1.Effects and mechanisms of hpcMSC transplantation in ameliorating cognitive dysfunction, neuroinflammation, and hippocampal neuronal damage in stroke mice.
Guangping HAO ; Shanyou SONG ; Mengjun LI
Chinese Journal of Cellular and Molecular Immunology 2025;41(6):514-523
Objective To investigate the effects and underlying mechanisms of human placental chorionic plate-derived mesenchymal stem cells (hpcMSCs) on cognitive dysfunction, neuroinflammation, neuronal damage and synaptic plasticity in a mouse model of stroke. Methods A mouse model of middle cerebral artery occlusion (MCAO) was adopted. The mice were randomly divided into three groups: sham operation group, MCAO group and hpcMSCs treatment group, with seven mice in each group. The hpcMSCs treatment group received hpcMSCs transplantation on the 1st, 3rd and 10th day after MCAO. One month after MCAO, the cognitive ability of the mice was evaluated by Morris water maze and Y maze behavioral tests; the morphological changes and synaptic functions of hippocampal neurons were analyzed by HE staining, Nissl staining, Golgi staining and immunofluorescence staining techniques; the density and activation status of microglia was analyzed by Fluorescent labeling method; the levels of tumor necrosis factor α (TNF-α), interleukin 1β (IL-1β) and IL-6 in brain tissue were analyzed by ELISA; the expressions of phosphorylated-mitogen-activated protein kinase kinase 1 (p-MEK1), phosphorylated-extracellular regulated protein kinase (p-ERK) and phosphorylated-cAMP-response element binding protein (p-CREB) and other proteins related to neuroprotection in the signal pathways were detected by Western blotting; and electrophysiological detection was performed using hippocampal slices in vitro. Results Compared with the MCAO group, mice in the hpcMSCs treatment group showed significant improvements, including improved cognitive ability, alleviated neuroinflammation (demonstrated by reduced microglial activation and decreased levels of inflammatory factors TNF-α, IL-1β and IL-6), and increased neuronal density with normalized morphology of neurons in the hippocampal CA1 region. The treatment group also demonstrated a significantly increased number of Nissl-positive cells and density of dendritic spines of hippocampal neurons, along with restored frequency of miniature excitatory postsynaptic potential (mEPSP). Moreover, hpcMSCs treatment significantly increased the expression levels of p-MEK1, p-ERK and p-CREB in the hippocampus. Conclusion Transplantation of hpcMSCs ameliorates cognitive dysfunction and hippocampal neuronal injury in stroke mice through the reduction of neuroinflammation, restoration of hippocampal neuronal function, promotion of synaptic plasticity and activation of the MEK/ERK/CREB signaling pathway. These findings suggest a new potential therapeutic approach for post-stroke neural repair.
Animals
;
Hippocampus/physiopathology*
;
Mice
;
Cognitive Dysfunction/etiology*
;
Mesenchymal Stem Cell Transplantation
;
Male
;
Neurons/metabolism*
;
Stroke/metabolism*
;
Humans
;
Neuroinflammatory Diseases/therapy*
;
Female
;
Cyclic AMP Response Element-Binding Protein/metabolism*
;
Disease Models, Animal
;
Mesenchymal Stem Cells/cytology*
;
Mice, Inbred C57BL
2.Effects of Zhuang medicine Shuanglu Tongnao Formula on neuroinflammation in ischemic stroke model rats via the P2X7R/NLRP3 pathway.
