| Literature DB >> 31386268 |
Yee Xing You1, Suzana Shahar1, Mazlyfarina Mohamad2, Hanis Mastura Yahya3, Hasnah Haron3, Hamzaini Abdul Hamid4.
Abstract
BACKGROUND: Working memory and cognitive flexibility are supported by the dorsolateral prefrontal cortex (DLPFC). Aging adults from low-income households are individuals with a high risk of cognitive decline who incorporate ulam in their daily diet.Entities:
Keywords: zzm321990ulam; DLPFC; brain activation; cognitive; fMRI
Mesh:
Year: 2019 PMID: 31386268 PMCID: PMC7079031 DOI: 10.1002/jmri.26891
Source DB: PubMed Journal: J Magn Reson Imaging ISSN: 1053-1807 Impact factor: 4.813
Figure 10‐back and 1‐back paradigm.
Figure 2SCWT paradigm.
Descriptive Analysis (Expressed in Mean and Standard Deviation)
| Parameters | Total subjects ( | Normal rangea,b,c |
|---|---|---|
| Age (years) | 57.4 ± 6.7 | 68 |
| Gender (men, %) | 34.4 | 48 |
| Education (years) | 11.2 ± 2.2 | 8 |
| Household income (USD/month) | 800.5 ± 642.1 | 336 |
| Total | 31.7 ± 9.4 | 40 |
| Total vegetables (non‐ | 168.1 ± 61.7 | 133 |
| Total fruits intake (g/day) | 135.9 ± 58.9 | 179 |
| Dietary nutrients | ||
| Energy (kcal/day) | 1847 ± 315 | 1550–1920 |
| Protein (g/day) | 64.4 ± 11.5 | 50–61 |
| Carbohydrate (%/day) | 56.4 ± 0.9 | 50–60 |
| Fat (%/day) | 29.7 ± 0.7 | 25–35 |
| Vitamin A (μg/day) | 701.3 ± 409.1 | 600 |
| Vitamin C (mg/day) | 87.2 ± 22.7 | 70 |
| Thiamine (mg/day) | 1.2 ± 0.2 | 1.1–1.2 |
| Riboflavin (mg/day) | 1.2 ± 0.3 | 1.1–1.3 |
| Niacin (mg/day) | 14.8 ± 2.7 | 14–16 |
| Sodium (mg/day) | 2073.5 ± 434.8 | 1500 |
| Potassium (mg/day) | 2463.3 ± 507.5 | 4700 |
| Calcium (mg/day) | 459.2 ± 188.7 | 1000–1200 |
| Iron (mg/day) | 19.3 ± 5.4 | 11–14 |
| Phosphorus (mg/day) | 832.3 ± 108.5 | 700 |
| Neuropsychological batteries | ||
| MMSE | 28.7 ± 2.3 | 23.8 |
| Digit span (scaled score) | 10.1 ± 1.7 | 7.7 |
| RAVLT immediate recall | 36.6 ± 9.2 | 37.8 |
| RAVLT delayed recall | 8.7 ± 2.6 | 7.7 |
| fMRI behavioral performance | ||
| Reaction accuracy (N‐back) (%) | 58.7 ± 14.9 | N/A |
| Reaction time (N‐back) (msec) | 2295 ± 429 | N/A |
| Reaction accuracy (SCWT) (%) | 70.6 ± 8.4 | N/A |
| Reaction time (SCWT) (msec) | 2492 ± 331 | N/A |
| fMRI brain activation | ||
| 0‐back total percent signal change (%) Left DLPFC | 0.51 ± 0.23 | N/A |
| 0‐back total percent signal change (%) Right DLPFC | 0.68 ± 0.19 | N/A |
| 1‐back total percent signal change (%) Left DLPFC | 0.49 ± 0.22 | N/A |
| 1‐back total percent signal change (%) Right DLPFC | 0.69 ± 0.20 | N/A |
| SCWT‐1 total percent signal change (%) Left DLPFC | 0.78 ± 0.40 | N/A |
| SCWT‐1 total percent signal change (%) Right DLPFC | 0.90 ± 0.43 | N/A |
| SCWT‐2 total percent signal change (%) Left DLPFC | 0.91 ± 0.44 | N/A |
| SCWT‐2 total percent signal change (%) Right DLPFC | 1.05 ± 0.46 | N/A |
Nationwide aging population research in Malaysia.38
Vegetables and fruits intake among population in Malaysia.39
Recommended Nutrient Intake for Malaysian population.17
DLPFC, dorsolateral prefrontal cortex; RAVLT, Rey Auditory Verbal Learning Test; fMRI, functional magnetic resonance imaging.
