Introduction
Materials and methods
Subjects and study groups
Characteristic | 1. FAS/PFASf | 2. SE/AE | 3. ND/AE | 4. Control | |
---|---|---|---|---|---|
N = 16 | N = 22 | N = 20 | N = 13 | ||
Gender: n (%)a | Female | 7 (43.8) | 8 (36.4) | 10 (50.0) | 6 (46.2) |
Age at enrollment (years): mean (SD)b | 13.3 (2.0) | 12.4 (2.0) | 12.5 (2.2) | 12.9 (2.6) | |
Race: n (%)c | Caucasian | 11 (68.8) | 10 (45.5) | 12 (60.0) | 10 (60.6) |
Black | 4 (25.0) | 3 (13.6) | 5 (25.0) | 2 (15.4) | |
Other | 1 (6.3) | 9 (40.9) | 3 (15.0) | 1 (7.7) | |
Growth rank from 4-Digit Code: n (%) | 1. none | 9 (56.3) | 13 (59.1) | 12 (60.0) | 12 (92.3) |
2. mild | 1 (6.3) | 2 (9.1) | 6 (30.0) | 1 (7.7) | |
3. moderate | 4 (25.0) | 3 (13.6) | 1 (5.0) | 0 (0.0) | |
4. severe | 2 (12.5) | 4 (18.2) | 1 (5.0) | 0 (0.0) | |
Face rank from 4-Digit Code: n (%) | 1. none | 0 (0.0) | 3 (13.6) | 6 (30.0) | 9 (69.2) |
2. mild | 0 (0.0) | 19 (86.4) | 14 (70.0) | 4 (30.8) | |
3. moderate | 3 (18.8) | 0 (0.0) | 0 (0.0) | 0 (0.0) | |
4. severed | 13 (81.3) | 0 (0.0) | 0 (0.0) | 0 (0.0) | |
CNS ranks 1–3 from 4-Digit Code | |||||
Level of functional impairment: n (%) | 1. none | 0 (0.0) | 0 (0.0) | 0 (0.0) | 13 (100.0) |
2. moderate | 0 (0.0) | 3 (13.6)g | 20 (100.0) | 0 (0.0) | |
3. severe | 16 (100.0) | 19 (86.4) | 0 (0.0) | 0 (0.0) | |
CNS rank 4 from 4-Digit Code | Structural/neurological abnormality present: n (%) | 9 (56.3) | 6 (27.3) | 0 (0.0) | 0 (0.0) |
Alcohol rank from 4-Digit Code: n (%) | 1. No exposure | 0 (0.0) | 0 (0.0) | 0 (0.0) | 13 (100.0) |
2. Unknown exposuree | 1 (6.3) | 0 (0.0) | 0 (0.0) | 0 (0.0) | |
3. Confirmed exposure. Level moderate or unknown | 5 (31.3) | 11 (50.0) | 11 (55.0) | 0 (0.0) | |
4. Confirmed exposure: Level high | 10 (62.5) | 11 (50.0) | 9 (45.0) | 0 (0.0) |
Study participation
Sociodemographic and clinical assessment
Neuropsychological and psychiatric assessments
MR scanner
MRI and MRS
fMRI: N-back working memory task
fMRI acquisition and analysis
fMRI hypotheses
Statistical analyses
Results
Proportion of subjects who were able to participate successfully in N-back-fMRI tasks
fMRI—N-back task participation | 1. FAS/PFAS | 2. SE/AE | 3. ND/AE | 4. Control |
---|---|---|---|---|
N = 20 | N = 24 | N = 21 | N =16 | |
N (%) | N (%) | N (%) | N (%) | |
1-back task | ||||
Unable to enter or lie still in the scanner | 4 (20.0) | 1 (4.2) | 0 (0.0) | 2 (12.5) |
Entered scanner | ||||
