1.Staged Characteristics of Mitochondrial Energy Metabolism in Chronic Heart Failure with Heart-Yang Deficiency Syndrome and Prescription Intervention from Theory of Reinforcing Yang
Zizheng WU ; Xing CHEN ; Lichong MENG ; Yao ZHANG ; Peng LUO ; Jiahao YE ; Kun LIAN ; Siyuan HU ; Zhixi HU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(5):129-138
Chronic heart failure (CHF) is a complex clinical syndrome caused by ventricular dysfunction, with mitochondrial energy metabolism disorder being a critical factor in disease progression. Heart-Yang deficiency syndrome, as the core pathogenesis of CHF, persists throughout the disease course. Insufficiency of heart-Yang leads to weakened warming and propelling functions, resulting in the accumulation of phlegm-fluid, blood stasis, and dampness. This eventually causes Qi stagnation with phlegm obstruction and blood stasis with water retention, forming a vicious cycle that exacerbates disease progression. According to the theory of reinforcing Yang, the clinical experience of the traditional Chinese medicine (TCM) master Tang Zuxuan in treating CHF with heart-Yang deficiency syndrome, and achievements from molecular biological studies, this study innovatively proposes an integrated research framework of "TCM syndrome differentiation and staging-mitochondrial metabolism mechanisms-intervention with Yang-reinforcing prescriptions" which is characterized by the integration of traditional Chinese and Western medicine. Heart-Yang deficiency syndrome is classified into mild (Stage Ⅰ-Ⅱ), severe (Stage Ⅲ), and critical (Stage Ⅳ) stages. The study elucidates the precise correlations between the pathogenesis of each stage and mitochondrial metabolism disorders from theoretical, pathophysiological, and therapeutic perspectives. The mild stage is characterized by impaired biogenesis and substrate-utilization imbalance, corresponding to heart-Yang deficiency and phlegm-fluid aggregation. Linggui Zhugantang and similar prescriptions can significantly improve the expression of peroxisome proliferator-activated receptor gamma co-activator-1α(PGC-1α)/silent information regulator 2 homolog 1 (SIRT1) and ATPase activity. The severe stage centers on oxidative stress and structural damage, reflecting Yang deficiency with water overflow and phlegm-blood stasis intermingling. At this stage, Zhenwu Tang and Qiangxin Tang can effectively mitigate oxidative stress damage, increase adenosine triphosphate (ATP) content, and repair mitochondrial structure. The critical stage arises from calcium overload and mitochondrial disintegration, leading to the collapse of Yin-Yang equilibrium. At this stage, Yang-restoring and crisis-resolving prescriptions such as Fuling Sini Tang and Qili Qiangxin capsules can inhibit abnormal opening of the mitochondrial permeability transition pore (MPTP), reduce cardiomyocyte apoptosis rate, and protect mitochondrial function. By summarizing the characteristics of mitochondrial energy metabolism disorders at different stages of CHF, this study explores the application of the theory of reinforcing Yang in treating heart-Yang deficiency syndrome and provides new insights for the clinical diagnosis and treatment of CHF.
2.Construction and application of the "Huaxi Hongyi" large medical model
Rui SHI ; Bing ZHENG ; Xun YAO ; Hao YANG ; Xuchen YANG ; Siyuan ZHANG ; Zhenwu WANG ; Dongfeng LIU ; Jing DONG ; Jiaxi XIE ; Hu MA ; Zhiyang HE ; Cheng JIANG ; Feng QIAO ; Fengming LUO ; Jin HUANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(05):587-593
Objective To construct large medical model named by "Huaxi HongYi"and explore its application effectiveness in assisting medical record generation. Methods By the way of a full-chain medical large model construction paradigm of "data annotation - model training - scenario incubation", through strategies such as multimodal data fusion, domain adaptation training, and localization of hardware adaptation, "Huaxi HongYi" with 72 billion parameters was constructed. Combined with technologies such as speech recognition, knowledge graphs, and reinforcement learning, an application system for assisting in the generation of medical records was developed. Results Taking the assisted generation of discharge records as an example, in the pilot department, after using the application system, the average completion times of writing a medical records shortened (21 min vs. 5 min) with efficiency increased by 3.2 time, the accuracy rate of the model output reached 92.4%. Conclusion It is feasible for medical institutions to build independently controllable medical large models and incubate various applications based on these models, providing a reference pathway for artificial intelligence development in similar institutions.
3.Inflammatory disorders that affect the cerebral small vessels.
