1.Construction and Practice of AI-Based Triadic Interactive Teaching Model for Surgical Animal Surgery
Kaikai MAO ; Xiu LI ; Chen ZHOU ; Jianfeng SANG ; Meng WANG ; Guang ZHANG ; Xiaozhi ZHAO
Laboratory Animal and Comparative Medicine 2026;46(2):288-296
ObjectiveIn the context of the digital transformation of education, this study aims to construct a triadic interactive teaching model for surgical animal surgery in clinical medicine using modern information technology. It explores the effectiveness of different teaching methods in improving students' practical skills, aseptic awareness, and teamwork abilities, providing a reference for the reform of clinical practice education. MethodsA quasi-experimental research design was adopted. A total of 80 students from the eight-year clinical medicine program at Nanjing University were selected, including the Class of 2020 (control group, n=40) and the Class of 2021 (experimental group, n=40). The control group received traditional teaching methods, while the experimental group implemented the "Teacher-Student-AI" triadic interactive teaching model. This model utilized a smart teaching platform for personalized pre-class preparation , as well as data-driven post-class review and feedback throughout the entire teaching process. The "assessment indicators and scoring criteria for the surgical animal surgery course" were used to evaluate teaching effectiveness, with independent samples t-tests used for statistical analysis. ResultsPre-course assessments revealed no statistically significant differences in baseline theoretical knowledge or practical skills between the two groups (P>0.05). Upon completion of the course, the experimental group achieved higher scores than the control group across three key dimensions: practical skills (47.98±1.34 vs 46.92±2.51, P=0.022), aseptic awareness (17.84±1.16 vs 16.94±2.29, P=0.029), and teamwork (16.82±1.44 vs 15.95±1.22, P=0.004). However, no statistically significant difference was observed in the scores for humane care awareness between the two groups (8.24±0.70 vs 8.16±0.53, P=0.589). ConclusionThe AI-based triadic interactive teaching model can, to some extent, address the limitations of traditional surgical animal surgery education. It plays a positive role in enhancing medical students' surgical skills, aseptic awareness, and collaborative abilities. This model facilitates the transition from traditional to personalized teaching and offers a practical framework for the digital reform of clinical practice education.
2.Shenxiao Tongluo Prescription Alleviates Kidney Injury in Diabetic Rats via PGC-1α/SIRT3/HIF-1α Pathway
Cangcang XU ; Xianbing GUO ; Guang LI ; Wenhao JIAO ; Yang ZHAO ; Yingjun DING
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(17):108-116
ObjectiveTo investigate the mechanisms of mitochondrial dynamics and metabolic reprogramming in the treatment of diabetic nephropathy (DN) by Shenxiao Tongluo prescription via the peroxisome proliferator-activated receptor γ coactivator-1α (PGC-1α)/sirtuin-3 (SIRT3)/hypoxia-inducible factor-1α (HIF-1α) signaling pathway. MethodsSixty-five SD rats were randomized into a sham group (10 rats) and a modeling group (55 rats), and the modeling rats underwent left nephrectomy and intraperitoneal injection of streptozotocin (35 mg·kg-1) to prepare a DN model. After successful modeling, the rats were randomized into model, empagliflozin (10 mg·kg-1), and low-, medium-, and high-dose (7.656, 15.312, 30.624 g·kg-1, respectively) Shenxiao Tongluo prescription groups. The urine microalbumin (UmAlb), blood urea nitrogen (BUN), and serum creatinine (SCr) levels of rats in each group were assessed after continuous gavage for 8 weeks. The corresponding kits were used to measure the levels of lactate, superoxide dismutase (SOD), and malondialdehyde (MDA) in the kidney tissue. Hematoxylin-eosin staining, Masson staining, and periodic acid-Schiff