1.Pharmacoeconomic evaluation of culmerciclib combined with fulvestrant in the second-line treatment of HR+/HER2− locally advanced or metastatic breast cancer
Ran LIU ; Shengnan GAO ; Congxin LI ; Yuxi ZHANG ; Ranran ZHANG ; Yue WANG ; Ziyi LIU ; Guoqiang LIU
China Pharmacy 2026;37(8):1033-1038
OBJECTIVE To evaluate the cost-effectiveness of culmerciclib combined with fulvestrant as second-line treatment for patients with hormone receptor-positive(HR+)/human epidermal growth factor receptor 2-negative (HER2–) locally advanced or metastatic breast cancer, within the context of the Chinese healthcare system. METHODS A partitioned survival model was established based on the CULMATE-1 study, with a simulation time horizon set at 15 years and a cycle length of 28 days. The incremental cost-effectiveness ratio (ICER) of culmerciclib combined with fulvestrant versus fulvestrant monotherapy as second-line treatment for HR+/HER2– breast cancer was calculated. One-way sensitivity analysis and probabilistic sensitivity analysis were performed to assess the robustness of the model. Meanwhile, scenario analysis of culmerciclib price reduction was conducted; the required price reduction and price to reach the willingness-to-pay (WTP) threshold in this study were calculated. RESULTS The results of the base-case analysis indicated that, compared with the fulvestrant monotherapy regimen, culmerciclib combined with fulvestrant yielded an additional 0.823 quality-adjusted life year (QALY), with a corresponding ICER of 371 696.26 yuan/QALY, which exceeded the WTP threshold (199 330 yuan/QALY). The results of the univariate sensitivity analysis indicated that the cost of culmerciclib, the discount rate, the utility values for progression disease and progression free survival status were significant factors influencing the ICER; both the univariate sensitivity analysis and the probabilistic sensitivity analysis validated the robustness of the model results. Scenario analysis indicated that when the price of culmerciclib was reduced by 30%, 55% and 85% respectively, the corresponding ICER values fell below 3, 2, and 1 times China’s per capita GDP in 2025, with the probability of cost-effectiveness being 3.00%, 94.90%, 100%. When the cost of culmerciclib (60 mg) was reduced by 52.6% to 50.96 yuan, the ICER value met the WTP threshold established in this study. CONCLUSIONS When the WTP threshold is set at twice China’s per capita GDP in 2025, second-line treatment with culmerciclib combined with fulvestrant for HR+/HER2– locally advanced or metastatic breast cancer does not exhibit cost-effectiveness advantage over fulvestrant monotherapy. Therefore, a reasonable price reduction is required to alleviate the financial burden on patients.
2.Pre-operative risk assessment of hepatocellular carcinoma recurrence in liver transplant recipients by non-invasive detection of pre-existing genetic lesions
Suqin YANG ; Sunbin LING ; Jianhua LI ; Yan WANG ; Jiapei WANG ; Qiwei HUANG ; Fanming LIU ; Yiqi ZHUANG ; Yingyu ZHENG ; Rui WANG ; Zhe YANG ; Xiaoping ZHENG ; Kai WANG ; Zhikun LIU ; Jun CHEN ; Jianguo WANG ; Haiyang XIE ; Lin ZHOU ; Leiming CHEN ; Guoqiang CAO ; Dandan CHEN ; Junfang JI ; Bin ZHAO ; Chao JIANG ; Di LU ; Xuyong WEI ; Hangjin JIANG ; Qiaonan SHAN ; Hengbo SHI ; Yong-Zhen XU ; Shusen ZHENG ; Zhengxin WANG ; Shengda LIN ; Xiao XU
Clinical and Molecular Hepatology 2026;32(2):884-903
Background/Aims:
Liver transplantation (LT) following total hepatectomy is a life-saving treatment for hepatocellular carcinoma (HCC). The HCC recurrence after LT hinders the effectiveness of the procedure. The objective of this study is to develop a pre-operative risk stratification model based on a liquid biopsy.