Fei HAN ; Siyuan FAN ; Bo HOU ; Lixin ZHOU ; Ming YAO ; Min SHEN ; Yicheng ZHU ; Joanna M WARDLAW ; Jun NI
Chinese Medical Journal 2025;138(11):1301-1312
This comprehensive review synthesizes the latest advancements in understanding inflammatory disorders affecting cerebral small vessels, a distinct yet understudied category within cerebral small vessel diseases (SVD). Unlike classical SVD, these inflammatory conditions exhibit unique clinical presentations, imaging patterns, and pathophysiological mechanisms, posing significant diagnostic and therapeutic challenges. Highlighting their heterogeneity, this review spans primary angiitis of the central nervous system, cerebral amyloid angiopathy-related inflammation, systemic vasculitis, secondary vasculitis, and vasculitis in autoinflammatory diseases. Key discussions focus on emerging insights into immune-mediated processes, neuroimaging characteristics, and histopathological distinctions. Furthermore, this review underscores the importance of standardized diagnostic frameworks, individualized immunomodulation approaches, and novel targeted therapies to address unmet clinical demands.
Humans
;
Cerebral Small Vessel Diseases/pathology*
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Inflammation/pathology*
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Cerebral Amyloid Angiopathy/pathology*
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Vasculitis, Central Nervous System/pathology*
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Vasculitis/pathology*
4.Comparison of clinical efficacy and learning curve for robot-assisted cortical bone trajectory screw fixation performed by surgeons with different seniority in the treatment of lumbar degenerative disease
Yuzheng LU ; Wancheng LIN ; Jipeng SONG ; Yao ZHANG ; Siyuan YAO ; Meng YI ; Mingtao YAO ; Zhengning LUO ; Jiaqi YANG ; Lixiang DING ; Shengliang FU
Chinese Journal of Postgraduates of Medicine 2025;48(1):24-30
Objective:To analyze the clinical efficacy and learning curve for robot-assisted cortical bone trajectory (CBT) screw fixation performed by surgeons with different seniority in the treatment of lumbar degenerative disease.Methods:The clinical data of 91 lumbar degenerative disease patients underwent robot-assisted CBT screw fixation from August 2020 to December 2022 in Beijing Shijitan Hospital, Capital Medical University were retrospectively analyzed. Among them, 48 patients underwent surgery performed by the same senior surgeon (senior group), with a total of 234 CBT screws were placed; while 43 patients underwent surgery performed by the same junior surgeon (junior group), with a total of 206 CBT screws were placed. The surgical related indexes, functional improvement score, lower back pain and lower limb radiation pain scores, acceptable nail insertion rate, non invasion rate of facet joints and incidence of postoperative complications were compared between two groups. The functional improvement score was evaluated using the Japanese Orthopaedic Association (JOA) score, the pain score was evaluated using visual analog score (VAS). The cumulative sum (CUSUM) method was used to depict the learning curve with "single screw placement time" as the observation index.Results:There were no statistical difference in incision length, operation time, intraoperative blood loss and postoperative hospital stay between two groups ( P>0.05). The least squares means of JOA scores 1, 3 and 6 months after surgery in both groups increased significantly compared to baseline, while the least squares means of lower back pain VAS and lower limb radiation pain VAS decreased significantly compared to baseline; there were no statistical differences between two groups ( P>0.05). There were no statistical difference in acceptable nail insertion rate, non invasion rate of facet joints and incidence of postoperative complications between two group ( P>0.05). The CUSUM learning curves were fitting well and the inflection point for senior surgeon corresponded to 18 cases, while it was reached after performing surgery on 21 cases for junior surgeon. Conclusions:Robot-assisted CBT screw fixation performed by surgeons with different seniority could achieve similar clinical outcomes for treating lumbar degenerative disease. The senior surgeons are able to complete the initial learning stage faster than the junior surgeons, but there is not much difference in the number of surgeries performed the learning curve.
