Supplemental Tables

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Page 1 of 18
Contents
Contents .............................................................................................................................................................................. 1
Supplemental Tables ........................................................................................................................................................... 2
eTable 1: Assessment of clinical diagnosis of patient group. ......................................................................................... 2
eTable 2: Group differences during Observation. ........................................................................................................... 3
eTable 3: Group differences during Empathy experiment. ............................................................................................. 4
eTable 4. Regions normalized after empathy instruction. ............................................................................................... 5
Supplemental Figures ......................................................................................................................................................... 6
eFigure 1: Movie rating questionnaire. ........................................................................................................................... 6
eFigure 2: PCL-R assessment in patient group. .............................................................................................................. 6
eFigure 3: Group difference per Experiment as a function of movie types included. ..................................................... 7
eFigure 4: Summary figure of interaction between Observation and Empathy .............................................................. 8
Supplemental text ............................................................................................................................................................... 9
eText 1: Education Level ................................................................................................................................................ 9
eText 2: Specific assessment of the psychopathy group ................................................................................................. 9
eText 3: Emotion specific activations and the main effect of stimulus type ................................................................... 9
eText 4: Interaction analysis with z-transform ............................................................................................................. 13
eText 5: Analysis of the eye tracker data ...................................................................................................................... 13
eText 6: Differences in baseline activation ................................................................................................................... 14
eText 7: Movie Rating Questionnaire ........................................................................................................................... 14
eText 8: Regressing out differences in Experience from differences in Observation ................................................... 14
Supplemental References .................................................................................................................................................. 18
Page 2 of 18
Supplemental Tables
eTable 1: Assessment of clinical diagnosis of patient group.
The table lists DSM-IV diagnosis and psychoactive medication per patient. Subjects were given arbitrary numbers to
preserve their anonymity. PD = Personality Disorder. NOS = Not Otherwise Specified.
Subject
Axis I
1
305.20
Cannabis Abuse
301.7
Antisocial PD
305.10
Nicotine Dependance
301.81
Narcissistic PD
305.70
Amphetamine Abuse
304.20
Cocaine Dependence
305.50
Opioid Abuse
305.00
Alcohol Abuse
301.7
Antisocial PD
305.60
Cocaine Abuse
305.20
Cannabis Abuse
305.00
Alcohol Abuse
301.7
Antisocial PD
302.81
Fetishism
301.83
Borderline PD
302.84
Sexual Sadism
301.81
Narcissistic PD
4
312.31
Pathological Gambling
301.7
Antisocial PD
5
303.90
301.83
Borderline PD
301.7
Antisocial PD
301.9
PD NOS
301.9
PD NOS
2
3
Axis II
Current Medication
6
304.80
Alcohol Dependence
Attention-Deficit /
Hyperactivity Disorder
Polysubstance Dependence
7
302.2
Pedophilia
305.00
Alcohol Abuse
305.00
Alcohol Abuse
300.23
Social Phobia
305.00
Alcohol Abuse
301.81
Narcissistic PD
305.60
Cocaine Abuse
301.7
Antisocial PD
305.20
Cannabis Abuse
301.83
Borderline PD
V71.09
No Diagnosis or
301.81
Narcissistic PD
Condition on Axis I
301.7
Antisocial PD
301.9
PD NOS
301.7
Antisocial PD
301.7
Antisocial PD
314.01
8
9
10
11
304.30
12
V71.09
13
304.80
Cannabis Dependence
No Diagnosis or Condition
on Axis I
Polysubstance Dependence
302.70
Sexual Dysfunction NOS
301.81
Narcissistic PD
305.60
Cocaine Abuse
301.9
PD NOS
305.50
Opioid Abuse
V61.21
Sexual Abuse of Child
301.7
Antisocial PD
302.2
Pedophilia
303.90
Alcohol Abuse
V61.1
Sexual Abuse of Adult
301.7
Antisocial PD
V61.1
Physical Abuse of Adult
304.30
Cannabis Dependence
305.00
Alcohol Dependence
312.31
Compulsive Gambling
304.20
Cocaine Dependence
301.7
Antisocial PD
304.30
Cannabis Dependence
301.83
Borderline PD
302.2
Pedophilia
301.9
PD NOS
V61.21
Sexual Abuse of Child
305.20
Cannabis Abuse
14
15
16
17
18
citalopram 20 mg per day
amitriptyline 25 mg daily 7 tablets
Page 3 of 18
eTable 2: Group differences during Observation.
Differences in brain activity between the psychopathy and control group (p unc<0.001 and qfdr<0.05, gray matter mask).
Rows filled with gray indicate clusters that do overlap with those reported in Table 2, and are thus partially within our
ROI. Conventions as in Table 2.
