1.An explainable artificial intelligence‑driven motor rehabilitation assessment system based on perception‑cognition decoupling: design and validation
Xuxia GUO ; Hengrui YU ; Yucheng LU ; Sichuang YANG ; Yu LONG ; Jiawei LI ; Lin CHEN ; Feiyu NONG ; Yaobin LONG
Chinese Journal of Rehabilitation Theory and Practice 2026;32(9):1108-1116
ObjectiveTo propose an X-Gait motor rehabilitation assessment system based on a perception-cognition decoupling architecture to jointly achieve high-accuracy gait recognition and clinical interpretability for low clinical credibility and opaque decision-making workflows in existing intelligent gait assessment models. MethodsIn the perception layer, YOLOv11-Pose and PoseFormerV2 were integrated for 2D-to-3D human pose reconstruction. A long short-term memory network was adopted for temporal classification of normal, abnormal and pathological gaits. The layer-wise relevance propagation algorithm was used to identify discriminative joints and automatically quantify biomechanical indices including trunk forward inclination angle, stance phase percentage and stride symmetry. In the cognition layer, rehabilitation-oriented prompt engineering and prior knowledge graphs were combined to drive large language models, converting quantitative biomechanical measurements into clinically reasonable structured reports. Eight subjects were enrolled for bedside clinical validation to evaluate classification performance and clinical consistency. ResultsThe overall gait classification accuracy of X-Gait reached 94.1%. The 2D pose detection achieved 100% valid detection rate with an average confidence of 0.819. The mean per-joint position error of 3D pose reconstruction was 105.97 mm. In clinical validation of eight cases, outputs generated by explainable artificial intelligence combined with large language models showed high consistency with manual assessments from experienced rehabilitation physicians. ConclusionThe proposed X-Gait system based on perception-cognition decoupling realizes high-precision gait identification and clinically interpretable outputs.
2.Analysis of Alleviating Effect of Calcium Cyanamide on Replanting Problems of Rehmannia glutinosa
Lianghua LIN ; Hengrui ZHANG ; Haoxiang YU ; Fan YANG ; Yufei WANG ; Caixia XIE ; Tao GUO ; Zhongyi ZHANG ; Liuji ZHANG ; Bao ZHANG ; Suiqing CHEN
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(22):212-222
ObjectiveTo investigate the alleviating effect of calcium cyanamide (CaCN2) soil fumigation on replanting problems of Rehmannia glutinosa. MethodsNewly soil (NP) was used as the control group, while three treatment groups were established: replanted soil (RP), newly soil treated with CaCN2 (120 g·m², tillage depth 25 cm) (NPCC), and replanted soil treated with CaCN2 (RPCC). R. glutinosa was cultivated in all groups. At harvest, the tuber agronomic traits (number of enlarged roots, maximum root diameter, fresh weight, dry weight) were measured. The content of catalpol and rehmannioside D was quantified by ultra-high-performance liquid chromatography (UPLC) to evaluate medicinal quality. Rhizosphere soil available nutrients and enzyme activities were analyzed by assay kits. The community structure and composition of fungi and bacteria in rhizosphere soil were assessed via internal transcribed spacer 2 (ITS2) sequencing and 16S rDNA sequencing, respectively. ResultsCompared with NP, the RP group showed obviously reduced in tuber agronomic traits and quality indicators (P0.05). However, the RPCC group showed significant improvement in agronomic traits and a notable increase in rehmannioside D content compared to RP (P0.05). The contents of available phosphorus and potassium in RPCC and NP groups were obviously lower than those in RP (P0.05). The polyphenol oxidase soil (S-PPO) activity in RP was obviously lower than in NP (P0.05), while sucrose soil (S-SC), acid phosphatase soil (S-ACP), and S-PPO activities in RPCC were obviously higher than in RP (P0.05). Microbial richness and diversity in RP were obviously higher than in NP (P0.05), whereas no significant differences were observed between the RPCC and NP. The relative abundances of fungal genera Nectria, Myrothecium, Tomentella, and bacterial genus Skermanella were obviousl lower in RPCC and NP than in RP (P0.05). Correlation analysis that S-ACP activity was positively correlated with the content of rehmannioside D (P0.05). Fungal genera Engyodontium and Alternaria, and bacterial genera Pir4 lineage, Pirellula, Methyloversatilis, Brevundimonas, Ralstonia, and Acidibacter were obviously positively correlated with tuber dry weight (P0.05). Conversely, fungal genera Pseudaleuria, Nectria, Haematonectria, Ceratobasidium, and bacterial genera Streptomyces, Skermanella, RB41, Gemmatimonas, and Bacillus were obviously negatively correlated with dry weight (P0.05). The fungal genus Alternaria and bacterial genera Brevundimonas, Ralstonia, Acidibacter, and Dongia showed positive correlations with medicinal quality of R.glutinosa tuber, while fungal genera Pseudaleuria, Nectria, Stachybotrys, Fusarium, Gibberella, Ceratobasidium, and bacterial genera Sphingomonas, Skermanella, RB41, Gemmatimonas, and Bacillus were obviously negatively correlated (P0.05). ConclusionCaCN2 soil fumigation can significantly improve enzyme activities in replanted Rehmannia rhizosphere soil, enhance the utilization of available nutrients, reshape microbial community structure of replanted R.glutinosa at the family and genus level, and notably improve tuber agronomic traits and medicinal quality. This study provides a novel approach to alleviating replanting problems and offers insights for the integrated development of standardized cultivation techniques, including soil disinfection, nutrient-targeted regulation, and microbial inoculant application.
