1.Preliminary exploration and reliability analysis of clinical diagnostic method for marginal velopharyngeal insufficiency.
Xinyi HUANG ; Qirong MAO ; Heng YIN ; Min WU ; Bing SHI ; Qian ZHENG ; Jingtao LI
West China Journal of Stomatology 2025;43(3):376-382
OBJECTIVES:
A stable, reliable, and easily implementable clinical diagnostic method for marginal velopharyngeal insufficiency (MVPI) was established on the basis of the subjective hearing judgement of hypernasality and objective examination of velopharyngeal closure to address the lack of unified diagnostic criteria for MVPI.
METHODS:
Nasopharyngeal fiberscopy and speech assessment results were collected from postoperative patients with cleft palate. These results were used to analyze the differences in the distribution of nasal resonance in patients with different velopharyngeal closure ratios and the correlation between velopharyngeal closure ratios and nasal resonance status. Mild-to-moderate hypernasality with its corresponding elopharyngeal closure ratio was employed to establish the diagnostic criteria of MVPI. The reproducibility of the criteria and whether the patients with MVPI diagnosed by using the criteria exhibited significantly different speech characteristics compared with other patients were verified.
RESULTS:
A strong correlation was found between velopharyngeal closure ratios and nasal resonance (P<0.001). Mild-to-moderate hypernasality mainly corresponded to velopharyngeal closure ratios ranging from 90% to 99%, and the combination of the two characteristics as the diagnostic criteria for MVPI demonstrated good consistency (Kappa value=0.789, P<0.001). Moreover, under the diagnostic criteria, significant differences in nasal resonance (P<0.001), nasal emission (P=0.007), and misarticulation (P<0.001) were found between patients with velopharyngeal insufficiency and those with MVPI.
CONCLUSIONS
Combining the subjective hearing judgement of mild-to-moderate hypernasality with velopharyngeal closure ratios over 90% under nasopharyngeal fiberscopy provides a reliable and effective clinical method for diagnosing MVPI.
Humans
;
Velopharyngeal Insufficiency/physiopathology*
;
Reproducibility of Results
;
Cleft Palate/surgery*
;
Male
;
Female
;
Child
2.A prospective study on the impact of surgical treatment on postoperative quality of life and mediating factors in breast cancer patients
Qingxian XU ; Yuan LI ; Maoshan CHEN ; Shi WANG ; Wei RONG ; Lei YANG ; Tingyue HUANG ; Heng YIN ; Jun FAN ; Wei XU ; Qiuling SHI ; Hongwei YANG
Chinese Journal of General Surgery 2025;34(5):978-987
Background and Aims:Surgical treatment is a cornerstone of breast cancer management;however,the physical trauma and psychological burden associated with surgery may adversely affect patients'quality of life(QoL).Based on data from a prospective cohort,this study was conducted to evaluate changes in postoperative QoL among breast cancer patients and to identify mediating factors influencing QoL,thereby providing evidence for perioperative rehabilitation strategies.Methods:Female breast cancer patients who underwent local surgical treatment at Suining Central Hospital between June 2024 and January 2025 were enrolled.The Constant-Murley Shoulder Score,EORTC QLQ-C30,and QLQ-BR23 questionnaires were used pre-and postoperatively to assess shoulder joint function,and QoL.Paired t-tests were used to analyze changes in scores before and after surgery.A mediation model was applied to explore the indirect pathways through which surgery impacts QoL.Additionally,subgroup analyses were conducted to compare QoL changes across different surgical modalities.Results:A total of 148 patients were included,with median age of 54(46-60)years old Postoperative psychological health significantly improved,while shoulder function and overall QoL scores markedly declined(all P<0.001).According to QLQ-C30,functional domains such as physical and role functioning worsened,while symptom burden increased.The QLQ-BR23 revealed significantly higher scores for breast and upper limb symptoms postoperatively(both P<0.001).Subgroup analyses showed that patients undergoing axillary lymph node dissection experienced greater declines in shoulder function and QoL compared to those receiving sentinel lymph node biopsy(both P<0.05).QoL deterioration was comparable between mastectomy and breast-conserving surgery,although the former was associated with more prominent pain and breast symptoms.Mediation analysis indicated that shoulder function,breast symptoms,and physical functioning served as mediators in the impact of surgery on QoL,while better psychological health exerted a protective effect.Conclusion:Surgical treatment significantly affects postoperative QoL in breast cancer patients,with local functional impairment and symptom exacerbation serving as key mediators.Different surgical approaches have varying impacts on QoL.Enhancing postoperative shoulder rehabilitation,symptom management,and psychological support may improve patients'QoL.
