1.Application of bilateral hip magnetic resonance imaging to predict risk of osteonecrosis of femoral head
Jiming JIN ; Yangquan HAO ; Rushun ZHAO ; Yuting ZHANG ; Yonghong JIANG ; Peng XU ; Chao LU
Chinese Journal of Tissue Engineering Research 2025;29(9):1890-1896
BACKGROUND:Magnetic resonance imaging is the gold standard for the diagnosis of osteonecrosis of femoral head,and previous methods of predicting osteonecrosis of femoral head collapse based on magnetic resonance images mostly require the combined assessment of coronal and sagittal images.However,osteonecrosis of femoral head tends to occur bilaterally,most hospitals perform bilateral hip magnetic resonance imaging scans during clinical examinations,but the bilateral hip scans can only view coronal and cross-sectional images,and it is difficult to obtain sagittal images,which affects the assessment of the risk of collapse.Therefore,it is of clinical value to establish a method to assess the risk of early osteonecrosis of femoral head collapse by applying the images that can be obtained after bilateral hip magnetic resonance scanning. OBJECTIVE:To establish a method of applying coronal and cross-sectional images of bilateral hip magnetic resonance imaging to assess the risk of osteonecrosis of femoral head collapse. METHODS:The medical records of 111 patients(181 hips)with early-stage osteonecrosis of femoral head diagnosed at the outpatient clinic of Honghui Hospital Affiliated to Xi'an Jiaotong University from October 2017 to October 2019 were retrospectively analyzed.They were categorized into collapsed and non-collapsed groups according to the femoral head collapse at the final follow-up,with 69 hips in the collapsed group and 112 hips in the non-collapsed group.The angle of necrotic range on the images of median coronal plane,transverse plane or one level above and below it was measured on the magnetic resonance imaging system.The sum of the two angles of necrotic angle on the coronal and transverse planes was used as the combined necrotic angle.The average of the three combined necrotic angles of each hip was taken to get the average combined necrotic angle of each hip.Finally,the correlation between the three combined necrotic angles and the average combined necrotic angle with the collapse of osteonecrosis of femoral head was analyzed,and the specificity and sensitivity of the four combined necrotic angles in predicting collapse were evaluated by using receiver operating characteristic curves. RESULTS AND CONCLUSION:(1)Totally 69 hips(38.1%)had femoral head collapse at the last follow-up and were included in the collapsed group;112 hips(61.9%)did not have progression of collapse and were included in the non-collapsed group.(2)The difference between the collapsed group and the non-collapsed group in terms of Association Research Circulation Osseous(ARCO)stage was significant(P<0.001).The difference in age,body mass index,follow-up time,gender distribution,side of onset,and causative factors was not significant(P>0.05).(3)The results of independent samples t-test suggested that all four combined necrotic angles were significantly correlated with collapse(P<0.000 1);and the differences in combined necrotic angles between the collapsed group and the non-collapsed group of ARCO stage I and the two groups of ARCO stage II were all significant(P<0.000 1).(4)In the analysis of the receiver operating characteristic,the area under the curve of the average combined necrotic angle was greater than that of the combined necrotic angle on the lower level of the median,the middle level,and the upper level of the median.(5)The average combined necrotic angle had a higher accuracy in the prediction of collapse than the lower level of the median,the middle level,and the upper level of the combined necrotic angle.(6)It is concluded that the accuracy of the average combined necrotic angle in predicting the risk of osteonecrosis of femoral head collapse is higher,and the clinical practicability is stronger,so we can consider using this method to predict the risk of osteonecrosis of femoral head collapse.