3.Advances in the application of artificial intelligence for pulmonary function assessment based on chest imaging in thoracic surgery
Linchong HUANG ; Hengrui LIANG ; Yu JIANG ; Yuechun LIN ; Jianxing HE
Chinese Journal of Surgery 2025;63(11):1009-1015
In recent years, lung function assessment has attracted increasing attention in the perioperative management of thoracic surgery. However, traditional pulmonary function testing methods remain limited in clinical practice due to high equipment requirements and complex procedures. With the rapid development of artificial intelligence (AI) technology, lung function assessment based on multimodal chest imaging (such as X-rays, CT, and MRI) has become a new research focus. Through deep learning algorithms, AI models can accurately extract imaging features of patients and have made significant progress in quantitative analysis of pulmonary ventilation, evaluation of diffusion capacity, measurement of lung volumes, and prediction of lung function decline. Previous studies have demonstrated that AI models perform well in predicting key indicators such as forced expiratory volume in one second, diffusing capacity for carbon monoxide, and total lung capacity. Despite these promising prospects, challenges remain in clinical translation, including insufficient data standardization, limited model interpretability, and the lack of prediction models for postoperative complications. In the future, greater emphasis should be placed on multicenter collaboration, the construction of high-quality databases, the promotion of multimodal data integration, and clinical validation to further enhance the application value of AI technology in precision decision-making for thoracic surgery.
4.Advances in the application of artificial intelligence for pulmonary function assessment based on chest imaging in thoracic surgery
Linchong HUANG ; Hengrui LIANG ; Yu JIANG ; Yuechun LIN ; Jianxing HE
Chinese Journal of Surgery 2025;63(11):1009-1015
In recent years, lung function assessment has attracted increasing attention in the perioperative management of thoracic surgery. However, traditional pulmonary function testing methods remain limited in clinical practice due to high equipment requirements and complex procedures. With the rapid development of artificial intelligence (AI) technology, lung function assessment based on multimodal chest imaging (such as X-rays, CT, and MRI) has become a new research focus. Through deep learning algorithms, AI models can accurately extract imaging features of patients and have made significant progress in quantitative analysis of pulmonary ventilation, evaluation of diffusion capacity, measurement of lung volumes, and prediction of lung function decline. Previous studies have demonstrated that AI models perform well in predicting key indicators such as forced expiratory volume in one second, diffusing capacity for carbon monoxide, and total lung capacity. Despite these promising prospects, challenges remain in clinical translation, including insufficient data standardization, limited model interpretability, and the lack of prediction models for postoperative complications. In the future, greater emphasis should be placed on multicenter collaboration, the construction of high-quality databases, the promotion of multimodal data integration, and clinical validation to further enhance the application value of AI technology in precision decision-making for thoracic surgery.