Cluster
size
T
MNI coordinates
x
y
Z
Controls larger than patients
1561
7,70
-21
-33
6,87
-48
-48
6,50
-33
-54
2168
76
154
146
37
69
223
40
133
161
19
64
121
128
11
114
12
26
30
19
15
47
11
29
Hemisphere
Macro anatomical location of peak
voxel
Overlap with cytoarchitectonic
regions
Hipp (CA, SUB, FD)
BA2, BA3b, BA17, BA18
IPC (PFt, PGa,
hIP1 hIP3, Amyg (LB)
hIP2
IPC (PFm, PF, PFt, PGa,
FFcm, PFop)
BA2, BA3ab, BA44, BA45,
BA4p
Hipp (FD, CA, SUB)
BA45
-3
15
-15
L
L
L
Thalamus
Middle Temporal Gyrus
Fusiform Gyrus
7,47
6,99
48
48
-27
-42
-3
24
R
R
Middle Temporal Gyrus
Supramarginal Gyrus
6,83
6,21
4,09
3,42
6,03
4,66
4,19
5,95
5,85
4,61
5,60
5,44
5,22
4,66
4,45
5,20
5,04
4,62
4,24
4,97
3,96
3,94
4,79
4,27
4,74
4,00
3,97
4,67
4,45
3,58
4,66
4,63
4,06
4,41
21
-42
-33
-48
-21
-9
-12
-3
6
3
30
-45
27
36
42
-15
-12
-3
-18
33
15
21
39
33
42
45
33
-9
-12
-6
-27
-27
-33
-24
-33
42
42
42
39
39
27
-39
-39
-33
-60
15
54
42
42
63
15
-3
12
15
12
18
-75
-78
-30
-24
-24
-18
-45
-30
-15
0
-6
-24
6
-12
6
3
30
33
30
-27
-24
-12
57
27
-3
6
-12
-3
-3
-3
-15
-15
6
-9
24
30
9
18
21
42
48
36
54
51
60
51
R
L
L
L
L
L
L
L
R
R
R
L
R
R
R
L
L
L
L
R
R
R
R
R
R
R
R
L
L
L
L
L
L
L
4,38
4,08
3,49
4,28
4,25
4,24
3,28
4,04
4,02
3,98
3,57
3,97
3,34
3,86
3,32
3,24
-33
-27
-30
24
9
12
15
-36
-3
18
12
9
-3
-54
-63
-54
15
21
18
-36
-21
-48
-51
-78
30
-66
-54
-60
-60
-15
-9
-15
3
6
-9
-33
39
54
36
18
51
21
9
-36
-36
21
27
33
L
L
L
R
R
R
R
L
L
R
R
R
L
L
L
L
Hippocampus
Inferior Frontal Gyrus (p. Orb.)
Inferior Frontal Sulcus
Inferior Frontal Gyrus (p. Tri.)
Superior Frontal Sulcus / Gyrus
Superior Medial Gyrus
Midcingulate Gyrus
Cerebellum
Cerebellum
Cerebellum
Superior Parietal Lobe
Inferior Frontal Gyrus (p. Tri.)
Superior Orbital
Middle Frontal Gyrus
Middle Frontal Gyrus
Mid Orbital Gyrus
Caudate
Caudate
Caudate
Insula/ Amygdala
Caudate
Putamen
Middle Occipital Gyrus
Middle Occipital Gyrus
Superior Temporal Gyrus
Rolandic operculum
Insula
Midcingulate Gyrus
Precuneus
Midcingulate Gyrus
Precentral Gyrus
Middle Frontal Gyrus
Precentral Gyrus
Anterior bank central sulcus /
Precentral Gyrus
Insula
Insula
Insula
Cerebellum
Midcingulate Gyrus
Precuneus
Precuneus
Middle Occipital Gyrus
Superior Medial Gyrus
Cuneus
Precuneus
Cerebellum
Cerebellum
Postcentral Gyrus
Postcentral Gyrus
Postcentral gyrus
bil. Lobules I-IV(Hem)
SPL (7A)
BA44
BA45
Amyg (LB)
TE 1.1
OP1, OP2
BA6
SPL(5Ci, 5M)
BA6
BA6
Lobule V
SPL (5M)
IPC(PGp)
BA6
BA17
Lobule IX (Vermis)
Lobule VIIIa (Vermis)
OP1, OP4
Page 4 of 18
eTable 3: Group differences during Empathy experiment.
Differences in brain activity between the psychopathy and control group (p unc<0.001 and qfdr<0.05, gray matter mask).
Rows filled with gray indicate clusters that do overlap with those reported in Table 3. Conventions as in Table 2.
Cluster
size
T
MNI coordinates
X
Controls larger than patients
71
6,58
36
Y
Z
Hemisphere
Macro anatomical location of peak
voxel
Overlap with cytoarchitectonic
regions
-33
51
R
Postcentral gyrus
BA2, BA3b, BA4p, BA3a
50
5,74
27
-57
57
R
Superior parietal lobe
SPL (7A, 7PC, 5L)
63
5,48
-39
-54
-21
L
Fusiform gyrus
Lobule VI (Hem)
BA2, IPC (PFt)
88
54
115
39
4,94
-33
-36
45
L
Postcentral gyrus
4,83
-30
-39
57
L
Superior parietal lobe
4,31
-39
-30
42
L
Postcentral gyrus
4,88
63
-39
21
R
Superior temporal gyrus
IPC (PF, PFm, PFcm)
hOC5(V5)
4,82
-45
-75
6
L
Middle occipital gyrus
4,71
-36
-78
18
L
Middle occipital gyrus
4,57
-21
-78
30
L
Superior occipital gyrus
4,66
51
-63
9
R
Middle temporal gyrus
hOC5(V5)
3,63
48
-72
0
R
Middle temporal gyrus
40
4,61
-27
-72
-15
L
Fusiform gyrus
hOC4v(V4)
20
4,49
21
-9
54
R
Precentral gyrus
BA6
14
4,35
39
0
42
R
Medial frontal gyrus
20
4,13
-48
-48
15
L
Superior temporal gyrus
17
4,08
9
-39
-30
R
Pons
Lobules I-IV (Hem)
11
3,94
33
-75
-18
R
Fusiform gyrus
hOC4v(V4)
Lobule VI (Hem), hOC3v(V3v)
21
12
3,91
21
3,87
39
3,38
33
Patients larger than controls
86
7,23
-54
247
5,57
-45
-60
-75
-78
-12
18
24
R
R
R
Parahippocampal gyrus
-57
-9
L
Middle temporal gyrus
-51
48
L
Supramarginal gyrus
Middle occipital gyrus
Middle occipital gyrus
4,67
-33
-57
42
L
Supramarginal gyrus
4,61
-39
-57
30
L
Supramarginal gyrus
5,54
24
18
54
R
Superior frontal gyrus
5,35
33
12
54
R
Superior frontal gyrus
4,71
36
21
48
R
Middle frontal gyrus
5,54
60
-3
33
R
Precentral gyrus
3,21
54
-9
45
R
Precentral gyrus
51
5,48
57
-48
-9
R
Middle temporal gyrus
463
5,25
-3
57
12
L
Superior frontal gyrus
5,17
9
48
6
R
Anterior Cingulate Gyrus
5,12
6
39
30
R
Superior frontal gyrus
4,99
30
-84
-9
R
Lingual gyrus
173
64
30
76
4,96
3
-57
24
R
Precuneus
93
4,92
45
-60
45
R
Angular gyrus
76
96
24
4,71
51
-51
48
R
Angular gyrus
3,76
27
-60
42
R
Angular gyrus
4,69
42
-15
18
R
Parietal operculum
4,06
60
-18
6
R
Temporal operculum
3,49
51
-12
9
R
Parietal operculum
4,59
-60
-6
18
L
Postcentral gyrus
4,06
-54
-15
6
L
Temporal operculum
3,90
-36
-27
18
L
Parietal operculum
4,49
9
-69
45
R
Precuneus
hIP1, IPC (Pga, PFm), hIP3
BA6, BA3b, BA3a, BA4p
hOC3v (V3v), hOC4v (V4)
IPC (Pga, PFm)
OP3, TE 1,0
OP4, OP2, OP1, BA3b, TE1.2
SPL (7A)
Page 5 of 18
4,48
-15
18
60
L
Superior frontal gyrus
4,39
-27
24
48
L
Middle frontal gyrus
4,23
-36
24
36
L
Middle frontal gyrus
36
4,14
27
-69
-30
R
10
3,97
21
-30
69
184
Cerebellum
Lobule VI (Hem), Lobule VIIa
Crus I (Hem)
R
Postcentral gyrus
BA4a, BA6
16
3,66
-12
-72
-24
L
Cerebellum
11
3,58
-24
12
-9
L
Putamen
10
3,45
-48
3
-24
L
Superior temporal gyrus
eTable 4. Regions normalized after empathy instruction.
