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Shin H, Kim J, Park M, Jo H, Lee M, Cha S, Lee H, You S. Transcriptome profiling of aged-mice ovaries administered with individual ingredients of Samul-tang. Sci Data 2025; 12:81. [PMID: 39814759 PMCID: PMC11736141 DOI: 10.1038/s41597-025-04370-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Accepted: 01/01/2025] [Indexed: 01/18/2025] Open
Abstract
Samul-tang (SM) is a traditional multi-ingredient herbal formula that is widely used in clinical practice for treating female infertility. Despite its known therapeutic benefits, the complexity of its action mechanisms owing to the combination of multiple compounds has limited its research and integration into modern pharmacological science. To address this challenge, we identified 38 herbal compounds as the major ingredients in SM and generated their transcriptome data from aged-mice ovaries by administering these individual compounds. This dataset provides a resource for investigating the action mechanisms of SM and assist in identifying effective combinations of ingredients that can reproduce the therapeutic effects of SM.
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Affiliation(s)
- Hyejin Shin
- Korean Medicine (KM) Convergence Research Division, Korea Institute of Oriental Medicine, Daejeon, 34054, Republic of Korea
| | - Jihyun Kim
- Korean Medicine (KM) Convergence Research Division, Korea Institute of Oriental Medicine, Daejeon, 34054, Republic of Korea
| | - Musun Park
- KM Data Division, Korea Institute of Oriental Medicine, Daejeon, 34054, Republic of Korea
| | - Heeseon Jo
- Department of Pharmacy, College of Pharmacy and Research Institute for Drug Development, Pusan National University, Busan, 46241, Republic of Korea
| | - Myunggyo Lee
- Department of Pharmacy, College of Pharmacy and Research Institute for Drug Development, Pusan National University, Busan, 46241, Republic of Korea
| | - Seongwon Cha
- KM Data Division, Korea Institute of Oriental Medicine, Daejeon, 34054, Republic of Korea
| | - Haeseung Lee
- Department of Pharmacy, College of Pharmacy and Research Institute for Drug Development, Pusan National University, Busan, 46241, Republic of Korea.
| | - Sooseong You
- Korean Medicine (KM) Convergence Research Division, Korea Institute of Oriental Medicine, Daejeon, 34054, Republic of Korea.
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Park M, Shin S, Kim J, Kim JH, Kim DI, Sung SH, Park JK. A Survey of Utilization and Satisfaction of Korean Subfertility Treatment among Korean Women. Healthcare (Basel) 2024; 12:1600. [PMID: 39201159 PMCID: PMC11353467 DOI: 10.3390/healthcare12161600] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2024] [Revised: 08/05/2024] [Accepted: 08/10/2024] [Indexed: 09/02/2024] Open
Abstract
Low fertility is a critical social problem worldwide, and infertility has a prevalence of 15%. This cross-sectional study aimed to understand the factors affecting the usage and satisfaction of Korean medicine (KM) in subfertile women. An online survey was conducted from 3 November to 8 November 2021. The survey collected basic information, KM treatment experience, and satisfaction from women who experienced poor pregnancy. The t-test and chi-square test (χ2-test) were used to determine the overall characteristics of the subjects and factors affecting the utilization and satisfaction of KM treatment. Of the total of 29,465 people, 4922 read the survey email, and 601 responded. After excluding 51 respondents with questionable response patterns, 550 respondents were included in the final analysis. Of these, 43.1% (n = 237) had experience with conventional treatment, and 16.5% (n = 91) had received KM treatment. The group that received both KM treatment and CM treatment (n = 59, 24.9%) was significantly more prevalent than the group that received KM treatment alone (n = 32, 10.2%) (p = 0.00). Women who had given birth more than once or held a master's degree were significantly more willing to participate in the 'KM Support Project for Subfertility' program. Our findings suggest that subfertile patients prefer integrated treatment that combines KM and CM treatments. Further studies are needed to assess the status of integrative medicine treatment, satisfaction with each KM intervention, factors for low satisfaction, and patient requirements.
