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González-Castro A, Leirós-Rodríguez R, Prada-García C, Benítez-Andrades JA. The Applications of Artificial Intelligence for Assessing Fall Risk: Systematic Review. J Med Internet Res 2024; 26:e54934. [PMID: 38684088 DOI: 10.2196/54934] [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] [Received: 11/28/2023] [Revised: 01/30/2024] [Accepted: 02/13/2024] [Indexed: 05/02/2024] Open
Abstract
BACKGROUND Falls and their consequences are a serious public health problem worldwide. Each year, 37.3 million falls requiring medical attention occur. Therefore, the analysis of fall risk is of great importance for prevention. Artificial intelligence (AI) represents an innovative tool for creating predictive statistical models of fall risk through data analysis. OBJECTIVE The aim of this review was to analyze the available evidence on the applications of AI in the analysis of data related to postural control and fall risk. METHODS A literature search was conducted in 6 databases with the following inclusion criteria: the articles had to be published within the last 5 years (from 2018 to 2024), they had to apply some method of AI, AI analyses had to be applied to data from samples consisting of humans, and the analyzed sample had to consist of individuals with independent walking with or without the assistance of external orthopedic devices. RESULTS We obtained a total of 3858 articles, of which 22 were finally selected. Data extraction for subsequent analysis varied in the different studies: 82% (18/22) of them extracted data through tests or functional assessments, and the remaining 18% (4/22) of them extracted through existing medical records. Different AI techniques were used throughout the articles. All the research included in the review obtained accuracy values of >70% in the predictive models obtained through AI. CONCLUSIONS The use of AI proves to be a valuable tool for creating predictive models of fall risk. The use of this tool could have a significant socioeconomic impact as it enables the development of low-cost predictive models with a high level of accuracy. TRIAL REGISTRATION PROSPERO CRD42023443277; https://tinyurl.com/4sb72ssv.
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Affiliation(s)
- Ana González-Castro
- Nursing and Physical Therapy Department, Universidad de León, Ponferrada, Spain
| | - Raquel Leirós-Rodríguez
- SALBIS Research Group, Nursing and Physical Therapy Department, Universidad de León, Ponferrada, Spain
| | - Camino Prada-García
- Department of Preventive Medicine and Public Health, Universidad de Valladolid, Valladolid, Spain
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Park HJ, Kim MG, Yoo YS, Lee B, Choi YJ, Son CG, Lee EJ. Determination of the Combined Effects of Asian Herbal Medicine with Calcium and/or Vitamin D Supplements on Bone Mineral Density in Primary Osteoporosis: A Systematic Review and Meta-Analysis. Osteoporos Int 2024:10.1007/s00198-024-07061-0. [PMID: 38472336 DOI: 10.1007/s00198-024-07061-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Accepted: 03/06/2024] [Indexed: 03/14/2024]
Abstract
Our review of 52 RCTs from 5 databases suggests a tendency for notable improvement in BMD when combining herbal medicine with supplements (calcium and vitamin D variants) compared to supplement monotherapy in primary osteoporosis. However, caution is needed in interpreting results due to substantial heterogeneity among included studies. PURPOSE To conduct a systematic review and meta-analysis to determine whether herbal medicine (HM) plus supplements such as calcium (Ca) or vitamin D (Vit.D) improves bone mineral density (BMD) compared to supplements alone in primary osteoporosis (OP) patients. METHODS We searched 5 databases for randomized controlled trials (RCTs) using HMs with supplements (Ca or Vit.D variants) as interventions for primary OP patients published until August 31, 2022. Meta-analysis using BMD score as the primary outcome was performed using RevMan 5.4 version. Risk of bias in the included studies was assessed useing RoB 2.0 tool. RESULTS In total, 52 RCTs involving 4,889 participants (1,408 men, 3,481 women) were included, with average BMD scores of 0.690 ± 0.095 g/cm2 (lumbar) and 0.625 ± 0.090 g/cm2 (femoral neck). As a result of performing meta-analysis using BMD scores for all 52 RCTs included in this review, combination of HMs with Ca and Vit.D variants improved the BMD score by 0.08 g/cm2 (lumbar, 38 RCTs, 95% CI: 0.06-0.10, p < 0.001, I2 = 97%) and 0.06 g/cm2 (femoral neck, 19 RCTs, 95% CI: 0.04-0.08, p < 0.001, I2 = 92%)compared to controls. However, statistical significance of the lumbar BMD improvement disappeared after adjusting for potential publication bias. CONCLUSION Our data suggest that combining of HM and supplements tends to be more effective in improving BMD in primary OP than supplements alone. However, caution is needed in interpretation due to the reporting bias and high heterogeneity among studies, and well-designed RCTs are required in the future.