But did not provide adequate performance/efforta | 1 (5.0) | 1 (4.2) | 1 (4.7) | 1 (6.3) |
And provided adequate performance/efforta | 15 (75.0) | 22 (91.6) | 20 (95.3) | 13 (81.3) |
2-back task | ||||
Unable to enter or lie still in the scanner | 5 (25.0) | 2 (8.3) | 2 (9.5) | 2 (12.5) |
Entered scanner | ||||
But did not provide adequate performance/efforta | 2 (10.0) | 4 (16.7) | 3 (14.3) | 1 (6.3) |
And provided adequate performance/efforta | 13 (65.0) | 18 (75.0) | 16 (76.2) | 13 (81.3) |
N-back performance across the four study groups (hypothesis 1)
Group | ANOVA | |||||||
---|---|---|---|---|---|---|---|---|
Task and (condition)a | Response | 1. FAS/PFAS | 2. SE/AE | 3. ND/AE | 4. Control | Overall | Post hoc | A priori contrast. Linear trend |
Number of responses | Number of responses | Number of responses | Number of responses | |||||
Mean (SD) | Mean (SD) | Mean (SD) | Mean (SD) | F (p)e | Duncanf | F (p)g | ||
N = 15 | N = 22 | N = 20 | N = 13 | |||||
1-back task | ||||||||
Control: 0-back | True-positiveb | 13.3 (1.3) | 13.6 (1.1) | 13.7 (0.7) | 13.8 (0.6) | 0.6 (0.65) | 1.5 (0.23) | |
True-negativeb | 25.7 (0.5) | 25.6 (0.9) | 25.6 (1.4) | 26.0 (0.0) | 0.7 (0.57) | 0.6 (0.45) | ||
False-positive | 0.3 (0.5) | 0.4 (0.9) | 0.4 (1.4) | 0.0 (0.0) | 0.7 (0.57) | 0.6 (0.45) | ||
False-negative | 0.4 (0.09) | 0.4 (1.1) | 0.3 (0.7) | 0.2 (0.6) | 0.1 (0.93) | 0.3 (0.56) | ||
Reaction time (ms)c | 734.0 (109.5) | 773.3 (112.4) | 734.1 (97.2) | 695.7 (103.5) | 1.5 (0.22) | 1.5 (0.22) | ||
Activation: 1-back | True-positived | 10.8 (1.2) | 10.6 (1.6) | 11.3 (1.6) | 11.6 (0.6) | 1.9 (0.14) | 7.2 (0.058) | |
True-negatived | 25.3 (1.8) | 26.0 (1.4) | 26.6 (0.7) | 26.8 (0.4) | 4.4 (0.007) | 12, 34 | 11.6 (0.001) | |
False-positive | 1.6 (1.8) | 1.0 (1.4) | 0.4 (0.7) | 0.2 (0.4) | 4.1 (0.01) | 12, 234 | 10.9 (0.002) | |
False-negative | 2.2 (1.2) | 2.4 (1.6) | 1.7 (1.6) | 1.4 (0.5) | 1.9 (0.13) | 3.7 (0.058) | ||
Reaction time (ms)c | 862.4 (116.9) | 845.2 (183.9) | 787.5 (101.3) | 710.4 (127.4) | 3.5 (0.02) | 123, 34 | 9.7 (0.003) |
Group | ANOVA | |||||||
---|---|---|---|---|---|---|---|---|
Task and (condition)a | Response | 1. FAS/PFAS | 2. SE/AE | 3. ND/AE | 4. Control | Overall | Post hoc | A priori contrast. Linear trend |
Number of responses | Number of responses | Number of responses | Number of responses | |||||
Mean (SD) | Mean (SD) | Mean (SD) | Mean (SD) | F (p)e | Duncanf | F (p)g | ||
N = 13 | N = 18 | N = 16 | N = 13 | |||||
