel ;
Ballard, Clive .
NATURE REVIEWS NEUROLOGY, 2017, 13 (04) :217-231
[2]   Neuropsychiatric Symptoms in Parkinson's Disease [J].
Aarsland, Dag ;
Kramberger, Milica Gregoric .
JOURNAL OF PARKINSONS DISEASE, 2015, 5 (03) :659-667
[3]   The Epidemiology of Dementia Associated with Parkinson's Disease [J].
Aarsland, Dag ;
Kurz, Martin Wilhelm .
BRAIN PATHOLOGY, 2010, 20 (03) :633-639
[4]   Resting-state functional connectivity associated with mild cognitive impairment in Parkinson's disease [J].
Amboni, Marianna ;
Tessitore, Alessandro ;
Esposito, Fabrizio ;
Santangelo, Gabriella ;
Picillo, Marina ;
Vitale, Carmine ;
Giordano, Alfonso ;
Erro, Roberto ;
de Micco, Rosa ;
Corbo, Daniele ;
Tedeschi, Gioacchino ;
Barone, Paolo .
JOURNAL OF NEUROLOGY, 2015, 262 (02) :425-434
[5]   Tipping the scales: how clinical assessment shapes the neural correlates of Parkinson's disease mild cognitive impairment [J].
Aracil-Bolanos, Ignacio ;
Sampedro, Frederic ;
Marin-Lahoz, Juan ;
Horta-Barba, Andrea ;
Martinez-Horta, Saul ;
Gonzalez-de-Echavarri, Jose Maria ;
Perez-Perez, Jesus ;
Bejr-Kasem, Helena ;
Pascual-Sedano, Berta ;
Boti, Mariangeles ;
Campolongo, Antonia ;
Izquierdo, Cristina ;
Gironell, Alexandre ;
Gomez-Anson, Beatriz ;
Kulisevsky, Jaime ;
Pagonabarraga, Javier .
BRAIN IMAGING AND BEHAVIOR, 2022, 16 (02) :761-772
[6]   A divergent breakdown of neurocognitive networks in Parkinson's Disease mild cognitive impairment [J].
Aracil-Bolanos, Ignacio ;
Sannpedro, Frederic ;
Matin-Lahoz, Juan ;
Horta-Barba, Andrea ;
Martinez-Horta, Saul ;
Boti, Mariangeles ;
Perez-Perez, Jesus ;
Bejr-Kasem, Helena ;
Pascual-Sedano, Berta ;
Campolongo, Antonia ;
Izquierdo, Cristina ;
Gironell, Alexandre ;
Gomez-Anson, Beatriz ;
Kulisevsky, Jaime ;
Pagonabarraga, Javier .
HUMAN BRAIN MAPPING, 2019, 40 (11) :3233-3242
[7]   Cognitive Impairment and Resting-State Network Connectivity in Parkinson's Disease [J].
Baggio, Hugo-Cesar ;
Segura, Barbara ;
Sala-Llonch, Roser ;
Marti, Maria-Jose ;
Valldeoriola, Francesc ;
Compta, Yaroslau ;
Tolosa, Eduardo ;
Junque, Carme .
HUMAN BRAIN MAPPING, 2015, 36 (01) :199-212
[8]   Functional Brain Networks and Cognitive Deficits in Parkinson's Disease [J].
Baggio, Hugo-Cesar ;
Sala-Llonch, Roser ;
Segura, Barbara ;
Marti, Maria-Jose ;
Valldeoriola, Francesc ;
Compta, Yaroslau ;
Tolosa, Eduardo ;
Junque, Carme .
HUMAN BRAIN MAPPING, 2014, 35 (09) :4620-4634
[9]  
Beckmann C.F., 2009, Group Comparison of Resting-state FMRI Data Using Multi-subject ICA and Dual Regression, DOI [10.1016/S1053-8119(09)71511-3, DOI 10.1016/S1053-8119(09)71511-3]
[10]   Probabilistic independent component analysis for functional magnetic resonance imaging [J].
Beckmann, CF ;
Smith, SA .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2004, 23 (02) :137-152