| Literature DB >> 35992903 |
Yu-Fang Wang1, Wei-Yi Chen1, Chang-Ti Lee1, Yi-Ying Shen1, Chou-Chin Lan2,3, Guan-Ting Liu1, Chan-Yen Kuo4, Mao-Liang Chen4, Po-Chun Hsieh1.
Abstract
Background: Post-stroke hemiparesis strongly affects stroke patients' activities of daily living and health-related quality of life. Scalp acupuncture (SA) is reportedly beneficial for post-stroke hemiparesis. However, there is still no standard of SA for the treatment of post-stroke hemiparesis. Apriori algorithm-based association rule analysis is a kind of "if-then" rule-based machine learning method suitable for investigating the underlying rules of acupuncture point/location selections. This study aimed to investigate the core SA combinations for the treatment of post-stroke hemiparesis by using a systematic review and Apriori algorithm-based association rule analysis.Entities:
Keywords: Apriori algorithm; association rule analysis; hemiparesis; scalp acupuncture; stroke
Year: 2022 PMID: 35992903 PMCID: PMC9389219 DOI: 10.3389/fnins.2022.956854
Source DB: PubMed Journal: Front Neurosci ISSN: 1662-453X Impact factor: 5.152
FIGURE 1Study flow diagram.
Summary of the included studies.
| Author, year | Sample size (SA/C) | Mean age, mean ± SD | Male, | SA treatment detail | ||||
| SA group | Control Group | SA group | Control group | Retention (min) | Frequency (time/week) | Course (week) | ||
|
| 41/39 | 53.0 ± 9.3 | 56.5 ± 6.4 | 24 (58.5%) | 22 (56.4%) | 30 | 3–4 | 12 |
|
| 45/45 | 61 ± 6 | 63 ± 6 | 24 (53.3%) | 27 (60.0%) | 45–60 | 5 | 6 |
|
| 15/15 | 62.1 ± 0.5 | 61.4 ± 0.2 | 8 (53.3%) | 9 (60.0%) | 30 | 7 | 3 |
|
| 32/32 | 38–81 | 38–81 | 37 (57.8%) | 37 (57.8%) | 360 | 6 | 8 |
|
| 20/20 | 60.0 ± 6.4 | 61.0 ± 7.1 | 12 (60.0%) | 11 (55.0%) | 30 | 3 | 12 |
|
| 33/33 | 60.0 ± 9.7 | 62.0 ± 8.9 | 23 (69.7%) | 21 (63.6%) | 180–300 | 7 | 12 |
|
| 58/58 | 64.7 ± 5.7 | 65.3 ± 7.9 | 39 (67.2%) | 36 (62.1%) | 30 | 3–4 | 12 |
|
| 80/80 | 58.4 ± 10.5 | 59.3 ± 11.5 | 40 (50.0%) | 42 (52.5%) | 120 | 7 | 4 |
|
| 60/60 | 58.3 ± 11.2 | 61.7 ± 9.1 | 45 (75.0%) | 42 (70.0%) | NR | 6 | 4 |
|
| 30/30 | 63.0 ± 4.0 | 62.0 ± 5.0 | 16 (53.3%) | 15 (50.0%) | 120–180 | NR | 4 |
|
| 29/30 | 56.1 ± 6.5 | 55.3 ± 5.9 | 18 (62.1%) | 16 (53.3%) | 60 | 5 | 4 |
|
| 33/33 | 58.7 ± 2.4 | 59.8 ± 2.8 | 23 (69.7%) | 22 (66.7%) | NR | 6 | 4 |
|
| 30/30 | 58.6 ± 4.9 | 60.5 ± 3.9 | 17 (56.7%) | 20 (66.7%) | 60 | 5 | 4 |
|
| 53/53 | 64.1 ± 9.7 | 62.9 ± 10.8 | 29 (54.7%) | 28 (52.8%) | 480 | 7 | 4 |
|
| 60/60 | 62.0 ± 10.0 | 63.0 ± 8.0 | 49 (81.7%) | 50 (83.3%) | 60 | 5 | 4 |
|
| 18/18 | 47.0 ± 8.4 | 49.0 ± 8.2 | 10 (55.6%) | 10 (55.6%) | 360 | 5 | 4 |
|
| 50/50 | 65.2 ± 3.4 | 64.5 ± 3.2 | 28 (56.0%) | 26 (52.0%) | 30 | 6 | 8 |
|
| 56/56 | 64.7 ± 6.1 | 64.7 ± 6.1 | 61 (54.5%) | 61 (54.5%) | 60 | 7 | 8 |
|
| 54/54 | 57.1 ± 9.7 | 57.1 ± 9.7 | 63 (58.3%) | 63 (58.3%) | 60 | 5 | 4 |
|
| 25/25 | 58.4 ± 8.3 | 58.3 ± 8.0 | 12 (48.0%) | 13 (52.0%) | 30 | 5 | 4 |
|
| 20/20 | 62.5 ± 11.7 | 68.6 ± 4.8 | 12 (60.0%) | 11 (55.0%) | 40 | 5 | 6 |
|
| 34/34 | 62.0 ± 10.0 | 62.0 ± 8.0 | 19 (55.9%) | 17 (50.0%) | 360 | 6 | 4 |
|
| 38/40 | 68.0 ± 8.0 | 68.7 ± 8.3 | 22 (57.9%) | 23 (57.5%) | 20–30 | 5 | 6 |
|