5.Interactive homeopathic reduction for treatment of irreducible femoral neck fractures
Yiyang YU ; Hengrui CHANG ; Zhanle ZHENG ; Wei CHEN ; Yingze ZHANG
Chinese Journal of Trauma 2017;33(7):596-601
Objective To investigate the effect of homeopathic reduction technique in treatment of irreducible variant femoral neck fractures.Methods A retrospective case control study was performed for 91 cases of irreducible variant femoral neck fractures surgically treated from January 2011 to January 2014.Forty-seven cases [31 males,16 females;23-61 years,mean 40.6 years] were assigned to homeopathic reduction treatment (study group) and 44 [30 males,14 females;28-63 years,mean 43.1 years] were assigned to closed reduction and open reduction (control group).All fractures were Garden type Ⅳ.All cases were stabilized with three cannulated screws (6.5 mm in diameter).Operation time,intraoperative blood loss,Garden index for reduction quality,bone healing,complications like femoral head necrosis and Harris hip score were evaluated.Results Operation time and blood loss in study group [(41.2 ± 7.5) min,(37.3 ± 9.5) ml] were significantly lower than those in control group [(105.0 ± 15.7) min,(269.6 ± 50.6) ml] (P < 0.05).Garden index was Grade Ⅰ 44 cases and Grade Ⅱ three in study group compared to Grade Ⅰ 20 and Grade Ⅱ three in control group (P < 0.05).Incidence of femoral head necrosis had no significant differences between study group (four cases) and control group (10 cases) (P > 0.05).Nonunion was not observed in study group,while there were eight cases of nonunion in control group (P < 0.05).According to the Harris score,the excellent rate in study group was 91% (39 excellent,four good,four fair) versus 66% (21 excellent,eight good,15 fair) in control group (P < 0.05).Conclusion Compared to closed reduction and open reduction,homeopathic reduction technique in treatment of femoral neck fractures is associated with shortened operation time,reduced blood loss,improved reduction quality and lowered incidence of necrosis and nonunion.
6.Effect of homeopathic bidirectional-traction reduction device and traction table in surgical treatment of femoral intertrochanteric fractures in the elderly
Wei CHEN ; Ning WEI ; Chenguang DU ; Chenni JI ; Yanbin ZHU ; Yiyang YU ; Hengrui CHANG ; Yingze ZHANG
Chinese Journal of Trauma 2017;33(4):332-337
Objective To compare the outcomes of homeopathic bidirectional-traction reduction device and traction table in surgical treatment of femoral intertrochanteric fractures.Methods A retrospective case control study was made on 94 cases of femoral intertrochanteric fractures treated from July 2015 to December 2015.There were 26 males and 68 females,aged 60-75 years.According to the Evans classification,the fractures were type Ⅱ in 24 cases,type Ⅲ in 32 and type Ⅳ in 38.Fifty-seven cases sustained chronic diseases.According to the random number table,the subjects were assigned to receive homeopathic bidirectional-traction reduction (homeopathic reduction group,48 cases) and traction table reduction (control group,46 cases).All fractures were fixed with proximal femoral nail antirotation.Operation time,reduction time,tluoroscopy time,blood loss and rate of closed reduced cases were recorded.Fracture union and rotation of the affected femur to the tibia were detected after operation.Functional outcome was evaluated using the Harris score at the final follow-up.Results All fractures were reduced closely in homeopathic reduction group,while 15 fractures in control group were reduced via a small-incision anterior approach.Operation time,reduction time and fluoroscopy time in homeopathic reduction group were (62.9 ± 12.1) min,(6.8 ± 1.5) min and (11.3 ± 5.6) s respectively,significantly less than the corresponding data in control group (all P < 0.05).One month after operation,rotation of the affected femur to the tibia was (2.8 ± 1.2) ° in homeopathic reduction group,significantly less than that in control group [(11.5 ± 4.7) °] (P < 0.05).Bone union was observed in all cases.At the final follow-up,Harris hip score was (92.6 ± 7.6)points in homeopathic reduction group,significantly higher than that in control group [(87.3 ± 6.5) points] (P < 0.05).Conclusion For the elderly patients with intertrochanteric fractures,homeopathic bidirectional-traction device has advantages of high rate of closed reduction,shorter operation time,less radiological exposure and satisfactory function recovery of the affected hip joint.