Liangji GUO ; Ligui GAN ; Zujie QIN ; Hongli TENG ; Chenglong WANG ; Jiangcun WEI ; Xiaoping MEI
Chinese Journal of Cellular and Molecular Immunology 2025;41(11):985-991
Objective To explore the effects of Shuanglu Tongnao Formula on neuroinflammation in ischemic stroke (IS) rats via the P2X purinoceptor 7 receptor (P2X7R)/NLR family pyrin domain-containing 3 (NLRP3) pathway. Methods The rats were divided into five groups: the IS group, control group, Shuanglu Tongnao Formula group, P2X7R inhibitor brilliant blue G (BBG) group, and Shuanglu Tongnao Formula combined with P2X7R activator adenosine triphosphate (ATP) group, with 18 rats in each group. Except for the control group, rats in all other groups were used to construct an IS model using the suture method. After successful modeling, the drug was given once a day for 2 weeks. Neurological function scores and cerebral infarction volume ratios were measured in rats. Pathological examination of the ischemic penumbra brain tissue was performed. Immunofluorescence staining was used to quantify the proportions of microglia co-expressing both inducible nitric oxide synthase (iNOS) and ionized calcium-binding adapter molecule 1 (Iba1), as well as arginase 1 (Arg1) and Iba1, in the ischemic penumbra brain tissue. ELISA was used to detect tumor necrosis factor-alpha (TNF-α), transforming growth factor-beta (TGF-β), interleukin 6 (IL-6) and IL-10 in the ischemic penumbra brain tissue. Western blotting was used to measure P2X7R, NLRP3, and IL-1β proteins in the ischemic penumbra brain tissue. Results Compared with the control group, the IS group showed disordered neuronal arrangement, nuclear condensation, and obvious infiltration of inflammatory cells in the ischemic penumbra; significantly elevated neurological function scores, cerebral infarction volume ratios, proportions of microglia co-expressing iNOS and Iba1, and levels of TNF-α, IL-6, and P2X7R, NLRP3, IL-1β proteins; along with reduced proportions of microglia co-expressing Arg1 and Iba1 and levels of TGF-β and IL-10. Compared with the IS group, the Zhuang medicine Shuanglu Tongnao Formula and BBG groups demonstrated alleviated brain tissue damage; reduced neurological function scores, cerebral infarction volume ratios, proportions of microglia co-expressing iNOS and Iba1, and levels of TNF-α, IL-6, and P2X7R, NLRP3, IL-1β proteins; along with increased proportions of microglia co-expressing Arg1 and Iba1 and levels of TGF-β and IL-10. ATP reversed the effects of Zhuang medicine Shuanglu Tongnao Formula on microglial polarization and neuroinflammation in IS rats. Conclusion Zhuang medicine Shuanglu Tongnao Formula may promote the transformation of microglia from M1 type to M2 type by inhibiting the P2X7R/NLRP3 pathway, thereby improving neuroinflammation in IS rats.
Animals
;
NLR Family, Pyrin Domain-Containing 3 Protein/metabolism*
;
Receptors, Purinergic P2X7/metabolism*
;
Male
;
Drugs, Chinese Herbal/pharmacology*
;
Rats
;
Ischemic Stroke/pathology*
;
Rats, Sprague-Dawley
;
Disease Models, Animal
;
Signal Transduction/drug effects*
;
Neuroinflammatory Diseases/metabolism*
;
Tumor Necrosis Factor-alpha/metabolism*
;
Nitric Oxide Synthase Type II/metabolism*
;
Interleukin-10/metabolism*
;
Brain Ischemia/drug therapy*
;
Microglia/metabolism*
3.Xiangshao Granules Ameliorate Post-stroke Depression by Inhibiting Activation of Microglia and IDO1 Expression in Hippocampus and Prefrontal Cortex.
Cheng-Gang LI ; Lu-Shan XU ; Liang SUN ; Yu-Hao XU ; Xiang CAO ; Chen-Chen ZHAO ; Sheng-Nan XIA ; Qing-Xiu ZHANG ; Yun XU
Chinese journal of integrative medicine 2025;31(1):28-38
OBJECTIVE:
To investigate the therapeutic effect of Xiangshao Granules (XSG) on post-stroke depression (PSD) and explore the underlying mechanisms.