2-back task | ||||||||
Control: 0-back | True-positiveb | 13.2 (1.7) | 13.6 (0.7) | 13.3 (1.9) | 14.0 (0.0) | 1.0 (0.41) | 1.6 (0.21) | |
True-negativeb | 25.6 (1.0) | 25.6 (1.0) | 25.7 (1.3) | 26.0 (0.0) | 0.6 (0.62) | 1.2 (0.28) | ||
False-positive | 0.3 (0.8) | 0.4 (1.0) | 0.3 (1.3) | 0.0 (0.0) | 0.6 (0.61) | 0.9 (0.35) | ||
False-negative | 0.8 (1.7) | 0.4 (0.7) | 0.7 (1.9) | 0.0 (0.0) | 1.0 (0.41) | 1.6 (0.21) | ||
Reaction time (ms)c | 792.8 (112.9) | 836.3 (154.3) | 777.3 (90.1) | 712.8 (116.0) | 2.6 (0.06) | 3.9 (0.051) | ||
Activation: 2-back | True-positived | 8.2 (2.5) | 7.7 (3.0) | 10.5 (1.9) | 11.5 (1.1) | 9.1 (0.000) | 12, 34 | 19.5 (0.000) |
True-negatived | 24.5 (2.8) | 25.7 (0.8) | 25.6 (0.9) | 26.4 (1.2) | 3.5 (0.02) | 1, 234 | 9.3 (0.004) | |
False-positive | 2.5 (2.8) | 1.3 (0.8) | 1.4 (0.9) | 0.6 (1.2) | 3.5 (0.02) | 1, 234 | 9.3 (0.004) | |
False-negative | 4.6 (2.3) | 5.3 (3.0) | 2.5 (1.9) | 1.5 (1.1) | 9.2 (0.000) | 12, 34 | 18.6 (0.000) | |
Reaction time (ms)c | 886.4 (146.5) | 970.1 (213.5) | 839.3 (122.9) | 783.8 (197.4) | 3.2 (0.03) | 123, 134 | 4.2 (0.046) |
Response | Group | |||||||
---|---|---|---|---|---|---|---|---|
1. FAS/PFAS | 2. SE/AE | 3. ND/AE | 4. Control | |||||
N = 13 | N = 18 | N = 16 | N = 13 | |||||
Condition | Condition | Condition | Condition | |||||
2-back versus 1-backa | 2-back versus 1-backa | 2-back versus 1-backa | 2-back versus 1-backa | |||||
Mean difference (SD) | F (p) (df 1, 12) | Mean difference (SD) | F (p) (df 1, 17) | Mean difference (SD) | F (p) (df 1, 15) | Mean difference (SD) | F (p)(df 1, 12) | |
True-positive | −2.7 (1.9) | 25.9 (0.000) | −2.9 (2.7) | 20.9 (0.000) | −1.3 (1.9) | 7.7 (0.014) | −0.2 (0.9) | .04 (0.55) |
True-negative | −1.2 (3.0) | 2.0 (0.18) | −0.4 (1.3) | 1.5 (,23) | −1.0 (0.8) | 24 (0.000) | −0.4 (1.3) | 1.2 (0.29) |
False-positive | 1.3 (3.0) | 2.4 (0.15) | 0.4 (1.3) | 1.5 (0.23) | 1.0 (0.8) | 24 (0.000) | 0.2 (0.9) | 1.2 (0.29) |
False-negative | 2.5 (1.8) | 26.8 (0.000) | 2.9 (2.7) | 20.9 (0.000) | 1.3 (1.9) | 7.7 (0.014) | 0.4 (1.3) | 0.4 (0.55) |
Reaction time (ms) | 57.8 (142.8) | 3.0 (0.11) | 167.4 (114.4) | 38.5 (0.000) | 81.1 (97.2) | 11.1 (0.004) | 73.3 (98.8) | 7.2 (0.02) |
Activation by brain region across the four study groups during N-back tasks (hypothesis 2)
Region: in ascending order of activation | Group | ANOVA | ||||||
---|---|---|---|---|---|---|---|---|