Correlation Between Behavioral Performance Index and DLPFC Activation
| Brain activation | Behavioral performance index (RT/CR) | |
|---|---|---|
| Correlation ( |
| |
| 0‐back total percent signal change (%) Left DLPFC | –0.139 | 0.448 |
| 0‐back total percent signal change (%) Right DLPFC | –0.456* | 0.009 |
| 1‐back total percent signal change (%) Left DLPFC | –0.141 | 0.441 |
| 1‐back total percent signal change (%) Right DLPFC | –0.484* | 0.005 |
| SCWT‐1 total percent signal change (%) Left DLPFC | –0.353* | 0.047 |
| SCWT‐1 total percent signal change (%) Right DLPFC | –0.129 | 0.482 |
| SCWT‐2 total percent signal change (%) Left DLPFC | –0.356* | 0.046 |
| SCWT‐2 total percent signal change (%) Right DLPFC | –0.062 | 0.735 |
Significant at P < 0.05.
CR: correct response; DLPFC, dorsolateral prefrontal cortex; RT: response time; SCWT, Stroop Color Word Test.
Association Between Ulam Consumption With Cognitive Function and Brain Activation
| Variables |
| |||||
|---|---|---|---|---|---|---|
| Simple linear regression | Multiple linear regression | |||||
| Neuropsychological batteries and brain activation | R2 | Adjusted odd ratio (95% CI) |
| R2 | Adjusted odd ratio (95% CI) |
|
| MMSE | 0.04 | 0.207 (–0.019–0.068) | 0.257 | 0.10 | 0.233 (–0.018–0.073) | 0.225 |
| Digit span | 0.45 | 0.672 (0.035–0.083) | <0.001 | 0.51 | 0.702 (0.038–0.099) | <0.001 |
| RAVLT (total immediate recall) | 0.20 | 0.446 (0.057–0.395) | 0.010 | 0.32 | 0.439 (0.054–0.391) | 0.012 |
| RAVLT (delayed recall) | 0.15 | 0.382 (0.004–0.099) | 0.034 | 0.37 | 0.422 (0.013–0.101) | 0.013 |
| 0‐back right DLPFC activation | 0.28 | 0.533 (0.002–0.008) | 0.002 | 0.30 | 0.511 (0.002–0.008) | 0.005 |
| 0‐back left DLPFC activation | 0.07 | 0.266 (–0.001–0.008) | 0.142 | 0.10 | 0.233 (–0.002–0.008) | 0.226 |
| 1‐back right DLPFC activation | 0.31 | 0.556 (0.003–0.009) | 0.001 | 0.34 | 0.591 (0.003–0.010) | 0.001 |
| 1‐back left DLPFC activation | 0.08 | 0.280 (–0.001–0.007) | 0.120 | 0.09 | 0.284 (–0.001–0.008) | 0.144 |
| SCWT‐1 right DLPFC activation | 0.11 | 0.333 (0.000–0.015) | 0.062 | 0.16 | 0.348 (–0.001–0.016) | 0.066 |
| SCWT‐1 left DLPFC activation | 0.27 | 0.523 (0.004–0.018) | 0.002 | 0.33 | 0.553 (0.005–0.019) | 0.002 |
| SCWT‐2 right DLPFC activation | 0.08 | 0.287 (–0.002–0.015) | 0.112 | 0.19 | 0.317 (–0.001–0.016) | 0.085 |
| SCWT‐2 left DLPFC activation | 0.24 | 0.490 (0.004–0.019) | 0.005 | 0.34 | 0.497 (0.004–0.020) | 0.004 |
Significant at P < 0.0042.