staining were performed to observe the pathological changes in the kidney tissue. Transmission electron microscopy was employed to observe mitochondrial morphology. Immunohistochemistry was employed to determine the expression levels of dynamin-related protein 1 (DRP1) and pyruvate kinase M2 (PKM2) in the kidney tissue. Western blot was adopted to assess the protein levels of PGC-1α, SIRT3, HIF-1α, dynamin-related protein 1 (Drp1), optic atrophy 1 (OPA1), hexokinase 2 (HK2), and pyruvate kinase M2 (PKM2) in the kidney tissue. ResultsCompared with the sham group, the model group showed elevated levels of UmAlb, BUN, SCr, lactate, and MDA, decreased SOD level (P<0.05), glomerular hypertrophy, thickening of the mesangial basement membrane, vacuolar degeneration of renal tubular epithelial cells, and infiltration of renal interstitial inflammatory cells, oval mitochondria with disordered, blurred or disappearing cristae, down-regulated protein levels of PGC-1α, SIRT3, and OPA1, and up-regulated protein levels of HIF-1α, DRP1, HK2, and PKM2 (P<0.05). Compared with the model group, the treatment in all the groups increased the body weight, lowered the levels of GLU, UmAlb, BUN, and MDA, raised the level of SOD, alleviated the pathological damage in the kidney tissue and mitochondrial damage, up-regulated the expression of PGC-1α, SIRT3, and OPA1, and down-regulated the expression of HIF-1α, DRP1, and PKM2 (P<0.05). Empagliflozin and Shenxiao Tongluo prescription at medium and high doses lowered the levels of SCr and lactate and down-regulated the expression of HK2 (P<0.05), which had no statistical significance in the low-dose Shenxiao Tongluo prescription group. ConclusionShenxiao Tongluo prescription may regulate mitochondrial dynamics and metabolic reprogramming by activating the PGC-1α/SIRT3/HIF-1α pathway, thereby alleviating oxidative damage in the kidney tissue and delaying the progression of DN.
3.Shenxiao Tongluo Prescription Alleviates Kidney Injury in Diabetic Rats via PGC-1α/SIRT3/HIF-1α Pathway
Cangcang XU ; Xianbing GUO ; Guang LI ; Wenhao JIAO ; Yang ZHAO ; Yingjun DING
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(17):108-116
ObjectiveTo investigate the mechanisms of mitochondrial dynamics and metabolic reprogramming in the treatment of diabetic nephropathy (DN) by Shenxiao Tongluo prescription via the peroxisome proliferator-activated receptor γ coactivator-1α (PGC-1α)/sirtuin-3 (SIRT3)/hypoxia-inducible factor-1α (HIF-1α) signaling pathway. MethodsSixty-five SD rats were randomized into a sham group (10 rats) and a modeling group (55 rats), and the modeling rats underwent left nephrectomy and intraperitoneal injection of streptozotocin (35 mg·kg-1) to prepare a DN model. After successful modeling, the rats were randomized into model, empagliflozin (10 mg·kg-1), and low-, medium-, and high-dose (7.656, 15.312, 30.624 g·kg-1, respectively) Shenxiao Tongluo prescription groups. The urine microalbumin (UmAlb), blood urea nitrogen (BUN), and serum creatinine (SCr) levels of rats in each group were assessed after continuous gavage for 8 weeks. The corresponding kits were used to measure the levels of lactate, superoxide dismutase (SOD), and malondialdehyde (MDA) in the kidney tissue. Hematoxylin-eosin staining, Masson staining, and periodic acid-Schiff staining were performed to observe the pathological changes in the kidney tissue. Transmission electron microscopy was employed to observe mitochondrial morphology. Immunohistochemistry was employed to determine the expression levels of dynamin-related protein 1 (DRP1) and pyruvate kinase M2 (PKM2) in the kidney tissue. Western blot was adopted to assess the protein levels of PGC-1α, SIRT3, HIF-1α, dynamin-related protein 1 (Drp1), optic atrophy 1 (OPA1), hexokinase 2 (HK2), and pyruvate kinase M2 (PKM2) in the kidney tissue. ResultsCompared with the sham group, the model group showed elevated