METHODS:
Forty-three C57BL/6J mice were divided into 3 groups: sham (n=15), PSD+vehicle (n=14), and PSD+XSG (n=14) groups according to a random number table. The PSD models were constructed using chronic unpredictable mild stress (CUMS) after middle cerebral artery occlusion (MCAO). The sham group only experienced the same surgical operation, but without MACO and CUMS stimulation. The XSG group received XSG (60 mg/kg per day) by gavage for 4 weeks. The mice in the sham and vehicle groups were given the same volume of 0.9% saline at the same time. The body weight and behavior tests including open field test, sucrose preference test, tail suspension test, and elevated plus-maze test, were used to validate the PSD mouse model. Real-time fluorescence quantitative polymerase chain reaction (RT-qPCR), enzyme-linked immunosorbent assay (ELISA), and immunofluorescence staining were used to evaluate the anti-inflammatory effects of XSG. The potential molecular mechanisms were explored and verified through network pharmacology analysis, Nissl staining, Western blot, ELISA, and RT-qPCR, respectively.
RESULTS:
The body weight and behavior tests showed that MCAO combined with CUMS successfully established the PSD models. XSG alleviated neuronal damage, reduced the expressions of pro-apoptotic proteins Caspase-3 and B-cell lymphoma-2 (BCL-2)-associated X (BAX), and increased the expression of anti-apoptotic protein BCL-2 in PSD mice (P<0.05 or P<0.01). XSG inhibited microglial activation and the expressions of pro-inflammatory cytokines including tumor necrosis factor-α, interleukin (IL)-1 β, and IL-6 via the toll-like receptor 4/nuclear factor kappa-B signaling pathway in PSD mice (P<0.05 or P<0.01). Furthermore, XSG decreased the expression of indoleamine 2,3-dioxygenase1 (IDO1) and increased the concentration of 5-hydroxytryptamine in PSD mice (P<0.05 or P<0.01).
CONCLUSION
XSG could reverse the anxiety/depressionlike behaviors and reduce the neuronal injury in the hippocampus and prefrontal cortex of PSD mice, which may be a potential therapeutic agent for PSD.
Animals
;
Indoleamine-Pyrrole 2,3,-Dioxygenase/metabolism*
;
Depression/etiology*
;
Drugs, Chinese Herbal/therapeutic use*
;
Hippocampus/metabolism*
;
Male
;
Mice, Inbred C57BL
;
Prefrontal Cortex/pathology*
;
Microglia/metabolism*
;
Stroke/drug therapy*
;
Disease Models, Animal
;
Mice
;
Behavior, Animal/drug effects*
4.A New Perspective on the Prediction and Treatment of Stroke: The Role of Uric Acid.
Bingrui ZHU ; Xiaobin HUANG ; Jiahao ZHANG ; Xiaoyu WANG ; Sixuan TIAN ; Tiantong ZHAN ; Yibo LIU ; Haocheng ZHANG ; Sheng CHEN ; Cheng YU
Neuroscience Bulletin 2025;41(3):486-500
Stroke, a major cerebrovascular disease, has high morbidity and mortality. Effective methods to reduce the risk and improve the prognosis are lacking. Currently, uric acid (UA) is associated with the pathological mechanism, prognosis, and therapy of stroke. UA plays pro/anti-oxidative and pro-inflammatory roles in vivo. The specific role of UA in stroke, which may have both neuroprotective and damaging effects, remains unclear. There is a U-shaped association between serum uric acid (SUA) levels and ischemic stroke (IS). UA therapy provides neuroprotection during reperfusion therapy for acute ischemic stroke (AIS). Urate-lowering therapy (ULT) plays a protective role in IS with hyperuricemia or gout. SUA levels are associated with the cerebrovascular injury mechanism, risk, and outcomes of hemorrhagic stroke. In this review, we summarize the current research on the role of UA in stroke, providing potential targets for its prediction and treatment.
