| Literature DB >> 36045455 |
Fei-Hong Cai1, Fan-Lian Li1, Yu-Chen Zhang1, Pei-Qi Li1, Bin Xiao2.
Abstract
BACKGROUND: Knee osteoarthritis, a common degenerative joint disease, has been widely treated by electroacupuncture in recent years. However, there are too many parameters of the treatment currently, resulting in various applications in clinical practice. This study aims to summarize the optimal stimulation parameters of electroacupuncture for knee osteoarthritis in clinical studies by applying data mining techniques.Entities:
Keywords: Data mining; Electroacupuncture; Knee osteoarthritis; Parameter
Mesh:
Year: 2022 PMID: 36045455 PMCID: PMC9429477 DOI: 10.1186/s40001-022-00795-9
Source DB: PubMed Journal: Eur J Med Res ISSN: 0949-2321 Impact factor: 4.981
Fig. 1Flow diagram for selection of articles
Frequency of needle type
| Number | Needle type (mm) | Frequency (%) |
|---|---|---|
| 1 | 0.30 × 40 | 19 (41.30) |
| 2 | 0.25 × 40 | 11 (23.91) |
| 3 | 0.25 × 30 | 4 (8.70) |
| 4 | 0.30 × 50 | 3 (6.52) |
| 5 | 0.25 × 25 | 3 (6.52) |
| 6 | 0.32 × 50 | 2 (4.35) |
| 7 | 0.30 × 25 | 1 (2.17) |
| 8 | 0.30 × 30 | 1 (2.17) |
| 9 | 0.30 × 75 | 1 (2.17) |
| 10 | 0.32 × 40 | 1 (2.17) |
Frequency of treatment
| Number | Frequency of treatment | Frequency (%) |
|---|---|---|
| 1 | Once a day | 13 (30.23) |
| 2 | Three times per week | 9 (20.93) |
| 3 | Once every other day | 8 (18.60) |
| 4 | Five times per week | 4 (9.30) |
| 5 | Four times per week | 4 (9.30) |
| 6 | Twice a week | 3 (6.98) |
| 7 | Once a week | 1 (2.33) |
| 8 | One and a half times per week | 1 (2.33) |
Frequency of waveform
| Number | Waveform | Frequency (%) |
|---|---|---|
| 1 | Continuous wave | 23 (63.89) |
| 2 | Dilatational wave | 13 (36.11) |
Frequency of current
| Number | Frequency of current (Hz) | Frequency (%) |
|---|---|---|
| 1 | 2 | 15 (37.50) |
| 2 | 2/100 | 10 (25.00) |
| 3 | 20 | 4 (10.00) |
| 4 | 4 | 1 (2.50) |
| 5 | 5 | 1 (2.50) |
| 6 | 10 | 1 (2.50) |
| 7 | 100 | 1 (2.50) |
| 8 | 10–30 | 1 (2.50) |
| 9 | 2/10 | 1 (2.50) |
| 10 | 2/15 | 1 (2.50) |
| 11 | 2–4 | 1 (2.50) |
| 12 | 3/100 | 1 (2.50) |
| 13 | 50–80 | 1 (2.50) |
| 14 | 60–80 | 1 (2.50) |
Frequency of stimulation duration
| Number | Stimulation duration (min) | Frequency (%) |
|---|---|---|
| 1 | 30 | 35 (76.09) |
| 2 | 20 | 8 (17.40) |
| 3 | 25 | 3 (6.52) |
Association analysis of electroacupuncture parameters
| Number | Association rules | Support | Confidence | Coverage | Lift | Count |
|---|---|---|---|---|---|---|
| 1 | [Retention time (min) = 20]→[wave = continuous wave] | 0.21 | 1 | 0.21 | 1.65 | 6 |
| 2 | [Frequency of current (Hz) = 2]→[wave = continuous wave] | 0.29 | 1 | 0.29 | 1.65 | 8 |
| 3 | [Frequency of current (Hz) = 2/100]→[wave = dilatational wave] | 0.32 | 1 | 0.32 | 2.55 | 9 |
| 4 | [Wave = dilatational wave]→[Frequency of current (Hz) = 2/100] | 0.32 | 0.82 | 0.39 | 2.55 | 9 |
| 5 | [Frequency of current (Hz) = 2/100]→[Retention time (min) = 30] | 0.32 | 1 | 0.32 | 1.27 | 9 |
| 6 | [Wave = dilatational wave]→[Retention time (min) = 30] | 0.39 | 1 | 0.39 | 1.27 | 11 |
| 7 | [Retention time (min) = 30, Frequency of current (Hz) = 2]→[wave = continuous wave] | 0.21 | 1 | 0.21 | 1.65 | 6 |
| 8 | [Frequency of current (Hz) = 2/100, wave = dilatational wave]→[Retention time (min) = 30] | 0.32 | 1 | 0.32 | 1.27 | 9 |
| 9 | [Retention time (min) = 30, Frequency of current (Hz) = 2/100]→[wave = dilatational wave] | 0.32 | 1 | 0.32 | 2.55 | 9 |
| 10 | [Retention time (min) = 30, wave = dilatational wave]→[Frequency of current (Hz) = 2/100] | 0.32 | 0.82 | 0.39 | 2.55 | 9 |