levels of UmAlb, BUN, SCr, lactate, and MDA, decreased SOD level (P<0.05), glomerular hypertrophy, thickening of the mesangial basement membrane, vacuolar degeneration of renal tubular epithelial cells, and infiltration of renal interstitial inflammatory cells, oval mitochondria with disordered, blurred or disappearing cristae, down-regulated protein levels of PGC-1α, SIRT3, and OPA1, and up-regulated protein levels of HIF-1α, DRP1, HK2, and PKM2 (P<0.05). Compared with the model group, the treatment in all the groups increased the body weight, lowered the levels of GLU, UmAlb, BUN, and MDA, raised the level of SOD, alleviated the pathological damage in the kidney tissue and mitochondrial damage, up-regulated the expression of PGC-1α, SIRT3, and OPA1, and down-regulated the expression of HIF-1α, DRP1, and PKM2 (P<0.05). Empagliflozin and Shenxiao Tongluo prescription at medium and high doses lowered the levels of SCr and lactate and down-regulated the expression of HK2 (P<0.05), which had no statistical significance in the low-dose Shenxiao Tongluo prescription group. ConclusionShenxiao Tongluo prescription may regulate mitochondrial dynamics and metabolic reprogramming by activating the PGC-1α/SIRT3/HIF-1α pathway, thereby alleviating oxidative damage in the kidney tissue and delaying the progression of DN.
4.Study on The Detection Method of Fat Infiltration in Muscle Tissue Based on Phase Angle Electrical Impedance Tomography
Wu-Guang XIAO ; Xiao-Peng ZHU ; Hui FENG ; Bo SUN ; Tong ZHAO ; Jia-Feng YAO
Progress in Biochemistry and Biophysics 2025;52(10):2663-2676
ObjectiveFat infiltration has been shown to be closely related to muscle mass loss and a variety of muscle diseases. This study proposes a method based on phase-angle electrical impedance tomography (ΦEIT) to visualize the electrical characteristic response caused by muscle fat infiltration, aiming to provide a new technical means for early non-invasive detection of muscle mass deterioration. MethodsThis study was divided into two parts. First, a laboratory pork model was constructed to simulate different degrees of fat infiltration by injecting1 ml or 2 ml of emulsified fat solution into different muscle compartments, and the phase angle images were reconstructed using ΦEIT. Second, a human experiment was conducted to recruit healthy subjects (n=8) from two age groups (20-25 years old and 26-30 years old). The fat content percentage ηfat of the left and right legs was measured by bioelectrical impedance analysis (BIA), and the phase angle images of the left and right calves were reconstructed using ΦEIT. The relationship between the global average phase angle ΦM and the spatial average phase angle ΦMi of each muscle compartment and fat infiltration was further analyzed. ResultsIn the laboratory pork model, the grayscale value of the image increased with the increase of ηfat and ΦM showed a downward trend. The results of human experiments showed that at the same fat content percentage, the ΦM of the 26-30-year-old group was about 20%-35% lower than that of the 20-25-year-old group. The fat content percentage was significantly negatively correlated with ΦM. In addition, the M2 (soleus) compartment was most sensitive to fat infiltration, and the spatial average phase angles of the M2 (soleus), M3 (tibialis posterior and flexor digitorum longus), and M4 (tibialis anterior, extensor digitorum longus, and peroneus longus) compartments all showed significant inter-group differences. ConclusionΦEIT imaging can effectively distinguish different degrees of fat infiltration, especially in deep, small or specially located muscles, showing high sensitivity, demonstrating the potential application of this method in local muscle mass monitoring and early non-invasive diagnosis.
5.CXCR3 counteracts cisplatin-induced muscle atrophy by regulating E3 ubiquitin ligases, myogenic factors, and fatty acid β-oxidation pathways.