3.Effect of the sequence of intermediate instrumentation and distraction-reduction of the injured vertebra on the treatment of thoracolumbar burst fractures with high rate of spinal canal encroachment.
Yue WANG ; Liang-Sheng LI ; Heng-Mei CHEN ; Hai-Lun ZHENG ; Shi-Jie CHEN ; Jian-Quan CHEN ; Chun WANG
China Journal of Orthopaedics and Traumatology 2025;38(5):508-516
OBJECTIVE:
To investigate the effect of the sequence of intermediate instrumentation and distraction-reduction of the injured vertebra on the surgical efficacy of short-segment percutaneous pedicle screw fixation for thoracolumbar burst fractures with high rate of spinal canal encroachment.
METHODS:
From January 2016 to January 2022, 38 patients with thoracolumbar burst fractures with high rate of spinal canal encroachment (spinal canal encroachment rate >40%, complete posterior longitudinal ligament, no flipping bone block in the posterior marginal of the vertebra) without spinal cord injury who were were treated with short-segment percutaneous pedicle screw fixation were retrospectively analyzed. During the operation, 18 cases were used distraction-reduction first and then intermediate instrumentation on injured vertebral and sequential distraction-reduction again(the distraction-reduction first group) including 8 females and 10 males with a mean age of 46.5 (38.5, 50.0) years old, and the other 20 cases were used intermediate instrumentation on injured vertebral first and then direct distraction-reduction(the intermediate instrumentation first group) including 10 males and 10 females with a mean age of 46.0 (35.8, 50.8) years. The anterior height ratio of the injured vertebra, local Cobb's angle of the injured vertebrae, the spinal canal encroachment rate, and the improvement rate of spinal canal encroachment were compared and evaluated.
RESULTS:
All patients were followed up for more than 1 year, and no complications such as spinal cord and root injury, screw loosening and screw rod fracture were found. The anterior height ratio of the injured vertebra, local Cobb' angle of the injured vertebra in the two groups were significantly improved compared with preoperative data(P<0.05), and those at 3 months and 1 year after operation was lost compared with that at the previous time point(P<0.05). Although the spinal canal encroachment rate of the two groups 1 day and 1 year after operation was improved compared with that before operation(P<0.05), the improvement of spinal canal volume in the distraction-reduction first group was significantly better than that in the intermediate instrumentation first group (P<0.01).
CONCLUSION
In the treatment of patients with thoracolumbar fractures with high rate of spinal canal encroachment, short-segment percutaneous pedicle screw internal fixation with distraction-reduction first and then intermediate instrumentation and sequential distraction-reduction again can more effectively reduce the bony encroachment in the spinal canal and achieve indirect decompression effect better.