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Affiliation(s)
- Hee-Joo Park
- Colleage of Korean Medicine, Daejeon University, 62, Daehak-Ro, Dong-Gu, Daejeon, 34520, Republic of Korea
| | - Min-Gyeong Kim
- Colleage of Korean Medicine, Daejeon University, 62, Daehak-Ro, Dong-Gu, Daejeon, 34520, Republic of Korea
| | - Young-Seo Yoo
- Colleage of Korean Medicine, Daejeon University, 62, Daehak-Ro, Dong-Gu, Daejeon, 34520, Republic of Korea
| | - Boram Lee
- KM Science Research Division, Korea Institute of Oriental Medicine, Daejeon, 34054, Republic of Korea
| | - Yu-Jin Choi
- Institute of Bioscience and Integrative Medicine, Daejeon University, 62 Daehak-Ro, Dong-Gu, Daejeon, 34520, Republic of Korea
| | - Chang-Gue Son
- Reseacrch Center for CFS/ME in Daejeon University, 75, Daedukdae-Ro 176, Seo-Gu, Daejeon, 35235, Republic of Korea
| | - Eun-Jung Lee
- Department of Korean Rehabilitation Medicine, College of Korean Medicine, Daejeon University, 62, Daehak-Ro, Dong-Gu, Daejeon, 34520, Republic of Korea.
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Fan W, Meng Y, Zhang J, Li M, Zhang Y, Qu X, Xiu X. To investigate the mechanism of Yiwei Decoction in the treatment of premature ovarian insufficiency-related osteoporosis using transcriptomics, network pharmacology and molecular docking techniques. Sci Rep 2023; 13:19016. [PMID: 37923747 PMCID: PMC10624676 DOI: 10.1038/s41598-023-45699-8] [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: 03/26/2023] [Accepted: 10/23/2023] [Indexed: 11/06/2023] Open
Abstract
To investigate the molecular mechanism of Yiwei Decoction (YWD) in preventing Premature ovarian insufficiency (POI)-related osteoporosis from the hypothalamic perspective , and to screen for the key active and acting molecules in YWD. Cyclophosphamide was used to create the POI rat model. Groups A, B, and C were established. The Model + YWD group was group A, the model control group was group B, and the normal control group was group C. ELISA was used to determine serum GnRH and FSH levels after gavage. The transcription levels of mRNAs in each group's hypothalamus tissues were examined using RNA-seq sequencing technology. The GSEA method was used to enrich pathways based on the gene expression levels of each group. The TCM-active ingredient-target-disease network map was created using differentially expressed mRNAs (DEmRNAs) and network pharmacology. The molecular docking method was employed to investigate the affinity of the active ingredient with key targets. GnRH and FSH levels in POI rats' serum were reduced by YWD. Between groups A and B, there were 638 DEmRNAs (P < 0.05) and 55 high-significance DEmRNAs (P-adjust < 0.01). The MAPK, Hedgehog, Calcium, and B cell receptor pathways are primarily enriched in DEmRNAs from Group A and Group B. The GSEA pathway enrichment analysis indicates that YWD may regulate Long-term potentiation, Amphetamine addiction, and the Renin-angiotensin system and play a role in preventing osteoporosis. The Chinese herbal medicine (CHM)-Active ingredient-Target-disease network map includes 137 targets, 4 CHMs, and 22 active ingredients. The result of docking indicated that Stigmasterol, interacts well with the core proteins ALB, VCL and KAT5. Following the screening, we identified the targets, active components, and key pathways associated with YWD osteoporosis prevention. Most of these key targets and pathways are associated with osteoporosis, but further experimental validation is required.