MLR model was adjusted by age, gender and years of formal education.
CI, confidence interval; DLPFC, dorsolateral prefrontal cortex; fMRI, functional magnetic resonance imaging; RAVLT, Rey Auditory Verbal Learning Test; SCWT, Stroop Color Word Test.
Figure 3Association between ulam intake and brain activation. (a) Activated brain region in DLPFC when performing the 0‐back task (P < 0.05, FWE‐corrected). (b) Activated brain region in DLPFC when performing the 1‐back task (P < 0.05, FWE‐corrected). (c,d) Scatterplots of positive association between ulam intake and DLPFC activation. FWE: familywise error; DLPFC, dorsolateral prefrontal cortex.
Figure 4Association between ulam intake and brain activation. (a) Activated brain region in DLPFC when performing SCWT‐1 (P < 0.05, FWE‐corrected). (b) Activated brain region in DLPFC when performing SCWT‐2 (P < 0.05, FWE‐corrected). (c,d) Scatterplots of positive association between ulam intake and DLPFC activation. FWE: familywise error; DLPFC, dorsolateral prefrontal cortex; MFG, middle frontal gyrus.
Univariate Analysis of Covariance (ANCOVA) Between Ulam Consumption and Cognitive Parameters
| Variables |
|
| Effect size Cohen's f | |||
|---|---|---|---|---|---|---|
| Cognitive parameters | 25th percentile (<13g) ( | 50th percentile (13‐37g) ( | 75th percentile (38‐46g) ( | 100th percentile (≥47g) ( | ||
| MMSE | 27.25 ± 3.33 | 29.75 ± 0.46 | 29.88 ± 0.35 | 28.13 ± 2.42 | 0.332 | 0.70 |
| Digit span | 8.88 ± 0.64a | 8.87 ± 0.99b | 10.63 ± 1.85 | 11.63 ± 1.19ab | <0.001 | 1.06 |
| RAVLT (total immediate recall) | 27.38 ± 6.28abc | 40.50 ± 8.60a | 41.75 ± 7.21b | 39.13 ± 10.00c | 0.024 | 0.67 |
| RAVLT (delayed recall) | 6.88 ± 1.73 | 8.88 ± 1.81 | 10.29 ± 3.04 | 9.00 ± 2.98 | 0.127 | 0.52 |
| 0‐back right DLPFC activation | 0.58 ± 0.18a | 0.60 ± 0.18b | 0.69 ± 0.16 | 0.82 ± 0.15ab | 0.048 | 0.61 |
| 0‐back left DLPFC activation | 0.52 ± 0.25 | 0.39 ± 0.19 | 0.45 ± 0.20 | 0.67 ± 0.23 | 0.070 | 0.56 |
| 1‐back right DLPFC activation | 0.59 ± 0.13ac | 0.24 ± 0.22bd | 0.82 ± 0.13ab | 0.79 ± 0.16cd | 0.003 | 0.85 |
| 1‐back left DLPFC activation | 0.48 ± 0.15 | 0.40 ± 0.27 | 0.49 ± 0.14 | 0.59 ± 0.29 | 0.446 | 0.33 |
| SCWT‐1 right DLPFC activation | 0.84 ± 0.21 | 0.85 ± 0.50 | 0.93 ± 0.43 | 1.19 ± 0.39 | 0.131 | 0.50 |
| SCWT‐1 left DLPFC activation | 0.65 ± 0.18a | 0.46 ± 0.22bc | 1.09 ± 0.49ab | 0.95 ± 0.36c | 0.002 | 0.90 |
| SCWT‐2 right DLPFC activation | 0.83 ± 0.46 | 0.72 ± 0.49 | 1.02 ± 0.38 | 1.06 ± 0.44 | 0.229 | 0.43 |
| SCWT‐2 left DLPFC activation | 0.86 ± 0.14b | 0.81 ± 0.45ac | 1.21 ± 0.45a | 1.30 ± 0.53bc | 0.030 | 0.65 |
a, b, c, dSignificant at P < 0.05 using least significance difference (LSD) post‐hoc test.