5.Effect of robot-assisted percutaneous kyphoplasty in the treatment of dual-segment recurrent osteoporotic vertebral compression fracture including in situ vertebral fracture
Siyuan YAO ; Mingtao YAO ; Jipeng SONG ; Yao ZHANG ; Wancheng LIN ; Lixiang DING ; Shengliang FU
Chinese Journal of Postgraduates of Medicine 2025;48(1):35-41
Objective:To compare the effectiveness and safety between robot-assisted percutaneous kyphoplasty (PKP) and traditional fluoroscopy-assisted PKP in the treatment of dual-segment recurrent osteoporotic vertebral compression fracture (OVCF) including in situ vertebral fracture.Methods:The clinical data of 33 patients with dual-segment recurrent OVCF including in situ vertebral fracture from January 2016 to January 2023 in Beijing Shijitan Hospital Affiliated to Capital Medical University were retrospectively analyzed. All the patients were treated with PKP. Among them, 14 patients were treated with robot-assisted surgery (robot-assisted group), and 19 patients were treated with fluoroscopy-assisted surgery (fluoroscopy-assisted group). The total surgical time, preparation time and number of fluoroscopy were recorded. The in situ and other fracture vertebral operation time, number of punctures, amount of bone cement injection, bone cement filling effect, bone cement leakage, pedicle wall breakthrough and other special intraoperative situations were separately recorded. The visual analogue score (VAS) before surgery and 1 d, 3 months after surgery was recorded.Results:The preparation time in robot-assisted group was significantly longer than that in fluoroscopy-assisted group: (30.8 ± 6.9) min vs. (19.1 ± 4.5) min, the number of fluoroscopy was significantly lower than that in fluoroscopy-assisted group: (17.1 ± 4.1) times vs. (41.0 ± 6.3) times, and there were statistical differences ( P<0.01 and <0.05); there were no statistical differences in total surgical time and VAS at any time point between the two groups ( P>0.05). For the in situ fracture segment, the operation time and number of punctures in robot-assisted group were significantly lower than those in fluoroscopy-assisted group: (15.4 ± 2.8) min vs. (22.0 ± 5.5) min and (1.1 ± 0.4) times vs. (2.4 ± 1.2) times, the amount of bone cement injection was significantly higher than those in fluoroscopy-assisted group: (2.36 ± 0.75) ml vs. (1.79 ± 0.69) ml, the filling effect of bone cement was significantly better than that in fluoroscopy-assisted group, and there were statistical differences ( P<0.01 and <0.05); there were no statistical difference in bone cement leakage and pedicle wall breakthrough between the two groups ( P>0.05). For the other fracture segment, the operation time in robot-assisted group was significantly shorter than that in fluoroscopy-assisted group: (13.8 ± 3.8) min vs. (19.2 ± 6.4) min, and there was statistical difference ( P<0.01); there were no statistical difference in number of punctures, amount of bone cement injection, filling effect of bone cement, bone cement leakage and pedicle wall breakthrough between the two groups ( P>0.05). Conclusions:Robot-assisted PKP in the treatment of dual-segment OVCF including in situ vertebral fracture, could reduce operation time, minimize punctures and fluoroscopy numbers, and provide superior bone cement filling results.
6.Role of CDH1 gene DNA methylation in autoimmune thyroiditis in population from different water-iodine regions
Baiming JIN ; Yanbo QI ; Fengge LOU ; Hong CHAO ; Xiaolei YANG ; Hongjie LI ; Zheng ZHOU ; Yao CHEN ; Hongmei SHEN ; Siyuan WAN
Chinese Journal of Endemiology 2025;44(6):431-438
Objective:To study the role of cadherin 1 (CDH1) gene DNA methylation in autoimmune thyroiditis (AIT) in population from different water-iodine regions.Methods:From May to June 2019, the information of AIT cases and healthy individuals in Shandong Province were collected in three types of water-iodine regions: iodine-fortification (IF) region, iodine-adequate (IA) region and iodine-excess (IE) region. A case-control study design was applied to match 176 AIT cases (case group) with age, gender, body mass index, and place of residence in a 1 ∶ 1 ratio to 176 healthy individuals (control group). Fasting urine and whole blood samples were collected to test the contents of urinary iodine, thyroid function indicators [serum free triiodothyronine (FT 3), free thyroxine (FT 4), thyroid stimulating hormone (TSH)], and serum iodine. The DNA methylation levels of the target region of the CDH1 gene and its four CpG sites in whole blood were determined using methylation sequencing technology for target regions (MethylTarget TM). Results:The DNA methylation level of the target region of CDH1 gene in the case group was 0.832 ± 0.044, and that in the control group was 0.828 ± 0.049, there was no statistically significant difference between the two groups ( t = 0.76, P = 0.448). There was no statistically significant difference in DNA methylation levels of the four CpG sites in the target region of CDH1 gene between the case group and the control group ( P > 0.05). There was no statistically significant difference in the DNA methylation level of the CDH1 gene target region between the case group and the control group in IF, IA and IE regions ( P > 0.05). The detection results of DNA methylation levels at CpG sites in the target region of CDH1 gene in different water iodine regions showed that the DNA methylation level at site 83 in case group in IF region was higher than that in the control group ( t = 2.30, P = 0.023). However, there was no statistically significant difference in the DNA methylation levels of the four CpG sites between the case group and the control group in IA and IE regions ( P > 0.05). The DNA methylation level of CDH1 gene target region in AIT patients was not significantly correlated with urinary iodine, serum iodine, and serum FT 3, FT 4, and TSH contents ( P > 0.05), but was significantly negatively correlated with age ( r =-0.19, P = 0.014). Conclusions:The DNA methylation level at CpG site 83 of CDH1 gene in AIT patients in IF region is significantly higher than that in control population, indicating that DNA methylation at this locus may be involved in the occurrence and development of AIT after iodine fortification. The DNA methylation level of CDH1 gene is negatively correlated with age.