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Affiliation(s)
- Weisen Fan
- First Clinical College of Medicine, Shandong University of Traditional Chinese Medicine, Jinan, 250013, China
| | - Yan Meng
- School of Health, Shandong University of Traditional Chinese Medicine, Jinan, 250013, China
| | - Jing Zhang
- School of Health, Shandong University of Traditional Chinese Medicine, Jinan, 250013, China
| | - Muzhen Li
- College of Acupuncture and Massage, Shandong University of Traditional Chinese Medicine, Jinan, 250013, China
| | - Yingjie Zhang
- First Clinical College of Medicine, Shandong University of Traditional Chinese Medicine, Jinan, 250013, China.
| | - Xintian Qu
- First Clinical College of Medicine, Shandong University of Traditional Chinese Medicine, Jinan, 250013, China
| | - Xin Xiu
- First Clinical College of Medicine, Shandong University of Traditional Chinese Medicine, Jinan, 250013, China
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Li W, Ye B, Huang Z, Zhou H, Feng J, Chen Q, Huang H, Meng S, Qie F, Shi X. Effects of kidney tonic herbs for primary osteoporosis: A systematic review and meta-analysis. Medicine (Baltimore) 2023; 102:e35061. [PMID: 37904381 PMCID: PMC10615445 DOI: 10.1097/md.0000000000035061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/16/2023] [Accepted: 08/11/2023] [Indexed: 11/01/2023] Open
Abstract
BACKGROUND Primary osteoporosis (POP) is one of the most common orthopedic conditions with a high risk of fractures. Effective treatment of POP is crucial for reducing disability rates and improving quality of life. Kidney tonic therapy is a classical traditional Chinese medicine approach for treating POP. This study aims to provide a comprehensive and reliable assessment of the clinical evidence of kidney tonic herbs (KTH) in treating POP patients. METHODS An extensive literature search was conducted in 8 electronic databases from their inception through September 30, 2022, to evaluate the efficacy and safety of KTH for POP. We included 43 randomized controlled trials with 4349 participants. The qualified studies will be chosen and evaluated separately by 2 researchers. The primary outcome measure was bone mineral density (BMD) of lumbar. RevMan 5.3 and Stata 16 were used to carry out the meta-analyses. RESULTS Our meta-analysis showed 29 studies with significantly increased lumbar BMD (mean difference [MD] = 0.06; 95% confidence interval [CI]; I2 = 98%, P = .003), 18 studies with noticeably higher femoral neck BMD (MD = 0.08; 95% CI; I2 = 98%, P = .0005), 6 studies with significantly increased femoral trochanter BMD (MD = 0.10; 95% CI; I2 = 97%, P = .002), 4 studies with noticeably higher ward's triangle BMD (MD = 0.13; 95% CI; I2 = 100%, P = .04), and 3 studies with noticeably higher distal radius BMD (MD = 0.06; 95% CI; I2 = 86%, P = .009). One study showed 12 falls and 8 fallers in the intervention group, 28 falls and 17 fallers in the control group at 36 months. 3 studies showed a significant difference in fracture incidence between the intervention group and the control group (95% CI: 0.15-0.81; I2 = 0%, P = .01). Additionally, the meta-analysis demonstrated that KTH offered superior pain relief (8 trials, n = 980; 95% CI: -1.05 to -0.74; I2 = 94%, P < .00001). Besides, KTH found no serious harmful effects. DISCUSSION KTH may increase BMD and decrease the likelihood of fractures in POP patients. However, further research is necessary to investigate the effectiveness of KTH in reducing falls and fractures.