Methods:
We conducted a comprehensive multi-omics study of 260 HCC patients from three centers, including clinical data, low-coverage whole-genome sequencing of cell-free DNA (cfDNA) from plasma, as well as whole-exome, single-nucleus RNA, and spatial transcriptomics from matched tumor and non-tumor tissues.
Results:
We identified cfDNA-derived copy number alteration (CNA) signatures associated with post-transplant recurrence. By integrating cfDNA-derived CNA profiles with single-cell transcriptomic data, we traced recurrence-associated cfDNA to a distinct subpopulation of malignant cells within the primary tumor. These cells were embedded in a pro-metastatic microenvironment of specialized endothelial subtypes and cancer-associated fibroblasts. Notably, most recurrence-associated lesions were detectable in cfDNA prior to liver transplantation (LT). Building on these insights, we developed the ZJU Criteria based on CNA fragments and tumor markers, a pre-LT risk prediction tool that integrates conventional clinical factors with cfDNA-derived CNA signatures, and validated it using internal and independent external cohorts.
Conclusion
Our findings suggest that post-transplant recurrence commonly originates from advanced subclones that emerge late during tumor evolution. The ZJU Criteria provides an accurate, non-invasive strategy that significantly improves pre-LT risk stratification and clinical decision-making for patients with HCC.
3.Cost-effectiveness analysis of onradivir and oseltamivir for the treatment of influenza A in adults
Yongzan ZHANG ; Shengnan GAO ; Xianying WANG ; Guoqiang LIU
China Pharmacy 2026;37(12):1579-1583
OBJECTIVE To evaluate the cost-effectiveness of onradivir versus oseltamivir in the treatment of influenza A in adults from the perspective of the Chinese healthcare system. METHODS Based on data from a phase Ⅲ clinical trial (NCT04683406), a decision tree model was constructed to simulate the efficacy and cost of using onradivir versus oseltamivir in treating adult patients with influenza A, with a cycle length of 5 days and a simulation period of 29 days. The two drug prices correspond to the median listing prices published by Yaozhi Network and the national negotiated prices. Patient characteristics and influenza utility values were derived from the phase Ⅲ clinical trial of onradivir, and medical costs and complication utility values were sourced from published literature. Quality-adjusted life year(QALY) was used as an effect indicator, and the incremental cost-effectiveness ratio(ICER) of onradivir versus oseltamivir was calculated, using China’s per capita disposable income in 2025 (43 377 yuan) as the willingness-to-pay (WTP) threshold to evaluate the cost-effectiveness of the results. One-way and probabilistic analyses were performed to verify the robustness of the results. RESULTS Compared with the oseltamivir regimen, the onradivir regimen yielded an incremental 0.000 67 QALY with direct medical cost savings of 12.41 yuan, thus being a dominant strategy. One-way sensitivity analysis showed that the utility values on day 15 of oseltamivir treatment, the incidence of influenza pneumonia in the oseltamivir group and the costs of the two drugs significantly affected the results. Probabilistic sensitivity analysis indicated that at the pre-specified WTP threshold, onradivir had a 70.6% probability of being cost-effective. CONCLUSIONS At a WTP threshold set at the 2025 per capita disposable income of China, compared with oseltamivir, onradivir can improve the health outcomes of adult patients with influenza A and reduce costs, demonstrating greater cost-effectiveness.