| 20/20 | 67.2 ± 5.7 | 65.4 ± 4.8 | 10 (50.0%) | 9 (45.0%) | 25*2 | 6 | 4 |
|
| 45/45 | 63.3 ± 2.7 | 63.2 ± 2.2 | 23 (51.1%) | 22 (48.9%) | 30 | 5 | 24 |
|
| 46/46 | 65.1 ± 7.3 | 65.0 ± 7.1 | 33 (71.7%) | 34 (73.9%) | 60 | 5 | 8 |
|
| 40/40 | 54.5 ± 4.4 | 52.4 ± 12.1 | 23 (57.5%) | 21 (52.5%) | 30 | 6 | 6 |
|
| 34/34 | 64.6 ± 9.3 | 64.0 ± 9.6 | 18 (52.9%) | 17 (50.0%) | NR | NR | 12 |
|
| 45/45 | 60.8 ± 7.4 | 59.9 ± 8.6 | 27 (60.0%) | 29 (64.4%) | 30 | 7 | 2 |
|
| 40/40 | 49.0 ± 3.7 | 54.0 ± 1.9 | 27 (67.5%) | 17 (42.5%) | 30 | 3–4 | 8 |
|
| 30/30 | 64.0 ± 11.0 | 65.0 ± 9.0 | 19 (63.3%) | 14 (46.7%) | 30 | 5 | 24 |
|
| 35/35 | 63.0 ± 7.2 | 65.3 ± 8.5 | 20 (57.1%) | 17 (48.6%) | 180–240 | 6 | 8 |
|
| 26/25 | 55.0 ± 10.0 | 52.0 ± 11.0 | 17 (65.4%) | 17 (68.0%) | 40 | 5 | 8 |
|
| 58/58 | 62.4 ± 9.0 | 59.5 ± 8.9 | 39 (67.2%) | 41 (70.7%) | 30 | 6 | 2 |
|
| 70/72 | 57.4 ± 15.5 | 55.5 ± 17.2 | 35 (50.0%) | 40 (55.6%) | 30 | 6 | 8 |
C, control group; NR, not reported; SA, scalp acupuncture; SD, standard deviation.
FIGURE 2Scalp acupuncture (SA) locations used in the included studies. The full names and the abbreviations of the scalp acupuncture (SA) location used in the association rule analysis are listed in the left panel. The SA locations used in the included studies are shown with filled color in the right panel. Blue: International Standard Scalp Acupuncture (ISSA). Green: WHO Standard Acupuncture Point Locations (SAPL). Pink: Zhu’s style SA. Black: Jiao’s style SA. Brown: Lin’s style SA.
FIGURE 3Distribution of the scalp acupuncture (SA) locations used in the included studies. The full names of the abbreviations of the SA locations are listed in Figure 1. Blue: International Standard Scalp Acupuncture (ISSA). Green: WHO Standard Acupuncture Point Locations (SAPL). Pink: Zhu’s style SA. Black: Jiao’s style SA. Brown: Lin’s style SA.
FIGURE 4Scatter plot for 61 association rules.
Top 10 Apriori algorithm-based association rules of the scalp acupuncture locations.
| No | Association rules | Support | Confidence | Lift |
| 1 | [ISSA_MS7_i] ⇒ [ISSA_MS6_i] | 0.5714286 | 0.9523810 | 1.282051 |
| 2 | [SAPL_GV24] ⇒ [SAPL_GV20] | 0.1714286 | 1.0000000 | 5.833333 |
| 3 | [SAPL_GV20] ⇒ [SAPL_GV24] | 0.1714286 | 1.0000000 | 5.833333 |
| 4 | [SAPL_GV24] ⇒ [ISSA_MS6_i] | 0.1428571 | 0.8333333 | 1.121795 |
| 5 | [SAPL_GV20] ⇒ [ISSA_MS6_i] | 0.1428571 | 0.8333333 | 1.121795 |
| 6 | [ISSA_MS14] ⇒ [ISSA_MS6_i] | 0.1428571 | 0.8333333 | 1.121795 |
| 7 | [SAPL_GV20, SAPL_GV24] ⇒ [ISSA_MS6_i] | 0.1428571 | 0.8333333 | 1.121795 |
| 8 | [ISSA_MS6_i, SAPL_GV24] ⇒ [SAPL_GV20] | 0.1428571 | 1.0000000 | 5.833333 |
| 9 | [ISSA_MS6_i, SAPL_GV20] ⇒ [SAPL_GV24] | 0.1428571 | 1.0000000 | 5.833333 |
| 10 | [SAPL _Ex.HN3] ⇒ [SAPL_GV24] | 0.1142857 | 1.0000000 | 5.833333 |
FIGURE 5Grouped matrix for 15 association rules.
FIGURE 6The core scalp acupuncture (SA) location combinations for the treatment of post-stroke hemiparesis. The core scalp acupuncture location combinations [SAPL_GV20 (Baihui), SAPL_GV24 (Shenting), SAPL_Ex.HN3 (Yintang), ISSA_MS6, ISSA_MS7, ISSA_PR (ISSA Parietal region, comprised of ISSA_MS5, ISSA_MS6, ISSA_MS7, ISSA_MS8, and ISSA_MS9)] are shown in red. The other acupoints used as anchor points are shown in gray.