1. FAS/PFAS | 2. SE/AE | 3. ND/AE | 4. Control | Overall | Post hoc | A priori contrast. Linear trend | ||
N = 15 | N = 22 | N = 20 | N =13 | |||||
Mean (SD) | Mean (SD) | Mean (SD) | Mean (SD) | F (p)a | Duncanb | F (p)c | ||
Precentral gyrus | L. | 0.006 (0.009) | 0.010 (0.013) | 0.018 (0.056) | 0.006 (0.009) | 0.6 (0.64) | 0.1 (0.86) | |
R. | 0.012 (0.028) | 0.013 (0.025) | 0.020 (0.057) | 0.012 (0.020) | 0.3 (0.87) | 0.1 (0.88) | ||
Anterior cingulate gyrus | L. | 0.020 (0.049) | 0.028 (0.059) | 0.010 (0.016) | 0.014 (0.023) | 0.6 (0.60) | 0.4 (0.48) | |
R. | 0.019 (0.055) | 0.017 (0.035) | 0.016 (0.031) | 0.012 (0.031) | 0.1 (0.99) | 0.1 (0.89) | ||
Anterior parietal lobe | L. | 0.022 (0.022) | 0.025 (0.025) | 0.029 (0.067) | 0.029 (0.036) | 0.1 (0.96) | 0.2 (0.63) | |
R. | 0.019 (0.037) | 0.024 (0.033) | 0.024 (0.055) | 0.012 (0.011) | 0.3 (0.79) | 0.2 (0.62) | ||
Inferior frontal gyrus | L. | 0.027 (0.032) | 0.047 (0.046) | 0.034 (0.043) | 0.029 (0.029) | 0.0 (0.98) | 0.1 (0.87) | |
R. | 0.023 (0.029) | 0.038 (0.047) | 0.039 (0.066) | 0.013 (0.021) | 1.1 (0.35) | 0.2 (0.64) | ||
Posterior parietal lobe | L. | 0.032 (0.030) | 0.036 (0.031) | 0.044 (0.078) | 0.039 (0.049) | 0.2 (0.92) | 0.2 (0.62) | |
R. | 0.028 (0.036) | 0.039 (0.037) | 0.045 (0.069) | 0.022 (0.023) | 0.8 (0.84) | 0.1 (0.80) | ||
DLPFC | L. | 0.029 (0.029) | 0.046 (0.034) | 0.039 (0.049) | 0.037 (0.037) | 0.6 (0.63) | 0.1 (0.71) | |
R. | 0.028 (0.029) | 0.045 (0.048) | 0.052 (0.083) | 0.022 (0.025) | 1.1 (0.36) | 0.1 (0.89) | ||
Middle frontal gyrus | L. | 0.031 (0.031) | 0.045 (0.033) | 0.043 (0.055) | 0.043 (0.044) | 0.4 (0.76) | 0.5 (0.50) | |
R. | 0.031 (0.034) | 0.050 (0.052) | 0.060 (0.029) | 0.028 (0.029) | 1.0 (0.40) | 0.1 (0.98) |
Region | Group | ANOVA | ||||||
---|---|---|---|---|---|---|---|---|
1. FAS/PFAS | 2.SE/AE | 3.ND/AE | 4.Control | Overall | Post hoc | A priori contrast. Linear trend | ||
N = 13 | N = 18 | N = 16 | N = 13 | |||||
Mean (SD) | Mean (SD) | Mean (SD) | Mean (SD) | F (p)a | Duncanb | F (p)c | ||
Mean percent of voxels with activity z-scores > 3 | ||||||||
Precentral gyrus | L. | 0.021 (0.04) | 0.012 (0.04) | 0.016 (0.02) | 0.008 (0.01) | 0.5 (0.69) | 1.1 (0.31) | |
R. | 0.011 (0.02) | 0.021 (0.03) | 0.019 (0.02) | 0.023 (0.03) | 0.5 (0.71) | 1.0 (0.32) | ||
Anterior cingulate gyrus | L. | 0.012 (0.19) | 0.031 (0.09) | 0.028 (0.03) | 0.047 (0.06) | 0.7 (0.54) | 1.9 (0.18) | |