Humans
;
Female
;
Male
;
Adult
;
Middle Aged
;
Spinal Fractures/surgery*
;
Thoracic Vertebrae/surgery*
;
Lumbar Vertebrae/surgery*
;
Fracture Fixation, Internal/instrumentation*
;
Pedicle Screws
;
Retrospective Studies
;
Spinal Canal/surgery*
4.A prospective study on the impact of surgical treatment on postoperative quality of life and mediating factors in breast cancer patients
Qingxian XU ; Yuan LI ; Maoshan CHEN ; Shi WANG ; Wei RONG ; Lei YANG ; Tingyue HUANG ; Heng YIN ; Jun FAN ; Wei XU ; Qiuling SHI ; Hongwei YANG
Chinese Journal of General Surgery 2025;34(5):978-987
Background and Aims:Surgical treatment is a cornerstone of breast cancer management;however,the physical trauma and psychological burden associated with surgery may adversely affect patients'quality of life(QoL).Based on data from a prospective cohort,this study was conducted to evaluate changes in postoperative QoL among breast cancer patients and to identify mediating factors influencing QoL,thereby providing evidence for perioperative rehabilitation strategies.Methods:Female breast cancer patients who underwent local surgical treatment at Suining Central Hospital between June 2024 and January 2025 were enrolled.The Constant-Murley Shoulder Score,EORTC QLQ-C30,and QLQ-BR23 questionnaires were used pre-and postoperatively to assess shoulder joint function,and QoL.Paired t-tests were used to analyze changes in scores before and after surgery.A mediation model was applied to explore the indirect pathways through which surgery impacts QoL.Additionally,subgroup analyses were conducted to compare QoL changes across different surgical modalities.Results:A total of 148 patients were included,with median age of 54(46-60)years old Postoperative psychological health significantly improved,while shoulder function and overall QoL scores markedly declined(all P<0.001).According to QLQ-C30,functional domains such as physical and role functioning worsened,while symptom burden increased.The QLQ-BR23 revealed significantly higher scores for breast and upper limb symptoms postoperatively(both P<0.001).Subgroup analyses showed that patients undergoing axillary lymph node dissection experienced greater declines in shoulder function and QoL compared to those receiving sentinel lymph node biopsy(both P<0.05).QoL deterioration was comparable between mastectomy and breast-conserving surgery,although the former was associated with more prominent pain and breast symptoms.Mediation analysis indicated that shoulder function,breast symptoms,and physical functioning served as mediators in the impact of surgery on QoL,while better psychological health exerted a protective effect.Conclusion:Surgical treatment significantly affects postoperative QoL in breast cancer patients,with local functional impairment and symptom exacerbation serving as key mediators.Different surgical approaches have varying impacts on QoL.Enhancing postoperative shoulder rehabilitation,symptom management,and psychological support may improve patients'QoL.
5.The impact of coexisting choroidal detachment on surgical prognosis in macular hole retinal detachment associated with high myopia
Yi CAI ; Mingwei ZHAO ; Jianhong LIANG ; Hong YIN ; Wenzhen YU ; Xuan SHI ; Jinfeng QU ; Yong CHENG ; Jing HOU ; Heng MIAO ; Enzhong JIN
Chinese Journal of Ocular Fundus Diseases 2025;41(2):89-97
Objective:To investigate the clinical characteristics of patients with high-myopia macular hole retinal detachment (MHRD) combined with choroidal detachment and to preliminarily analyze factors associated with postoperative hole closure.Methods:A retrospective clinical case series study. A total of 68 patients with high myopia (68 eyes) with MHRD diagnosed by Department of Ophthalmology, Peking University People’s Hospital from January 2019 to April 2024 were included in this study. Among them, there were 14 males (14 eyes) and 54 females (54 eyes). The mean age was (61.10±9.66) years. All eyes were treated with pars plana vitrectomy (PPV) combined with silicone oil or gas filling. Best corrected visual acuity (BCVA), intraocular pressure, and B-mode ultrasonography were performed. The BCVA test was performed using the Snellen visual acuity chart, which was statistically converted to logarithm of the minimum