Miao-Miao XU ; Xiao-Guang LIU ; Li-Ming LU ; Zhao-Wei LI
Acta Physiologica Sinica 2025;77(2):255-266
This study aims to explore the role and mechanism of CXC chemokine receptor 3 (CXCR3) in cisplatin-induced skeletal muscle atrophy. Wild-type mice were divided into two groups: cisplatin group and control group (treated by normal saline). The results showed that, compared to the control group, the expression levels of CXCR3 mRNA and protein were significantly up-regulated in the skeletal muscle of the cisplatin group, suggesting that CXCR3 may play an important role in the model of cisplatin-induced skeletal muscle atrophy. To further investigate its role and potential mechanisms, CXCR3 knockout mice and wild-type mice were treated with cisplatin to induce skeletal muscle atrophy. The results revealed that CXCR3 knockout not only failed to alleviate cisplatin-induced skeletal muscle atrophy, but also further reduced body weight, skeletal muscle mass, and muscle fiber cross-sectional area. Further analysis showed that, in the cisplatin-induced muscle atrophy model, CXCR3 knockout significantly up-regulated the expression levels of E3 ubiquitin ligases in skeletal muscle and down-regulated the expression levels of myogenic regulatory factors. To explore the molecular mechanism by which CXCR3 gene deletion exacerbated cisplatin-induced skeletal muscle atrophy, transcriptomic sequencing was performed on the atrophied skeletal muscles of wild-type and CXCR3 knockout mice. The results showed that, compared to wild-type mice, 14 genes were significantly up-regulated and 12 genes were significantly down-regulated in the skeletal muscle of CXCR3 knockout mice. Gene set enrichment analysis (GSEA) revealed a significant enrichment of genes related to fatty acid β-oxidation. Quantitative real-time PCR validation results were consistent with the transcriptomic sequencing results. These findings suggest that CXCR3 may counteract cisplatin-induced skeletal muscle atrophy by up-regulating E3 ubiquitin ligases, down-regulating myogenic regulatory factors, and enhancing the recruitment of fatty acid β-oxidation-related genes.
Animals
;
Cisplatin/adverse effects*
;
Muscular Atrophy/physiopathology*
;
Mice
;
Receptors, CXCR3/metabolism*
;
Ubiquitin-Protein Ligases/metabolism*
;
Mice, Knockout
;
Oxidation-Reduction
;
Fatty Acids/metabolism*
;
Muscle, Skeletal/metabolism*
;
Mice, Inbred C57BL
;
Male
6.Exercise preconditioning alleviates motor deficits in MPTP-induced Parkinsonian mice by improving mitochondrial function.
Miao-Miao XU ; Dan-Ting HU ; Qiao ZHANG ; Xiao-Guang LIU ; Zhao-Wei LI ; Li-Ming LU
Acta Physiologica Sinica 2025;77(3):419-431
Parkinson's disease (PD) is a common neurodegenerative disorder mainly related to mitochondrial dysfunction of dopaminergic neurons in the midbrain substantia nigra. This study aimed to investigate the effects of exercise preconditioning on motor deficits and mitochondrial function in a 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP)-induced PD mouse model. Eight-week-old male C57BL/6J mice were randomly divided into four groups: sedentary + saline (SS), sedentary + MPTP (SM), exercise + saline (ES), and exercise + MPTP (EM) groups. Mice in the ES and EM groups received 4 weeks of treadmill training, and then SM and EM groups were treated with MPTP for 5 days. Motor function was assessed by behavioral tests, and morphological and functional changes in dopaminergic neurons and mitochondria in the substantia nigra of the midbrain were evaluated using immunohistochemistry, Western blot, and transmission electron microscopy technology. The results showed that, compared with the SM group, the EM group exhibited significantly improved motor ability, up-regulated protein expression levels of tyrosine hydroxylase (TH) and dopamine transporter (DAT) in the midbrain, and down-regulated protein expression of α-synuclein (α-Syn) in the mitochondria of substantia nigra. Compared with the SM group, the EM group showed up-regulated protein expression levels of mitochondrial fusion proteins, including optical atrophy protein 1 (OPA1) and mitofusin 2 (MFN2), and biogenesis-related proteins, including peroxisome proliferator activated receptor gamma coactivator 1α (PGC-1α) and mitochondrial transcription factor A (TFAM), while the protein expression levels of dynamin-related protein 1 (DRP1) and mitochondrial fission protein 1 (FIS1) were significantly down-regulated. Compared with the SM group, the EM group showed significantly reduced damage to substantia nigra mitochondria, restored mitochondrial membrane potential and ATP production, and decreased levels of reactive oxygen species (ROS). These results suggest that 4-week treadmill pre-training can alleviate MPTP-induced motor impairments in PD mice by improving mitochondrial function, providing a theoretical basis for early exercise-based prevention of PD.