2.Shaoyaotang Alleviates Damage of Tight Junction Proteins in Caco-2 Cell Model of Inflammation by Regulating RhoA/ROCK Pathway
Nianjia XIE ; Dongsheng WU ; Hui CAO ; Yu ZHANG ; Yuting YANG ; Bo ZOU ; Da ZHAO ; Yi LU ; Mingsheng WU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(13):70-77
ObjectiveTo investigate the protective effect and mechanism of Shaoyaotang (SYD) on the lipopolysaccharide (LPS)-induced damage of tight junction proteins in the human colorectal adenocarcinoma (Caco-2) cell model of inflammation via the Ras homolog gene family member A (RhoA)/Rho-associated coiled-coil forming protein kinase (ROCK) pathway. MethodsCaco-2 cells were grouped as follows: Blank, model (LPS, 10 mg·L-1), SYD-containing serum (10%, 15%, and 20%), and inhibitor (Fasudil, 25 μmol·L-1). After 24 hours of intervention, the cell viability in each group was examined by the cell-counting kit 8 (CCK-8) method. Enzyme-linked immunosorbent assay was employed to determine the levels of endothelin-1 (ET-1), tumor necrosis factor-α (TNF-α), interleukin-1β (IL-1β), and interleukin-6 (IL-6). Real-time fluorescence quantitative polymerase chain reaction (Real-time PCR) and Western blot were employed to determine the mRNA and protein levels, respectively, of RhoA, ROCK2, claudin-5, and zonula occludens-1 (ZO-1) in cells of each group. ResultsCompared with the blank group, the model group showcased a marked reduction in the cell viability (P<0.01), elevations in the levels of ET-1, TNF-α, IL-1β, and IL-6 (P<0.01), declines in both mRNA and protein levels of ZO-1 and claudin-5 (P<0.01), and rises in mRNA and protein levels of RhoA and ROCK2 (P<0.01). Compared with the model group, the Shaoyaotang-containing serum (10%, 15%, and 20%) groups had enhanced cell viability (P<0.01), lowered levels of ET-1, TNF-α, IL-1β, and IL-6 (P<0.01), up-regulated mRNA and protein levels of ZO-1 and claudin-5 (P<0.05, P<0.01), and down-regulated mRNA and protein levels of RhoA and ROCK2 (P<0.01). Moreover, the inhibitor group and the 15% and 20% Shaoyaotang-containing serum groups had lower levels of ET-1, TNF-α, IL-1β, and IL-6 (P<0.05, P<0.01), higher mRNA and protein levels of ZO-1 and claudin-5 (P<0.05, P<0.01), and lower mRNA and protein levels of RhoA and ROCK2 (P<0.05, P<0.01) than the 10% Shaoyaotang-containing serum group. ConclusionThe Shaoyaotang-containing serum can lower the levels of LPS-induced increases in levels of inflammatory cytokines and endothelin to ameliorate the damage of tight junction proteins of the Caco-2 cell model of inflammation by regulating the expression of proteins in the RhoA/ROCK pathway.
3.Shaoyaotang Alleviates Damage of Tight Junction Proteins in Caco-2 Cell Model of Inflammation by Regulating RhoA/ROCK Pathway
Nianjia XIE ; Dongsheng WU ; Hui CAO ; Yu ZHANG ; Yuting YANG ; Bo ZOU ; Da ZHAO ; Yi LU ; Mingsheng WU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(13):70-77
ObjectiveTo investigate the protective effect and mechanism of Shaoyaotang (SYD) on the lipopolysaccharide (LPS)-induced damage of tight junction proteins in the human colorectal adenocarcinoma (Caco-2) cell model of inflammation via the Ras homolog gene family member A (RhoA)/Rho-associated coiled-coil forming protein kinase (ROCK) pathway. MethodsCaco-2 cells were grouped as follows: Blank, model (LPS, 10 mg·L-1), SYD-containing serum (10%, 15%, and 20%), and inhibitor (Fasudil, 25 μmol·L-1). After 24 hours of intervention, the cell viability in each group was examined by the cell-counting kit 8 (CCK-8) method. Enzyme-linked immunosorbent assay was employed to determine the levels of endothelin-1 (ET-1), tumor necrosis factor-α (TNF-α), interleukin-1β (IL-1β), and interleukin-6 (IL-6). Real-time fluorescence quantitative polymerase chain reaction (Real-time PCR) and Western blot were employed to determine the mRNA and protein levels, respectively, of RhoA, ROCK2, claudin-5, and zonula occludens-1 (ZO-1) in cells of each group. ResultsCompared with the blank group, the model group showcased a marked reduction in the cell viability (P<0.01), elevations in the levels of ET-1, TNF-α, IL-1β, and IL-6 (P<0.01), declines in both mRNA and protein levels of ZO-1 and claudin-5 (P<0.01), and rises in mRNA and protein levels of RhoA and ROCK2 (P<0.01). Compared with the model group, the Shaoyaotang-containing serum (10%, 15%, and 20%) groups had enhanced cell viability (P<0.01), lowered levels of ET-1, TNF-α, IL-1β, and IL-6 (P<0.01), up-regulated mRNA and protein levels of ZO-1 and claudin-5 (P<0.05, P<0.01), and down-regulated mRNA and protein levels of RhoA and ROCK2 (P<0.01). Moreover, the inhibitor group and the 15% and 20% Shaoyaotang-containing serum groups had lower levels of ET-1, TNF-α, IL-1β, and IL-6 (P<0.05, P<0.01), higher mRNA and protein levels of ZO-1 and claudin-5 (P<0.05, P<0.01), and lower mRNA and protein levels of RhoA and ROCK2 (P<0.05, P<0.01) than the 10% Shaoyaotang-containing serum group. ConclusionThe Shaoyaotang-containing serum can lower the levels of LPS-induced increases in levels of inflammatory cytokines and endothelin to ameliorate the damage of tight junction proteins of the Caco-2 cell model of inflammation by regulating the expression of proteins in the RhoA/ROCK pathway.