7.Epidemiological comparison of Colles fractures between Eastern and Western China from 2010 to 2011
Bo LIU ; Jia LI ; Shilun LI ; Yiyang YU ; Linlin JU ; Chenni JI ; Jiashen SHAO ; Hengrui CHANG ; Yingze ZHANG
Chinese Journal of Orthopaedic Trauma 2017;19(10):892-896
Objective To compare and analyze the epidemiological features of Colles fractures between Eastern and Western China from 2010 to 2011.Methods The data of patients with Colles fracture treated from January 2010 to December 2011 in 63 hospitals in Eastern and Western China were analyzed retrospectively.The patients from the 35 hospitals in Eastern China were defined as group A and those from the 28 hospitals in Western China as group B.The 2 groups were analyzed and compared in terms of gender,age and laterality.Results A total of 9,255 Colles fractures were collected.The total male/female ratio was 0.82:1.Their ages ranged from 1 to 110 years,with a median age of 51 years.The Colles fractures predominated in an age range from 51 to 60 years.There were 5,006 left sides and 4,249 right sides.There were 5,639 Colles fractures in group A,accounted for 2.55% of the total body fractures and 22.09% of the distal ultra-radius fractures.There were 3,616 Colles fractures in group B,accounted for 3.98% of the total body fractures and 37.55% of the distal ultra-radius fractures.The male/female ratio was 0.72:1 in group A and 0.99:1 in group B.The median age was 54 years (from 1 to 110 years) for group A and 45 years (from 1 to 99 years) for group B.There were significant differences between the 2 groups in all the above items (P <0.05).The largest proportion of age group was from 51 to 60 years and the smallest proportion of age group was ≥81 years for both groups.The proportions of age groups from 1 to 10 years,from 51 to 60 years,from 61 to 70 years,from 71 to 80 years and ≥81 years in group A were larger than in group B while those from 11 to 20 years,from 21 to 30 years,from 31 to 40 years and from 41 to 50 years in group A were smaller than in group B.There were significant differences between the 2 groups in all the proportions of age group (P <0.05).The Colles fractures predominated on the left side in both groups,showing no significant difference between the 2 groups (P > 0.05).Conclusions The Colles fractures from 2010 to 2011 predominated in the elderly and female patients in China.The proportions of Colles fractures in all body fractures and distal ultra-radius fractures in Eastern China were lower than those in Western China.There were significant differences in gender and age proportions between the 2 areas.Eastern China had a larger proportion of female patients and a higher median age than Western China.
8.Epidemiological comparison of adult tibial plateau fractures from 2010 to 2011 between West China and East China
Yiyang YU ; Hengrui CHANG ; Shilun LI ; Guang YANG ; Xiao CHEN ; Bo LIU ; Ye TIAN ; Fei ZHANG ; Tianhua DONG
Chinese Journal of Orthopaedic Trauma 2017;19(10):861-865
Objective To compare and analyze the epidemiological features of adult tibial plateau fractures from 2010 to 2011 between West China and East China.Methods The data of adult patients with tibial plateau fracture treated from January 2010 to December 2011 in 63 hospitals from West China and East China were collected through the PACS system and case reports checking system.The data of 28 hospitals from West China were classified as West group while the data of 35 hospitals from East China as East group.The analytic items included gender,age,age distribution and type of Schaztker classification.Results A total of 4,603 adult tibial plateau fractures were collected.The largest age proportion was from 41 to 50 years,with 41 to 50 years in males and 51 to 60 years in females.The highest age proportion in group A was from 51 to 60 years,and that in group B was from 41 to 50 years,showing significant differences between the 2 groups in age distribution (P < 0.05).There were 3,346 cases in group A,including 2,438 males and 998 females with a male to female ratio of 2.35:1;there were 1,257 cases in group A,including 821 males and 436 females with a male to female ratio of 1.88:1.There were significant differences between the 2 groups in gender distribution (P < 0.05).The high-risk fracture type was Schaztker type Ⅵ in both groups,with 898 cases in group A and 411 ones in group B;the lowest fracture type was Schaztker type Ⅴ in both groups,with 214 cases in group A and 149 ones in group B.There were significant differences between the 2 groups in fracture type ratios (P < 0.05).Conclusions Adult tibial plateau fractures predominated in males in both East and West China.The average age of the patients from East China was higher than that from West China.The high-risk type was Schaztker type Ⅵ in both areas.
9.Preparation and characterization of oridonin submicron emulsions.
Li YU ; Xinyong TONG ; Yan TAN
China Journal of Chinese Materia Medica 2009;34(20):2590-2593
OBJECTIVETo prepare the oridonin submicron emulsion and characterize their properties.
METHODHigh pressure homogenization method was employed to prepare the oridonin submicron emulsion and such properties as size, Zeta potential and viscosity were characterized.
RESULTThe results showed that the submicron emulsions was formed with the drug loading 1 g L(-1), particle size of (138.87 +/- 0.60) nm, zeta potential of (47.27 +/- 2.31) mV, pH value of (6.02 +/- 0.03) and viscosity of (1.78 +/- 0.015) MPa s, respectively.
CONCLUSIONThe method is feasible and the submicron emulsions has stable properties. Experiments offer a new formulation of oridonin for clinical application.
Chemistry, Pharmaceutical ; Diterpenes, Kaurane ; chemistry ; Emulsions ; chemistry ; Particle Size ; Viscosity

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