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Affiliation(s)
- Wei Li
- Zhejiang Chinese Medical University, Hangzhou, China
| | - Baisheng Ye
- Zhejiang Chinese Medical University, Hangzhou, China
| | - Zhen Huang
- Zhejiang Chinese Medical University, Hangzhou, China
| | - Hang Zhou
- Zhejiang Chinese Medical University, Hangzhou, China
| | - Jie Feng
- Zhejiang Chinese Medical University, Hangzhou, China
| | - Qi Chen
- Zhejiang Chinese Medical University, Hangzhou, China
| | - Hai Huang
- Zhejiang Chinese Medical University, Hangzhou, China
| | - Shilong Meng
- Zhejiang Chinese Medical University, Hangzhou, China
| | | | - Xiaolin Shi
- The Second Affiliated Hospital of Zhejiang Chinese Medical University, Hangzhou, China
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Fu M, Guo J, Zhao Y, Zhang Y, Zhang Y, Wang Z, Hou Z. Characteristics of Fall-Related Fractures in Older Adults with Cerebrovascular Disease: A Cross-Sectional Study. Clin Interv Aging 2021; 16:1337-1346. [PMID: 34285478 PMCID: PMC8286076 DOI: 10.2147/cia.s316739] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Accepted: 06/25/2021] [Indexed: 11/23/2022] Open
Abstract
Purpose Limited information exists on fall-related fractures in older adults with cerebrovascular disease. This study aimed to determine the characteristics of older adults with cerebrovascular disease who sustained fall-related fractures and identify the associated risk factors for perioperative complications. Patients and Methods This was a cross-sectional study, which included patients with cerebrovascular disease who sustained fractures between Jan. 2017 and Dec. 2019. The collected data included demographics (age and gender), time and place of fracture occurrence, mechanism of injury, fracture location, type of cerebrovascular disease, complications, and comorbidities. Results A total of 768 patients with 815 fractures were included; there were 253 males and 515 females, with an average age of 78.3 years. For either males or females, 80–84 years was the most commonly involved age group. Most (61.0%) patients had their fractures occurring at home and most fractures (70.7%) occurred during the daytime. Most were hip fractures and limb weakness; instability-related falls were the most common cause of fracture, making a proportion of 34.5%. Patients who suffered falls were mainly combining ischemic cerebrovascular disease. Most (85.9%) patients presented with at least one comorbid disease and the perioperative complication rate was 76.9% in total cases. Age≥80 (OR: 1.772, 95% CI: 1.236–2.540) and the number of comorbidities≥3 (OR: 1.606, 95% CI: 1.035–2.494) were found independently associated with complications, while the type of cerebrovascular disease, fracture location, and comorbidities of prior fragility fracture and respiratory disease were not significantly correlated with complications. Conclusion Our findings highlighted that more focus on improved physical function explored in intervention setting and the importance of primary home prevention measures seems justified in China and maybe other countries as well. It is the first study that presented the epidemiological characteristics of older adults with cerebrovascular disease who later experienced a fracture.