4.Analysis of the nonlinear relationship between hypothermic machine perfusion parameters and delayed graft function and construction of an optimized predictive model based on sampling algorithms
Boqing DONG ; Chongfeng WANG ; Yuting ZHAO ; Huanjing BI ; Ying WANG ; Jingwen WANG ; Zuhan CHEN ; Ruiyang MA ; Wujun XUE ; Yang LI ; Xiaoming DING
Organ Transplantation 2025;16(4):582-590
Objective To analyze the nonlinear relationship between hypothermic machine perfusion (HMP) parameters and delayed graft function (DGF) and optimize the construction of a predictive model for DGF. Methods The data of 923 recipients who underwent kidney transplantation from deceased donors were retrospectively analyzed. According to the occurrence of DGF, the recipients were divided into DGF group (n=823) and non-DGF group (n=100). Donor data, HMP parameters and recipient data were analyzed for both groups. The nonlinear relationship between HMP parameters and the occurrence of DGF was explored based on restricted cubic splines (RCS). Over-sampling, under-sampling and balanced sampling were used to address the imbalance in the proportion of DGF to construct logistic regression predictive models. The area under the curve (AUC) of each model was compared in the validation set, and a nomogram model was constructed. Results Donor BMI, cold ischemia time of the donor kidney, and HMP parameters (initial and final pressures, resistance, and perfusion time) were significantly different between the DGF and non-DGF groups (all P<0.05). The RCS analysis revealed a threshold-like nonlinear relationship between HMP parameters and the risk of DGF. Among the models constructed using different sampling methods, the balanced sampling model had the highest AUC. Using this model, a nomogram was constructed to stratify recipients based on risk scores. Recipients in the high-risk group had higher serum creatinine levels at 1, 6, and 12 months after kidney transplantation compared to those in the low-risk group (all P<0.05). Conclusions There is a nonlinear relationship between HMP parameters and the risk of DGF, and the threshold is helpful for organ quality assessment and monitoring of graft function after transplantation. The predictive model for DGF constructed on the base of balanced sampling algorithms helps perioperative decision-making and postoperative graft function monitoring of kidney transplantation.
5.Quality Evaluation of Black Panacis Quinquefolii Radix Based on Neuroprotective Spectrum-effect Relationship
Yuting YANG ; Shuyun LIANG ; Shanshan LI ; Yulong YANG ; Ziqi YANG ; Guangzhi CAI ; Liru ZHAO ; Jiyu GONG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(18):149-156
ObjectiveTo clarify the neuroprotective effect of black Panacis Quinquefolii Radix(PQR) and explore its active ingredients, with the aim of establishing an activity-oriented quality evaluation method. MethodsTransgenic Tg(HuC∶EGFP) zebrafish was used to establish a neuronal injury model by aluminum chloride immersion. Different doses(10, 20 mg·L-1) of PQR and black PQR ethanol extracts were administered. The neuroprotective effects of PQR and black PQR were compared by analyzing the fluorescent area and intensity of zebrafish neurons. Based on ultra-performance liquid chromatography(UPLC), a fingerprint profile of black PQR was established, followed by principal component analysis(PCA) and orthogonal partial least squares-discriminant analysis(OPLS-DA). Differential components were screened using the criteria of variable importance in the projection(VIP) value>1 and P<0.05. The neuroprotective activity of 14 batches of black PQR was assessed, and Spearman correlation analysis was used to identify saponins related to neuroprotective activity, which were then validated. Based on the above results, active marker components were determined, and an UPLC method was established for their quantitation with clear content limits. ResultsPharmacological efficacy results showed that both PQR and black PQR at different doses could significantly improved neuronal damage in zebrafish. At a dose of 20 mg·L-1, black PQR demonstrated superior efficacy(P<0.05). The fingerprint similarities of 14 batches of black PQR were>0.94, with 26 common peaks identified. Through comparison with the reference standards, 8 components were confirmed, including peak 1(ginsenoside Rg1), peak 2(ginsenoside Re), peak 5(ginsenoside Rb1), peak 9(ginsenoside Rd), peak 16[ginsenoside 20(S)-Rg3], peak 17[ginsenoside 20(R)-Rg3], peak 18(ginsenoside Rk1), and peak 19(ginsenoside Rg5). The results of PCA and OPLS-DA indicated that there were differences in saponins among black PQR samples from different origins, and 12 differential components were screened. All 14 batches of black PQR exhibited good protective effects on zebrafish neurons, with Shaanxi-produced black PQR showing superior