7.Comparison of clinical efficacy and learning curve for robot-assisted cortical bone trajectory screw fixation performed by surgeons with different seniority in the treatment of lumbar degenerative disease
Yuzheng LU ; Wancheng LIN ; Jipeng SONG ; Yao ZHANG ; Siyuan YAO ; Meng YI ; Mingtao YAO ; Zhengning LUO ; Jiaqi YANG ; Lixiang DING ; Shengliang FU
Chinese Journal of Postgraduates of Medicine 2025;48(1):24-30
Objective:To analyze the clinical efficacy and learning curve for robot-assisted cortical bone trajectory (CBT) screw fixation performed by surgeons with different seniority in the treatment of lumbar degenerative disease.Methods:The clinical data of 91 lumbar degenerative disease patients underwent robot-assisted CBT screw fixation from August 2020 to December 2022 in Beijing Shijitan Hospital, Capital Medical University were retrospectively analyzed. Among them, 48 patients underwent surgery performed by the same senior surgeon (senior group), with a total of 234 CBT screws were placed; while 43 patients underwent surgery performed by the same junior surgeon (junior group), with a total of 206 CBT screws were placed. The surgical related indexes, functional improvement score, lower back pain and lower limb radiation pain scores, acceptable nail insertion rate, non invasion rate of facet joints and incidence of postoperative complications were compared between two groups. The functional improvement score was evaluated using the Japanese Orthopaedic Association (JOA) score, the pain score was evaluated using visual analog score (VAS). The cumulative sum (CUSUM) method was used to depict the learning curve with "single screw placement time" as the observation index.Results:There were no statistical difference in incision length, operation time, intraoperative blood loss and postoperative hospital stay between two groups ( P>0.05). The least squares means of JOA scores 1, 3 and 6 months after surgery in both groups increased significantly compared to baseline, while the least squares means of lower back pain VAS and lower limb radiation pain VAS decreased significantly compared to baseline; there were no statistical differences between two groups ( P>0.05). There were no statistical difference in acceptable nail insertion rate, non invasion rate of facet joints and incidence of postoperative complications between two group ( P>0.05). The CUSUM learning curves were fitting well and the inflection point for senior surgeon corresponded to 18 cases, while it was reached after performing surgery on 21 cases for junior surgeon. Conclusions:Robot-assisted CBT screw fixation performed by surgeons with different seniority could achieve similar clinical outcomes for treating lumbar degenerative disease. The senior surgeons are able to complete the initial learning stage faster than the junior surgeons, but there is not much difference in the number of surgeries performed the learning curve.