The model was adjusted by age, gender, and years of formal education.
CI, confidence interval; DLPFC, dorsolateral prefrontal cortex; fMRI, functional magnetic resonance imaging; RAVLT, Rey Auditory Verbal Learning Test; SCWT, Stroop Color Word Test.
Activated Brain Regions When Performing SCWT (P < 0.05, FWE Corrected)
| Anatomical region | L/R | Coordinates x,y,z | Voxels activated | Maximum T value |
|---|---|---|---|---|
| 0‐back | ||||
| Middle frontal gyrus | L | –40 2 32 | 99 | 8.61 |
| Inferior frontal gyrus | R | 44 10 30 | 324 | 8.53 |
| Superior frontal gyrus | R | 4 30 38 | 37 | 8.05 |
| L | –4 30 38 | 24 | 8.02 | |
| Middle frontal gyrus | L | –46 12 30 | 40 | 7.83 |
| L | –36 4 32 | 3 | 7.05 | |
| R | 46 30 24 | 17 | 6.38 | |
| R | 34 42 30 | 5 | 5.54 | |
| L | –40 36 20 | 7 | 5.51 | |
| R | 44 38 24 | 4 | 5.22 | |
| Precentral gyrus | R | 38 4 32 | 6 | 5.16 |
| Middle frontal gyrus | L | –34 32 34 | 2 | 4.97 |
| Inferior frontal gyrus | R | 54 26 14 | 2 | 4.93 |
| 1 back | ||||
| Middle frontal gyrus | L | –40 2 32 | 130 | 9.50 |
| R | 48 20 28 | 258 | 9.07 | |
| R | 46 30 22 | 28 | 6.65 | |
| R | 38 4 32 | 6 | 6.54 | |
| L | –36 4 32 | 3 | 6.48 | |
| R | 46 32 34 | 30 | 6.12 | |
| Superior frontal gyrus | R | 10 26 36 | 20 | 6.07 |
| L | –4 30 36 | 14 | 6.06 | |
| Middle frontal gyrus | L | –42 38 24 | 3 | 5.29 |
| L | –52 22 28 | 11 | 5.22 | |
| L | –44 16 28 | 4 | 5.03 | |
| L | –32 42 30 | 1 | 4.81 | |
| R | 34 42 30 | 1 | 4.79 | |
| R | 32 36 30 | 1 | 4.73 | |
| Superior frontal gyrus | R | 4 34 34 | 1 | 4.64 |
| SCWT‐1 | ||||
| Middle frontal gyrus | R | 44 10 32 | 148 | 9.73 |
| L | –40 2 32 | 51 | 9.29 | |
| L | –42 32 18 | 45 | 7.82 | |
| L | –36 4 32 | 3 | 7.61 | |
| L | –46 10 32 | 24 | 6.59 | |
| L | –46 20 26 | 8 | 5.98 | |
| R | 48 40 22 | 1 | 5.88 | |
| R | 38 4 32 | 1 | 5.07 | |
| R | 46 32 24 | 1 | 4.89 | |
| Superior frontal gyrus | R | 6 34 38 | 4 | 4.88 |
| SCWT‐2 | ||||
| Middle frontal gyrus | L | –46 4 36 | 164 | 9.61 |
| R | 50 10 36 | 176 | 9.12 | |
| L | –42 3 18 | 68 | 8.37 | |
| L | –36 4 32 | 3 | 8.07 | |
| R | 42 34 36 | 18 | 7.11 | |
| Superior frontal gyrus | R | 8 28 36 | 36 | 7.10 |
| Middle frontal gyrus | R | 38 4 30 | 6 | 6.91 |
| R | 44 36 20 | 11 | 6.02 | |
| R | 48 32 24 | 2 | 5.21 | |
| L | –44 20 34 | 2 | 5.02 | |
| L | –44 32 34 | 1 | 4.90 |
L: left, R: right.