Objective: Asthma is a highly prevalent respiratory disease that remains difficult to control. Acupuncture, as an important alternative therapeutic modality in preventing and treating asthma, is widely used in the world due to its promising efficacy and safety. Although acupoint selection and combinations are critical to therapeutic effects of acupuncture, its fundamental rules for asthma have not been fully understood. Thus, using data mining, the present study aimed to discover the most effective acupoints and combinations in the acupuncture treatment of asthma. Methods: Controlled clinical trials (CCTs) of acupuncture treatment for asthma were searched and retrieved from databases including Chinese National Knowledge Infrastructure (CNKI), Wanfang, and PubMed. Data regarding the main acupoints prescribed in these clinical trials was collected and quantified. A network analysis was performed to uncover the interconnections between the acupoints. Additionally, hierarchical clustering analysis and association rule mining were conducted to discover the potential acupoint combinations. Results: A total of 183 CCTs were retrieved. Feishu (BL13), Dingchuan (EX-B1), Dazhui (GV14), Shengshu (BL23), Pishu (BL20), and Fengmen (BL12) appeared to be the most frequently used acupoints for asthma. While the Bladder Meridian of Foot Taiyang, the Governor Vessel, and the Conception Vessel, compared to other meridians, were found to be the more commonly selected meridians. In the acupoint interconnection network, Feishu (BL13), Fengmen (BL12), Dingchuan (EX-B1), and Dazhui (GV14) were defined as key node acupoints. Moreover, acupoint clustering analysis revealed the treatment principle of “facilitating the flow of the lung Qi, tonifying spleen and kidney, and treating both the symptoms and root causes.” Association rule mining analysis demonstrated that the combination of Pishu, Shenshu, Feishu, and Dingchuan, as well as that of Feishu, Dazhui, and Fengmen were potential acupoint combinations that should be selected with priority in asthma treatment. Conclusion: Based on a data mining analysis of published CCTs, this study provides valuable information regarding the selection of the most effective acupoints and combinations for clinical acupuncture practice and experimental study aimed at the prevention and treatment of asthma.

1.
Niespodziana
K
,
Borochova
K
,
Pazderova
P
,
Schlederer
T
,
Astafyeva
N
,
Baranovskaya
T
,
Toward personalization of asthma treatment according to trigger factors
.
J Allergy Clin Immunol
.
2020 Jun
;
145
(
6
):
1529
34
.
2.
Bahadori
K
,
Doyle-Waters
MM
,
Marra
C
,
Lynd
L
,
Alasaly
K
,
Swiston
J
,
Economic burden of asthma: a systematic review
.
BMC Pulm Med
.
2009 May 19
;
9
:
24
.
3.
Korsgaard
J
,
Ledet
M
.
Potential side effects in patients treated with inhaled corticosteroids and long-acting beta2-agonists
.
Respir Med
.
2009 Apr
;
103
(
4
):
566
73
. .
4.
Dahl
R
.
Systemic side effects of inhaled corticosteroids in patients with asthma
.
Respir Med
.
2006 Aug
;
100
(
8
):
1307
17
. .
5.
Diver
S
,
Russell
RJ
,
Brightling
CE
.
New and emerging drug treatments for severe asthma
.
Clin Exp Allergy
.
2018 Mar
;
48
(
3
):
241
52
. .
6.
Xu
YD
,
Yang
YQ
,
Zheng
YJ
.
G protein-coupled estrogen receptor, a potential therapeutic target of asthma probed by Chinese herb
.
J Leukoc Biol
.
2020 Jul
;
108
(
1
):
13
6
. .
7.
Use of acupuncture in modern health care
.
WHO Chron
.
1980
;
34
(
7–8
):
294
301
.
8.
NIH Consensus Conference. Acupuncture
.
JAMA
.
1998 Nov 4
;
280
(
17
):
1518
24
.
9.
Choi
JY
,
Jung
HJ
,
Kim
JI
,
Lee
MS
,
Kang
KW
,
Roh
YL
,
A randomized pilot study of acupuncture as an adjunct therapy in adult asthmatic patients
.
J Asthma
.
2010 Sep
;
47
(
7
):
774
80
.
10.
Yang
YQ
,
Chen
HP
,
Wang
Y
,
Yin
LM
,
Xu
YD
,
Ran
J
.
Considerations for use of acupuncture as supplemental therapy for patients with allergic asthma
.
Clin Rev Allergy Immunol
.
2013 Jun
;
44
(
3
):
254
61
. .
11.
Xu
YD
,
Cui
JM
,
Wang
Y
,
Yin
LM
,
Gao
CK
,
Liu
XY
,
Proteomic analysis reveals the deregulation of inflammation-related proteins in acupuncture-treated rats with asthma onset
.
Evid Based Complement Alternat Med
.
2012
;
2012
:
850512
.
12.
Brinkhaus
B
,
Roll
S
,
Jena
S
,
Icke
K
,
Adam
D
,
Binting
S
,
Acupuncture in patients with allergic asthma: a randomized pragmatic trial
.
J Altern Complement Med
.
2017 Apr
;
23
(
4
):
268
77
.
13.
Biernacki
W
,
Peake
MD
.
Acupuncture in treatment of stable asthma
.
Respir Med
.
1998 Sep
;
92
(
9
):
1143
5
. .
14.
Jiang
C
,
Jiang
L
,
Qin
Q
.
Conventional treatments plus acupuncture for asthma in adults and adolescent: a systematic review and meta-analysis
.