8.Effect of robot-assisted percutaneous kyphoplasty in the treatment of dual-segment recurrent osteoporotic vertebral compression fracture including in situ vertebral fracture
Siyuan YAO ; Mingtao YAO ; Jipeng SONG ; Yao ZHANG ; Wancheng LIN ; Lixiang DING ; Shengliang FU
Chinese Journal of Postgraduates of Medicine 2025;48(1):35-41
Objective:To compare the effectiveness and safety between robot-assisted percutaneous kyphoplasty (PKP) and traditional fluoroscopy-assisted PKP in the treatment of dual-segment recurrent osteoporotic vertebral compression fracture (OVCF) including in situ vertebral fracture.Methods:The clinical data of 33 patients with dual-segment recurrent OVCF including in situ vertebral fracture from January 2016 to January 2023 in Beijing Shijitan Hospital Affiliated to Capital Medical University were retrospectively analyzed. All the patients were treated with PKP. Among them, 14 patients were treated with robot-assisted surgery (robot-assisted group), and 19 patients were treated with fluoroscopy-assisted surgery (fluoroscopy-assisted group). The total surgical time, preparation time and number of fluoroscopy were recorded. The in situ and other fracture vertebral operation time, number of punctures, amount of bone cement injection, bone cement filling effect, bone cement leakage, pedicle wall breakthrough and other special intraoperative situations were separately recorded. The visual analogue score (VAS) before surgery and 1 d, 3 months after surgery was recorded.Results:The preparation time in robot-assisted group was significantly longer than that in fluoroscopy-assisted group: (30.8 ± 6.9) min vs. (19.1 ± 4.5) min, the number of fluoroscopy was significantly lower than that in fluoroscopy-assisted group: (17.1 ± 4.1) times vs. (41.0 ± 6.3) times, and there were statistical differences ( P<0.01 and <0.05); there were no statistical differences in total surgical time and VAS at any time point between the two groups ( P>0.05). For the in situ fracture segment, the operation time and number of punctures in robot-assisted group were significantly lower than those in fluoroscopy-assisted group: (15.4 ± 2.8) min vs. (22.0 ± 5.5) min and (1.1 ± 0.4) times vs. (2.4 ± 1.2) times, the amount of bone cement injection was significantly higher than those in fluoroscopy-assisted group: (2.36 ± 0.75) ml vs. (1.79 ± 0.69) ml, the filling effect of bone cement was significantly better than that in fluoroscopy-assisted group, and there were statistical differences ( P<0.01 and <0.05); there were no statistical difference in bone cement leakage and pedicle wall breakthrough between the two groups ( P>0.05). For the other fracture segment, the operation time in robot-assisted group was significantly shorter than that in fluoroscopy-assisted group: (13.8 ± 3.8) min vs. (19.2 ± 6.4) min, and there was statistical difference ( P<0.01); there were no statistical difference in number of punctures, amount of bone cement injection, filling effect of bone cement, bone cement leakage and pedicle wall breakthrough between the two groups ( P>0.05). Conclusions:Robot-assisted PKP in the treatment of dual-segment OVCF including in situ vertebral fracture, could reduce operation time, minimize punctures and fluoroscopy numbers, and provide superior bone cement filling results.
9.Role of CDH1 gene DNA methylation in autoimmune thyroiditis in population from different water-iodine regions
Baiming JIN ; Yanbo QI ; Fengge LOU ; Hong CHAO ; Xiaolei YANG ; Hongjie LI ; Zheng ZHOU ; Yao CHEN ; Hongmei SHEN ; Siyuan WAN
Chinese Journal of Endemiology 2025;44(6):431-438
Objective:To study the role of cadherin 1 (CDH1) gene DNA methylation in autoimmune thyroiditis (AIT) in population from different water-iodine regions.Methods:From May to June 2019, the information of AIT cases and healthy individuals in Shandong Province were collected in three types of water-iodine regions: iodine-fortification (IF) region, iodine-adequate (IA) region and iodine-excess (IE) region. A case-control study design was applied to match 176 AIT cases (case group) with age, gender, body mass index, and place of residence in a 1 ∶ 1 ratio to 176 healthy individuals (control group). Fasting urine and whole blood samples were collected to test the contents of urinary iodine, thyroid function indicators [serum free triiodothyronine (FT 3), free thyroxine (FT 4), thyroid stimulating hormone (TSH)], and serum iodine. The DNA methylation levels of the target region of the CDH1 gene and its four CpG sites in whole blood were determined using methylation sequencing technology for target regions (MethylTarget TM). Results:The DNA methylation level of the target region of CDH1 gene in the case group was 0.832 ± 0.044, and that in the control group was 0.828 ± 0.049, there was no statistically significant difference between the two groups ( t = 0.76, P = 0.448). There was no statistically significant difference in DNA methylation levels of the four CpG sites in the target region of CDH1 gene between the case group and the control group ( P > 0.05). There was no statistically significant difference in the DNA methylation level of the CDH1 gene target region between the case group and the control group in IF, IA and IE regions ( P > 0.05). The detection results of DNA methylation levels at CpG sites in the target region of CDH1 gene in different water iodine regions showed that the DNA methylation level at site 83 in case group in IF region was higher than that in the control group ( t = 2.30, P = 0.023). However, there was no statistically significant difference in the DNA methylation levels of the four CpG sites between the case group and the control group in IA and IE regions ( P > 0.05). The DNA methylation level of CDH1 gene target region in AIT patients was not significantly correlated with urinary iodine, serum iodine, and serum FT 3, FT 4, and TSH contents ( P > 0.05), but was significantly negatively correlated with age ( r =-0.19, P = 0.014). Conclusions:The DNA methylation level at CpG site 83 of CDH1 gene in AIT patients in IF region is significantly higher than that in control population, indicating that DNA methylation at this locus may be involved in the occurrence and development of AIT after iodine fortification. The DNA methylation level of CDH1 gene is negatively correlated with age.