angle of resolution (logMAR) visual acuity. The range of choroidal detachment was defined according to the number of involved quadrants observed in B-mode ultrasound or surgery, which was divided into 1 to 4 quadrants. Axial length (AL) was measured under retinal reattachment. In 68 eyes, there were 17 eyes with choroidal detachment and 51 eyes without choroidal detachment, respectively. There were 17 eyes with choroidal detachment, and the detachment range involved 1, 2, 2 and 12 eyes in 1, 2, 3 and 4 quadrants, respectively. During operation, 13% C 3F 8 was filled in 2 eyes, all of which were not complicated with choroidal detachment. 66 eyes were filled with silicone oil. According to whether the patients were complicated with choroidal detachment, the patients were divided into the group without choroidal detachment and the group with choroidal detachment. Independent sample t test, Welch two-sample t test or Mann-Whitney U test were used for comparison between groups. Generalized linear regression and logistic regression were used to analyze the relationship between the aperture size of postoperative unclosed holes and the closed hole after surgery and clinical factors. Results:At 3 months after surgery, the logMAR BCVA of the affected eye was 1.29±0.43, with a preoperative to postoperative difference ranging from -1.60 to 0.70 (-0.51±0.51) logMAR units. The AL ranged from 26.6 to 34.3 (29.60±2.12) mm. Among 68 eyes, macular hole of 37 (54.4%, 37/68) eyes were open and 31 (45.6%, 31/68) eyes were closed, respectively. The hole diameter of the open eye was (753±424) μm. There was no significant difference in age, course of disease and AL between the two groups ( W=412.0, 477.5, 427.0; P>0.05). Before operation, BCVA in patients with choroidal detachment was worse ( W=257.5) and intraocular pressure was lower ( t=4.051) in patients with choroidal detachment compared with those without choroidal detachment, with statistical significance ( P<0.05). At 3 months after surgery, BCVA in patients with choroidal detachment was significantly worse than that in patients without choroidal detachment, with statistical significance ( W=284.0, P<0.05). There were no significant differences in logMAR BCVA difference ( t=0.616) and macular hole closure rate ( χ 2=0.000) before and after surgery ( P>0.05). The reoperation rate of retinal detachment due to persistent or recurrent retinal detachment was significantly higher in the group with choroid detachment than in the group without choroid detachment, and the difference was statistically significant (odds ratio=6.424, P<0.05). Logistic regression analysis showed that young age was significantly correlated with macular hole closure failure after surgery ( β=0.077, P=0.015). There was no correlation between AL, duration of disease, BCVA before surgery, intraocular pressure, wether combined with choroid detachment range and postoperative hole closure ( β=-0.072, 0.000, 0.672, -0.085, -0.391; P>0.05). Conclusions:Concomitant choroidal detachment adversely affected on both pre-operative and post-operative visual acuity in high myopia MHRD. It is closely associated with the risk of recurrent retinal detachment and the needs of multiple operations, but has no significant effect on hole closure rate. Lower age of onset may be a risk factor for macular hole closure.
6.Clinical analysis of the correlation between ectopic inner foveal layer with idiopathic epiretinal membrane and prognosis after pars plana vitrectomy
Jiyang TANG ; Jinfeng QU ; Xuan SHI ; Huijun QI ; Tong QIAN ; Wenzhen YU ; Hong YIN ; Jing HOU ; Yong CHENG ; Jianhong LIANG ; Mingwei ZHAO ; Xiaoxin LI ; Heng MIAO ; Yaoyao SUN
Chinese Journal of Ocular Fundus Diseases 2025;41(8):586-594
