Objective: Based on deep learning, to explore the clinical effect of early rehabilitation intervention management model on the recovery of neurological function in patients with acute stroke. Methods: A total of 86 inpatients in our department from June 2019 to August 2020 were selected. According to the ward distribution, the hospital was randomly divided into routine drug treatment group (control group, 44 cases) and another ward was divided into early comprehensive rehabilitation treatment group (treatment group, 42 cases). The treatment group received regular rehabilitation training in addition to clinical medication, while the control group received clinical medication and self-exercise without guidance. They were evaluated 24 hours before treatment and 7-10 weeks after treatment. The motor function was evaluated by Furl—Meyer motor function integral method (FMA), and the daily living ability was scored by Barthel index. Results: There was no significant difference in Barthel index and FMA score between the treatment group and the control group before treatment. After treatment, the two indexes in the control group improved to a certain extent, but compared with the treatment group, the improvement degree was far less than that in the treatment group, and the difference was statistically significant (P < 0.01). The effective rate and total effective rate in the treatment group were significantly higher than those in the control group, with statistical difference between the two groups (P<0.05). Conclusion: Early rehabilitation intervention management model can effectively improve the neurological function of patients with acute stroke and improve the clinical efficacy, which is worthy of further promotion and use in clinical practice.

Xuefei HAN, Yongmei Yan. Study on the effect of rehabilitation therapy based on deep learning on functional recovery of stroke patients with hemiplegia. Frontiers in Medical Science Research (2021) Vol. 3 Issue 1: 22-27. https://doi.org/10.25236/FMSR.2021.030105.

[1] Gu Dasheng, Zhang Jiamin. Clinical study on improving comprehensive function of stroke patients with hemiplegia by tertiary rehabilitation therapy. Foot and Health Care, vol. 26, no. 021, pp. 74-75, 2017.

[2] Peng Juan, Yang Shibin, Xu Fangyuan, et al. Effect of early interventional mirror therapy on functional recovery of hemiplegic limbs in patients with ischemic stroke. Chinese Journal of Physical Medicine and Rehabilitation, vol. 41, no. 3, pp. 178-183, 2019.

[3] Hu Qinghua. Effect of early comprehensive rehabilitation treatment on ADL score of stroke patients with hemiplegia. Chinese and Foreign Medical Research, vol. 07, No.339, pp. 161-162, 2017.

[4] Molteni F, Formaggio E, Bosco A, et al. Brain Connectivity Modulation After Exoskeleton-Assisted Gait in Chronic Hemiplegic Stroke Survivors: A Pilot Study. American Journal of Physical Medicine & Rehabilitation, vol. 99, no. 8, pp. 1, 2020.

[5] Jiang Dan. Effect of early rehabilitation on limb function and activities of daily living of stroke patients with hemiplegia. Oriental Diet and Health Care, vol. 000, no. 004, pp. 62, 2017.

[6] Zhang Xinjie. Half-year observation on the effect of rehabilitation treatment on the function of stroke patients with hemiplegia. Health Frontier, vol. 026, no. 011, pp. 240, 2017.

[7] Longhi M, Muraccini M, Berardi A, et al. Shoulder kinematics in hemiplegic patients after stroke. Pilot study. Gait & Posture, 2019, 74:24-25.

[8] Cui Zhihui, Ren Huiming, Guo Xu, et al. The effect of intramuscular sticking of trunk core muscles combined with conventional rehabilitation treatment on the recovery of lower limb function in stroke patients with hemiplegia. Chinese Journal of Physical Medicine and Rehabilitation, vol. 042, no. 001, pp. 63-65, 2020.

[9] Lee Z I, Yu K J, Lee D H, et al. The Effect of Nebulized Glycopyrrolate on Posterior Drooling in Patients with Brain Injury: Two Cases of Different Brain Lesions. American Journal of Physical Medicine & Rehabilitation, vol. 96, no. 8, pp. 1, 2017.

[10] Chen Min, Xia yuehong. to explore the effect of early rehabilitation on limb function and activities of daily living of stroke patients with hemiplegia. everyone's health, vol. 516, no. 07, pp. 16-16, 2020.

[11] Kim C Y, Lee J S, Kim H D. Comparison of the Effect of Lateral and Backward Walking Training on Walking Function in Patients with Poststroke Hemiplegia. American Journal of Physical Medicine & Rehabilitation, vol. 96, no. 2, pp. 61-67, 2017.

[12] Liu Chunlei, Liu Xia, Li Feng. Effect of 30 min action observation training combined with rehabilitation therapy on depression scale and visual simulation score of early stroke hemiplegic patients. Chinese Primary Medicine, vol. 25, no. 20, pp. 2669, 2018.

[13] Zhang Xiaoyan. Study on the intervention effect of early rehabilitation on stroke patients with hemiplegia. Medicine and Health Care, vol. 026, no. 012, pp. 113-115, 2018.

[14] Zhang Haiyuan, Wang Qian, Liu Chao. Observation on the therapeutic effect of ultrasound-guided intra-articular injection combined with rehabilitation on shoulder pain after hemiplegia. Chinese Journal of Physical Medicine and Rehabilitation,vol. 041, no. 001, pp. 53-55, 2019.

[15] Li Yanping, Sun Haiyun, Ma Ronghui, et al. Effect of caregiver training on the quality of life of stroke patients with hemiplegia. Electronic Journal of Clinical Medical Literature, vol. 6, no. 26, pp. 148-150, 2019.

[16] Wang Xiaodong. Analysis of the influence of standardized tertiary rehabilitation treatment on the comprehensive function of stroke patients with hemiplegia. Electronic Journal of Clinical Medical Literature, vol. 7, no. 23, pp. 43-43, 2020.