Table represents results within the gray matter mask. Analysis is based on z-values. Marked with an asterisk the insula
cluster, 31voxels are also significant when restricting the analysis to the ROI (small volume correction, q fdr<0.05 for the
entire ROI). Conventions as in Table 2.
Cluster
size
T
43
5.44
MNI coordinates
X
Y
Z
-21
-33
-3
L
Macro anatomical location of peak
voxel
Thalamus, Hippocampus
37
5.07
-42
39
-12
L
Inferior Frontal Gyrus (p. Orb.)
203
4.75
-48
-57
39
L
13
4.68
36
39
-12
R
308
4.66
9
30
45
R
58
4.65
-48
3
-24
R
74
4.41
-9
39
33
L
99
4.38
-30
24
45
L
Middle Temporal Gyrus, Temporal
Pole
Superior medial gyrus, Anterior
Cingulate Cortex
Middle frontal gyrus, Inferior Frontal
Gyrus (p. Tri.)
14
4.31
-21
57
-3
L
Superior Orbital Gyrus
55*
4.11
-36
3
-6
L
Insula Lobe
14
3.97
-15
15
0
L
Caudate
12
3.77
-18
39
33
R
Superior Frontal Gyrus
30
3.73
60
-3
30
L
Postcentral Gyrus
BA3b, Ba4p, BA6
12
3.70
42
-63
39
R
Angular Gyrus
IPC (PGa, PGp)
IPC (PGa, PFm)
Hemisphere
Angular Gyrus, Superior Parietal Lobe,
Inferior Parietal Lobe
Inferior Frontal Gyrus, Middle orbital
gyrus
Middle frontal gyrus, Superior Frontal
Overlap with
cytoarchitectonic regions
Hipp (FD, SUB, CA)
hIPC1,hIPC2, IPC (PGa,
PFm), SPL (7A)
Gyrus, Superior Medial Gyrus, Anterior
Cingulate Cortex
31
3.69
48
-45
30
R
Angular Gyrus
24
3.58
12
45
3
R
Anterior Cingulate Cortex
BA44, BA45
Page 6 of 18
Supplemental Figures
eFigure 1: Movie rating questionnaire.
This questionnaire was used to rate an instance of every movie shown to the subjects during the Observation. The
original was in Dutch, but we translated it into English for the purpose of publication.
eFigure 2: PCL-R assessment in patient group.
A histogram of the PCL-R scores of all analysed patients.
Page 7 of 18
eFigure 3: Group difference per Experiment as a function of included movie types.
During Observation, controls activated their premotor, somatosensory and insular cortices more than patients (A1, with
premotor and somatosensory cortices outlined in white). Except for parts of SI, these hypo-activations disappeared
during Empathy (B). To explore if this Experiment effect could be due to Empathy only testing two (Love and Pain,
albeit with instructions to empathize with the receiving or approaching hand separately) of the four movie types used
during Observation (Love, Pain, Exclusion, Neutral), we re-calculated the group difference during Observation, only
considering Love and Pain (A2). The premotor and insular hypo-activations, which are absent during Empathy (Panel
B), are still present when analysing group differences during Observation for Love and Pain only (A2). This suggests
that the Experiment effect was not a result of the reduction in the number of conditions during Empathy (i.e. using only
Love and Pain). Because (A1) and (B) average 4 conditions, while A2 only averages 2, the statistical power of A2 is
reduced. A3 therefore shows the same analysis as A2 at a more lenient p value (p<0.005), and the similarity with A1
becomes even clearer. This is consistent with our lack of finding a Group x Condition effect during Observation. Note
that B also includes numerous hyper-activations in the patients (blue), none of which reach significance in any of the
Observation analyses. Only results also surviving q<0.05 are shown in each panel to control the overall false positive
rate.
