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Uncovering Cognitive Subtypes in Essential Tremor: A Data-Driven Clustering Approach in Cognitively Normal Individuals Cover

Uncovering Cognitive Subtypes in Essential Tremor: A Data-Driven Clustering Approach in Cognitively Normal Individuals

Open Access
|Nov 2025

Figures & Tables

Table 1

Demographic, clinical, and neuropsychological characteristics of Healthy Controls (HC) and Essential Tremor (ET) patients. Data are reported as mean ± standard deviation for continuous variables and as counts for categorical variables.

HC (24)ET (26)P-VALUE
Age63.8 ± 6.8765.3 ± 10.20.547a
Sex (F/M)13/119/170.16b
Education10.9 ± 4.4410.2 ± 3.980.571a
Familiarity (no/yes)N.A.13/9N.A.
Disease_durationN.A.12.7 ± 16.6N.A.
FTM-ScaleN.A.9.85 ± 4.18N.A.
MMSE*27.6 ± 2.08
[24.7–30]
27.5 ± 1.34
[25.7–30]
0.83a
COWAT*29.2 ± 7.61
[17.8–47.6]
26.8 ± 5.84
[17.5–41.5]
0.223a
MCST- CA*5.79 ± 0.721
[3.0–6.0]
5.37 ± 1.3
[3.0–8.7]
0.162a
MCST- PE*0.875 ± 1.61
[0.0–6.4]
1.32 ± 2.04
[0.0–6.4]
0.392a
RAVLT_I*43.5 ± 5.84
[29.7–56.1]
40.8 ± 9.13
[28.9–57.3]
0.217a
RAVLT_D*8.85 ± 2.31
[5.2–15.0]
7.55 ± 2.25
[4.7–12.8]
0.05a
Digit_span_F*5.77 ± 0.875
[4.0–7.2]
5.06 ± 0.719
[3.5–6.25]
0.003a
Digit_span_B*3.79 ± 0.588
[345]
3.35 ± 0.797
[2345]
0.029a
FAB*16 ± 1.46
[13.5–18.0]
15.1 ± 1.74
[13.5–18.0]
0.054a
TOKEN*31.4 ± 1.37
[29.25–33.75]
30.9 ± 2.16
[26.25–33.75]
0.388a
JLO-V*24.5 ± 3.78
[2021222324252627282930]
23.8 ± 4.43
[2021222324252627282930]
0.578a
BECK_II6.39 ± 4.577.19 ± 3.890.547a
HAMA6.39 ± 3.836.85 ± 2.870.571a

[i] a ANOVA.

b Chi square.

In bold significant at Bonferroni’s correction 0.0033. N.A. Not Applicable.

Abbreviations: ET = Essential Tremor; HC = Healthy controls; FTM-Scale: Fahn-Tolosa-Marin tremor scale; BDI-II = Beck Depression Inventory II; HAMA = Hamilton Anxiety Rating Scale.

Neuropsychological test with possible score range [min-max]: MMSE = Mini Mental State Examination [0–30]; COWAT: Controlled Oral Word Association Test [0 – (no maximus limit)]; MCST-CA = Modified Card Sorting Test-Categories Achieved [0–6]; MCST-PE = Modified Card Sorting Test-Perseverative Errors [0 – (no maximus limit)]; RAVLT-I = Rey Auditory-Verbal Learning Test Immediate Recall [0–75]; RAVLT-D = Rey Auditory-Verbal Learning Test-Delayed Recall [0–15]; Digit_span_F = Digit Span Forward [0–9]; Digit_span_B = Digit Span Backward [0–8]; FAB = Frontal Assessment Battery [0–18]; TOKEN = Token Test [0–36]; JLO-V = Judgment of Line Orientation [0–30]. *Values are reported as mean ± standard deviation [range of observed score as min-max].

Table 2

Demographic, clinical, and neuropsychological characteristics of the two ET clusters and healthy controls (HC). Data are reported as mean ± standard deviation for continuous variables and as counts for categorical variables.

