| Literature DB >> 36248695 |
Xi Lan1,2, Xuan Niu2, Wei-Xian Bai3, Hai-Ning Li2, Xin-Yi Zhu2, Wen-Jun Ma4, Jian-Long Li4, Wang-Huan Dun1, Ming Zhang1,2, Juan He1.
Abstract
Background: The Basal ganglia (BG) played a crucial role in the brain-level mechanisms of chronic pain disorders. However, the functional changes of BG in chronic prostatitis/chronic pelvic pain syndrome (CP/CPPS) are still poorly understood. This study investigated the BG subregions' resting-state functional connectivity (rs-FC) in CP/CPPS patients compared with healthy controls.Entities:
Keywords: basal ganglia; chronic prostatitis/chronic pelvic pain syndrome (CP/CPPS); functional connectivity; machine learning; resting-state functional MRI
Year: 2022 PMID: 36248695 PMCID: PMC9563619 DOI: 10.3389/fnhum.2022.1013425
Source DB: PubMed Journal: Front Hum Neurosci ISSN: 1662-5161 Impact factor: 3.473
Inclusion and exclusion criteria.
| Inclusion criteria | Exclusion criteria | |
| CP/CPPS | (a) aged from 18 to 40 years; | (a) contraindications to performing MRI; |
| HCs | (a) aged from 18 to 40 years males; |
Demographical, clinical data of CP/CPPS and healthy controls.
| CP/CPPS ( | HCs ( | ||
| | 31.18 ± 4.33 | 30.11 ± 2.91 | 0.201 |
| | 15.39 ± 1.68 | 15.35 ± 1.80 | 0.386 |
| | 21.75 ± 18.12 | – | – |
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| |||
| Total | 21.29 ± 4.78 | – | – |
| Pain subscore | 10.25 ± 2.52 | – | – |
| Urinary subscore | 3.07 ± 3.06 | – | – |
| QoL | 7.96 ± 2.82 | – | – |
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| |||
| Total | 19.79 ± 7.57 | 13.29 ± 10.41 | 0.018 |
| Rumination | 8.50 ± 3.11 | 5.71 ± 3.74 | 0.007 |
| Magnification | 4.96 ± 1.86 | 3.43 ± 2.82 | 0.031 |
| Helplessness | 6.32 ± 4.51 | 4.32 ± 4.13 | 0.093 |
Unless otherwise indicated, data are mean ± SD. CP/CPPS, chronic prostatitis/chronic pelvic pain syndrome; HCs, healthy controls; NIH-CPSI, The National Institutes of Health chronic prostatitis symptom index; QoL, the quality of life; PCS, the Pain catastrophizing Scale.
FIGURE 1Decreased functional connectivity of CP/CPPS in contrast to healthy controls between the seed regions. (A) R.NC; (B) L.NC; (C) L.GP; (D) L.PU and affected brain regions. All images were shown with an FDR correction of P < 0.05. R, right; L, left; NC, Caudate nucleus; PU, putamen; GP, Globus Pallidus.
The seed-based functional connectivity analysis.
| Comparisons | Seeds | Area | Cluster size | Peak MNI coordinate | |||
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| Voxels |
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| HC > CP/CPPS | R.NC | R. MCC | 177 | 4.49 | 4 | 2 | 44 |
| L.NC | R. MCC | 240 | 4.56 | 4 | –4 | 44 | |
| L.PU | L. STG | 340 | 5.98 | –54 | –24 | 18 | |
| R. MCC | 492 | 5.72 | 6 | 0 | 44 | ||
| R. SMG | 302 | 4.61 | 58 | –22 | 20 | ||
| L.GP | R. MCC | 397 | 4.73 | 4 | 2 | 44 | |
| L. STG | 122 | 4.4 | –56 | –24 | 18 | ||
MNI, Montreal Neurological Institute; R, right; L, left; NC, Caudate nucleus; PU, putamen; GP, Globus Pallidus; MCC, Middle Cingulate Cortex; STG, Superior Temporal Gyrus; SMG, Supramarginal gyrus.
FIGURE 2Correlation analysis between (A) rs-FC of L.GP- R.MCC and NIH-CPSI pain score (r = 0.51, P = 0.005); (B) rs-FC of L.GP- R.MCC and NIH-CPSI urinary score (r = –0.40, P = 0.034).
FIGURE 3The classification performance of the SVM model. (A–C) The accuracy, F1-Score, and the area under curves (AUC) values in the testing set for different features. The horizontal axis represents five outer resampling, the vertical axis represents the values of measurement. The mean value of each measurement is marked with the dotted line of the same color as the broken line. (D) The receiver operating characteristic (ROC) curves. ACC, accuracy; AUC, area under the curve; R, right; L, left; NC, Caudate nucleus; PU, putamen; GP, Globus Pallidus.