1.Application Practice of AI Empowering Post-discharge Specialized Disease Management in Postoperative Rehabilitation of the Lung Cancer Patients Undergoing Surgery.
Mei LI ; Hongbing ZHANG ; Chunqiu XIA ; Yuqi ZHANG ; Huihui JI ; Yi SHI ; Liran DUAN ; Lingyu GUO ; Jinghao LIU ; Xin LI ; Ming DONG ; Jun CHEN
Chinese Journal of Lung Cancer 2025;28(3):176-182
BACKGROUND:
Lung cancer is the leading malignancy in China in terms of both incidence and mortality. With increased health awareness and the widespread use of low-dose computed tomography (CT), early diagnosis rates have been steadily improving. Surgical intervention remains the primary treatment option for early-stage lung cancer, and video-assisted thoracoscopic surgery (VATS) has become a common approach due to its minimal invasiveness and rapid recovery. However, post-discharge recovery remains incomplete, underscoring the importance of postoperative care. Traditional follow-up methods, lack standardization, consume significant medical resources, and increase the burden of the patients. Artificial intelligence (AI)-driven disease management platforms offer a novel solution to optimize postoperative follow-up. This study followed 463 lung cancer surgery patients using an AI-based platform, aiming to identify common postoperative issues, propose solutions, improve quality of life, reduce recurrence-related costs, and promote AI integration in healthcare.
METHODS:
Using the AI disease management platform, this study integrated educational videos, collaboration between healthcare teams and AI assistants, daily health logs, health assessment forms, and personalized interventions to monitor postoperative recovery. The postoperative rehabilitation status of the patients was assessed by the Leicester Cough Questionnaire (LCQ-MC). Two independent t-test and one-way ANOVA were used to analyze the causes of postoperative cough in lung cancer.
RESULTS:
Most issues occurred within 7 d post-discharge, significantly declined on 14 d post-discharge. Factors such as gender, smoking history, and surgical approaches were found to influence cough recovery. The incidence of cough on 7 d post-discharge in females was higher than that in males (P<0.01), while the incidence of cough on 14 d post-discharge in elderly patients was lower than that in young patients (P=0.03). The AI-based platform effectively addressed cough, pain, and sleep disturbances through phased interventions.
CONCLUSIONS
The AI-based platform significantly enhanced postoperative management efficiency and the self-care capabilities of the patients, particularly in phased cough management. Future integration with wearable devices could enable more precise and personalized postoperative care, further advancing the application of AI technology across multidisciplinary healthcare domains.
Humans
;
Lung Neoplasms/rehabilitation*
;
Male
;
Female
;
Middle Aged
;
Aged
;
Patient Discharge
;
Artificial Intelligence
;
Adult
;
Postoperative Care
;
Postoperative Period
;
Disease Management
;
Quality of Life
2.Summary of the Best Evidence for Pulmonary Function Rehabilitation Management in Lung Transplant Recipients.
Jinhong YING ; Ying WANG ; Jia QIAN
Chinese Journal of Lung Cancer 2025;28(9):680-688
BACKGROUND:
For lung transplant recipients (LTRs), rehabilitation management after lung transplantation is a crucial link affecting the recovery of pulmonary function. This study systematically summarizes and generalizes the relevant evidences on postoperative pulmonary function rehabilitation management in LTRs, thereby providing a basis for formulating clinical strategies for postoperative pulmonary function rehabilitation management in this patient population.
METHODS:
Based on the "6S" evidence model, a systematic search was conducted in domestic and international databases and websites, including UpToDate, BMJ Best Practice, Cochrane Library, Web of Science, China Biomedical Literature Database (CBM), China National Knowledge Infrastructure (CNKI), Wanfang Database, Guidelines International Network (GIN), and China Yimai Tong Guidelines Network, from the establishment of each database to July 2025. Relevant evidences on postoperative pulmonary function rehabilitation management for LTRs were extracted, and two researchers independently conducted quality assessment, evidence extraction, and integration of the included literature.
RESULTS:
A total of 18 studies were included, consisting of 3 expert consensuses, 4 systematic reviews/evidence summaries, 4 randomized controlled trials (RCTs), 5 quasi-experimental studies, and 2 cohort studies. A total of 30 pieces of best evidence were summarized, covering 8 themes: rehabilitation assessment, early intervention, exercise training, nutritional management, medication management, respiratory function training, psychological support, and long-term follow-up.