protective effects compared to the other three production regions. Spearman correlation analysis revealed that a total of 11 components, including ginsenosides 20(S)-Rg3, 20(R)-Rg3, Rk1 and Rg5, showed a significant positive correlation with the neuroprotective effect in zebrafish(P<0.05). The activity validation results indicated that ginsenosides 20(S)-Rg3, 20(R)-Rg3, Rk1 and Rg5 were the primary components responsible for the neuroprotective effects of black PQR. Quantitative analysis showed that the content of ginsenoside 20(S)-Rg3 in 14 batches of black PQR ranged from 0.17% to 0.52%, and the repair rate of neuronal damage ranged from 42.77% to 97.83%. ConclusionBased on the fingerprint and neuronal protective activity, the spectrum-effect related quality control model of black PQR was established, with ginsenoside 20(S)-Rg3 as the quality control index, and the neuronal damage repair rate≥60% as the evaluation standard, the minimum limit of ginsenoside 20(S)-Rg3 in black PQR should be≥0.20%.
6.Consistency Evaluation of Processing of Black Panacis Quinquefolii Radix Decoction Pieces Based on "Chromaticity-chemistry-activity"
Yulong YANG ; Shanshan LI ; Yuting YANG ; Ziqi YANG ; Guangzhi CAI ; Liru ZHAO ; Jiyu GONG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(20):195-203
ObjectiveTo assess the quality consistency of black Panacis Quinquefolii Radix(bPQR) decoction pieces prepared by atmospheric and pressurized steaming processes based on chromaticity-chemical composition-vasoactive inhibition. The ultimate goal was to screen the pressurized steaming process yielding quality equivalent to atmospheric steaming, and optimize the processing technology of bPQR. MethodsThe bPQR decoction pieces were prepared using both atmospheric and pressurized steaming processes, and the chromaticity values[lightness value(L*), red/green chromaticity value(a*), yellow/blue chromaticity value(b*), total chromaticity value(E*ab)] were measured. High performance liquid chromatography(HPLC) was employed to establish fingerprint profiles for the decoction pieces, and cluster analysis was conducted on chromaticity values and the common peak areas in fingerprint profiles to elucidate the quality relationships between the decoction pieces processed by different methods. The optimal atmospheric steaming of bPQR decoction pieces was determined through zebrafish angiogenesis inhibition experiments. The contents of ginsenosides Rg1, Re, Rb1, 20(S)-Rg3, Rk1 and Rg5 in the decoction pieces were quantified, and Spearman correlation analysis was employed to investigate the relationship between saponin content, chromaticity, and angiogenesis inhibition activity during the steaming process. By integrating the consistency of chromaticity, saponin components and angiogenesis inhibition activity, pressurized steaming conditions with quality equivalent to the atmospheric pressure method were selected. ResultsCompared with the atmospheric steaming method, pressurized steaming resulted in faster color darkening and higher conversion rates of ginsenosides in bPQR decoction pieces. Moreover, the neovascularization inhibitory activity of bPQR decoction pieces continued to increase with the deepening of processing. Based on the effectiveness and safety, the optimal process for preparing bPQR decoction pieces with neovascularization inhibitory activity was determined to be atmospheric steaming for 21 h. All six ginsenosides tested exhibited strong to extremely strong correlations with both the chromaticity values of the decoction pieces and their neovascularization inhibitory activities. Among them, ginsenosides Rg1, Re and Rb1 exhibited positive correlations with chromaticity values and negative correlations with zebrafish angiogenesis inhibition activity. Conversely, ginsenosides 20(S)-Rg3, Rk1 and Rg5 showed negative correlations with chromaticity values and positive correlations with zebrafish angiogenesis inhibition activity. By integrating chromaticity values, cluster analysis results, as well as the results of activity, it was determined that the quality of bPQR decoction pieces steamed under pressurized conditions of 110 ℃(0.045 MPa) for 5 h and 115 ℃(0.07 MPa) for 3 h was highly consistent with that obtained by atmospheric steaming for 21 h. ConclusionThe preparation of bPQR decoction pieces by pressurized steaming has the advantages of short preparation time, low energy consumption, and rapid saponin conversion rate, making it a viable alternative to atmospheric steaming for preparing bPQR decoction pieces. Meanwhile, the evaluation method based on chromaticity-chemical composition-activity can provide a more scientific and effective explanation of change rules in the quality during traditional Chinese medicine processing, and offer a new model for optimizing processing technology and enhancing quality control.