Objective:To observe and analyze the correlation between ectopic foveal inner layer (EIFL) and the EIFL-based idiopathic epiretinal membrane (ERM) staging system and the anatomic and functional prognosis of ERM eyes post pars plana vitrectomy (PPV).Methods:A retrospective study. From January 1, 2020 to October 30, 2023, 345 eyes of 330 patients diagnosed with idiopathic ERM in Department of Ophthalmology of Peking University People's Hospital and treated with standard transciliary flat three-channel 25G PPV combined with ERM and internal limiting membrane exfoliation were included in the study. Among them, 96 were males (111 eyes) and 234 were females (234 eyes). The mean age was (66.8±7.7) years. All study eyes received standard three-port 25G PPV combined with ERM and internal limiting membrane peeling. All study eyes underwent best corrected visual acuity (BCVA) and optical coherence tomography (OCT) examinations. BCVA was performed using a standard logarithmic visual acuity chart and converted to logarithm of the minimum angle of resolution visual acuity for statistical analysis. EIFL thickness and central foveal thickness (CFT) on OCT were measured. ERM eyes were grouped into stage Ⅰ, Ⅱ, Ⅲ and Ⅳ according to ERM staging scheme based on EIFL; disorganization of the retinal inner layers (DRIL) of study eyes were assessed and grouped into no, mild and severe groups. The correlation between ERM staging as well as EIFL thickness and the anatomical and functional prognosis 6 months post-PPV were analyzed.Results:Among 345 study eyes, 12, 87, 174 and 72 eyes were stage Ⅰ-Ⅳ ERM respectively, 63 with no DRIL, 216 with mild DRIL and 66 with severe DRIL. Among the 153 eyes with macular edema, the edema subsided in 66 eyes (43.1%, 66/153) 6 months after the operation. Eighty-seven eyes (56.9%, 87/153) did not regress. The edema subsided 6 months after the operation was not significantly correlated with the ERM stage before the operation ( χ2=3.331, R=?0.145, P=0.304) or the degree of DRIL ( χ2=0.655, R=?0.108, P=0.445). The results of the correlation analysis showed that logMAR BCVA 6 months after the surgery was positively correlated with the degree of DRIL before the surgery ( Tau-b=0.236), ERM stage ( Tau-b=0.194), CFT ( r=0.383), and EIFL thickness ( r=0.317) ( P<0.05). There was no significant correlation with the thickness of the outer nuclear layer before the operation ( r=0.004, P>0.05). Preoperative ERM stage ( Tau-b=0.303, P<0.001) and DRIL severity ( Tau-b= 0.238, P=0.001) were positively correlated with CFT at 6 months after surgery. Conclusion:The ERM stage and EIFL thickness before the operation are positively correlated with logMAR BCVA and CFT 6 months after the operation.
7.A preliminary study on the consonant articulation of patients with submucous cleft palate
Heng YIN ; Yiting TSAI ; Boyu CHANG ; Lokman CHEUNG ; Min WU ; Xiao LUO ; Bing SHI
Journal of Audiology and Speech Pathology 2025;33(2):130-133
Objective To study the consonant articulation performance and speech intelligibility of patients with submucous cleft palate(SMCP)and to provide a reference for clinical speech evaluation and subsequent speech rehabilitation.Methods A total of 333 preoperative SMCP patients aged 4.5 years and older participated in this study.The accuracy,type of error,and error rates were assessed across participant genders and their varying levels of velopharyngeal closure function.Results Among the 333 patients,196 had complete velopharyngeal closure,while 137 had incomplete closure.A total of 145 patients(43.54%)demonstrated normal articulation of all conso-nants,while 188 patients(56.46%)displayed various degrees of articulation disorders.Compensatory articulation behaviors were observed in 66 patients(19.82%).No significant differences in articulation errors were found be-tween male and female patients.The accuracy ranking for consonants was from high to low as follows:nasal sounds,lateral sounds,fricatives,plosives,and affricates.Substitution was the most common error type with an incidence of 35.93%,followed by omission at 34.62%and compensatory errors at 25.51%.The average accuracy rates for plosives,fricatives,affricates,lateral/nasal sounds were 73.27%,78.20%,69.29%,and 93.39%,re-spectively.Substitution was the most common error for plosives and fricatives,while omission was most frequent for affricates.Compensatory errors occurred most often with affricates,and no compensatory errors were found in nasal or lateral sounds.Conclusion Substitution,omission,and compensatory errors are the most common articula-tion errors in SMCP patients,occurring across plosives,fricatives,and affricates.The severity of articulation disor-ders is related to velopharyngeal closure function but is independent of gender.