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Affiliation(s)
- Minjung Park
- Department of Public Health and Administration, Seoul Digital University, Seoul 07654, Republic of Korea
| | - Seungwon Shin
- College of Korean Medicine, Sangji University, Wonju 26339, Republic of Korea;
| | - Jihye Kim
- Research Institute of Korean Medicine Policy, The Association of Korean Medicine, Seoul 07525, Republic of Korea
| | - Jong-hyun Kim
- Department of Medical Classics and History, College of Korean Medicine, Gachon University, Seongnam 13306, Republic of Korea
| | - Dong-Il Kim
- Department of Obstetrics and Gynecology, College of Korean Medicine, Dongguk University, Gyeongju 38066, Republic of Korea
| | - Soo-Hyun Sung
- Department of Policy Development, National Institute for Korean Medicine Development, Seoul 04516, Republic of Korea
| | - Jang-Kyung Park
- Department of Korean Medicine Obstetrics and Gynecology, Pusan National University Korean Medicine Hospital, Yangsan 50612, Republic of Korea
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Hyun JY, Jung HS, Park JY. Herbal therapeutics for female infertility: A systematic review and meta-analysis. JOURNAL OF ETHNOPHARMACOLOGY 2024; 319:117258. [PMID: 37778518 DOI: 10.1016/j.jep.2023.117258] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Revised: 08/12/2023] [Accepted: 09/29/2023] [Indexed: 10/03/2023]
Abstract
ETHNOPHARMACOLOGICAL RELEVANCE Infertility is a global public health issue related to gynecological diseases and psychological disorders such as stress, depression, and fatigue. Prescriptions of various herbs in traditional East Asian medicine (TEAM) have recently gained attention among patients as a complementary alternative therapy for female infertility. However, studies on systemic analysis of the use of herbal medicines according to TEAM patterns or the therapeutic effects of herbal medicines on female infertility are limited. AIM OF THE STUDY We aimed to systematically investigate the single herb and TEAM patterns that are commonly used for treating female infertility using network analysis. Additionally, we performed a meta-analysis to assess the effect of herbal medicine on the pregnancy rate in women with infertility. MATERIALS AND METHODS PubMed, EMBASE, Korean Studies Information Service System, Science ON, Research Information Sharing Service, and Oriental Medicine Advanced Searching Integrated System were searched for randomized controlled trials (RCTs) reporting the pregnancy rate of herbal medicine for infertility until July 2021. Following identifying the top three herbs used in treating female infertility, a network analysis was performed to reveal the TEAM pattern relationships between each herb. A meta-analysis was performed to evaluate the therapeutic effect of herbal medicine on pregnancy rate. Moreover, the methodological quality of RCTs was analyzed using Consolidated Standards of Reporting Trials (CONSORT) extension guidelines and the Risk of bias (RoB) tool. RESULTS Eighteen RCTs with 2,662 participants were included. Cuscuta chinensis Lam. (Tusizi) is the most commonly used herb for treating female infertility, followed by Angelica gigas Nakai (Danggui) and Cyperus rotundus L. (Xiangfuzi). These herbs were mainly used to treat patients with kidney deficiency or kidney deficiency combined with blood stasis or Phlegm-dampness on the TEAM pattern. The meta-analysis revealed that the effect of herbal medicine led to a significant increase in pregnancy rates compared to the placebo treatment. Adverse events in the included studies were generally mild and infrequent. The methodological quality of RCTs using CONSORT extension was poor, while the RoB of the included RCTs was generally low. CONCLUSIONS The findings of this review suggest that herbal medicine will be beneficial for treating female infertility by improving pregnancy rates. However, more carefully designed studies on herbal medicines are encouraged to improve the quality of herbal medicine research in the future.
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Affiliation(s)
- Ji-Yoon Hyun
- College of Korean Medicine, Daejeon University, Daejeon, 34520, Republic of Korea.
| | - Hyeon-Suk Jung
- College of Korean Medicine, Daejeon University, Daejeon, 34520, Republic of Korea.
| | - Ji-Yeun Park
- College of Korean Medicine, Daejeon University, Daejeon, 34520, Republic of Korea.