Animals
;
Male
;
Physical Conditioning, Animal/physiology*
;
Mice
;
Mice, Inbred C57BL
;
Mitochondria/physiology*
;
Dopaminergic Neurons
;
MPTP Poisoning/physiopathology*
;
Substantia Nigra
;
Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-alpha
;
1-Methyl-4-phenyl-1,2,3,6-tetrahydropyridine
7.Traditional Chinese medicine dry powder inhalers: research status and development ideas and methods.
Yu-Wen MA ; Yi-Chen ZENG ; Hao-Ran WANG ; Guang-Fu LIU ; Jun JIANG ; Yu-Song ZENG ; Bai-Xiu ZHAO ; Jin FANG
China Journal of Chinese Materia Medica 2025;50(3):620-631
As an innovative dosage form, traditional Chinese medicine(TCM) dry powder inhalers have emerged as a focal point in the research and development of new preparations due to its high efficiency, safety, and bioavailability. This paper systematically reviewed the relevant literature and patents associated with TCM dry powder inhalers to analyze the origins and the current research and development status. Furthermore, this paper probed into the research and development ideas of TCM dry powder inhalers regarding clinical positioning, prescription screening, and druggability. Additionally, the paper thoroughly analyzed the technical barriers in druggability studies and elaborated on corresponding research techniques and coping measures. Furthermore, it emphasized the need for improved regulations and policies governing TCM dry powder inhalers, advocated for strengthened oversight, and called for the establishment of a scientific quality evaluation system. Measures such as promoting production-education-research collaboration, enhancing personnel training, and fostering international exchanges were proposed to provide a scientific and systematic reference for the future research, development, and application of TCM dry powder inhalers, thereby facilitating the rapid modernization of TCM.
Humans
;
Dry Powder Inhalers/trends*
;
Drugs, Chinese Herbal/chemistry*
;
Medicine, Chinese Traditional/instrumentation*
;
Administration, Inhalation
8.Exploring in vivo existence forms of Notoginseng Radix et Rhizoma in rats.