4.The value of cervical vascular ultrasound combined with transcranial Doppler ultrasound in the diagnosis of collateral circulation in patients with ischemic cerebrovascular disease
BAIQIAN ; Qiang WANG ; Guoqiang ZHAO ; Jinmei MA ; Yumei PARTY
China Medical Equipment 2025;22(5):67-71
Objective:To investigate the application value of cervical vascular ultrasound(CVUS)combined with transcranial Doppler ultrasound(TCD)in the diagnosis of carotid artery stenosis and collateral circulation in patients with ischemic cerebrovascular disease(ICVD).Methods:In this study,86 patients with ICVD admitted to the Cardio-Cerebrovascular Disease Specialist Hospital of Qinghai Province from January 2021 to January 2023 were selected.All patients underwent CVUS,TCD and digital subtraction cranial angiography(DSA)examination,and the diagnosis results of DSA were taken as the gold standard.To observe and compare the diagnostic efficacy of CVUS and TCD alone and combined CVUS and TCD for carotid artery stenosis and collateral circulation in ICVD patients.Results:Among the 86 patients with ICVD,a total of 597 vascular stenoses were detected by DSA examination,424 vascular stenoses were detected by CVUS,388 vascular stenoses were detected by TCD,and 586 vascular stenoses were detected by CVUS combined with TCD.The diagnostic coincidence rates of CVUS and TCD alone detection were 71.02%(424/597)and 64.99%(388/597),respectively,and the diagnostic coincidence rate of the combined detection of the two methods was 98.16%(586/597).The comparison showed that there was no statistically significant difference in the diagnostic coincidence rate of the degree of vascular stenosis between CVUS combined with TCD detection and DSA(P>0.05).Among the 86 patients with ICVD,collateral circulation formation was detected in 69 cases by DSA,in 55 cases by CVUS,in 51 cases by TCD,and in a total of 67 cases by CVUS combined with TCD.There was no significant difference in the detection rate between the combined detection of CVUS and TCD and that of DSA(P>0.05).Through analysis,it was concluded that the diagnostic sensitivity and accuracy of CVUS combined with TCD detection were both higher than those of CVUS and TCD single detection,and the difference was statistically significant(x2=10.180 and 12.204,P<0.05)14.969 and 18.124,P<0.05).The accuracy rate of the combined detection of CVUS and TCD was 96.51%,the sensitivity was 97.10%,and the specificity was 94.12%,which was highly consistent compared with DSA(Kappa value=0.896).Conclusion:CVUS combined with TCD detection has high clinical application value in the diagnosis of carotid artery stenosis and collateral circulation in ICVD patients.The combined detection of the two methods can further improve the diagnostic sensitivity,and the diagnostic accuracy is close to the gold standard,which can provide a reliable reference for clinical rational treatment and improvement of prognosis.
5.Analysis of factors influencing efficacy of 131I therapy in papillary thyroid cancer patients with tall cell variant and tall cell features
Na HAN ; Congcong WANG ; Chenghui LU ; Jiao LI ; Xinfeng LIU ; Zengmei SI ; Guoqiang WANG ; Yingying ZHANG ; Zenghua WANG ; Fengqi LI ; Xufu WANG
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(11):661-665
Objective:To explore the clinicopathologic features differences between tall cell variant of papillary thyroid cancer (TCV-PTC) and PTC with tall cell features (PTC-TCF) and the factors influencing efficacy of 131I therapy in patients with TCV-PTC and PTC-TCF. Methods:A retrospective analysis was conducted on 84 patients (28 males, 56 females, age 43.5(35.0, 55.0) years) with pathologically confirmed TCV-PTC or PTC-TCF and who were treated with 131I therapy from January 2018 to June 2023 in the Department of Nuclear Medicine, the Affiliated Hospital of Qingdao University. The patients were divided into structural incomplete response (SIR) group and non-SIR group according to 131I treatment response. Data differences