7.Expression and diagnostic efficacy of serum DNA polymerase α in Alzheimer's disease
Yue ZHAO ; Jing LIU ; Xiaomin ZHANG ; Yuting CUI ; Peichang WANG
International Journal of Laboratory Medicine 2024;45(1):1-5
Objective To investigate the expression level and diagnostic value of serum DNA polymerase α(DNA pol α)in Alzheimer's disease(AD),and analyze its diagnostic efficacy in AD.Methods A total of 100 patients of dementia of Alzheimer's type(DAT)and 43 patients of mild cognitive impairment(MCI)from Xuanwu Hospital Capital Medical University from March 2019 to April 2023 were included in this study,and 68 healthy individuals of the same age group were collected as the HC group.The expression level of DNA pol α was detected in each group,and the diagnostic value of DNA pol α in AD was analyzed by receiver oper-ating characteristic(ROC)curve.Results The expression level of DNA pol α in DAT group was higher than those in the MCI group(P<0.05)and the HC group(P<0.001).The expression level of DNA pol α showed an increasing trend as AD progressed.The expression level of DNA pol α was negatively correlated with Mini Intelligent Mental State Examination Scale(MMSE)score and Montreal Cognitive Assessment Scale(MoCA)score(r=-0.155 3,-0.203 7,P<0.05).The area under the curve(AUC)of DNA pol α for diagnosing DAT was 0.682,and the sensitivity was 0.900.The AUC for diagnosing MCI was 0.546,and the sensitivity was 0.977.The AUC for differential diagnosis of MCI and DAT was 0.664,the sensitivity was 0.780,and the specificity was 0.535.Conclusion The expression level of DNA pol α is significantly increased in AD patients with DAT,and its expression level is related to the progression of AD,suggesting that DNA pol α has the pos-sibility to be a potential blood biomarker for the diagnosis of AD.
8.Research progress on P2X7 receptor in cancer pain
Zhongwen ZHANG ; Rui ZHAO ; Haolong ZHANG ; Yuting YANG ; Jinxia BAI ; Haoling ZHANG ; Wei WANG
Basic & Clinical Medicine 2024;44(3):389-392
The activation of the P2X7 receptor as an ATP-gated ion channel,triggers the release of pro-inflammato-ry cytokines in tumor carring individuals and stimulate excitation of injury-causing neurons,thereby exacerbating the transmission of pain.In preclinical cancer pain models,it has the potential to serve as a new therapeutic target for cancer pain management.