R. | 0.017 (0.03) | 0.036 (0.09) | 0.028 (0.05) | 0.029 (0.04) | 0.3 (0.84) | 0.2 (0.69) | ||
Anterior parietal lobe | L. | 0.043 (0.06) | 0.039 (0.04) | 0.046 (0.04) | 0.080 (0.07) | 1.6 (0.19) | 3.1 (0.08) | |
R. | 0.032 (0.04) | 0.037 (0.05) | 0.045 (0.05) | 0.069 (0.06) | 1.5 (0.24) | 3.7 (0.06) | ||
Inferior frontal gyrus | L. | 0.056 (0.08) | 0.087 (0.09) | 0.068 (0.06) | 0.076 (0.06) | 0.5 (0.72) | 0.2 (0.66) | |
R. | 0.048 (0.06) | 0.073 (0.09) | 0.062 (0.08) | 0.081 (0.08) | 0.4 (0.72) | 0.9 (0.37) | ||
Posterior parietal lobe | L. | 0.051 (0.07) | 0.059 (0.06) | 0.065 (0.05) | 0.096 (0.07) | 1.4 (0.26) | 3.5 (0.07) | |
R. | 0.051 (0.07) | 0.081 (0.09) | 0.080 (0.06) | 0.116 (0.09) | 3.1 (0.05) | 123, 234 | 4.4 (0.04) | |
DLPFC | L. | 0.061 (0.08) | 0.088 (0.08) | 0.083 (0.07) | 0.097 (0.06) | 0.6 (0.60) | 1.4 (0.24) | |
R. | 0.053 (0.06) | 0.097 (0.12) | 0.076 (0.07) | 0.112 (0.08) | 3.2 (0.04) | 123, 234 | 2.2 (0.14) | |
Middle frontal gyrus | L. | 0.064 (0.08) | 0.089 (0.08) | 0.092 (0.08) | 0.112 (0.07) | 0.9 (0.46) | 2.4 (0.12) | |
R. | 0.056 (0.06) | 0.112 (0.13) | 0.085 (0.08) | 0.132 (0.08) | 3.8 (0.01) | 123, 234 | 2.9 (0.10) | |
Mean activity z-score across all voxels | ||||||||
Precentral gyrus | L. | −0.36 (0.73) | −0.70 (0.81) | −0.51 (0.83) | −0.78 (0.51) | 0.9 (0.48) | 1.3 (0.26) | |
R. | −0.37 (0.74) | −0.57 (0.89) | −0.28 (0.84) | −0.23 (0.37) | 0.6 (0.59) | 0.6 (0.44) | ||
Anterior cingulate gyrus | L. | −0.42 (0.84) | −0.13 (1.07) | −0.34 (0.71) | −0.08 (0.80) | 0.5 (0.69) | 0.6 (0.45) | |
R. | −0.39 (0.73) | −0.25 (1.14) | −0.45 (0.81) | −0.36 (0.72) | 0.2 (0.92) | 0.0 (0.92) | ||
Anterior parietal lobe | L. | 0.04 (0.59) | −0.27 (0.70) | −0.09 (0.66) | 0.20 (0.60) | 1.4 (0.25) | 0.7 (0.41) | |
R. | −0.12 (0.66) | −0.43 (0.68) | −0.07 (0.68) | 0.17 (0.62) | 2.1 (0.11) | 2.2 (0.14) | ||
Inferior frontal gyrus | L. | −0.03 (0.49) | 0.36 (0.90) | 0.09 (0.64) | 0.27 (0.71) | 0.9 (0.46) | 0.5 (0.47) | |
R. | −0.01 (0.65) | 0.25 (1.04) | 0.25 (0.66) | 0.50 (0.54) | 1.5 (0.23) | 2.6 (0.12) | ||
Posterior parietal lobe | L. | 0.07 (0.74) | 0.02 (0.74) | 0.19 (0.51) | 0.41 (0.56) | 1.1 (0.38) | 2.3 (0.13) | |
R. | 0.02 (0.91) | 0.05 (0.86) | 0.35 (0.54) | 0.65 (0.67) | 3.0 (0.04) | 123, 34 | 5.6 (0.02) | |
DLPFC | L. | 0.05 (0.60) | 0.40 (0.80) | 0.33 (0.59) | 0.46 (0.59) | 1.0 (0.41) | 2.1 (0.16) | |
R. | 0.03 (0.70) | 0.41 (1.08) | 0.42 (0.67) | 0.74 (0.43) | 3.3 (0.03) | 123, 234 | 4.9 (0.03) | |