Meng-Ge FENG ; Lin-Han XIANG ; Jing ZHANG ; Wen-Hui ZHAO ; Yang LI ; Li-Li LI ; Guang-Xue LIU ; Shao-Qing CAI ; Feng XU
China Journal of Chinese Materia Medica 2025;50(9):2539-2562
The study aims to elucidate the existence forms(original constituents and metabolites) of Notoginseng Radix et Rhizoma in rats and reveal its metabolic pathways. After Notoginseng Radix et Rhizoma was administered orally once a day for seven consecutive days to rats, all urine and feces samples were collected for seven days, while the blood samples were obtained 6 h after the last administration. Using the ultra high performance liquid chromatography-quadrupole time-of-flight tandem mass spectrometry(UHPLC-Q-TOF-MS/MS) technique, this study identified 6, 73, and 156 existence forms of Notoginseng Radix et Rhizoma in the rat plasma, urine, and feces samples, respectively. Among them, 101 compounds were identified as new existence forms, and 13 original constituents were identified by comparing with reference compounds. The metabolic reactions of constituents from Notoginseng Radix et Rhizoma were mainly deglycosylation, dehydration, hydroxylation, hydrogenation, dehydrogenation, acetylation, and amino acid conjugation. Furthermore, the possible in vivo metabolic pathways of protopanaxatriol(PPT) in rats were proposed. Through comprehensive analysis of the liquid chromatography-mass spectrometry(LC-MS) data, isomeric compounds were discriminated, and the planar chemical structures of 32 metabolites were clearly identified. According to the literature, 48 original constituents possess antitumor and cardiovascular protective bioactivities. Additionally, 32 metabolites were predicted to have similar bioactivities by SuperPred. This research lays the foundation for further exploring the in vivo effective forms of Notoginseng Radix et Rhizoma.
Animals
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Rats
;
Drugs, Chinese Herbal/pharmacokinetics*
;
Rhizome/metabolism*
;
Male
;
Rats, Sprague-Dawley
;
Chromatography, High Pressure Liquid
;
Panax notoginseng/chemistry*
;
Tandem Mass Spectrometry
;
Feces/chemistry*
9.Short-term clinical efficacy of unilateral external fixator combined with percutaneous Kirschner wire fixation in the treatment of type C1 distal radius fractures in elderly patients.
Run-Bin SHEN ; Guo-Liang LI ; Xiao-Ping LIU ; Kang CHEN ; Guang-Pu HAN ; Jian-Yong ZHAO
China Journal of Orthopaedics and Traumatology 2025;38(1):25-30
OBJECTIVE:
To investigate the short-term clinical effect of closed reduction single arm external fixator combined with percutaneous needle fixation in the treatment of C1 distal radius fracture in elderly patients.
METHODS:
Between December 2022 and December 2023, a total of 60 elderly patients diagnosed with type C1 distal radius fractures were treated, comprising 9 males and 51 females. The age ranged from 65 to 84 years old, with an average of (72.69±8.14) years old. Among them, there were 18 cases on the left side and 42 cases on the right side. There were 55 cases of falling injury and 5 cases of traffic accident injury. According to the different surgical methods, the patients were divided into observation group and control group, with 30 cases in each group. The control group underwent manual reduction and unilateral external fixator fixation, consisting of 4 males and 26 females. The mean age was (72.54±8.67) years old. The body mass index (BMI) was (20.61±2.17) kg·m-2. There were 10 cases on the left side and 20 cases on the right side. Among them, there were 27 cases of falling injury and 3 cases of traffic accident injury. The observation group was treated with manual reduction and unilateral external fixator combined with percutaneous Kirschner wire fixation, including 5 males and 25 females. The mean age was (72.76±7.23) years old. BMI (20.82±2.03) kg·m-2. The left side was involved in 8 cases and the right side in 22 cases. There were 28 cases of falling injury and 2 cases of traffic accident injury. The changes in radial height, ulnar declination, palmar inclination angle parameters and patient-rated wrist evaluation (PRWE) were assessed on X-ray films before surgery, 2 days after surgery, and 12 weeks after surgery between the two groups.
RESULTS:
All surgical procedures were successfully completed in both groups without any significant complications. All patients were followed up for a duration from 12 to 20 weeks with an average of(14.50±2.78) weeks. The two groups exhibited significant differences in radial height, palmar inclination angle, and ulnar deviation angle at 2 days and 12 weeks post-operation (P<0.05). However, there was no statistically significant difference observed in radial height, palmar inclination, and ulnar deviation between the two groups at 2 days after the operation (P>0.05). There were significant differences in radial height, palmar inclination angle, and ulnar deviation between the two groups at 12 weeks after operation (P<0.05). At 2 days and 12 weeks after the operation, there were significant differences in PRWE scores of the two groups compared with preoperative scores(P<0.05). At 2 days after the operation, there was no significant difference in PRWE score between the two groups (P>0.05). The PRWE score showed a significant difference between the two groups at 12 weeks post-operation(P<0.05).
