Table 1.
Study | n Patients/Hemispheres | LFP signal feature | UPDRS items | Medication state | Outcomea |
---|---|---|---|---|---|
Beta-based | |||||
Doyle et al. (2005) [50] | 14/14 | Duration of movement-related spectral power decrease (13–35 Hz) | Total UPDRS-III | On, off | R2 = 0.20 |
14/14 | Amplitude of movement-related spectral power decrease (13–35 Hz) | Total UPDRS-III | On, off | R2 = 0.15 | |
Kühn et al. (2006) [13] | 9/17 | Absolute spectral power within ± 2.5 Hz range around peak (8–35 Hz) | Total hemibody | Levodopa-induced changes | ρ = 0.81 |
9/17 | Absolute spectral power within ± 2.5 Hz range around peak (8–35 Hz) | Hemibody bradykinesia + rigidity | Levodopa-induced changes | ρ = 0.84 | |
Ray et al. (2008) [51] | 7/11 | Absolute spectral peak power (8–35 Hz) | Hemibody bradykinesia + rigidity | Levodopa-induced changes | ρ = 0.70 |
Kühn et al. (2009) [14] | 30/51 | Absolute spectral power within ± 5.5 Hz range around peak (8–35 Hz) | Hemibody bradykinesia + rigidity | Levodopa-induced changes | R2 = 0.38 |
Chen et al. (2010) [26] | 12/23 | Lempel-Ziv complexity (13–35 Hz) | Total hemibody | Off | ρ = –0.54 |
12/23 | Lempel-Ziv complexity (13–35 Hz) | Hemibody bradykinesia + rigidity | Off | ρ = –0.53 | |
Pogosyan et al. (2010) [23] | 18/36 | Phase coherence between unilateral contacts (13–35 Hz) | Hemibody bradykinesia + rigidity | Off | R2 = 0.15 |
López-Azcárate et al. (2010) [15] | 14/26 | Normalised spectral peak power (12–20 Hz) | Hemibody bradykinesia + rigidity | Off | ρ = 0.43 |
Özkurt et al. (2011) [16] | 9/17 | Absolute spectral peak power (8–35 Hz) | Hemibody bradykinesia + rigidity | On, off | ρ = 0.33 |
Little et al. (2012) [27] | 18/36 | Coefficient of variation spectral power over time (21–33 Hz) | Hemibody bradykinesia + rigidity | Off | ρ = –0.59 |
10/17 | Coefficient of variation spectral power over time (21–33 Hz) | Hemibody bradykinesia + rigidity | Levodopa-induced changes | ρ = –0.66 | |
Hohlefeld et al. (2013) [52] | 10/10 | Imaginary part of coherency between unilateral contacts (10–30 Hz)b | Total UPDRS-III | Levodopa-induced changes | R2 = 0.55 |
Hohlefeld et al. (2014) [53] | 8/8 | Imaginary part of coherency between bilateral contacts (10–20 Hz)b | Total UPDRS-III | Off | R2 = 0.73 |
van Wijk et al. (2016) [18] | 33/65 | Normalised spectral power (13–20 Hz) | Hemibody bradykinesia + rigidity | On, off | R2 = 0.09 |
Neumann et al. (2016) [19] | 63/63 | Normalised spectral power (8–35 Hz)b | Total UPDRS-III | Off | ρ = 0.44 |
West et al. (2016) [21] | 12/21 | Absolute spectral power (13–20 Hz) | Hemibody bradykinesia + rigidity | Off |
R2 = 0.39 ρ = 0.66 |
12/22 | Absolute spectral power (13–20 Hz) | Hemibody bradykinesia + rigidity | Levodopa-induced changes |
R2 = 0.40 ρ = 0.56 |
|
12/24 | Coherence between unilateral contacts (13–20 Hz) | Hemibody bradykinesia + rigidity | Off |
R2 = 0.41 ρ = 0.64 |
|
12/24 | Weighted phase lag index between unilateral contacts (13–20 Hz) | Hemibody bradykinesia + rigidity | Off |
R2 = 0.31 ρ = 0.58 |
|
12/12 | Detrended fluctuation analysis of phase synchrony between bilateral contacts (13–20 Hz)b | Bradykinesia + rigidity | Off |
R2 = 0.47 ρ = 0.73 |
|
11/11 | Detrended fluctuation analysis of phase synchrony between bilateral contacts (13–20 Hz)b | Bradykinesia + rigidity | Levodopa-induced changes |
R2 = 0.33 ρ = 0.83 |
|
Beudel et al. (2017) [47] | 39/78 | Normalised spectral peak power (13–30 Hz) | Hemibody bradykinesia + rigidity | Off | ρ = 0.40 |
Neumann et al. (2017) [20] | 12/24 | Normalised spectral power within ± 3 Hz range around peak (13–35 Hz) | Total hemibody | On, off | ρ = 0.25 |
Tinkhauser et al. (2017) [24] | 8/16 | Percentage of beta bursts with long duration | Total hemibody | Off | ρ = 0.55 |
8/16 | Percentage of beta bursts with short duration | Total hemibody | Off | ρ = –0.30 | |