Page 8 of 18
eFigure 4: Summary figure of interaction between Observation and Empathy
To illustrate how brain activation changed across experiments in the clusters that showed a Group difference during
Observation, we extracted the mean parameter estimates within each of the 25 clusters that showed group differences in
Figure 3A (i.e. during Observation) and averaged the parameter estimates for Pain and Love separately for Observation
and Empathy. An ANOVA with 2 Groups x 2 Experiments x 25 Clusters showed that the Group x Experiment x Cluster
was not significant (p>0.97), and we therefore generated a single plot summarizing the effect of Experiment on Group
differences after averaging over all 25 Clusters. Inspecting the figure below suggests that the reduction of group
difference during Empathy in clusters that displayed group differences during Observation was mainly due to an
increase in activation in the patients when instructed to empathize with the hands. This particular analysis should
however be interpreted with care for two reasons. First, the clusters were selected based on group differences during
Observation (Fig. 3A), thereby inflating the Group x Experiment interaction. This is why we do not report a p-value for
this interaction, but only for the interaction with Cluster. Second, differences in the timing of the two experiments might
complicate the comparison of absolute values of parameter estimates across experiments. The whole brain interaction
analysis presented in the main text, and the one computed on z-transformed values (see eText 4) do not suffer from
these limitations.
Page 9 of 18
Supplemental text
eText 1: Education Level
Subjects’ reported education was rated as suggested by the Central Bureau of Statistics in the Netherlands by a number
ranging from 0 to 9, were 1 stands for primary school and 9 for a university master degree. Years of education is the
summation of years attending school, not including short courses.
eText 2: Specific assessment of the psychopathy group
The DSM-IV diagnosis of each patient was established prior to arrival at the clinic, but adjusted based on additional or
extended psycho-diagnostic and psychiatric investigation at the clinic itself. The golden standard for establishing
psychopathy is the PCL-R (Hare et al., 2001, Hare, 2003), consisting of 20 items, which are scored 0 (no indication), 1
(some indication) or 2 (indication) and can lead to a maximum sum score of 40. The items are completed using file
information extended with, if necessary, a semi-structured interview. The diagnosis of psychopathy was established by
two trained diagnosticians of the clinic, who independently scored the PCL-R for every patient and reached consensus
about each item through discussion. Although psychopathy is considered to be dimensional, the manual recommends
using a cut-off of 30, based on the results of studies in North America. However, in Europe a more lenient cut-off
(PCL-R≥26) is often used (Grann et al., 1999, Rasmussen et al., 1999, Sjöstedt and Långström, 2002), which seems
consistent with a lower mean PCL-R score recently found in a large Dutch forensic sample across three institutions
(Spreen et al., 2008). We used this European cut-off.
eText 3: Emotion specific activations and the main effect of stimulus type
Background and hypotheses: Behavioural studies suggest that psychopathic/antisocial individuals show stronger
deficits while recognizing facial expressions that normally act to limit aggression such as fear, pain and sadness,
compared to other emotions (e.g. happiness, Keysers, 2011). Whether this emotion specific deficit generalizes to nonfacial stimuli, such as emotional hand interactions, is unclear. Accordingly, we included a range of emotions in our
paradigm, some for which one might expect stronger group differences (distress, either triggered by somatic Pain, or by
social Exclusion) and some for which one might expect smaller differences (Neutral and Love). However, in spite of the
results obtained with facial expressions, our results indicated that the stimulus type did not interact with Group during
the two perception experiments (Observation and Empathy) and during the Experience experiment only in one region
outside our ROI. Therefore, we chose not to discuss the effects of stimulus type per se in the main paper.
However, the main effect of stimulus type sheds light on the findings reported in the main text in two ways that merits
its inclusion in the online material. First, there have been few experiments that included pleasant as well as unpleasant
tactile experiences during Experience and Observation, and presenting the main effect of stimulus type (particularly
Love vs Pain) will therefore add to our basic understanding of the vicarious representation of emotional touch. Second,
such an analysis is necessary to understand the lack of interaction between stimulus type and group in the main text.
The lack of interaction can have two underlying reasons: (a) Our stimuli were too similar to tap into emotion specific
processes and will therefore not be able to trigger differences between the groups in emotion processing or (b) our
stimuli were different enough, but affected our groups similarly. The significant main effects of stimulus type we
present here excludes alternative (a) in favour of (b).
Presenting all pair wise comparisons for all four conditions (4!/2!=12 pairwise comparisons per experiment) would take
up too much space, even for online material. Accordingly, we will present, for Observation and Experience, the main
effect of stimulus type (as an F-test in the repeated measures ANOVA), to summarize all voxels that contain significant
information about which of the stimulus types was presented. Then we will present the post-hoc results for Pain vs.
Love (i.e. two contrasts, Pain-Love and Love-Pain), to provide further details of the directionality of stimulus specific
activations. We picked this particular comparison from the 12 possible for 4 reasons: (1) Pain vs. Love is the only pair
of stimulus types used in all three experiments described in the main paper; (2) Pain and Love differed most in valence
and their comparison should thus best capture effects driven by valence; (3) the literature allows strong hypotheses for
this comparison and (4) this comparison is most relevant to the distinction between the perception of distress and
pleasure hypothesized to be differentially impaired in antisocial personality disorder / psychopathy (Keysers, 2011). For
the comparison of Love vs. Pain, the literature suggests that the dorsal anterior cingulate cortex (dACC), extending
dorsally into the supplementary motor areas (SMA/pre-SMA), and the anterior Insula should be more strongly activated
during the perception of Pain, as these regions have been consistently associated with experience of and empathy for
pain in the first systematic meta-analysis of the literature by Lamm and colleagues (2011). In contrast, the ventromedial
prefrontal cortex (vmPFC, ventral to the genu of the corpus calosum) should be more activated by the Love condition,
because this region has been associated with the experience of pleasure and the observation of other people’s pleasures
(Kringelbach, 2005, Mobbs et al., 2009).
A caveat to keep in mind is that the stimuli were designed to look natural, and were therefore not completely matched
on somatosensory and motor parameters. Accordingly, regions showing a main effect of movie type, or appearing in the
contrasts Pain-Love or Love-Pain might be sensitive to differences in valence, but they may also have been sensitive to
somatosensory or motor differences between the stimuli. Hence, we expect somatosensory (Keysers et al., 2010) or
motor regions to appear in the main effect of emotion, but these differences should not and cannot be interpreted as
suggesting valence representation in these regions.
Page 10 of 18
Methods: For Experience and Observation separately, we created an ANOVA with Group and stimulus type as factors.