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Affiliation(s)
- Mingming Fu
- Department of Geriatric Orthopedics, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, People's Republic of China
| | - Junfei Guo
- Department of Orthopaedic Surgery, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China
| | - Yuqi Zhao
- Department of Geriatric Orthopedics, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, People's Republic of China
| | - Yaqian Zhang
- Department of Geriatric Orthopedics, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, People's Republic of China
| | - Yingze Zhang
- Department of Orthopaedic Surgery, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China.,NHC Key Laboratory of Intelligent Orthopeadic Equipment (The Third Hospital of Hebei Medical University), Shijiazhuang, Hebei, 050051, People's Republic of China.,Chinese Academy of Engineering, Beijing, 100088, People's Republic of China
| | - Zhiqian Wang
- Department of Geriatric Orthopedics, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, People's Republic of China
| | - Zhiyong Hou
- Department of Orthopaedic Surgery, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050051, People's Republic of China.,NHC Key Laboratory of Intelligent Orthopeadic Equipment (The Third Hospital of Hebei Medical University), Shijiazhuang, Hebei, 050051, People's Republic of China
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Tang H, Hosein A, Mattioli-Belmonte M. Traditional Chinese Medicine and orthopedic biomaterials: Host of opportunities from herbal extracts. MATERIALS SCIENCE & ENGINEERING. C, MATERIALS FOR BIOLOGICAL APPLICATIONS 2021; 120:111760. [PMID: 33545901 DOI: 10.1016/j.msec.2020.111760] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 11/13/2020] [Accepted: 11/24/2020] [Indexed: 12/15/2022]
Abstract
The role of Traditional Chinese Medicine (TCM), especially herbs or herbal extracts, in treating diseases has received increasing attention. This review focuses on the use of herbal extracts as signaling molecules and functional materials in the field of orthopedics, biomaterial science and bone tissue engineering strategies. A literature review using both Chinese and English references on herbs and herbal extracts based on TCM theory used in orthopedics and biomaterial science was performed. We discuss the efficacy of herbs, the active extracts from these herbs, the combination of herbal extracts and biomaterials and, finally, the application of herbal extracts to the biomaterials specific to orthopedics. Only a few studies have confirmed the feasibility of applying herbal extracts to biomaterials to improve the role of biomaterials and/or optimize drug delivery and release in orthopedics. In this context, this review reveals a new and promising direction for herbal extracts, where the use of herbal extracts based on TCM systemic treatment, can change the limited modern medicine view of biomaterials as "only for local treatment" when considering its efficacy.
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Affiliation(s)
- Huijuan Tang
- Department of Clinical and Molecular Sciences, Università Politecnica delle Marche, Ancona, Italy; First College of Clinical Medicine, Nanjing University of Chinese Medicine, Nanjing, China
| | - Andrell Hosein
- Department of Clinical and Molecular Sciences, Università Politecnica delle Marche, Ancona, Italy
| | - Monica Mattioli-Belmonte
- Department of Clinical and Molecular Sciences, Università Politecnica delle Marche, Ancona, Italy.
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The Efficacy and Safety of Traditional Chinese Medicine Tonifying-Shen (Kidney) Principle for Primary Osteoporosis: A Systematic Review and Meta-Analysis of Randomized Controlled Trials. EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE 2020; 2020:5687421. [PMID: 33082825 PMCID: PMC7559232 DOI: 10.1155/2020/5687421] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Revised: 08/30/2020] [Accepted: 09/16/2020] [Indexed: 12/12/2022]
Abstract
Objective This study aimed to appraise the efficacy and safety of the tonifying-Shen (kidney) principle (TS (TK) principle) for primary osteoporosis (POP). Methods Randomized controlled clinical trials (RCTs) using the TS (TK) principle for POP were searched from eight electronic databases to search for relevant literature that was published from the initiation to September 2019. Two reviewers performed study selection, data extraction, data synthesis, and quality assessment independently. Review Manager 5.3 software was used to assess the risk of bias and conduct the data synthesis. We assessed the quality of evidence for outcomes by using the Grading of Recommendations Assessment, Development, and Evaluation (GRADE) system. Results Thirty-six studies with 3617 participants were included. Meta-analysis showed a consistently superior effect of the TS (TK) principle combined with conventional Western medicine (CWM) in terms of total effectiveness rates (RR = 1.28; 95% CI (1.23, 1.33); P < 0.00001), BMD of the lumbar spine (SMD = 0.71; 95% CI (0.47, 0.95); P < 0.00001) and proximal femur (SMD = 0.94; 95% CI (0.49, 1.38); P < 0.00001), TCM symptom integral (SMD = −1.23; 95% CI (−1.43, −1.02); P < 0.00001), and VAS scores (SMD = −3.88; 95% CI (−5.29, −2.46); P < 0.00001), when compared to using CWM alone and with significant differences. Besides, in respect of adverse effects, it showed no significant statistical difference between the experimental and control groups, RR = 0.99 and 95% CI (0.65, 1.51), P=0.97. Conclusion Our meta-analysis provides promising evidence to suggest that using the TS (TK) principle combined with CWM for POP is more effective than using CWM alone. Also, both of them are safe and reliable for POP.
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