were analyzed by Wilcoxon rank sum test, Fisher exact test, or Mann-Whitney U test. Variables with P<0.1 were enrolled in logistic multivariate regression analysis. The ROC curve was used to obtain the cut-off value of stimulated thyroglobulin (sTg). Results:A total of 37 patients with non-SIR and 6 patients with SIR were found in TCV-PTC group ( n=43), and 33 non-SIR and 8 SIR cases were found in PTC-TCF group ( n=41). Univariate analysis revealed that sTg differed significantly between non-SIR patients and SIR patients in TCV-PTC group ( Z=-2.81, P=0.003), while no significant differences observed for sex, age, multifocality, capsular invasion, T stage, N stage, B-Raf proto-oncogene, serine/threonine-protein kinase (BRAF) V600E mutation, initial recurrence risk, number of metastatic lymph nodes, maximum tumor diameter ( Z values: from -0.74 to -0.11, all P>0.05). In TCV-PTC group, sTg also differed significantly between non-SIR patients and SIR patients ( Z=-4.40, P<0.001), while the other clinical factors above and the proportion of tall cells showed no significant difference ( Z values: from -1.90 to -0.22, all P>0.05). The logistic regression analysis confirmed sTg as an independent risk factor of SIR in both TCV-PTC group (odds ratio ( OR) = 25.156, 95% CI: 2.245-281.812, P=0.009) and PTC-TCF group ( OR=19.214, 95% CI: 2.537-145.502, P=0.004). The ROC curve indicated that the cut-off value of sTg for predicting SIR was 20.75μg/L in TCV-PTC group and 18.55μg/L in PTC-TCF group. Conclusions:sTg is the independent risk factor for predicting the poor prognosis of patients with TCV-PTC (sTg≥20.75μg/L) and PTC-TCF (sTg≥18.55μg/L). However, other clinical characteristics show no statistical difference between TCV-PTC group and PTC-TCF group, suggesting that the invasiveness of PTC-TCF may not be lower than that of TCV-PTC, which close attention should be paid to in clinical practice.
6.Bendamustine combined with anti-CD20 monoclonal antibody in the first-line treatment of older patients with indolent B-cell non-Hodgkin lymphoma: a multicenter retrospective study
Shuchao QIN ; Yi MIAO ; Zhaoliang ZHANG ; Jie ZHANG ; Yuye SHI ; Yuqing MIAO ; Weiying GU ; Weicheng ZHENG ; Zhuxia JIA ; Guoqiang LIN ; Haiwen NI ; Xiaohong XU ; Min XU ; Xiaoyan XIE ; Ling WANG ; Yun ZHUANG ; Wei ZHANG ; Ping LIU ; Jianyong LI ; Wenyu SHI
Chinese Journal of Hematology 2025;46(9):820-826
Objective:To investigate the efficacy and safety of bendamustine combined with anti-CD20 monoclonal antibody in the first-line treatment of older patients with indolent B-cell non-Hodgkin lymphoma (B-iNHL) .Methods:The clinical data of 159 patients with B-iNHL enrolled in 16 hospitals from Jiangsu Cooperative Lymphoma Group from December 1, 2019, to April 20, 2024, were analyzed for regimen efficacy and safety. Bendamustine plus rituximab (BR) and bendamustine plus obinutuzumab (BG) were administered to 139 (87.4% ) and 20 (12.6% ) patients, respectively.Results:Among the 159 patients, 101 (63.5% ) were male and 58 (36.5% ) were female, with a median age of 69 years (range: 60–84). Efficacy could be assessed in 138 (86.8% ) patients. The efficacy assessment demonstrated that the overall response rate was 92.0% with complete and partial remissions in 75 (54.3% ) and 52 (37.7% ) cases, respectively. With a median follow-up of 24 months (range: 4–64), the progression-free survival rate was (87.5 ± 3.0) % and the overall survival rate was (83.2 ± 3.3) %. Of the 27 patients who died, 6 (22.2% ) died due to disease progression. The mean applied dose of bendamustine per cycle was 73.0 (50.8–89.7) mg/m 2 per day, administered on days 1 and 2. Adverse events of grade 3 or higher were reported in 53 (33.3% ) patients, with infection (30 cases,18.9% ) and neutropenia (24 cases, 15.1% ) demonstrating the highest incidence. Conclusion:Bendamustine combined with anti-CD20 monoclonal antibody demonstrated good efficacy and is well-tolerated in the first-line treatment of elderly patients with B-iNHL.