Humans
;
Uric Acid/metabolism*
;
Stroke/drug therapy*
;
Animals
;
Hyperuricemia/drug therapy*
;
Ischemic Stroke/blood*
;
Biomarkers/blood*
5.Clinical efficacy of antagonistic needling therapy on post-stroke lower limb spasticity and its effect on muscle morphology.
Ting YU ; Jianwei WANG ; Xinyu JIAO ; Bolei LI ; Xinhaoning ZHANG ; Pengyu ZHU
Chinese Acupuncture & Moxibustion 2025;45(2):139-145
OBJECTIVE:
To observe the effects of antagonistic needling therapy on lower limb spasticity and the muscle morphology of the tibialis anterior and gastrocnemius in patients with stroke.
METHODS:
A total of 100 patients with post-stroke lower limb spasticity were randomly divided into an antagonistic needling group (50 cases, 1 case dropped out) and a routine acupuncture group (50 cases, 1 case dropped out). Both groups received basic treatment and rehabilitation training. The routine acupuncture group was treated with scalp acupuncture at anterior oblique line of vertex-temporal and vertex lateral line 1, combined with body acupuncture at Jianyu (LI15), Hegu (LI4), Zusanli (ST36), Taichong (LR3), etc. on the affected side, with Quchi (LI11) and Hegu (LI4), Zusanli (ST36) and Fenglong (ST40), Yanglingquan (GB34) and Taichong (LR3) connected to an electroacupuncture device, using disperse wave at 2 Hz of frequency. The antagonistic needling group used the same scalp and upper limb acupoints as the routine acupuncture group, with additional antagonistic needling on the lower limb at Yanglingquan (GB34), Qiuxu (GB40), Jiexi (ST41), and Xuanzhong (GB39) on the affected side, with Quchi (LI11) and Hegu (LI4), Yanglingquan (GB34) and Qiuxu (GB40), Jiexi (ST41), and Xuanzhong (GB39) connected to an electroacupuncture device, using disperse wave at 2 Hz of frequency. Both groups received treatment once daily for 6 consecutive days per course, with a total of 4 courses. The modified Ashworth scale (MAS), Holden functional ambulation classification (FAC), lower limb Fugl-Meyer assessment (FMA), composite spasticity scale (CSS), and musculoskeletal ultrasound parameters (thickness and fiber length of the tibialis anterior and gastrocnemius, and pennation angle of the gastrocnemius on both sides) were evaluated before and after treatment. Clinical efficacy was compared between the two groups.
RESULTS:
Compared before treatment, the MAS grades and CSS scores were decreased in both groups after treatment (P<0.01), with greater reductions in the antagonistic needling group (P<0.05, P<0.01). FAC grades and FMA scores were increased in both groups after treatment (P<0.01, P<0.05), with greater improvements in the antagonistic needling group (P<0.05). The muscle thickness, fiber length of the tibialis anterior, the muscle thickness, fiber length and pennation angle of the gastrocnemius on the affected side were improved in both groups after treatment (P<0.01), with greater improvements in the antagonistic needling group (P<0.01, P<0.05). On the unaffected side, these parameters were also increased after treatment in both groups (P<0.01, P<0.05), but the antagonistic needling group showed smaller increases than the routine acupuncture group (P<0.01, P<0.05). The total effective rate in the antagonistic needling group was 91.8% (45/49), higher than 81.6% (40/49) in the routine acupuncture group (P<0.05).
CONCLUSION
Antagonistic needling could effectively reduce spasticity, improve motor function, and enhance muscle structure in patients with post-stroke lower limb spasticity.
Humans
;
Male
;
Female
;
Acupuncture Therapy
;
Middle Aged
;
Muscle Spasticity/pathology*
;
Aged
;
Stroke/physiopathology*
;
Lower Extremity/physiopathology*
;
Acupuncture Points
;
Adult
;
Muscle, Skeletal/pathology*
;
Treatment Outcome
6.Efficacy of ultrasound-guided acupuncture at myofascial trigger points on improving gait function in patients with post-stroke foot drop.