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Yang XC, Liu Y, Sun WW, Shi G, Wu Y, Xu C, Meng QW, Hao ZP, Han Q, Zhao RH. Efficacy of Chinese Herbal Medicines on Pregnancy Outcomes in Patients with Endometriosis in Long-Term Management: A Multicenter Retrospective Cohort Study. Chin J Integr Med 2023; 29:971-979. [PMID: 37118531 DOI: 10.1007/s11655-023-3736-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/08/2023] [Indexed: 04/30/2023]
Abstract
OBJECTIVE To analyze the factors related to pregnancy of endometriosis and whether Chinese herbal medicines (CHMs) can improve pregnancy outcomes in patients with endometriosis in long-term management. METHODS This multicenter cohort study retrospectively analyzed the clinical data of endometriosis patients with fertility needs from January 2019 to November 2019. A total of 252 patients with endometriosis from 5 level-III Grade A hospitals in Beijing were included in this study. Univariate and multivariate logistic regression analysis were performed for the relevant factors. The propensity score matching (PSM) function of SPSS software was used to match the CHMs group with the non-CHMs group. The pregnancy rate and live birth rate were analyzed. RESULTS The results of univariate analysis showed that age, disease course, presence of infertility, presence of adenomyosis, time after surgery or use of gonadotropin-releasing hormone agonist (GnRH-a), use of CHMs and follow-up time were influencing factors of pregnancy in endometriosis patients (P<0.05). The results of multivariate analysis showed that age, presence of adenomyosis, time after surgery or use of GnRH-a, use of CHMs and follow-up time were independent factors affecting pregnancy in endometriosis patients, among which, age ⩾35 years old, presence of adenomyosis and follow-up time >6 months were independent risk factors (OR=0.445, 0.348, 0.140, respectively, P<0.05), time after surgery or use of GnRH-a ⩽6 months and use of CHMs were independent protective factors (OR=3.839, 3.842, respectively, P<0.05). After PSM, 99 pairs of two groups were matched successfully. The pregnancy rate of the CHMs group was higher than that of the non-CHMs group [55.56% (55/99) vs. 36.36% (36/99), P<0.05]. The live birth rate of the CHMs group was higher than that of the non-CHMs group [49.49% (49/99) vs. 35.35% (35/99), P<0.05]. CONCLUSION CHMs can effectively improve clinical pregnancy rate and live birth rate of patients with endometriosis in the chronic disease management.
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Affiliation(s)
- Xin-Chun Yang
- Department of Gynecology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China
| | - Yong Liu
- Department of Gynecology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China
| | - Wei-Wei Sun
- Department of Gynecology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China
| | - Guang Shi
- Department of Gynecology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China
| | - Ying Wu
- Department of Traditional Chinese Medicine, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing, 100026, China
| | - Cai Xu
- Department of Gynecology, Dongfang Hospital, Beijing University of Chinese Medicine, Beijing, 100078, China
| | - Qing-Wei Meng
- Department of Obstetrics and Gynecology, Beijing Hospital, Beijing, 100730, China
| | - Zeng-Ping Hao
- Department of Obstetrics and Gynecology, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, China
| | - Qian Han
- Department of Traditional Chinese Medicine, Beijing Obstetrics and Gynecology Hospital, Capital Medical University, Beijing, 100026, China
| | - Rui-Hua Zhao
- Department of Gynecology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, 100053, China.