7.A multicenter clinical study on intramedullary vancomycin injection for preventing periprosthetic joint infection in total knee arthroplasty
Te LIU ; Jun FU ; Shiguang LAI ; Zhuo ZHANG ; Chi XU ; Lei GENG ; Yang LUO ; Peng REN ; Xin ZHI ; Quanbo JI ; Heng ZHANG ; Runkai ZHAO ; Haichao REN ; Ye TAO ; Qingyuan ZHENG ; Zeyu FENG ; Jianfeng YANG ; Yiming WANG ; Pengcheng LI ; Shuai LIU ; Wei CHAI ; Xiang LI ; Huiwu LI ; Xiaogang ZHANG ; Baochao JI ; Xianzhe LIU ; Xinzhan MAO ; Jianbing MA ; Xiangxiang SUN ; Jiying CHEN ; Yonggang ZHOU ; Jinliang WANG ; Weijun WANG ; Guoqiang ZHANG ; Ming NI
Chinese Journal of Orthopaedics 2025;45(12):803-811
Objective:To explore the safety and efficacy of intraosseous regional administration (IORA) of vancomycin for preventing infection in primary total knee arthroplasty (TKA).Methods:A total of 124 patients with knee osteoarthritis undergoing TKA between February 2024 and May 2024 at nine hospitals were enrolled. Preoperative infection prophylaxis involved either IORA (0.5 g vancomycin administered via intraosseous regional infusion before incision) or intravenous infusion (1 g vancomycin via peripheral vein). The IORA group included 15 males and 47 females with a median age of 66.5 years (range, 60.0-70.0 years), while the intravenous group included 14 males and 48 females with a median age of 66.0 years (range, 61.8-70.3 years) years. Intraoperative samples were collected including fat and synovium tissues after incision, before prosthesis placement, and after tourniquet release; distal femoral cancellous bone during femoral osteotomy; proximal tibial cancellous bone during tibial osteotomy; proximal intercondylar cancellous bone before prosthesis placement; and peripheral blood from non-infused arms at surgery initiation and after tourniquet release. Vancomycin concentrations were measured using liquid chromatography-tandem mass spectrometry. Vital sign changes were recorded from admission to 5~10 minutes post-IORA (IORA group) or post-incision (intravenous group). Follow-ups were conducted on postoperative day 1 and 3, and at 1 and 3 months, to document complications including IORA-related adverse events, periprosthetic joint infections, surgical site infections, red man syndrome, acute kidney injury, deep vein thrombosis and so on.Results:Vancomycin concentrations in bone, fat, and synovial tissue samples were significantly higher in the IORA group than in the intravenous group ( P<0.05), while vancomycin concentrations in blood samples were significantly lower in the IORA group than in the intravenous group ( P<0.05). Only 7.3%(41/558) of tissue samples in the IORA group had vancomycin concentrations below 2.0 μg/g (the minimum inhibitory concentration of vancomycin against coagulase-negative staphylococcus), compared to 59.3%(331/558) in the intravenous group (χ 2=11.285, P<0.001). In the intravenous group, 16.9%(21/124) of blood samples had vancomycin concentrations exceeding 15.0 mg/L (the threshold associated with a significantly increased risk of nephrotoxicity), while all concentrations in the IORA group were below this threshold, the difference was statistically significant (χ 2=22.943, P<0.001). There were no statistically significant difference ( P>0.05) in vital signs changes before and after vancomycin administration between the two groups. Two patients in the intravenous group experienced incision exudate, while no other related complications occurred in either group. Conclusions:Compared to the traditional intravenous infusion of 1 g vancomycin, intraosseous injection of a low dose (0.5 g) of vancomycin achieves higher local tissue concentrations in the knee joint with a lower incidence of adverse reactions and is safe for infection prophylaxis. Despite guidelines not recommending the routine use of vancomycin for preventing infection after primary TKA, intraosseous injection of 0.5 g vancomycin may be considered intraoperatively for primary TKA in the following scenarios: patients in medical institutions with a high prevalence of methicillin-resistant staphylococcus aureus (MRSA) infections, patients with potential preoperative MRSA colonization, or patients with cephalosporin allergy.