9.Effect of different locations of necrotic focus on the natural course of non-traumatic osteonecrosis of the femoral head
Rushun ZHAO ; Yangquan HAO ; Peng XU ; Xin ZHENG ; Yonghong JIANG ; Yuting ZHANG ; Mengfei WANG ; Chao LU
Chinese Journal of Tissue Engineering Research 2024;28(6):917-921
BACKGROUND:For non-traumatic osteonecrosis of the femoral head,if the femoral head collapses,it will have a great impact on the normal life of the patients.Thus,it is necessary to use an appropriate way to evaluate the risk of femoral head collapse and then to take targeted measures to delay the process of femoral head collapse. OBJECTIVE:To analyze the natural course of early osteonecrosis of the femoral head(without collapse)under different locations of necrotic lesions. METHODS:121 patients(191 hips)with early non-traumatic osteonecrosis of the femoral head who were treated in the Outpatient Department of Honghui Hospital Affiliated to Xi'an Jiaotong University from October 2016 to October 2017 were enrolled in this study.The clinical data of all patients were followed up for 5 years to observe the collapse of osteonecrosis of the femoral head and the risk coefficient of femoral head collapse among different JIC types.The collapse rate of osteonecrosis of the femoral head was calculated during the follow-up. RESULTS AND CONCLUSION:(1)A total of 191 hips were included in this study.The femoral head collapsed in 86 hips during follow-up,with a total collapse rate of 45.0%.Among the influencing factors,age,ARCO stage and JIC classification were the main influencing factors of femoral head collapse(P<0.05),but body mass index,sex,incidence side and pathogenic factors were not the main influencing factors(P>0.05).(2)Among 191 hips,in JIC classification,the total collapse rates of type A,type B,type C1 and type C2 were 11.1%(2/18),30.2%(16/53),52.4%(43/82),and 65.8%(25/38),respectively.There were significant differences in the total collapse rate of the femoral head among all types(P<0.05).The collapse risk results showed that the collapse risk of type B,type C1 and type C2 was 2.41,5.22 and 7.89 times higher than that of type A,respectively.(3)Both JIC classification and ARCO stage were correlated with femoral head collapse(P<0.01).There was no significant difference in the collapse rate of the femoral head among all JIC types in ARCO I stage hips(P>0.05).In the hips with ARCO II stage,the collapse rates of the femoral head of JIC types A,B,C1 and C2 were 1.2%,19.5%,50.0%and 29.3%,respectively,and there were significant differences in the collapse rates among different types(P<0.05).(4)During follow-up,the collapse rates of the femoral head in the first to fifth years were 29.3%,7.9%,4.7%,2.6%and 0.5%,respectively.(5)Results showed that for early non-traumatic osteonecrosis of the femoral head,the risk of collapse of osteonecrosis of the femoral head is high within one year,and the location of the focus of osteonecrosis affects the risk of collapse of the femoral head.The effect of the location of the focus on the prognosis of the disease should be considered in clinical treatment.
10.Research on the differential diagnosis of phlegm and blood stasis pattern and qi deficiency and blood stasis pattern in stable angina pectoris based on coronary artery CT angiography radiomics
Dongsheng WEI ; Jiajie QI ; Xiaosheng LIU ; Luzhen LI ; Han LI ; Yuting LIU ; Chengkang DENG ; Xu DAI ; Baoying ZHAO ; Zhe ZHANG
Journal of Beijing University of Traditional Chinese Medicine 2024;47(4):545-554
Objective To establish a differential model of phlegm and blood stasis pattern and qi deficiency and blood stasis pattern in stable angina pectoris using radiomics.Methods A total of 91 patients with stable angina pectoris who underwent coronary artery CT angiography in Affiliated Hospital of Liaoning University of Traditional Chinese Medicine from January 2021 to January 2022 were collected,including 47 cases of phlegm and blood stasis pattern and 44 cases of qi deficiency and blood stasis pattern.The patients were divided into train set(64 cases)and test set(27 cases)according to the ratio of 7∶3 by stratified random sampling method.3D-slicer software was used to extract the radiomics features of pericoronary adipose tissue(PCAT)images.Principal component analysis was used to visualize the distribution of radiomics features of pattern of phlegm and blood stasis and pattern of qi deficiency and blood stasis.The least absolute shrinkage and selection operator regression analysis and support vector machine decreasing feature elimination were used for feature selection.The multinomial logistics regression was used for model construction.The receiver operating characteristic(ROC)curve was used to verify the model in the train set and the test set to evaluate the effectiveness of the radiomics features in differentiating phlegm and blood stasis pattern and qi deficiency and blood stasis pattern.Finally,Spearman coefficient was used to analyze the correlation between the differential features and clinical physicochemical data.Results A total of 837 radiomics features were extracted from PCAT images by 3D-slicer software.In the principal component analysis,PC1 and PC2 explained 77.9%and 8.1%of the total variance,respectively,and there was a relatively obvious separation trend between the two pattern groups.After feature screening,7 radiomics features were used to construct the differential model of phlegm and blood stasis pattern and qi deficiency and blood stasis pattern.The area under the ROC curve(AUC)of the differential model was 0.844 in the train set and 0.834 in the test set.Spearman correlation analysis showed that the differential features were significantly correlated with cTnI,neutrophil,triglyceride,total cholesterol,and leukocyte.Conclusion The CT radiomics model based on PCAT has a high discrimination efficiency for stable angina pectoris with phlegm and blood stasis pattern and qi deficiency and blood stasis pattern.

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