CONCLUSION
The combination of closed reduction and unilateral external fixator, along with percutaneous pin fixation provides move stable fixation for type C1 distal radius fractures. Gradual removal of external fixator further facilitatse the recovery of wrist joint function.
Humans
;
Male
;
Female
;
Radius Fractures/surgery*
;
External Fixators
;
Aged
;
Aged, 80 and over
;
Bone Wires
;
Fracture Fixation/instrumentation*
;
Wrist Fractures
10.YOLOX-SwinT algorithm improves the accuracy of AO/OTA classification of intertrochanteric fractures by orthopedic trauma surgeons.
Xue-Si LIU ; Rui NIE ; Ao-Wen DUAN ; Li YANG ; Xiang LI ; Le-Tian ZHANG ; Guang-Kuo GUO ; Qing-Shan GUO ; Dong-Chu ZHAO ; Yang LI ; He-Hua ZHANG
Chinese Journal of Traumatology 2025;28(1):69-75
PURPOSE:
Intertrochanteric fracture (ITF) classification is crucial for surgical decision-making. However, orthopedic trauma surgeons have shown lower accuracy in ITF classification than expected. The objective of this study was to utilize an artificial intelligence (AI) method to improve the accuracy of ITF classification.
METHODS:
We trained a network called YOLOX-SwinT, which is based on the You Only Look Once X (YOLOX) object detection network with Swin Transformer (SwinT) as the backbone architecture, using 762 radiographic ITF examinations as the training set. Subsequently, we recruited 5 senior orthopedic trauma surgeons (SOTS) and 5 junior orthopedic trauma surgeons (JOTS) to classify the 85 original images in the test set, as well as the images with the prediction results of the network model in sequence. Statistical analysis was performed using the SPSS 20.0 (IBM Corp., Armonk, NY, USA) to compare the differences among the SOTS, JOTS, SOTS + AI, JOTS + AI, SOTS + JOTS, and SOTS + JOTS + AI groups. All images were classified according to the AO/OTA 2018 classification system by 2 experienced trauma surgeons and verified by another expert in this field. Based on the actual clinical needs, after discussion, we integrated 8 subgroups into 5 new subgroups, and the dataset was divided into training, validation, and test sets by the ratio of 8:1:1.
RESULTS:
The mean average precision at the intersection over union (IoU) of 0.5 (mAP50) for subgroup detection reached 90.29%. The classification accuracy values of SOTS, JOTS, SOTS + AI, and JOTS + AI groups were 56.24% ± 4.02%, 35.29% ± 18.07%, 79.53% ± 7.14%, and 71.53% ± 5.22%, respectively. The paired t-test results showed that the difference between the SOTS and SOTS + AI groups was statistically significant, as well as the difference between the JOTS and JOTS + AI groups, and the SOTS + JOTS and SOTS + JOTS + AI groups. Moreover, the difference between the SOTS + JOTS and SOTS + JOTS + AI groups in each subgroup was statistically significant, with all p < 0.05. The independent samples t-test results showed that the difference between the SOTS and JOTS groups was statistically significant, while the difference between the SOTS + AI and JOTS + AI groups was not statistically significant. With the assistance of AI, the subgroup classification accuracy of both SOTS and JOTS was significantly improved, and JOTS achieved the same level as SOTS.
CONCLUSION
In conclusion, the YOLOX-SwinT network algorithm enhances the accuracy of AO/OTA subgroups classification of ITF by orthopedic trauma surgeons.
Humans
;
Hip Fractures/diagnostic imaging*
;
Orthopedic Surgeons
;
Algorithms
;
Artificial Intelligence

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