8.Study on the correlation between the etiological and Silva classification of cervical adenocarcinoma and clinical prognosis
Lin XIA ; Qiaoyun GE ; Guoqiang PING ; Cong WANG ; Yi XU
Chinese Journal of Clinical and Experimental Pathology 2025;41(3):352-358
Purpose Based on the WHO(5th edition)classification of cervical adenocarcinoma and Silva infiltra-tion pattern classification,this study explores the value of etiological classification and Silva classification in the clinical treatment and prognosis prediction of cervical adenocarcinoma.Methods The clinical and pathological features of 112 cases of cervical invasive adenocarcinoma were reviewed.Through HE morphological classification,immunohistochemi-cal detection,and Silva classification of infiltration pattern,the related factors and prognosis of patients were statistical-ly analyzed.Results The median age of 112 patients was 46.5 years(30-80 years),with a maximum tumor diame-ter of 0.35-9.0 cm and an average diameter of 3.2 cm.Most patients showed vaginal bleeding after sexual inter-course.89 cases were HPV-associated adenocarcinoma(HPVAs),18 cases were non HPV-associated adenocarcinoma(NHPVAs).There were 5 cases of other types of adenocarcinomas of the uterine cervix,including 4 cases of endome-trial adenocarcinoma and 1 case of serous adenocarcinoma.There were 5 cases(4.5%)of Silva A pattern,30 cases(26.8%)of Silva B pattern,and 77 cases(68.7%)of Silva C pattern.112 cases were followed up for a median time of 34 months(15-78 months),with 16 deaths and 20 metastases.The progression-free survival(PFS)(P<0.001)and overall survival(OS)(P=0.001)in the NHPVA group were significantly lower than those in the HPVA group.All cases with Silva A and Silva B pattern had a favorable prognosis and survived without tumor.Of the cases with Silva C pattern,16 died after recurrence.The PFS and OS of patients with Silva C type were lower than those of Silva A type and B type(P<0.05).Conclusion The fifth edition of WHO classification of cervical adenocarcinoma revealed the correlation between etiology and morphology.Silva classification is of great significance for accurately predicting progno-sis and guiding treatment.
9.Study on the Deglycosylation Metabolism of Dioscin and Its Impact on the Proliferation of Human Colon Cancer Cells
Guoqiang ZHANG ; Zhenyao LU ; Huan WANG ; Bing HU ; Hong CAI
Journal of Nanjing University of Traditional Chinese Medicine 2025;41(4):494-500
OBJECTIVE To investigate the deglycosylation metabolism of dioscin in vivo and the changes of its anti-tumor activi-ty of its deglycosylated metabolites.METHODS An LC-MS/MS analysis method for simultaneous determination of dioscin and its deglycosylation metabolites was established to study the cumulative excretion amount of dioscin and its deglycosylated metabolites in rat feces after oral administration.To mimic its deglycosylation metabolism,HPLC method was applied to investigate the time-dependent changes in the prototype components and metabolites of dioscin after incubation in artificial gastric juice.Solid-phase extraction tech-nology was employed to isolate the product of dioscin following hydrolysis by artificial gastric juice.The cytotoxic effects of this product on human colon cancer cells HCT-116 were assessed using the CCK-8 assay across different hydrolysis time periods.Concurrently,the enzymatic activities of caspase-3 and caspase-9,along with the expression levels of cytochrome C,were measured to elucidate the impact of dioscin post-hydrolysis on the cytotoxicity against HCT-116 cells.RESULTS Dioscin and its series of deglycosylated me-tabolites were detected in rat feces,revealing no significant differences in the cumulative excretion amounts of Polyphyllin Ⅴ and Pro-genin Ⅱ.Dioscin was shown to generate a range of deglycosylated metabolites in artificial gastric juice.Furthermore,dioscin and its deglycosylated metabolites inhibited the proliferation of HCT-116 cells,induced morphological changes,and increased the enzymatic activities of caspase-3 and caspase-9,as well as cytochrome C expression.However,it was observed that the antitumor activity of the deglycosylated metabolites diminished with prolonged hydrolysis time.CONCLUSION The deglycosylation metabolism of dioscin sig-nificantly attenuates its inhibitory effect on the proliferation of HCT-116 cells.Suppressing the acid-mediated or gut microbiota-medi-ated deglycosylation metabolism may be a promising strategy to preserve its antitumor activity.