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Mosavi S, Rostami A, Pooladi M, ShojaeiBaghini M, Poudineh S, Poudineh M, Behzadi E. Icariin, A Novel Promising Complementary Therapeutic Strategy in the Management of Female Infertility: A Literature Review:. Galen Med J 2023; 12:e2528. [PMID: 37706169 PMCID: PMC10497255 DOI: 10.31661/gmj.v12i.2528] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 08/02/2022] [Accepted: 08/22/2022] [Indexed: 09/15/2023] Open
Abstract
The prevalence of pre-menopausal female infertility is increasing considerably due to various causes such as environmental pollutants, increased administration of chemotherapeutics and radiation exposure, microbial infections, and genetic/epigenetic alterations. However, the current therapeutical strategies remain unfavorite as the disadvantages are strongly challenging. Icariin (ICI) is a phytoestrogen that exerts some promising properties in order to alleviate female infertility. Therefore, the current literature review aimed to evaluate the conducted studies regarding the beneficial impacts of ICI on the female reproductive system and female fecundity. The findings of the present study revealed that ICI is able to modulate the levels of reproductive hormones as it causes a significant decrement in the levels of luteinizing hormone (LH) and follicle-stimulating hormone (FSH) while increasing the levels of estrogen and progesterone. Furthermore, the administration of ICI results in a dramatic alteration in the expression of sex steroids’ receptors, particularly in female reproductive tissues. In addition, preserving ovarian follicular reserve, improving the ovarian and uterine histoarchitecture, elongating the estrous cycle duration, and eventually advancing the female fecundity are other major effects of ICI on the female reproductive system. Despite these desired beneficial properties, the current knowledge appears to be insufficient, hence further investigations, particularly on humans, are encouraged. To the best of our knowledge, this review provides a comprehensive information regarding the beneficial effects of Icariin on female infertility for the firs time.
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Affiliation(s)
- Sima Mosavi
- Department of Obstetrics and Gynecology, School of medicine, Urmia university of medical sciences, Urmia, Iran
| | - Amirabbas Rostami
- Department of Internal Medicine, Faculty of General Medicine, Yerevan State Medical University aer Mkhitar Heratsi, Yerevan, Armenia
| | - Marzieh Pooladi
- Department of Anatomical Sciences, School Of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Mahdie ShojaeiBaghini
- Medical Informatics Research Center, Institute for Futures Studies in Health, Kerman University of Medical Sciences, Kerman, Iran
| | - Sahar Poudineh
- School of Medicine, Mashhad Azad University, Mashhad, Iran
| | | | - Esmaeil Behzadi
- School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
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González-Muñoz A, Cuevas-Cervera M, Pérez-Montilla JJ, Aguilar-Núñez D, Hamed-Hamed D, Aguilar-García M, Pruimboom L, Navarro-Ledesma S. Efficacy of Photobiomodulation Therapy in the Treatment of Pain and Inflammation: A Literature Review. Healthcare (Basel) 2023; 11:938. [PMID: 37046865 PMCID: PMC10094541 DOI: 10.3390/healthcare11070938] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 03/17/2023] [Accepted: 03/19/2023] [Indexed: 04/14/2023] Open
Abstract
The main objective of this literature review was to analyze the efficacy of (PBM) therapy application on subjects with chronic pain and inflammation, and furthermore, to evaluate the methodological quality of the collected literature. The search was conducted using five databases: PubMed, ProQuest, Scopus, Web of Science, and PEDro. The keywords "low level laser therapy", "chronic pain", and "inflammation" provided the selection of RCTs that were published within the last 5 years, conducted in humans, and written in English. The PEDro Internal Validity Scale (IVS) checklist was used to evaluate the risk of bias in the included studies. A total of 11 articles were selected, all of them RCTs. Of the articles, five showed that PBM positively influences chronic pain, while another showed the same but only in the short term. In two other articles, the patient's inflammation improved markedly. In one article there was no improvement in chronic pain and in another, there was no improvement in inflammation. Four articles demonstrated that PBM is beneficial in acute pain. Furthermore, six studies were given an "excellent" score and the remaining five a "good" score based on the IVS. Photobiomodulation has beneficial effects on chronic pain and inflammation, although more research needs to be completed in this line for this to be clarified as the existence of RCTs on this subject is limited.