Qingying LENG ; Xuena ZHENG ; Hui ZHONG ; Yanrou XIE ; Leyi LU ; Yongliang GUO ; Churong LIU
Chinese Acupuncture & Moxibustion 2025;45(2):146-150
OBJECTIVE:
To evaluate the clinical efficacy of ultrasound-guided acupuncture at myofascial trigger points (MTrPs) on treating post-stroke foot drop.
METHODS:
Sixty patients with post-stroke foot drop were randomly assigned to an observation group 1 (20 cases, 1 case dropped out), an observation group 2 (20 cases, 2 casses dropped out), and a control group (20 cases). The control group received conventional acupuncture at Yanglingquan (GB34), Jiexi (ST41), Taichong (LR3), Zusanli (ST36), Xuanzhong (GB39), and Qiuxu (GB40) on the affected side, once daily. In addition to the treatment of the control group , the observation group 1 received acupuncture at the tibialis anterior and gastrocnemius MTrPs, once every other day, while the observation group 2 received ultrasound-guided acupuncture at the tibialis anterior and gastrocnemius MTrPs, once every other day. All groups were treated for two weeks. Three-dimensional gait analysis was performed using an infrared motion capture system, and the Holden walking scale was used to evaluate walking ability before and after treatment in the three groups.
RESULTS:
Compared before treatment, the patients in the observation groups 1 and 2 showed increased walking speed (P<0.05, P<0.01), and improved Holden walking scale grades (P<0.05, P<0.01) after treatment; the patients in the observation group 2 also showed increased ankle dorsiflexion angles (P<0.05). The walking speeds of the observation groups 1 and 2 were faster than those of the control group after treatment (P<0.05), the Holden walking scale grade in the observation group 2 was superior to that in the control group (P<0.05).
CONCLUSION
The ultrasound-guided acupuncture at MTrPs could effectively improve gait function in post-stroke foot drop patients.
Humans
;
Acupuncture Therapy
;
Male
;
Female
;
Middle Aged
;
Stroke/physiopathology*
;
Aged
;
Trigger Points/physiopathology*
;
Gait
;
Acupuncture Points
;
Adult
;
Ultrasonography
;
Treatment Outcome
;
Gait Disorders, Neurologic/etiology*
7.SHI Xuemin's experience in treatment of stroke combined with obstructive sleep apnea hypopnea syndrome based on the theory of "stroke of lung qi exhaustion and snoring-like breathing".
Jiting LI ; Ziru YU ; Qian TIAN ; Zhe JI ; Peng ZHANG
Chinese Acupuncture & Moxibustion 2025;45(3):365-369
This article introduces the experience of Academician SHI Xuemin in treatment of stroke combined with obstructive sleep apnea hypopnea syndrome. It is believed that this disease is the syndrome of "stroke of lung qi exhaustion". It is rooted at the deficiency of primary qi, and lung qi declining; and characterized by phlegm stagnation, qi reversion and mind blockage. This disease is manifested as somnolence-like symptoms, snoring-like breathing and sawing-like expectorating. The therapeutic regimen focuses on "governing qihai (sea of qi ), regulating the spirit and adjusting the orifice closure". The main acupoints include Neiguan (PC6), Shuigou (GV26) and Sanyinjiao (SP6) to regain the consciousness and open the orifices. Besides, Renying (ST9) is added to regulate the respiration, Baihui (GV20) and Sishencong (EX-HN1) to harmonize the spirit, and Fengchi (GB20), Wangu (GB12) and Yifeng (TE17) to open the orifice for the treatment of symptoms. It provides a new idea for the clinical diagnosis and treatment of stroke with accompanying symptoms.
