[1] Xu TL,Dong WL,Liu JL,et al.Disease burden of parkinson's disease in China and its provinces from 1990 to 2021:findings from the global burden of disease study 2021[J].Lancet Reg Health.West Pac,2024,46:101078. [2] Xia DH,Xiong M,Yang YX,et al.Chronic stress induces depression-like behaviors and Parkinsonism via upregulating α-synuclein[J].NPJ Parkinson's Dis,2025,11(1):139. [3] Reijnders JS AM,Ehrt U,Weber WEJ,et al.A systematic review of prevalence studies of depression in parkinson's disease[J].Mov Disord,2008,23(2):183~189. [4] Cong SR,Xiang CC,Zhang S,et al.Prevalence and clinical aspects of depression in Parkinson's disease:A systematic review and meta-analysis of 129 studies[J].Neurosci Biobehav Rev,2022,141:104749. [5] Cui SS,Du JJ,Fu R,et al.Prevalence and risk factors for depression and anxiety in Chinese patients with Parkinson disease[J].BMC Geriatr,2017,17(1):270. [6] Lutz SG,Holmes JD,Ready EA,et al.Clinical presentation of anxiety in Parkinson's disease:a scoping review[J].OTJR:Occup,Ther J Res,2016,36(3):134~147. [7] Shanechi M M.Brain-machine interfaces from motor to mood[J].Nat Neurosci,2019,22(10):1554~1564. [8] Kirkby LA,Luongo FJ,Lee MB,et al.An amygdala-hippocampus subnetwork that encodes variation in human mood[J].Cell,2018,175(6):1688~1700. [9] Ding XE,Yue XX,Zheng R,et al.Classifying major depression patients and healthy controls using EEG,eye tracking and galvanic skin response data[J].J Affect Disord,2019,251:156~161. [10] Li QH,Wang KL,Li JP,et al.Adaptive vs conventional deep brain stimulation of the subthalamic nucleus for treatment of Parkinson's disease:a multicenter retrospective study[J].Neuromodulation:Technol Neural Interface,,2025:S1094~S7159. [11] Shulman LM,Taback RL,Rabinstein A A,et al.Non-recognition of depression and other non-motor symptoms in parkinson's disease[J].Park Relat Disord,2002,8(3):193~197. [12] Timmer MHM,van Beek MHC T,Bloem B R,et al.What a neurologist should know about depression in parkinson's disease[J].Pract Neurol,2017,17(5):359~368. [13] Leentjens AFG,Dujardin K,Pontone GM,et al.The parkinson anxiety scale (PAS):Development and validation of a new anxiety scale[J].Mov Disord,2014,29(8):1035~1043. [14] Rodriguez-Blazquez C,Frades-Payo B,Forjaz M J,et al.Psychometric attributes of the hospital anxiety and depression scale in parkinson's disease[J].Mov Disord,2009,24(4):519~525. [15] Schrag A,Barone P,Brown RG,et al.Depression rating scales in parkinson's disease:Critique and recommendations[J].Mov Disord,2007,22(8):1077~1092. [16] Zimmerman M,Posternak MA,Chelminski I.Is it time to replace the hamilton depression rating scale as the primary outcome measure in treatment studies of depression[J].J Clin Psychopharmacol,2005,25(2):105~110. [17] Leentjens AFG,Dujardin K,Marsh L,et al.Anxiety rating scales in parkinson's disease:Critique and recommendations[J].Mov Disord,2008,23(14):2015~2025. [18] Leentjens AFG,Dujardin K,Marsh L,et al.Anxiety rating scales in parkinson's disease:A validation study of the hamilton anxiety rating scale,the beck anxiety inventory,and the hospital anxiety and depression scale[J].Mov Disord,2011,26(3):407~415. [19] Mayberg H S,Solomon D H.Depression in parkinson's disease:A biochemical and organic viewpoint[J].Advances in Neurology,1995,65:49~60. [20] Mayberg HS,Starkstein SE,Sadzot B,et al.Selective hypometabolism in the inferior frontal lobe in depressed patients with parkinson's disease[J].Ann Neurol,1990,28(1):57~64. [21] Kostiĉ VS,Agosta F,Petroviĉ I,et al.Regional patterns of brain tissue loss associated with depression in parkinson disease[J].Neurology,2010,75(10):857~863. [22] Torack RM,Morris JC.The association of ventral tegmental area histopathology with adult dementia[J].Arch Neurol,1988,45(5):497~501. [23] Blomstedt P,Hariz M I,Lees A,et al.Acute severe depression induced by intraoperative stimulation of the substantia nigra:A case report[J].Park Relat Disord,2008,14(3):253~256. [24] Remy P,Doder M,Lees A,et al.Depression in parkinson's disease:loss of dopamine and noradrenaline innervation in the limbic system[J].Brain,2005,128(6):1314~1322. [25] Zhao J,Jia H,Ma P,et al.Multidimensional mechanisms of anxiety and depression in Parkinson's disease:Integrating neuroimaging,neurocircuits,and molecular pathways[J].Pharmacol Res,2025,215:107717. [26] Armstrong MJ,Okun MS.Diagnosis and treatment of parkinson disease:a review[J].JAMA,2020,323(6):548~560. [27] Allen JJB,Keune PM,Schönenberg M,et al.Frontal EEG