CONCLUSIONS
Based on evidence-based principles, this study summarizes the best evidence for postoperative pulmonary function rehabilitation training in LTRs and proposes 30 clinically applicable recommendations, which provides a theoretical basis for the clinical implementation of pulmonary function rehabilitation management. Clinical medical and nursing staff should combine specific clinical scenarios and professional judgments to translate the evidence into practice, and provide scientific rehabilitation management and guidance for LTRs.
Humans
;
Lung Transplantation/rehabilitation*
;
Lung/surgery*
;
Transplant Recipients
3.Improvement effect of rehabilitation nursing based on IKAP theory on patients with urinary incontinence after radical prostatectomy.
Ting-Ting XIA ; Wen-Fang CHEN ; Jie LIU ; Xiao-Wen TAN ; Juan LI ; Yan-Yan ZHANG ; Yu-Mei CAO ; Song XU ; Ting-Ling ZHANG
National Journal of Andrology 2025;31(5):438-443
OBJECTIVE:
To explore the improvement effect of rehabilitation nursing based on information-knowledge-belief-behavior (IKAP) theory on urinary incontinence patients after radical prostatectomy.
METHODS
Sixty-six patients with urinary incontinence who received robot-assisted laparoscopic radical prostatectomy in General Hospital of Eastern Theater Command from January 2021 to January 2023 were selected and divided into control group (n=33) and observation group (n=33) according to random number table method. The patients in the control group were treated with rehabilitation nursing. The patients in the observation group were treated with rehabilitation nursing guided by IKAP theory. The recovery of urinary incontinence, duration of urinary incontinence, subjective well-being, quality of life, psychological and emotional indexes of patients in the two groups were compared. Results: The total effective rate of urinary incontinence recovery in the observation group was significantly higher than that in the control group (90.91% vs 60.61%,P<0.05). The duration of urinary incontinence in the observation group was significantly shorter than that in the control group ([3.36±1.54]d vs [4.15±1.36]d,P<0.05). And the subjective well-being score in observation group was significantly higher than that in the control group ([19.36±2.69]points vs [11.65±2.65]points, P<0.05). There was no significant difference in preoperative physical function, social function,and mental health scores between the two groups (P>0.05). And all scores in the observation group were significantly higher than those in the control group after surgery (P<0.05). There was no significant difference in the preoperative SAS and SDS scores between the two groups of patients (P>0.05). And the scores of SAS and SDS in observation group were lower than those of the control group after the operation (P<0.05). Conclusion: Rehabilitation nursing based on IKAP theory can significantly improve urinary incontinence in patients with prostate cancer after surgery, which promotes the recovery of urinary incontinence, shortens the time of urinary incontinence, and improves the subjective well-being and quality of life, as well as reduces the negative impact of negative emotions. Therefore, it can be widely promoted and implemented in clinical practice.
Humans
;
Prostatectomy/adverse effects*
;
Urinary Incontinence/etiology*
;
Male
;
Quality of Life
;
Rehabilitation Nursing
;
Middle Aged
;
Aged
4.Significance of precise classification of sacral meningeal cysts by multiple dimensions radiographic reconstruction MRI in guiding operative strategy and rehabilitation.
Jianjun SUN ; Qianquan MA ; Xiaoliang YIN ; Chenlong YANG ; Jia ZHANG ; Suhua CHEN ; Chao WU ; Jingcheng XIE ; Yunfeng HAN ; Guozhong LIN ; Yu SI ; Jun YANG ; Haibo WU ; Qiang ZHAO
Journal of Peking University(Health Sciences) 2025;57(2):303-308
OBJECTIVE:
To precise classify sacral meningeal cysts, effective guide minimally invasive neurosurgery and postoperative personalized rehabilitation by multiple dimensions radiographic reconstruction MRI.