Humans
;
Sleep Apnea, Obstructive/complications*
;
Acupuncture Therapy
;
Stroke/physiopathology*
;
Male
;
Acupuncture Points
;
Female
;
Middle Aged
;
Qi
;
Aged
;
Lung/physiopathology*
;
Snoring/physiopathology*
;
Adult
;
Drugs, Chinese Herbal/administration & dosage*
8.Tongnao Huoluo Liyan acupuncture combined with rehabilitation training for post-stroke dysphagia: a randomized controlled trial.
Jiemiao XU ; Jian LIU ; Yongjun PENG
Chinese Acupuncture & Moxibustion 2025;45(4):435-441
OBJECTIVE:
To observe the efficacy of the Tongnao Huoluo Liyan (unblocking brain, activating collaterals and relaxing throat) acupuncture combined with rehabilitation training for post-stroke dysphagia (PSD).
METHODS:
A total of 92 PSD patients were randomly assigned to an observation group (46 cases, 1 case was discontinued) and a control group (46 cases, 1 case was discontinued, 1 case dropped out). The patients in the control group received rehabilitation training, including low-frequency neuromuscular electrical stimulation for swallowing, lip and tongue movement training, and oral sensory function training, once daily, five times per week, for four weeks. The patients in the observation group received the Tongnao Huoluo Liyan acupuncture method in addition to the same rehabilitation training. Acupoints included Lianquan (CV23), bilateral Jia Lianquan, Jinjin (EX-HN12), Yuye (EX-HN13), Baihui (GV20), Shuigou (GV26), and bilateral Neiguan (PC6), once daily, five times per week, for four weeks. Before and after treatment, Kubota water stvallowing test grading, standardized swallowing assessment (SSA) scores, Fujishima Ichiro swallowing efficacy scores, and swallowing quality of life questionnaire (SWAL-QOL) scores were assessed in both groups. Surface electromyography (sEMG) was used to evaluate the average amplitude (AEMG) and mean swallowing time of the suprahyoid and infrahyoid muscle groups.
RESULTS:
After treatment, the proportion of patients classified as Grade Ⅰ or Ⅱ in the Kubota water stvallowing test was increased in both groups (P<0.05), with better results in the observation group compared to the control group (P<0.05). Compare before treatment, SSA scores were decreased in both groups after treatment (P<0.05), with lower scores in the observation group than in the control group (P<0.05). Compare before treatment, Fujishima Ichiro swallowing efficacy scores and SWAL-QOL scores were improved in both groups after treatment (P<0.05), with significantly higher scores in the observation group than those in the control group (P<0.05). Compare before treatment, AEMG values of the Submental musckes and infrahyoid muscles groups were increased (P<0.05), and mean swallowing time was decreased (P<0.05) in both groups after treatment. The observation group showed greater increases in AEMG values and shorter mean swallowing times compared to the control group (P<0.05). The total effective rate was 97.8% (44/45) in the observation group, higher than 84.1% (37/44) in the control group (P<0.05).
CONCLUSION
The Tongnao Huoluo Liyan acupuncture combined with rehabilitation training could enhance the contraction function in swallowing-related muscle groups, facilitate hyoid and laryngeal elevation, restore swallowing function, and improve patients' quality of life. This combined treatment approach is superior to rehabilitation training alone.
Humans
;
Female
;
Acupuncture Therapy
;
Male
;
Middle Aged
;
Deglutition Disorders/physiopathology*
;
Aged
;
Stroke/complications*
;
Acupuncture Points
;
Adult
;
Treatment Outcome
;
Stroke Rehabilitation
;
Combined Modality Therapy
9.FU Wenbin's experience in treatment of post-stroke depression with holistic therapy of acupuncture and moxibusiton for Shugan Tiaoshen.