alpha asymmetry and emotion:From neural underpinnings and methodological considerations to psychopathology and social cognition[J].Psychophysiology,2018,55(1):e13028. [28] Shen AR,Sun JN,Chen XG,et al.A data-centric and interpretable EEG framework for depression severity grading using SHAP-based insights[J].J NeuroEngineering Rehabil,2025,22(1):116. [29] Kan DPX,Lee PF.Decrease alpha waves in depression:An electroencephalogram(EEG) study[C]//2015 International Conference on BioSignal Analysis,Processing and Systems (ICBAPS)[J]Kuala Lumpur,Malaysia:IEEE,2015:156~161. [30] Zhou P,Wu Q,Zhan L,et al.Alpha peak activity in resting-state EEG is associated with depressive score[J].Front Neurosci,2023,17:1057908. [31] Strik WK,Dierks T,Becker T,et al.Larger topographical variance and decreased duration of brain electric microstates in depression[J].J Neural Transm.Gen Sect JNT,1995,99(1-3):213~222. [32] Ostlund BD,Alperin BR,Drew T,et al.Behavioral and cognitive correlates of the aperiodic (1/f-like) exponent of the EEG power spectrum in adolescents with and without ADHD[J].Dev Cogn Neurosci,2021,48:100931. [33] Yassine S,Almarouk S,Gschwandtner U,et al.Electrophysiological signatures of anxiety in parkinson's disease[J].Transl Psychiatry,2024,14(1):66. [34] Luo C,Chen Q,Song W,et al.Resting-state fMRI study on drug-naive patients with parkinson's disease and with depression[J].J Neurol Neurosurg Psychiatry,2014,85(6):675~683. [35] Tang YY,Tang ZY,Zhou Y,et al.A systematic review of resting-state functional-MRI studies in the diagnosis,comorbidity and treatment of postpartum depression[J].J Affect Disord,2025,383:153~166. [36] Zugman A,Jett L,Antonacci C,et al.A systematic review and meta-analysis of resting-state fMRI in anxiety disorders:Need for data sharing to move the field forward[J].J Anxiety Disord,2023,99:102773. [37] Yuan C,Zhu H,Ren Z,et al.Precuneus-related regional and network functional deficits in social anxiety disorder:A resting-state functional MRI study[J].Compr Psychiatry,2018,82:22~29. [38] ErgülC,Ulaşoĝlu Yildiz Ç,Kurt E,et al.Evaluation of resting-state functional magnetic resonance imaging findings of patients with social anxiety disorder[J].Turk J Psychiatry,2022,33(2):73~81. [39] Meng LL,Zhang YD,Lin H,et al.Abnormal hubs in global network as potential neuroimaging marker in generalized anxiety disorder at rest[J].Front Psychol,2022,13:1075636. [40] Suslow T,Hußlack A,Kersting A,et al.Attentional biases to emotional information in clinical depression:A systematic and meta-analytic review of eye tracking findings[J].J Affect Disord,2020,274:632~642. [41] Günther V,Kropidlowski A,Schmidt FM,et al.Attentional processes during emotional face perception in social anxiety disorder:A systematic review and meta-analysis of eye-tracking findings[J].Prog Neuro-Psychopharmacology Biol Psychiatry,2021,111:110353. [42] Stevens S,Rist F,Gerlach AL.Eye movement assessment in individuals with social phobia:Differential usefulness for varying presentation times[J].J Behav Ther Exp Psychiatry,2011,42(2):219~224. [43] Horley K,Williams L M,Gonsalvez C,et al.Face to face:Visual scanpath evidence for abnormal processing of facial expressions in social phobia[J].Psychiatry Res,2004,127(1-2):43~53. [44] Boll S,Bartholomaeus M,Peter U,et al.Attentional mechanisms of social perception are biased in social phobia[J].J Anxiety Disord,2016,40:83~93. [45] Wu W,Zhang C,Woodland PC.Self-supervised representations in speech-based depression detection[C]//ICASSP 2023 - 2023 IEEE International Conference on Acoustics,Speech and Signal Processing (ICASSP),2023:1~5. [46] Lam G,Huang DY,Lin WS.Context-aware deep learning for multi modal depression detection[C]//ICASSP 2019 - 2019 IEEE International Conference on Acoustics,Speech and Signal Processing (ICASSP).2019:3946~3950. [47] Niu MY,Tao JH,Liu B,et al.Multimodal spatiotemporal representation for automatic depression level detection[J].IEEE Transactions on Affective Computing,2023,14(1):294~307. [48] He L,Chan JC,Wang ZM.Automatic depression recognition using CNN with attention mechanism from videos[J].Neurocomputing,2021,422:165~175. [49] Zhao ZP,Bao ZT,Zhang ZX,et al.Automatic assessment of depression from speech via a hierarchical attention transfer network and attention autoencoders[J].IEEE J Sel Top Signal Process,2020,14(2):423~434. [50] Baevski A,Zhou H,Mohamed A,et al.wav2vec 2.0:A framework for self-supervised learning of speech representations[A].arXiv,2020. |