METHODS:
From March to December 2021, based on the original 3D-fast imaging employing steadystate acquisition (FIESTA) scanning sequence, 92 patients with sacral meningeal cysts were pre-operatively evaluated by multiple dimensional reconstruction MRI. The shape of nerve root and the leakage of cyst were reconstructed according to the direction of nerve root or leakage track showed on original MRI scans. Sacral canal cysts were accurately classified as including nerve root and without nerve root, so as to accurately design the incision of skin and formulate corresponding open range of the posterior wall of the sacral canal. Under the microscope intraoperation, the shape of the nerve roots inside cysts or leakage track of the cysts without nerve roots were verified and explored. After the reinforcement and shaping operation, several reexaminations of multiple dimensional reconstruction MRI were performed to understand the deformation of the nerve root and hydrops in the operation cavity, so as to formulate a persona-lized rehabilitation plan for the patients.
RESULTS:
Among the 92 patients with sacral mengingeal cyst, 58 (63.0%) cysts with nerve root cyst, 29 (31.5%) cysts without nerve root cyst, and 5 (5.4%) cysts with mixed sacral canal cyst. In 58 patients with nerve root cysts, the accuracy of preoperative clinical classification on MRI image reached 96.6% (56/58) through confirmation by operating microscope. Only 2 cases of large single cyst with nerve root on the head of cyst were mistaken for without nerve root type. In 29 patients with sacral cyst without nerve root, the accuracy of preoperative image reached 100% through confirmation by operating microscope. The accuracy of judging the internal nerve root and leakage of 12 cases with recurrent sacral cyst was also 100%. Two cases of delayed postoperative hydrops were found one month after operation. After rehabilitation treatment by moxibustion and bathing, the hydrops disappeared 4-6 months after operation.
CONCLUSION
Multiple dimensional reconstruction MRI can precisely make clinical classification of sacral meningeal cysts before operation, guide minimally invasive neurosurgery effectively, and improve the rehabilitation effect.
Humans
;
Magnetic Resonance Imaging/methods*
;
Male
;
Female
;
Sacrum/surgery*
;
Adult
;
Middle Aged
;
Imaging, Three-Dimensional/methods*
;
Cysts/rehabilitation*
;
Aged
;
Adolescent
;
Young Adult
;
Spinal Nerve Roots/diagnostic imaging*
;
Minimally Invasive Surgical Procedures
;
Neurosurgical Procedures/methods*
5.Study on Quantitative Evaluation Method of Balance Ability in Cancer Patients Based on Gait Features.
Junjie LIU ; Xu ZHOU ; Chao YU ; Qingqing CAO ; Zhiming YAO ; Wanqiu ZHANG ; Ling ZHANG ; Wanqing YAO ; Ning LIN
Chinese Journal of Medical Instrumentation 2025;49(4):369-374
The importance of gait assessment in the rehabilitation of cancer patients is gradually being recognized. However, quantitative analysis of balance ability in cancer patients is still limited. A total of 102 cancer patients meeting the inclusion criteria were recruited from Hefei Cancer Hospital, Chinese Academy of Sciences. Their balance ability was evaluated using the Berg Balance Scale (BBS). Gait data were collected by an electronic walkway and an IMU sensor system, including spatial-temporal and kinematic gait features such as step length, cadence, support time, and range of motion. Recursive feature elimination was used for feature selection. Ridge, Elastic Net, SVR, RF, and AdaBoost models were used to predict balance ability scores. Five-fold cross-validation was used to evaluate the performance of these models. Results show that the SVR model achieves the best performance with fifteen features (RMSE=3.22, R 2=0.91), followed by Ridge (RMSE=3.63, R 2=0.89). A method for evaluating balance ability based on gait features is proposed, providing a quantitative tool for personalized rehabilitation interventions in cancer patients.
Humans
;
Postural Balance
;
Neoplasms/rehabilitation*
;
Gait
;
Gait Analysis
;
Biomechanical Phenomena
;
Female
6.Return-to-work among COVID-19 survivors in the Philippines and the role of rehabilitation: A mixed-method design
Michael P. Sy ; Roi Charles S. Pineda ; Daryl Patrick G. Yao ; Hans D. Togonon ; Eric Asaba
Acta Medica Philippina 2025;59(Early Access 2025):1-12
BACKGROUND
A substantial number of COVID-19 recoverees are working-aged individuals, which makes return-towork (RTW) an essential part of rehabilitation. Many COVID-19 recoverees must deal with physical and mental symptoms of post-COVID conditions such as fatigue, dyspnea, difficulty concentrating, memory lapses, and anxiety. These symptoms coupled with often insufficient support from employers and the government can make the RTW process complicated. Although research related to RTW after COVID-19 has begun to emerge over the years, few primary studies have come out from developing countries.