Middle frontal gyrus | L. | 0.11 (0.75) | 0.43 (0.81) | 0.48 (0.63) | 0.59 (0.59) | 1.1 (0.34) | 3.0 (0.09) | |
R. | 0.06 (0.79) | 0.51 (1.15) | 0.52 (0.77) | 0.90 (0.44) | 3.9 (0.01) | 123, 234 | 5.8 (0.02) |
Region | Group | ||||||||
---|---|---|---|---|---|---|---|---|---|
1. FAS/PFAS | 2. SE/AE | 3. ND/AE | 4. Control | ||||||
N = 12 | N = 18 | N = 16 | N = 13 | ||||||
2-back minus 1-backa | 2-back minus 1-backa | 2-back minus 1-backa | 2-back minus 1-backa | ||||||
Mean difference (SD) | F (p) (df 1, 11) | Mean difference (SD) | F (p) (df 1, 17) | Mean difference (SD) | F (p) (df 1, 15) | Mean difference (SD) | F (p) (df 1, 12) | ||
Precentral gyrus | L. | 0.018 (0.04) | 2.0 (0.19) | 0.001 (0.04) | 0.2 (0.89) | 0.012 (0.02) | 5.2 (0.04) | 0.002 (0.01) | 0.3 (0.60) |
R. | 0.008 (0.02) | 1.6 (0.23) | 0.007 (0.04) | 0.7 (0.42) | 0.009 (0.04) | 0.8 (0.40) | 0.012 (0.03) | 1.9 (0.19) | |
Anterior cingulate gyrus | L. | 0.003 (0.03) | 0.2 (0.66) | 0.001 (0.03) | 0.1 (0.85) | 0.022 (0.04) | 6.1 (0.03) | 0.033 (0.06) | 4.0 (0.07) |
R. | 0.006 (0.03) | 0.4 (0.52) | 0.018 (0.05) | 2.0 (0.18) | 0.019 (0.06) | 1.8 (0.20) | 0.011 (0.06) | 0.5 (0.48) | |
Anterior parietal lobe | L. | 0.013 (0.06) | 0.7 (0.43) | 0.012 (0.04) | 1.5 (0.25) | 0.035 (0.05) | 7.6 (0.02) | 0.050 (0.07) | 7.6 (0.01) |
R. | 0.014 (0.05) | 0.8 (0.38) | 0.014 (0.05) | 1.6 (0.23) | 0.033 (0.06) | 4.4 (0.05) | 0.057 (0.06) | 11.6 (9.005) | |
Inferior frontal gyrus | L. | 0.030 (0.08) | 1.8 (0.22) | 0.032 (0.09) | 2.2 (0.16) | 0.051 (0.07) | 9.4 (0.01) | 0.047 (0.07) | 5.5 (0.04) |
R. | 0.027 (0.06) | 2.3 (0.15) | 0.029 (0.07) | 2.9 (0.11) | 0.034 (0.11) | 1.5 (0.25) | 0.067 (0.09) | 7.5 (0.02) | |
Posterior parietal lobe | L. | 0.016 (0.06) | 0.8 (0.39) | 0.023 (0.06) | 3.1 (0.10) | 0.043 (0.07) | 5.8 (0.03) | 0.057 (0.07) | 7.6 (0.02) |
R. | 0.025 (0.08) | 1.3 (0.28) | 0.039 (0.08) | 4.6 (0.04) | 0.054 (0.08) | 6.5 (0.02) | 0.094 (0.09) | 15.0 (0.002) | |
DLPFC | L. | 0.031 (0.08) | 1.9 (0.19) | 0.035 (0.08) | 3.6 (0.08) | 0.058 (0.08) | 7.8 (0.01) | 0.060 (0.07) | 9.8 (0.009) |
R. | 0.025 (0.07) | 1.8 (0.21) | 0.046 (0.09) | 4.1 (0.06) | 0.036 (0.12) | 1.5 (0.25) | 0.090 (0.08) | 15.7 (0.002) | |
Middle frontal gyrus | L. | 0.032 (0.08) | 2.0 (0.19) | 0.037 (0.07) | 4.5 (0.04) | 0.063 (0.10) | 6.3 (0.02) | 0.069 (0.08) | 10.4 (0.007) |
R. | 0.024 (0.07) | 1.3 (0.28) | 0.056 (0.11) | 4.4 (0.05) | 0.038 (0.14) | 1.2 (0.29) | 0.081 (0.09) | 19.4 (0.001) |