The factor stimulus type included Pain and Love and the levels were considered dependent to account for the repeated
measurement nature of the data. The factor Group was considered independent. For both Observation and Experience,
we first calculated the main effect of stimulus type. All analyses were reported using a false-discovery correction at
qfdr<0.05 or a threshold of p<0.001 uncorrected, whichever was more stringent (i.e. higher T values; > 10 voxels). Then,
we performed two post-hoc t-tests to directly compare Pain-Love and Love-Pain for voxels that had shown a main
effect of stimulus type. The threshold for these post-hoc comparisons was set at punc<0.001, because for these voxels the
main effect had already survived an fdr correction q<0.05.
Results of the Experience experiment: Many brain regions showed a main effect of experience type across both groups
(punc<0.001 at F(3,168)=5.68, also survives qfdr<0.05, see next table and figure). These regions included regions
associated with motor programming (BA6, BA44, BA4 and cerebellum), somatosensation (BA3, BA1, BA2), and
regions sensitive to affect (caudate, putamen, insula, vmPFC). Notably, post-hoc testing confirmed our prediction that
the vmPFC was more active during Love than Pain, and the anterior insula during Pain than Love.
Main effect of hand interaction type during Experience, and the direct comparison of Pain and Love.
Cl. size
T
MNI
x
y
z
Macro anatomical location of
peak voxel
Main Effect of Emotion
Postcentral gyrus
1744
47,23
-45
-21
51
1624
52,46
51
-18
48
450
22,06
-3
57
-3
170
14,85
-6
6
48
155
20,58
-21
-51
-27
127
24,21
24
-51
-30
95
9,83
3
-51
21
83
15,88
-33
-69
42
68
11,64
-3
-33
57
64
9,73
-24
-3
3
57
9,96
24
3
0
53
11,29
-39
48
-3
50
41
31
29
27
25
18
18
12
10
10
8,93
7,93
16,25
10,28
10,36
10,28
10,35
8,84
8,48
8,52
7,36
51
-36
18
-3
51
57
6
51
6
33
-24
-51
-9
27
39
-27
57
-39
-12
12
-24
9
30
6
-3
36
9
33
39
24
48
0
-15
Love > Pain
539
870
117
123
10,93
10,82
8,46
7,46
-45
51
24
-21
-21
-18
-51
-51
161
284
24
39
13
47
55
17
6,33
6,28
4,98
4,89
4,87
4,81
4,76
4,05
-6
-9
57
24
-30
51
-18
3
6
48
45
-3
9
30
3
0
42
27
-60
0
9
3
6
-3
Pain > Love
847
7,16
-60
-36
Postcentral gyrus
51
48
-30
-27
9
Overlap with cytoarchitectonic regions
Area 2, 3b, 6, 4p, 4a, OP1, OP4, IPC (PFt,
Pfop, PF), TE 1.0, TE 1.1, Insula (Ig2)
Area 2,3b, 1, 4a, 4p, 6, OP1, IPC (PF,
PFm, PFcm, PGa, PFt)
vmPFC, Anterior cingulate gyrus
Supplementary motor area and mid
cingulate gyrus
Cerebellum
Area 6
Cerebellum
Lobule VI (Hem), Lobule V
Posterior cingulate gyrus
Area 17 and 18
Superior parietal lobe
hIP1, hIP3, IPC (PFm, PGa)
Paracentral lobule
Area 4a, 4p, SPL (5M)
Lobule VI (Hem), Lobule V
Putamen
Putamen
Amyg (SF)
Medial frontal gyrus
Posterior inferior temporal gyrus
hOC5 (V5)
Middle frontal gyrus
Central sulcus
Midbrain
Temporal pole
Precentral gyrus
Caudate
Middle frontal gryus
Medial frontal gyrus
Superior frontal gyrus
Parahippocampal gyrus
Area 44, 45
Postcentral gyrus
Postcentral gyrus
Cerebellum
Cerebellum
Supplementary motor area and mid
cingulate gyrus
vmPFC, Anterior cingulate gyrus
Precentral gyrus
Putamen
Middle frontal gyrus
Posterior inferior temporal gyrus
Putamen
Caudate
SII, posterior Insula
Area 6, 4a, 4p
Bilateral Lobules I-IV (Hem)
Area 44
Area 45
Amyg (SF)
Page 11 of 18
150
7,08
66
-24
3
150
6,28
54
-51
42
46
5,29
-48
-51
45
12
4,92
6
33
39
Superior temporal gyrus
Superior parietal lobule
Superior parietal lobule
Medial frontal gyrus
Main effect of hand interaction type during Experience experiment.
Results of the Observation experiment: The main effect of movie type (see next table and figure, p<0.001,
F(3,168)=4.85, survives qfdr<0.05) included a wide range of regions. These included regions associated with vision (V1,
V2, V3, V4, V5, lingual gyrus), that are sensitive to low-level visual differences that existed between our stimulus types
because of the differences in the speed and complexity of movement. The main effect also included regions associated
with vicarious responses that are known to be sensitive to differences in motor actions (PF, PFG, BA6, BA44). The
main effect of movie type also included regions associated with the somatosensory system (BA3, 1 and 2, OP1, OP4),
that are known to be sensitive to the sight of other people’s tactile experiences. Finally, they also included regions
associated with negative (dACC, Insula) and positive (subgenual vmPFC) affect.
The direct post-hoc comparison of Love and Pain revealed that, in accord with our expectations, the subgenual vmPFC
responded more to Love than Pain and the dACC and the insula responded more to Pain than Love (see next table).
Page 12 of 18
Main effect of movie type during Observation, and the direct comparison of Pain and Love.
Main Effect of Emotion
HemiMacro anatomical location
sphere
of peak voxel
R
Postcentral Gyrus,
Supramarginal Gyrus, Inferior
Parietal Lobe
L
Superior Temporal Gyrus,
Middle Temporal Gyrus,
Temporo-Parietal juntion
L
Inferior Temporal Gyrus,
Inferior occipital gyrus
R
Inferior Frontal Gyrus (p.