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Affiliation(s)
- Ana González-Muñoz
- Department of Physiotherapy, Faculty of Health Sciences, Campus of Melilla, University of Granada, Querol Street 5, 52004 Melilla, Spain
- Clinica Ana Gonzalez, Avenida Hernan Nuñez de Toledo 6, 29018 Malaga, Spain
| | - María Cuevas-Cervera
- Department of Physiotherapy, Faculty of Health Sciences, Campus of Melilla, University of Granada, Querol Street 5, 52004 Melilla, Spain
| | - José Javier Pérez-Montilla
- Department of Physiotherapy, Faculty of Health Sciences, Campus of Melilla, University of Granada, Querol Street 5, 52004 Melilla, Spain
| | - Daniel Aguilar-Núñez
- Department of Nursing and Podiatry, Faculty of Health Sciences, University of Malaga, 29071 Malaga, Spain
| | - Dina Hamed-Hamed
- Department of Physiotherapy, Faculty of Health Sciences, Campus of Melilla, University of Granada, Querol Street 5, 52004 Melilla, Spain
| | - María Aguilar-García
- Department of Physiotherapy, Faculty of Health Sciences, Campus of Melilla, University of Granada, Querol Street 5, 52004 Melilla, Spain
| | - Leo Pruimboom
- Department of Physiotherapy, University Chair in Clinical Psychoneuroimmunology (University of Granada and PNI Europe), 2518 JP The Hague, The Netherlands
| | - Santiago Navarro-Ledesma
- Department of Physiotherapy, Faculty of Health Sciences, Campus of Melilla, University of Granada, Querol Street 5, 52004 Melilla, Spain
- Department of Physiotherapy, University Chair in Clinical Psychoneuroimmunology (University of Granada and PNI Europe), 2518 JP The Hague, The Netherlands
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Therapeutic Mechanism and Clinical Observation of Traditional Chinese Medicine Combined with Interventional Recanalization for Tubal Infertility. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE 2021; 2021:2842250. [PMID: 34754312 PMCID: PMC8572586 DOI: 10.1155/2021/2842250] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Revised: 09/29/2021] [Accepted: 10/09/2021] [Indexed: 01/13/2023]
Abstract
To observe the clinical effect of traditional Chinese medicine (TCM) combined with interventional recanalization therapy in the treatment of tubal obstructive infertility, first, different treatment approaches were used on rabbits, and transmission electron microscopy (TEM) indicated that interventional recanalization combined with TCM can significantly ameliorate the pathological condition of the fallopian tube after treatment. Moreover, ELISA disclosed that the treatment could significantly reduce the levels of interleukin-1β (IL-1β), interleukin-6 (IL-6), and tumor necrosis factor-α (TNF-α) and increase the expression of interleukin-10 (IL-10), which demonstrated that TCM therapy can help against inflammation of the fallopian tubes. PCR array analysis revealed that BMP4, BMPR1A, SMAD2, SMAD3, SMAD4, and KLF10 expressions were upregulated, and SMAD7 expression was downregulated, proving that combined treatment could influence gene expression in the TGF-β family and further regulate the secretion of proteins in SMADs. In addition, a clinical study recorded the fallopian tube patency rate of 165 patients after 12 months. The recanalization rates in the two groups were 81.9% and 53.1%, with the higher rates in the combined medicine enema group. All these findings implied that interventional recanalization combined with TCM preparation has a stronger effect. The mechanism probably involves effects on the expression of genes in the TGF-β/SMAD and BMP/SMAD signaling pathways, with simultaneous regulation of inflammatory factors, thereby improving the ovarian environment and increasing pregnancy rates.
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Ngai FW, Lam W. Perception of family sense of coherence among Chinese couples with infertility. J Clin Nurs 2021; 30:3259-3267. [PMID: 33963632 DOI: 10.1111/jocn.15833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2021] [Revised: 04/15/2021] [Accepted: 04/19/2021] [Indexed: 11/28/2022]
Abstract
AIMS AND OBJECTIVES To explore perceptions of family sense of coherence among infertile couples and to provide a theoretical interpretation of the comprehensibility, manageability and meaningfulness of couples' experiences coping with infertility. BACKGROUND Infertility is a devastating experience for many couples and can have long-lasting psychosocial consequences. Family sense of coherence has the potential to facilitate a couple's adjustment to the life crisis of infertility and may provide a useful conceptual lens to understand experiences of infertility. METHODS Sixty-four couples with infertility participated in semi-structured interviews at subfertility clinics. Data were analysed using the constant comparative approach of grounded theory. COREQ guidelines were followed in reporting the study. RESULTS Three major themes related to infertility emerged from the interviews: comprehensibility, manageability and meaningfulness. The couples experienced psychological strain while making cognitive sense of infertility. The significance of children, which is embedded in traditional Chinese culture, created a sense of meaning and purpose in couples' lives and motivated them to mobilise both internal and external resources to cope with the demands of infertility and its treatment. CONCLUSIONS The findings indicate that the salutogenic model of family sense of coherence can contribute to our understanding of the experiences of infertility among Chinese couples. RELEVANCE TO CLINICAL PRACTICE The results offer a theoretical framework that healthcare professionals can use to help couples cope with the life crisis of infertility by strengthening their sense of family coherence.