Fig. 2Network diagram of association rules of electroacupuncture parameters. *The nodes in the figure are the left-hand side (LHS) and right-hand side (RHS) of the association rule, and the arrow direction is from LHS to RHS. The width of the arrow indicates the degree of support, and the grayscale indicates the level of lift. “Retention time” refers to stimulation duration
Frequency of acupoints
| Number | Acupoint | Frequency (%) |
|---|---|---|
| 1 | Dubi (ST35) | 22 (14.01) |
| 2 | Liangqiu (ST34) | 21 (13.38) |
| 3 | Neixiyan (EX-LE4) | 21 (13.38) |
| 4 | Xuehai (SP10) | 18 (11.46) |
| 5 | Yanglingquan (GB34) | 17 (10.83) |
| 6 | Yinlingquan (SP9) | 14 (8.92) |
| 7 | Zusanli (ST36) | 13 (8.28) |
| 8 | Xiyan (EX-LE5) | 6 (3.82) |
| 9 | Ashi point | 5 (3.18) |
| 10 | Heding (EX-LE2) | 5 (3.18) |
| 11 | Xiyangguan (GB33) | 5 (3.18) |
| 12 | Ququan (LR8) | 4 (2.55) |
| 13 | Dachangshu (BL25) | 1 (0.64) |
| 14 | Qihaishu (BL24) | 1 (0.64) |
| 15 | Shenshu (BL23) | 1 (0.64) |
| 16 | Weizhong (BL40) | 1 (0.64) |
| 17 | Xuanzhong (GB39) | 1 (0.64) |
| 18 | Yinbao (LR9) | 1 (0.64) |
Frequency of channels
| Number | Channel | Count of acupoints | Frequency (%) |
|---|---|---|---|
| 1 | The stomach channel of foot Yangming | 3 | 56 (35.67) |
| 2 | The spleen channel of foot Taiyin | 2 | 32 (20.38) |
| 3 | Extra point (non-channel point) | 3 | 32 (20.38) |
| 4 | The gallbladder channel of foot Shaoyang | 3 | 23 (14.6) |
| 5 | The liver channel of foot Jueying | 2 | 5 (3.2) |
| 6 | Ashi point (ouch point) | 1 | 5 (3.2) |
| 7 | The bladder channel of foot Taiyang | 4 | 4 (2.5) |
Frequency ratio = cumulative frequency of acupoints belonging to the same channel/total frequency of all the acupoints involved
Association analysis of acupoints
| Number | Association rule | Support | Confidence | Coverage | Lift | Count |
|---|---|---|---|---|---|---|
| 1 | [Ququan (LR8)]→[Xiyangguan (GB33)] | 0.11 | 1.00 | 0.11 | 9.25 | 4 |
| 2 | [Xiyangguan (GB33)]→[Ququan (LR8)] | 0.11 | 1.00 | 0.11 | 9.25 | 4 |
| 3 | [Yinlingquan (SP9)]→[Liangqiu (ST34)] | 0.11 | 0.80 | 0.14 | 4.23 | 4 |
| 4 | [Yinlingquan (SP9)]→[Neixiyan (EX-LE4)] | 0.11 | 0.80 | 0.14 | 2.11 | 4 |
| 5 | [Xuehai (SP10)]→[Liangqiu (ST34)] | 0.16 | 1.00 | 0.16 | 5.29 | 6 |
| 6 | [Liangqiu (ST34)]→[Xuehai (SP10)] | 0.16 | 0.86 | 0.19 | 5.29 | 6 |
| 7 | [Zusanli (ST36)]→[Neixiyan (EX-LE4)] | 0.11 | 1.00 | 0.11 | 9.25 | 4 |
| 8 | [Neixiyan (EX-LE4)]→[Zusanli (ST36)] | 0.11 | 1.00 | 0.11 | 9.25 | 4 |
| 9 | [Zusanli (ST36)]→[Liangqiu (ST34)] | 0.11 | 1.00 | 0.11 | 7.40 | 4 |
| 10 | [Liangqiu (ST34)]→[Zusanli (ST36)] | 0.11 | 0.80 | 0.14 | 7.40 | 4 |
| 11 | [Neixiyan (EX-LE4)]→[Liangqiu (ST34)] | 0.11 | 1.00 | 0.11 | 7.40 | 4 |
| 12 | [Liangqiu (ST34)]→[Neixiyan (EX-LE4)] | 0.11 | 0.80 | 0.14 | 7.40 | 4 |
| 13 | [Dubi(ST35), Xuehai (SP10)]→[Liangqiu (ST34)] | 0.11 | 1.00 | 0.11 | 5.29 | 4 |
| 14 | [Dubi(ST35), Liangqiu (ST34)]→[Xuehai (SP10)] | 0.11 | 1.00 | 0.11 | 6.17 | 4 |
| 15 | [Dubi(ST35), Xuehai (SP10)]→[Neixiyan(EX-LE4)] | 0.11 | 1.00 | 0.11 | 2.64 | 4 |
| 16 | [Neixiyan(EX-LE4), Xuehai (SP10)]→{Dubi(ST35)} | 0.11 | 1.00 | 0.11 | 2.85 | 4 |
| 17 | [Neixiyan (EX-LE4), Zusanli (ST36)]→[Liangqiu (ST34)] | 0.11 | 1.00 | 0.11 | 7.40 | 4 |
| 18 | [Liangqiu (ST34), Zusanli (ST36)]→[= Neixiyan (EX-LE4)] | 0.11 | 1.00 | 0.11 | 9.25 | 4 |
| 19 | [Liangqiu (ST34), Neixiyan (EX-LE4)]→[Zusanli (ST36)] | 0.11 | 1.00 | 0.11 | 9.25 | 4 |
Fig. 3Network diagram of association rules of acupoints. *The nodes in the figure are the left-hand side (LHS) and right-hand side (RHS) of the association rule, and the arrow direction is from LHS to RHS. The width of the arrow indicates the degree of support, and the grayscale indicates the level of lift
Fig. 4Cluster dendrogram of acupoints