CLUSTER 1 ET (14)CLUSTER 2 ET (12)HC (24)P-VALUEPOST-HOC
Age64.8 ± 9.9965.8 ± 10.863.8 ± 6.870.823aN.A.
Sex (F/M)6/83/913/110.25cN.A.
Education10 ± 3.9210.4 ± 4.2110.9 ± 4.440.823aN.A.
Familiarity (no/yes)5/68/3N.A.0.19dN.A.
Disease_duration15.2 ± 19.410.1 ± 4.97N.A.0.408bN.A.
FTM-Scale9.83 ± 12.99.50 ± 3.21N.A.0.695bN.A.
MMSE*27.6 ± 1.51
[25.7–30.0]
27.4 ± 1.17
[26.0–30.0]
27.6 ± 2.08
[24.7–30.0]
0.887aN.A.
COWAT*27.1 ± 7.14
[18.5–41.5]
26.5 ± 4.14
[17.5–32.4]
29.2 ± 7.61
[17.8–47.6]
0.393aN.A.
MCST- CA*5.41 ± 1.6
[3.0–8.7]
5.33 ± 0.888
[4.0–6.0]
5.79 ± 0.721
[3.0–6.0]
0.281aN.A.
MCST- PE*1.7 ± 2.4
[0.0–6.4]
0.883 ± 1.52
[0.0–3.7]
0.875 ± 1.61
[0.0–6.4]
0.513aN.A.
RAVLT_I*48.1 ± 5.38
[40.9–57.3]
32.3 ± 2.68
[28.9–37.6]
43.5 ± 5.84
[29.7–56.1]
<.0001aC1 > C2
C1 > HC
HC > C2
RAVLT_D*8.82 ± 2
[6.2–12.8]
6.06 ± 1.51
[4.7–8.6]
8.85 ± 2.31
[5.2–15.0]
0.0002aC1 > C2
C1 = HC
HC > C2
Digit_span_F*5.14 ± 0.719
[4.0–6.25]
4.96 ± 0.737
[3.5–6.0]
5.77 ± 0.875
[4.0–7.2]
0.015aC1 = C2
C1 = HC
HC > C2
Digit_span_B*3.43 ± 0.938
[2345]
3.25 ± 0.622
[234]
3.79 ± 0.588
[345]
0.054aN.A.
FAB*15 ± 2.02
[13.5–18.0]
15.2 ± 1.44
[13.5–17.30]
16 ± 1.46
[13.5–18.0]
0.175aN.A.
TOKEN*30.4 ± 2.18
[26.25–33.0]
31.6 ± 2.02
[28.0–33.75]
31.4 ± 1.37
[29.25–33.75]
0.272aN.A.
JLO*22.8 ± 5.45
[2021222324252627282930]
25.1 ± 2.26
[2223242526272829]
24.5 ± 3.78
[2021222324252627282930]
0.372aN.A.
BECK_II6.57 ± 3.997.92 ± 3.86.39 ± 4.570.554aN.A.
HAMA6.71 ± 3.317 ± 2.376.39 ± 3.830.85aN.A.

[i] a ANOVA across three groups.

b ANOVA between clusters.

c Chi square across three groups.

d Chi square between clusters.

N.A. Not Applicable. In bold results significant at the post hoc.

Abbreviations: ET = Essential Tremor; HC = Healthy controls; FTM-Scale: Fahn-Tolosa-Marin tremor scale; BDI-II = Beck Depression Inventory II; HAMA = Hamilton Anxiety Rating Scale.

Neuropsychological test with possible score range [min-max]: MMSE = Mini Mental State Examination [0–30]; COWAT: Controlled Oral Word Association Test [0 – (no maximus limit)]; MCST-CA = Modified Card Sorting Test-Categories Achieved [0–6]; MCST-PE = Modified Card Sorting Test-Perseverative Errors [0 – (no maximus limit)]; RAVLT-I = Rey Auditory-Verbal Learning Test Immediate Recall [0–75]; RAVLT-D = Rey Auditory-Verbal Learning Test-Delayed Recall [0–15]; Digit_span_F = Digit Span Forward [0–9]; Digit_span_B = Digit Span Backward [0–8]; FAB = Frontal Assessment Battery [0–18]; TOKEN = Token Test [0–36]; JLO-V = Judgment of Line Orientation [0–30]. *Values are reported as mean ± standard deviation [range of observed score as min-max].

tohm-15-1-1090-g1.png
Figure 1

Violin plots. Violin plots showing the distribution of scores for the three cognitive variables that showed statistically significant differences in post-hoc comparisons between groups: RAVLT Immediate Recall (RAVLT_I), RAVLT Delayed Recall (RAVLT_D), and Digit Span Forward. The plots compare performance across ET Cluster 1 (C1), ET Cluster 2 (C2), and healthy controls (HC).

DOI: https://doi.org/10.5334/tohm.1090 | Journal eISSN: 2160-8288
Language: English
Submitted on: Aug 9, 2025
Accepted on: Oct 23, 2025
Published on: Nov 5, 2025
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2025 Alessia Sarica, Camilla Calomino, Rita Nisticò, Maria Salsone, Andrea Quattrone, Aldo Quattrone, Fabiana Novellino, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.