Tri.), Medial Frontal Gyrus,
Superior Frontal Gyrus,
L
Postcentral gyrus,
Supramarginal gyrus, Inferior
Parietal Lobe, Superior
Parietal Lobe
L
Superior Frontal Gyrus
Cl. size
F-value
1223
28.36
MNI
X
42
333
16.74
-57
-48
18
148
16.06
45
-66
-9
525
15.71
30
3
57
253
13.49
-33
-39
57
119
11.98
-24
-12
60
52
11.84
18
-90
0
L
Calcarine gyrus, Linual gyrus
BA17, BA18, V3v
203
11.48
-45
21
21
R
BA44, BA45
12
9.98
-6
30
54
R
Inferior Frontal Gyrus (p. Tri.
And p. Oper.), Precentral
Gyrus
Superior Medial Gyrus
Y
-33
Z
57
70
9.90
-6
57
12
R
vmPFC
169
9.85
3
-75
-3
L
46
9.44
-21
-90
-3
L
31
8.88
12
-27
42
L
Linual gyrus, Cuneus,
Cerebellum
Inferior Occipital Gyrus,
Middle Occipital Gyrus
Middle Cingulate Cortex
11
7.99
-3
54
30
R
Superior Medial Gyrus
16
7.83
27
-84
6
L
Superior Medial Gyrus
11
7.71
-33
24
-18
R
17
7.40
60
-48
-12
L
11
7.31
9
-30
-3
L
Inferior Frontal Gyrus (p.
Orb.)
Inferior Temporal Gyrus,
Middle Temporal Gyrus
Hippocampus
12
7.09
18
-57
21
L
Cuneus
10
6.97
3
60
-3
R
Mid Orbital Gyrus
21
6.75
-36
-78
-6
L
Inferior Occipital Gyrus
Postcentral gyrus
192
5.66
-33
Love > Pain
-39
54
L
66
5.38
-24
-12
60
L
Precentral gyrus
341
5.30
21
-60
60
R
Superior parietal lobule
174
4.67
24
18
51
R
Superior frontal gyrus
16
3.83
-3
57
-6
L
Subgenual vmPFC
169
5.35
3
-78
95
4.62
-57
-48
27
L
Supramarginal gyrus
90
4.15
-51
18
0
L
11
4.12
3
-33
-6
R
Inferior frontal gyrus (p. Tri,
p. Orb)
Brainstem
10
4.00
-33
24
-18
L
Inferior frontal gyrus, Insula
Pain > Love
0
R
Linual gyrus, Cuneus
Overlap with cytoarchitectonic
regions
BA1, BA2, BA 3b, IPC (PFt,
PFop), SPL (7PC, 7A), OP1, OP4
IPC (PF, PFcm, PGa, PFm)
V4, V5
BA44, BA45, BA6
BA1, BA2, BA 3b, IPC (PFt,
PFop), SPL (7PC, 7A)
BA6
BA17, BA18, Vermis
V3v, V4, BA18
SPL (5Ci), BA6
V5
Page 13 of 18
Main effect of movie type during Observation experiment
eText 4: Interaction analysis with z-transform
Some differences in y between the two experiments might be due to differences in experimental design and attention.
To explore whether the interaction persists if we scale the y values to account for changes in average and standard
deviation between the experiments in the controls, we repeated the same ANOVA after z-transforming values
separately for the two experiments using the mean (mobs, memp) and standard deviation (sdobs, sdemp) of y for the controls:
zi,obs=(yi,obs-mobs)/sdobs; zi,emp=(yi,emp-memp)/sdemp. The z-transformed summary parameter estimates were then entered into
the same ANOVA used for the untransformed y.
eText 5: Analysis of the eye tracker data
Because of technical challenges, stable eye gaze data was obtained for 13 patients and 19 control subjects. Differences
during Observation between the two groups could also be driven by differences in gaze location (where) and gaze
duration (how long) during the observation of the videos. We therefore examined the eye tracking data during
Observation. We first removed artefacts, then blinks (i.e. values were the x and y coordinates were zero) and saccades
(i.e. samples between which the eye gaze velocity relative to the last sample changed by more than 30 deg/s). Before
each run the eye tracker was calibrated using 9 points on the screen where movies later appeared. To remove slow
frequency drift away from this initial calibration due to head movements, the data was de-trended using a third-degree
polynomial. To do this, we reasoned that while a fixation cross was presented in the middle of the screen, the average
gaze position of the participant should be constant over time. Accordingly, we calculated the mean eye gaze position for
each period of fixation cross, to then fit a third order polynomial as a function of time (one for the x-axis and one for the
y-axis), separately for each functional run, to these average fixation periods. These regressions were used to detrend all
eye gaze measurements by subtracting the expected (x,y) coordinates over time from all (x,y) measurements. To check
if patients and controls looked at different regions of the screen while watching the movies, we pooled the data from all
movie types and generated eye gaze density plots (for an example see next figure) for each subject, representing the
relative time a subject spent looking at each possible coordinate.
Example eye gaze density plot. A frame from a loving movie is displayed in the background. The white dots on top of
the movie frame represent the relative amount of time this subject spent looking at that particular location. The whiter a
dot, the more time that location was looked at.