8/16 | Median beta burst duration | Total hemibody | Levodopa-induced changes | ρ = 0.50 | |
Tinkhauser et al. (2017) [25] | 13/16 | Percentage of beta bursts with long duration | Total hemibody | Off | R2 = 0.12 |
13/16 | Percentage of beta bursts with short duration | Total hemibody | Off | R2 = 0.10 | |
Martin et al. (2018) [54] | 13/26 | Normalised spectral peak power (13–35 Hz) | Total hemibody | Off | ρ = 0.50 |
13/26 | Normalised spectral peak power (13–35 Hz) | Hemibody bradykinesia + rigidity | Off | ρ = 0.68 | |
Özkurt et al. (2020) [17] | 14/26 | Nonlinearity of time series (13–30 Hz) | Hemibody tremor | Off | R2 = 0.20 |
14/26 | Normalised spectral power (13–30 Hz) | Hemibody bradykinesia + rigidity | Off | R2 = 0.25 | |
14/26 | Normalised spectral power (13–30 Hz) | Hemibody tremor | Off | R2 = 0.26 | |
Tamir et al. (2020) [22] | 8/12 | Normalised spectral power (13–30 Hz) | Hemibody bradykinesia + rigidity | Off | R2 = 0.36 |
Nie et al. (2021) [55] | 10/10 | Percentage of beta bursts with long durationb | Total UPDRS-III | Off | ρ = 0.74 |
10/20 | Percentage of beta bursts with long duration | Hemibody tremor | Off | ρ = 0.59 | |
10/20 | Percentage of beta bursts with long duration | Hemibody rigidityc | Off | ρ = 0.45 | |
Sure et al. (2021) [56] | 24/44 | Beta burst duration | Hemibody bradykinesia + rigidity | Off | R2 = 0.23 |
Other | |||||
Pogosyan et al. (2010) [23] | 18/36 | Phase coherence between unilateral contacts (8–12 Hz) | Hemibody tremor | Off | R2 = 0.15 |
López-Azcárate et al. (2010) [15] | 14/26 | Normalised spectral peak power (250–350 Hz) | Hemibody bradykinesia + rigidity | Off | ρ = 0.50 |
14/24 | Movement-related changes in spectral peak power (250–350 Hz) | Hemibody bradykinesia + rigidity | Off | R2 = 0.39 | |
14/22 | Phase-amplitude coupling (10–30 vs 200–400 Hz) | Hemibody bradykinesia + rigidity | Off | ρ = 0.49 | |
Özkurt et al. (2011) [16] | 9/18 | Ratio of spectral power ± 10 Hz around slow (200–300 Hz) and fast peaks (300–400 Hz) | Hemibody bradykinesia + rigidity | On, off | ρ = 0.36 |
Giannicola et al. (2013) [57] | 18/18 | Normalised spectral power (2–7 Hz) | Total UPDRS-III | On | R2 = 0.26 |
Wang et al. (2014) [58] | 10/15 | Spectral peak power (160–470 Hz) | Hemibody bradykinesia + rigidity | Off | R2 = 0.55 |
van Wijk et al. (2016) [18] | 33/65 | Phase-amplitude coupling (13–20 vs 150–400 Hz) | Hemibody bradykinesia + rigidity | On, off | R2 = 0.11 |
West et al. (2016) [21] | 12/24 | Absolute spectral power (5–12 Hz) | Hemibody bradykinesia + rigidity | Off |
R2 = 0.33 ρ = –0.61 |
Ozturk et al. (2020) [59] | 9/9 | Normalised spectral power (4–12 Hz) | Total hemibody | Levodopa-induced changes | R2 = 0.12 |
9/9 | Normalised spectral power (4–12 Hz) | Hemibody bradykinesia + rigidity | Levodopa-induced changes | R2 = 0.12 | |
9/9 | Normalised phase-amplitude coupling (13–22 vs 200–300 Hz) | Total hemibody | Levodopa-induced changes | R2 = 0.11 | |
9/9 | Normalised phase-amplitude coupling (13–22 vs 200–300 Hz) | Hemibody bradykinesia + rigidity | Levodopa-induced changes | R2 = 0.17 | |
Weber et al. (2020) [60] | 19/38 | Differential entropy | Hemibody bradykinesiac | Off | ρ = 0.48 |
Belova et al. (2021) [61] | 22/35 | Movement-related change in 1/f spectral slope | Total UPDRS-III | Off | R2 = 0.08 |
Nie et al. (2021) [55] | 10/20 | Percentage of theta bursts with long duration | Hemibody tremor | Off | ρ = 0.46 |
aOutcomes are reported as explained variance (R2) computed from Pearson’s correlation coefficient or as Spearman’s rho (ρ). Values are rounded to two digits
bTotal UPDRS-III and UPDRS scores for bilateral signal features (e.g. connectivity measures) were not lateralised. The number of included hemispheres is adjusted accordingly
cCorrelations for bradykinesia and rigidity items are listed separately as average in case no combined bradykinesia + rigidity category was included in the original study