10.The value of CT radiomics of the primary gastric cancer and the adipose tissue outside the gastric wall beside cancer in evaluating T staging of gastric cancer
Zhixuan WANG ; Xiaoxiao WANG ; Chao LU ; Siyuan LU ; Yi DING ; Donggang PAN ; Yueyuan ZHOU ; Jun YAO ; Jiulou ZHANG ; Pengcheng JIANG ; Xiuhong SHAN
Chinese Journal of Radiology 2024;58(1):57-63
Objective:To investigate the value of CT radiomic model based on analysis of primary gastric cancer and the adipose tissue outside the gastric wall beside cancer in differentiating stage T1-2 from stage T3-4 gastric cancer.Methods:This study was a case-control study. Totally 465 patients with gastric cancer treated in Affiliated People′s Hospital of Jiangsu University from December 2011 to December 2019 were retrospectively collected. According to postoperative pathology, they were divided into 2 groups, one with 150 cases of T1-2 tumors and another with 315 cases of T3-4 tumors. The cases were divided into a training set (326 cases) and a test set (139 cases) by stratified sampling method at 7∶3. There were 104 cases of T1-2 stage and 222 cases of T3-4 stage in the training set, 46 cases of T1-2 stage and 93 cases of T3-4 stage in the test set. The axial CT images in the venous phase during one week before surgery were selected to delineate the region of interest (ROI) at the primary lesion and the extramural gastric adipose tissue adjacent to the cancer areas. The radiomic features of the ROIs were extracted by Pyradiomics software. The least absolute shrinkage and selection operator was used to screen features related to T stage to establish the radiomic models of primary gastric cancer and the adipose tissue outside the gastric wall beside cancer. Independent sample t test or χ2 test were used to compare the differences in clinical features between T1-2 and T3-4 patients in the training set, and the features with statistical significance were combined to establish a clinical model. Two radiomic signatures and clinical features were combined to construct a clinical-radiomics model and generate a nomogram. The area under the receiver operating characteristic curve (AUC) was used to evaluate the efficacy of each model in differentiating stage T1-2 from stage T3-4 gastric cancer. The calibration curve was used to evaluate the consistency between the T stage predicted by the nomogram and the actual T stage of gastric cancer. And the decision curve analysis was used to evaluate the clinical net benefit of treatment guided by the nomogram and by the clinical model. Results:There were significant differences in CT-T stage and CT-N stage between T1-2 and T3-4 patients in the training set ( χ2=10.59, 15.92, P=0.014, 0.001) and the clinical model was established. After screening and dimensionality reduction, the 5 features from primary gastric cancer and the 6 features from the adipose tissue outside the gastric wall beside cancer established the radiomic models respectively. In the training set and the test set, the AUC values of the primary gastric cancer radiomic model were 0.864 (95% CI 0.820-0.908) and 0.836 (95% CI 0.762-0.910), and the adipose tissue outside the gastric wall beside cancer radiomic model were 0.782 (95% CI 0.731-0.833) and 0.784 (95% CI 0.702-0.866). The AUC values of the clinical model were 0.761 (95% CI 0.705-0.817) and 0.758 (95% CI 0.671-0.845), and the nomogram were 0.876 (95% CI 0.835-0.917) and 0.851 (95% CI 0.781-0.921). The calibration curve reflected that there was a high consistency between the T stage predicted by the nomogram and the actual T stage in the training set ( χ2=1.70, P=0.989). And the decision curve showed that at the risk threshold 0.01-0.74, a higher clinical net benefit could be obtained by using a nomogram to guide treatment. Conclusions:The CT radiomics features of primary gastric cancer lesions and the adipose tissue outside the gastric wall beside cancer can effectively distinguish T1-2 from T3-4 gastric cancer, and the combination of CT radiomic features and clinical features can further improve the prediction accuracy.

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