Page 14 of 18
This was done by counting how often each pixel of the screen had been a point of fixation (i.e. the number of 50Hz
frames during which the point of regard was in this position after exclusions of saccades and blinks) while participants
looked at the movies, and dividing this by the total amount of fixations measured during the movies. We then applied an
8x8 pixel FWHM Gaussian kernel smoothing. The eye gaze density pattern of the two groups was then compared pixelby-pixel with a 2-sample t-test at pFDR<0.05. This was done by transforming the matrix into a single slice Nifti
Volume, and analysing it using SPM as if it were fMRI data. Because there was no Group x Movie Type interaction
during Observation, we tested for differences in average eye gaze patterns towards all the movies. No significant
differences were found between the two groups in spatial eye gaze pattern (q fdr >0.05, F(1,30)<15.22). To assess for
group differences in the amount of time subjects spend looking at the movies, we calculated the ratio of samples per
movie that fell inside the part of the screen where the movie was displayed during each event. We then calculated the
average ratio across the movies for each subject and performed a 2-sample t-test (qfdr<0.05) to assess for differences
between the groups and this indicated no differences in the amount of time spend looking at the movies.
eText 6: Differences in baseline activation
Differences between the groups might have been caused by differences in baseline activation. We therefore additionally
examined whether there were group differences on the global parameters of the GLM during Observation, Empathy or
Experience. We found no differences in baseline activation between the groups using a 2-sample t-test on the global
parameters of the GLM during Observation, Empathy or Experience (all q fdr >0.05; F(1,42)<12,52)). We also did not
find an interaction effect of the global parameters between Group and Experiment (Observation, Empathy, p unc>0.01,
F<6.95)
eText 7: Movie Rating Questionnaire
To build the questionnaire (eFigure 1), 60 healthy Dutch volunteers, not participating in the MR study, watched all the
movies used in this experiment with the aim to find the word that would best describe the emotion behind the
interacting hands. The most frequently used words were then chosen as emotion descriptors for the questionnaire
probing three aspects: (i) separately for the two hands in each movie, how strongly each emotion descriptor was
perceived (0=no to 3=strong), (ii) the hand with which subjects spontaneously empathized most (Q2, neither, left, right
or both) and (iii) how good or bad the movie made them feel (Q3). We had no movie rating scores from one control
subject and one patient due to technical difficulties. Statistical testing was performed separately for the three questions,
using an  level of 0.01 in each of the analysis to control for false positives (resulting in =0.03 after Bonferoni
correction for 3 separate analyses).
Q1 was analysed by averaging the intensity reported separately for each emotion descriptor, participant, movie type,
and hand (recoding the left and right hand for each movie as approaching or receiving, see Figure 1A). Results were
then entered into a MANOVA with 2 Groups x 4 Movie Types x 2 Hands (approaching vs. receiving) and considering
the average intensity rating for each emotion descriptor as the 3 dependent variables. The main effect of Groups and the
interactions Groups x Movie Types, Groups x Hands and Groups x Movie Types x Hands were all non-significant at
=0.01. The main effects of Movie Types, of Hands and the Movie Types x Hands interaction were all significant (all
p<0.001). Accordingly, the different movie types were perceived as depicting different emotions, and the two hands
Page 15 of 18
were perceived as reflecting different emotions. However, the two groups perceived the same emotions and emotional
intensities behind the hands. A test of normality (Lilliefors), run on the 24 ratings however revealed that the ratings
were not normally distributed (p<0.01). However, non-parametric testing (Mann-Whitney-U), comparing the two
groups on each of the 24 ratings (4 Movie Types x 2 Hands x 3 Emotions) using a Bonferroni correction of 24,
confirmed that for none of these 24 variables, the two groups significantly differed (all p>0.12). See table below for
average ratings.
Approaching Hand
Q1(±sem)
Receiving Hand
Movie Type
Group
Mean/Aggressive
Rejecting/Irritated
Love/Affection
Mean/Aggressive
Rejecting/Irritated
Love/Affection
Love
Patient
0.00(±0.00)
0.02(±0.02)
2.31(±0.10)
0.00(±0.00)
0.03(±0.02)
2.17(±0.09)
Control
0.02(±0.02)
0.05(±0.03)
2.03(±0.10)
0.01(±0.01)
0.05(±0.03)
1.93(±0.10)
Patient
0.03(±0.01)
0.17(±0.06)
0.80(±0.11)
0.01(±0.01)
0.35(±0.08)
0.59(±0.09)
Control
0.21(±0.05)
0.13(±0.04)
0.55(±0.11)
0.03(±0.02)
0.40(±0.08)
0.43(±0.11)
Patient
0.02(±0.02)
0.13(±0.05)
1.88(±0.11)
0.15(±0.06)
1.98(±0.08)
0.11(±0.03)
Control
0.05(±0.03)
0.09(±0.04)
1.83(±0.12)
0.21(±0.07)
1.96(±0.10)
0.15(±0.06)
Patient
1.99(±0.15)
0.25(±0.11)
0.06(±0.02)
0.39(±0.14)
1.26(±0.18)
0.16(±0.05)
Control
2.50(±0.11)
0.07(±0.03)
0.10(±0.06)
0.11(±0.05)
1.54(±0.12)
0.16(±0.08)
Neutral
Exclusion
Pain
Q2 was analysed by calculating the percentage of movies of each Movie Type that lead to empathy with the
approaching and/or the receiving hand, separately for each participant (ranging from (0%,0%) when none of the movies
lead to empathy with either of the hands, to (100%,100%) if all movies lead to empathy with both hands). A MANOVA
with 2 Groups x 4 Movie Types and 2 dependent variables (empathy with approaching, empathy with receiving hand)
revealed a significant effect of Movie Type (p<0.001) but no main effect of Group or interaction Group x Movie Type
Group (all p>0.123). This indicates that the Movie Type influenced which hand was empathised with, but groups did
not differ in this pattern. Because a test of normality revealed that Q2 was not normally distributed (Lilliefors p<0.01),
the ratings on the 4 Movie Types x 2 Hands were compared across groups using 8 non-parametric analyses (MannWhitney-U), but no significant differences were detected (all p>0.15). Average ratings (±sem) are shown in the figure
below.
Q3, “How do you yourself feel while watching the movie?” was of particular interest when it comes to empathy. A test
of normality showed that Q3 was normally distributed (Lilliefors). An ANOVA on these ratings with 2 Groups x 4
Movie Types (see Figure below) showed that although the patients generally reported feeling slightly better than the
controls (main effect of Group, p<0.001), there was no Group x Movie Type interaction (p>0.95).