Yawen LI ; Bingxin WU ; Xiaochai GU ; Wenbin FU
Chinese Acupuncture & Moxibustion 2025;45(4):510-515
This paper introduces FU Wenbin's clinical experience in treatment of post-stroke depression with holistic therapy of acupuncture and moxibusiton for Shugan Tiaoshen (soothing the liver and regulating the mind). In pathogenesis, post-stroke depression is associated with the loss of the mind control and the failure of the liver in maintaining the free flow of qi. In treating principle, soothing the liver qi and regulating the mind are equally important, and the holistic regulation is applicable with the combination of multiple therapies. During treatment, the four-gate points are stimulated at first to promote liver qi flowing, the acupoints of the conception vessel and the governor vessel (e.g. Zhongwan [CV12], Guanyuan [CV4], Baihui [GV20], Yintang [GV24+]) are combined to regulate the mind and regain the consciousness. The conditions of illness are differentiated in terms of excess and deficiency, and the point prescription is modified accordingly. Refined moxibustion is applied specially at Fengchi (GB20), Fengfu (GV16) and Wangu (GB12) to warm meridians, strengthen yang and nourish the mind. In the last step of treatment, shallow needling techniques, such as the pricking and bloodletting, intradermal needling and auricular acupuncture, are used to consolidate the curative effect.
Humans
;
Acupuncture Therapy
;
Depression/etiology*
;
Stroke/psychology*
;
Female
;
Male
;
Middle Aged
;
Acupuncture Points
;
Moxibustion
;
Aged
;
Adult
10.Construction of an interpretable machine learning-based prediction model for the clinical effect on ischemic stroke in treatment with eye acupuncture combined with rehabilitation therapy.
Zhan ZHANG ; Delong JIANG ; Qingyan WANG ; Pengqin WANG
Chinese Acupuncture & Moxibustion 2025;45(5):559-567
OBJECTIVE:
To construct a prediction model for the clinical effect of eye acupuncture combined with rehabilitation therapy on ischemic stroke based on interpretable machine learning.
METHODS:
From January 1st, 2020 to October 1st, 2024, the clinical data of 470 patients with ischemic stroke were collected in the the Second Department of Encephalopathy Rehabilitation of the Affiliated Hospital of Liaoning University of TCM. The modified Barthel index (MBI) score before and after treatment was used to divide the patients into an effect group (291 cases) and a non-effect group (179 cases). Random forest and recursive feature elimination with cross-validation were combined to screen the predictors of the therapeutic effect of patients. Seven representative machine learning models with different principles were established according to the screening results. The predictive effect of the best model was evaluated by receiver operating characteristics (ROC), calibration, and clinical decision-making (DCA) curves. Finally, the Shapley additive explanation (SHAP) framework was used to interpret the prediction results of the best model.
RESULT:
①All the machine learning models presented the area under curve (AUC) to be above 85%. Of these models, the random forest model showed the best prediction ability, with AUC of 0.96 and the precision of 0.87. ②The prediction probability of calibration curve and the actual probability showed a good prediction consistency. ③The net benefit rate of DCA curve in the range of 0.1 to 1.0 was higher than the risk threshold, indicating a good effect of model. ④SHAP explained the characteristic values of variables that affected the prediction effect of the model, meaning, more days of treatment, lower MBI score before treatment, lower level of fibrinogen, shorter days of onset and younger age. These values demonstrated the better effect of eye acupuncture rehabilitation therapy.
CONCLUSION
The rehabilitation effect prediction model constructed in this study presents a good performance, which is conductive to assisting doctors in formulating targeted personalized rehabilitation programs, and identifying the benefit groups of eye acupuncture combined with rehabilitation therapy and finding the advantageous groups with clinical effect. It provides more ideas for the treatment of ischemic stroke with eye acupuncture combined with rehabilitation therapy.
Humans
;
Acupuncture Therapy
;
Machine Learning
;
Male
;
Female
;
Middle Aged
;
Ischemic Stroke/rehabilitation*
;
Aged
;
Stroke Rehabilitation
;
Adult
;
Eye

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