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Affiliation(s)
- Fei Wan Ngai
- School of Nursing, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR
| | - Winsome Lam
- School of Nursing, The Hong Kong Polytechnic University, Hung Hom, Kowloon, Hong Kong SAR
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Huang Z, Miao J, Chen J, Zhong Y, Yang S, Ma Y, Wen C. A Traditional Chinese Medicine Syndrome Classification Model based on Cross-FGCNN: Model Development and Validation (Preprint). JMIR Med Inform 2021; 10:e29290. [PMID: 35384854 PMCID: PMC9021949 DOI: 10.2196/29290] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Revised: 12/17/2021] [Accepted: 02/13/2022] [Indexed: 12/02/2022] Open
Abstract
Background Nowadays, intelligent medicine is gaining widespread attention, and great progress has been made in Western medicine with the help of artificial intelligence to assist in decision making. Compared with Western medicine, traditional Chinese medicine (TCM) involves selecting the specific treatment method, prescription, and medication based on the dialectical results of each patient’s symptoms. For this reason, the development of a TCM-assisted decision-making system has lagged. Treatment based on syndrome differentiation is the core of TCM treatment; TCM doctors can dialectically classify diseases according to patients’ symptoms and optimize treatment in time. Therefore, the essence of a TCM-assisted decision-making system is a TCM intelligent, dialectical algorithm. Symptoms stored in electronic medical records are mostly associated with patients’ diseases; however, symptoms of TCM are mostly subjectively identified. In general electronic medical records, there are many missing values. TCM medical records, in which symptoms tend to cause high-dimensional sparse data, reduce algorithm accuracy. Objective This study aims to construct an algorithm model compatible for the multidimensional, highly sparse, and multiclassification task of TCM syndrome differentiation, so that it can be effectively applied to the intelligent dialectic of different diseases. Methods The relevant terms in electronic medical records were standardized with respect to symptoms and evidence-based criteria of TCM. We structuralized case data based on the classification of different symptoms and physical signs according to the 4 diagnostic examinations in TCM diagnosis. A novel cross-feature generation by convolution neural network model performed evidence-based recommendations based on the input embedded, structured medical record data. Results The data set included 5273 real dysmenorrhea cases from the Sichuan TCM big data management platform and the Chinese literature database, which were embedded into 60 fields after being structured and standardized. The training set and test set were randomly constructed in a ratio of 3:1. For the classification of different syndrome types, compared with 6 traditional, intelligent dialectical models and 3 click-through-rate models, the new model showed a good generalization ability and good classification effect. The comprehensive accuracy rate reached 96.21%. Conclusions The main contribution of this study is the construction of a new intelligent dialectical model combining the characteristics of TCM by treating intelligent dialectics as a high-dimensional sparse vector classification task. Owing to the standardization of the input symptoms, all the common symptoms of TCM are covered, and the model can differentiate the symptoms with a variety of missing values. Therefore, with the continuous improvement of disease data sets, this model has the potential to be applied to the dialectical classification of different diseases in TCM.
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Affiliation(s)
- Zonghai Huang
- College of Medical Information Engineering, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Jiaqing Miao
- School of Mathematics, Southwest Minzu University, Chengdu, China
| | - Ju Chen
- College of Medical Information Engineering, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Yanmei Zhong
- College of Medical Information Engineering, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Simin Yang
- College of Acupuncture-Moxibustion and Tuina, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Yiyi Ma
- College of Medical Information Engineering, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Chuanbiao Wen
- College of Medical Information Engineering, Chengdu University of Traditional Chinese Medicine, Chengdu, China
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