10.The value of machine learning models based radiomics for predicting high-risk molecular subtypes of lower-grade gliomas
Xiangli YANG ; Guoqiang YANG ; Wenju NIU ; Xueting LI ; Yan TAN ; Xiaochun WANG ; Lizhi XIE ; Hui ZHANG
Chinese Journal of Radiology 2025;59(8):909-916
Objective:To evaluate the clinical utility of machine learning model based radiomics in predicting high-risk molecular subtypes of lower-grade gliomas(LrGGs).Methods:This was a cross-sectional study. A total of 287 patients diagnosed with LrGGs in the First Hospital of Shanxi Medical University, Shanxi Provincial People′s Hospital, and the Third Hospital of Shanxi Medical University from January 2011 to September 2023 were retrospectively collected, including 166 males and 121 females; 114 cases of high-risk molecular subtypes and 173 cases of non-high-risk molecular subtypes. All patients were divided into 201 cases in the training set and 86 cases in the test set according to 7∶3 in simple randomized grouping method. All patients underwent contrast-enhanced T 1WI (CE-T 1WI) and T 2-weighted fluid-attenuated inversion recovery sequence imaging (T 2-FLAIR), and the imaging features of high-risk and non-high-risk molecular subtypes were analyzed. Analysis of variance, recursive feature elimination, and Kruskal-Wallis were used for radiomics feature screening, and a support vector machine (SVM) classifier was used to construct a radiomics-based classifier model. Univariate and multivariate logistic regression were used to analyze clinical variables independently influencing high-risk molecular subtypes of LrGGs to construct a clinical model; a combined model was developed by integrating radiomics labels and clinical variables. Receiver operating characteristic curve and area under the curve (AUC), calibration curve, and decision curve were used to compare the predictive performance of different models. Results:The patient′s age ( OR=1.042, 95% CI 1.018-1.068, P=0.001), pathological grade ( OR=2.270, 95% CI 1.212-4.311, P=0.011), MGMT methylation status ( OR=0.456, 95% CI 0.238-0.866, P=0.017), and ependymal involvement ( OR=7.335, 95% CI 2.929-18.370, P<0.001) were independent influencing factors for the high-risk molecular subtype of LrGGs, and a clinical model was developed based on these factors. An SVM model was constructed based on 12 radiomics features (3 radiomics features based on CE-T 1WI and 9 radiomics features based on T 2-FLAIR). The radiomics score of the probability output by the SVM model was combined with age, pathological grade, MGMT methylation status, and ependymal involvement to develop a combined model. The AUC values of the SVM model for predicting the high-risk molecular subtype of LrGGs were 0.824 and 0.859 in the training set and test set, respectively; the AUC values of the clinical model in the training set and test set were 0.759 and 0.721, respectively; and the AUC values of the combined model in the training set and test set were 0.823 and 0.815, respectively. The combined model had a high clinical net benefit. Conclusion:The machine learning MRI radiomics model can preoperatively predict high risk molecular subtypes of LGGrs, assist in individualized treatment decisions.

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