Page 16 of 18
The main effect of Group is difficult to interpret, as it could reflect properties of the participants rather than of the
movies: the patients may have had a more positive emotional baseline, for instance because they might simply have felt
particularly excited on a day out of the forensic institution. It should be noted, that this potential difference in baseline
does not affect the main effect of Group in the fMRI experiments, because there, brain activation during the movies is
always contrasted against the baseline activation during the interval between movies.
On the other hand, the effect of Movie Type on the questionnaire ratings is a direct index of how the movies change
how people feel. The ANOVA revealed a significant main effect of Movie Type (p<0.001), with all four Movie Types
leading to significantly different ratings (all p<0.001). This effect of Movie Type was congruent with the concept of
empathy: movies that depicted positive feelings (Love) induced both groups to report positive feelings (i.e. higher
scores than the neutral movie, p<0.001), and movies depicting negative feelings (Pain, Exclusion) induced both groups
to report negative feelings (i.e. lower scores than the neutral movie, p<0.001).
The utter lack of significant Group x Movie Type interaction (p>0.95) thus suggests that what movie was shown
changed how patients felt just as much as it changed how controls felt, and hence, that empathy was largely normal in
the psychopathy group, based on these self-reports.
Conclusions: The questionnaires were collected after the end of the fMRI experiment, and thus after the instructions to
empathize. These instructions lead to relatively normal brain activation within regions associated with vicarious
activations. Accordingly, one would expect the emotional ratings of the movies to show little difference between the
groups. The results of the movie ratings are in accord with this prediction. Individuals with psychopathy reported
similar emotions behind the hands and empathised with the same hands in the movies as the controls. Both groups also
reported feeling better while viewing movies in which actors had positive experiences and worse while viewing movies
in which actors had negative experiences; and this effect of movie type did not differ across groups. The only group
difference that was statistically robust was a difference in how the patients reported feeling independently of movie type
shown, but this difference could be due to differences in baseline emotional state or reporting style and is therefore not
a direct measure of how they reacted to the movies.
eText 8: Regressing out differences in Experience from differences in Observation
The lack of sensitivity to other people’s experiences in psychopathic individuals might be due to a reduced intensity
with which they experience similar situations. We therefore tested whether differences between the groups during
Observation could be explained by differences in brain activity during Experience. Because group differences did not
significantly depend on movie type for Observation, we first calculated a summary contrast image per subject by adding
the beta values for the four movie types. The same was done for the four types of interactions during Experience. We
then fitted a linear regression, voxel-by-voxel
observation(i)=a*experience(i)+b+residual(i)
where observation(i) and experience(i) represent the summed parameter estimates for all Observation and Experience
conditions, respectively, for participant i in the voxel under analysis. We then compared the residual(i) across the two
groups in each voxel to test for a group difference during Observation after removing the variance that can be accounted
for by differences in Experience.
Page 17 of 18
We then repeated the initial ANOVA on the residual, unexplained variance in Observation within those regions that
were hypo-activated for the patient group during Observation. Some of the brain regions that demonstrated group
differences in our initial analysis still showed significant group differences (see next table).
Results of regression analysis. Differences (punc<0.001, qfdr<0.05) in average brain activity while viewing movies after
variance related to experiencing similar interactions has been regressed out. Analysis is restricted using a regions of
interest approach using the areas that were found to be differentially activated for the groups during Observation (based
on the F-test). No areas were hyperactive for the patients compared to the control group (not even at p unc = 0.05).
Conventions as in Table 2.
Cluster
size
T
MNI
xcoordinates
y
z
Hemisphere
Macro anatomical
location of peak voxel
Overlap with cytoarchitectonic
regions
L
R
R
R
R
L
L
Thalamus
Superior temporal gyrus
Supramarginal gyrus
Superior frontal gyrus
Thalamus
Superior temporal gyrus
Supramarginal gyrus
Hippocampus (SUB, FD)
Controls larger patients
21
27
10
12
12
10
12
4,44
4,30
3,95
3,82
3,76
3,74
3,60
-18
48
48
6
21
-48
-33
-33
-27
-42
27
-33
-48
-36
0
-3
24
48
3
15
42
IPC (PFm)
BA6
Hippocampus (FD, CA, SUB)
BA2
Page 18 of 18
Supplemental References
Grann M, Långström N, Tengström A, Kullgren G. Psychopathy (PCL-R) Predicts Violent
Recidivism among Criminal Offenders with Personality Disorders in Sweden. Law and Human
Behavior. 1999;23(2):205-17.
Hare RD. Manual for the Revised Psychopathy Checklist (2nd ed.). Toronto: Multi-Health
Systems; 2003.
Hare RD, Vertommen H, Brink Wvd, Ruiter Cd. De Psychopathie Checklist revised. Handleiding.
Lisse: Swets & Zeitlinger; 2001.
Keysers C. The Empathic Brain: Social Brain Press, Amsterdam; 2011.
Keysers C, Kaas JH, Gazzola V. Somatosensation in social perception. Nature Reviews
Neuroscience. 2010;11(6):417-28.
Kringelbach ML. The human orbitofrontal cortex: linking reward to hedonic experience. Nat
Rev Neurosci. 2005;6(9):691-702.
Lamm C, Decety J, Singer T. Meta-analytic evidence for common and distinct neural networks
associated with directly experienced pain and empathy for pain. NeuroImage.
2011;54(3):2492-502.
Mobbs D, Yu R, Meyer M, Passamonti L, Seymour B, Calder AJ, et al. A key role for similarity in
vicarious reward. Science. 2009;324(5929):900.
Rasmussen K, Storsæter O, Levander S. Personality disorders, psychopathy, and crime in a
Norwegian prison population. International Journal of Law and Psychiatry. 1999;22(1):91-7.
Sjöstedt G, Långström N. Assessment of risk for criminal recidivism among rapists: A
Comparison of four different measures. Psychology, Crime & Law. 2002;8(1):25.
Spreen M, ter Horst P, Lutjehuis B, Brand E. The position and quality of the PCL-R in the Dutch
tbs-system. De Psycholoog. 2008;43:78-86.
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