OBJECTIVESThis exploratory study aims to describe perceived work ability and health-related quality of life, lived experiences of the RTW process, and role of rehabilitation in a limited sample of Filipino COVID-19 recoverees.
METHODSUsing purposive sampling and a convergent parallel mixed-method design, the study draws on an online survey and group interviews to understand expectations, experiences, and self-rated work ability of working-age adults with post-COVID condition. We report the findings of the questionnaire data using descriptive statistics. From the questionnaire respondents, eight participants were interviewed to explore the RTW experiences from multiple perspectives. The group interview was conducted online, and narrative analysis was used to explore the data. This analytic process involved an iterative and inductive process between data gathering and data analysis.
RESULTSFindings from our narrative analysis are reported under four themes: 1) The period of liminality; 2) A ‘positive’ problem; 3) Health as a psychosocial and justice issue; and 4) The reimagination of paid work. The narratives gathered document an overview of how selected Filipinos overcame the COVID-19 infection and their recovery and RTW process.
CONCLUSIONResults call for a re-examination of the concept of health and paid work for individuals undergoing rehabilitation and recovery.
Human ; Pandemics ; Rehabilitation, Vocational ; Occupational Therapy
7.Test-retest reliability of isokinetic strength measurement in standardized and lengthened hamstring positions among healthy adults
Maria Belinda Cristina C. Fidel ; Helen A. Banwell ; Consuelo G. Suarez
Journal of Medicine University of Santo Tomas 2025;9(1):1613-1622
INTRODUCTION
Strength is a key modifiable risk factor for hamstring strains with significant differences between injured and non-injured sides in the lengthened position. Ensuring the test-retest reliability of measurement protocols ensures consistent injury prevention, rehabilitation and return-to-sport planning.
OBJECTIVETo evaluate the test-retest reliability of hamstring strength protocols in both standardized and lengthened positions among healthy adults.
STUDY DESIGNTest-retest reliability study.
SETTINGHuman Performance Laboratory, Fr. Roque Ruano building, University of Santo Tomas, Espana Manila.
PARTICIPANTSTen healthy adults (six males and four females; mean age: 26.5 ± 4.03 years).
MAIN OUTCOME MEASURESAbsolute and relative peak torque for concentric and eccentric hamstring and quadriceps were measured at 60°/sec, 180°/sec and 240°/sec in the standardized position (hip and knee flexed at 90°). In the lengthened position (hip flexed at 85° and knee at 30°), isometric knee flexion and peak torque for concentric and eccentric hamstring and quadriceps were assessed at 60°/sec and 180°/sec. Strength ratios were calculated for both positions.
RESULTSIntraclass Correlation Coefficient (ICC) values demonstrated good to excellent reliability for peak torque measurements, with higher reliability in the standardized position (ICC 0.83-0.94) than in the lengthened position (ICC 0.79-0.96). Conventional and functional ratios varied, with lower ICCs for the right leg in the standardized position (ICC 0.32-0.92) and moderate to good reliability in the lengthened position (ICC 0.63-0.87).
CONCLUSIONStandardized and lengthened positions provide reliable assessments of absolute and relative peak torque for hamstring and quadriceps muscles during concentric and eccentric contractions across all speeds, including conventional and functional strength ratios.
Human ; Rehabilitation
8.Application of repetitive transcranial magnetic stimulation in post-stroke aphasia
Journal of Apoplexy and Nervous Diseases 2025;42(4):375-379
Repetitive transcranial magnetic stimulation (rTMS) is an emerging technique for noninvasive brain stimulation and plays an increasingly important role in the rehabilitation treatment of post-stroke aphasia due to its advantages of noninvasiveness,safety,and targeting ability. With reference to related articles in China and globally in recent years,this article elaborates on the role,mechanism,and target of rTMS in post-stroke aphasia,in order to provide a reference for the rehabilitation treatment of patients with post-stroke aphasia.
Rehabilitation
9.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
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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