Evid Based Complement Alternat Med
.
2019 Jan
;
2019
:
9580670
. .
15.
Hsieh
PC
,
Cheng
CF
,
Wu
CW
,
Tzeng
IS
,
Kuo
CY
,
Hsu
PS
,
Combination of acupoints in treating patients with Chronic Obstructive Pulmonary Disease: an apriori algorithm-based association rule analysis
.
Evid Based Complement Alternat Med
.
2020 May
;
2020
:
8165296
.
16.
Yu
C
,
Wang
L
,
Kong
L
,
Shen
F
,
Du
Y
,
Kong
L
,
Acupoint combinations used for treatment of Alzheimer’s disease: a data mining analysis
.
J Tradit Chin Med
.
2018 Dec
;
38
(
6
):
943
52
.
17.
Lin
YH
,
Wu
HC
,
Hsieh
PC
,
Tzeng
IS
,
Wu
SY
,
Kuo
CY
.
An association rule analysis of combined acupoints for the treatment of patients with dry eye disease
.
Complement Med Res
.
2021
;
28
(
4
):
317
24
.
18.
Borgatti
SP
.
Centrality and network flow
.
Soc Netw
.
2005
;
27
(
1
):
55
71
. .
19.
Silverstein
C
,
Brin
S
,
Motwani
R
.
Beyond market baskets: generalizing association rules to dependence rules
.
Data Min Knowl Discov
.
1998
;
2
(
1
):
39
68
. .
20.
Toti
G
,
Vilalta
R
,
Lindner
P
,
Lefer
B
,
Macias
C
,
Price
D
,
Analysis of correlation between pediatric asthma exacerbation and exposure to pollutant mixtures with association rule mining
.
Artif Intell Med
.
2016 Nov
;
74
:
44
52
.
21.
Liu
YL
,
Zhang
LD
,
Ma
TM
,
Song
ST
,
Liu
HT
,
Wang
X
,
Feishu acupuncture inhibits acetylcholine synthesis and restores muscarinic acetylcholine receptor M2 expression in the lung when treating allergic asthma
.
Inflammation
.
2018 Jun
;
41
(
3
):
741
50
.
22.
Zhang
GS
,
Qiu
RR
,
Pan
J
,
Zhang
J
,
Zhang
C
,
Wang
CX
,
Effect of moxibustion at Feishu (BL 13) on airway inflammation in asthma model rats
.
J Acupunct Tuina Sci
.
2020
;
18
(
3
):
165
73
.
23.
Ngai
SP
,
Jones
YM
.
Skin impedance at acupuncture point dingchuan in subjects with and without asthma
.
Chin J Rehabil Med
.
2009
;
24
(
6
):
481
4
.
24.
Feng
JT
,
Hu
CP
,
Li
XZ
.
Dorsal root ganglion: the target of acupuncture in the treatment of asthma
.
Adv Ther
.
2007
;
24
(
3
):
598
602
. .
25.
Zhang
W
,
Zhang
Y
,
Ma
X
,
Chen
Y
.
Effects of acupuncturing Pishu combined with Ginsenoside Rg3 on the immune function of rats with chronic fatigue
.
Int J Clin Exp Med
.
2015 Oct
;
8
(
10
):
19022
9
.
26.
Zhao
C
,
Li
XY
,
Yang
Y
,
Li
ZY
,
Li
M
,
Tan
Q
,
An analysis of Treg/Th17 cells imbalance associated microRNA networks regulated by moxibustion therapy on Zusanli (ST36) and Shenshu (BL23) in mice with collagen induced arthritis
.
Am J Transl Res
.
2019 Jul
;
11
(
7
):
4029
45
.
27.
Wei
Y
,
Dong
M
,
Zhang
HY
,
Lv
YB
,
Liu
JQ
,
Wei
K
,
Acupuncture attenuated inflammation and inhibited Th17 and Treg activity in experimental asthma
.
Evid Based Complement Alternat Med
.
2015
;
2015
:
340126
.
28.
Cui
J
,
Dong
M
,
Yi
L
,
Wei
Y
,
Tang
WF
,
Zhu
XY
,
Acupuncture inhibited airway inflammation and group 2 innate lymphoid cells in the lung in an ovalbumin-induced murine asthma model
.
Acupunct Med
.
2021 Jun
;
39
(
3
):
217
25
.
Copyright / Drug Dosage / Disclaimer
Copyright: All rights reserved. No part of this publication may be translated into other languages, reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording, microcopying, or by any information storage and retrieval system, without permission in writing from the publisher.
Drug Dosage: The authors and the publisher have exerted every effort to ensure that drug selection and dosage set forth in this text are in accord with current recommendations and practice at the time of publication. However, in view of ongoing research, changes in government regulations, and the constant flow of information relating to drug therapy and drug reactions, the reader is urged to check the package insert for each drug for any changes in indications and dosage and for added warnings and precautions. This is particularly important when the recommended agent is a new and/or infrequently employed drug.
Disclaimer: The statements, opinions and data contained in this publication are solely those of the individual authors and contributors and not of the publishers and the editor(s). The appearance of advertisements or/and product references in the publication is not a warranty, endorsement, or approval of the products or services advertised or of their effectiveness, quality or safety. The publisher and the editor(s) disclaim responsibility for any injury to persons or property resulting from any ideas, methods, instructions or products referred to in the content or advertisements.
You do not currently have access to this content.