8.Preparation of γ-Polyglutamic Acid Complex Medical Coating and Analysis of Its Antibacterial Properties
Ke LUAN ; Dong-Hua XU ; Ming-Zhe WANG ; Xu ZHANG ; Qiu-Yan YAN ; De-An SHI ; Rui WANG ; Heng-Chong SHI ; Hong XU
Chinese Journal of Analytical Chemistry 2025;53(7):1196-1203
Medical device related infections caused by bacteria are common complications in clinical practice,and preventing bacterial colonization on the surface of medical materials is one of the important challenges in the medical field.Therefore,there is an urgent need to construct medical coatings that combine antibacterial properties and biocompatibility.In this study,a γ-polyglutamic acid(γ-PGA)complex with long-chain alkyl quaternary ammonium salts formed by electrostatic and hydrophobic interactions was prepared,which was insoluble in water but soluble in organic solvents(e.g.,ethanol),and was capable of constructing antimicrobial coatings on the surfaces of medical materials in a simple and efficient manner.The bactericidal effect of the coating was verified using viable bacteria counting experiments,and the results showed that the bactericidal rate of the coated thermoplastic polyurethane(TPU)membrane against Staphylococcus aureus was greater than 99.9%compared with that of the uncoated TPU membrane.In addition,a cytotoxicity assay was performed using the L929 fibroblast and cell proliferation detection kit(CCK-8),which showed that the survival rate of L929 fibroblasts on coated TPU was greater than 90%.Meanwhile,the hemolysis rate of coated erythrocytes was tested using fresh rabbit red blood cells(RBCs),and the hemolysis rate on the coated TPU surface was 1.5%.The above results indicated that the coating had good biocompatibility.The preparation method of medical antibacterial coating reported in this study provided a new idea for preventing bacterial infections related to implantable/interventional medical devices.
9.Correlation analysis between bone metabolism indicators ultrasound quantitative parameters and FRAX prediction in elderly patients with OP
Ru CHEN ; Xu MA ; Shaoshuo LI ; Heng YIN ; Chengcheng SHI ; Shanfu WANG
China Medical Equipment 2025;22(9):62-66
Objective:To analyze the correlation between bone metabolism indicators,ultrasound quantitative parameters,and prediction of osteoporosis fracture risk assessment tool(FRAX)in elderly patients with osteoporosis(OP).Methods:A total of eighty elderly patients with OP who admitted to Wuxi Affiliated Hospital of Nanjing University of Chinese Medicine from December 2023 to December 2024 were selected.Based on the results of measuring bone quality by dual energy X-ray absorptiometry(DXA),they were divided into bone loss group(26 cases),moderate group(41 cases),and severe group(13 cases).All patients underwent measurements for N-terminal osteocalcin(N-MID OCN),total type I collagen N-terminal extended peptide(TP1NP),25 hydroxyvitamin D(25-OH VitD),parathyroid hormone(PTH),and β-collagen specific sequence(CROSSL)bone metabolism indicators when they were enrolled in groups.They underwent examinations of ultrasonic quantitative parameters included ultrasonic bone density(T value),ultrasound conduction velocity(SOS)and bone quality index(BQI),as well as FRAX prediction.The results of bone metabolism indicators,the examination of ultrasound quantitative parameter,and FRAX prediction were compared among the three groups of elderly patients with OP.Using Pearson linear correlation analysis analyzed the relationship among the three factors.Results:The N-MID OCN and 25-OH VitD levels in the severe group were lower respectively than those in the moderate group and the bone loss group,while the TP1NP,PTH,and CROSSL levels were higher than those in the moderate group and the bone less group,and the differences among the three groups were statistically significant(F=31.646,75.055,110.274,93.321,59.246,P<0.05).The T value,SOS,and BQI in the severe group were lower than those in the moderate group and the bone loss group,and the differences among the three groups were statistically significant(F=81.980,108.985,76.327,P<0.05).The levels of proximal humeral fracture(PHF)and postmenopausal osteoporosis fracture(PMOF)in the severe group were higher than those in the moderate group and the bone loss group,and the differences among the three groups were statistically significant(F=57.086,118.079,P<0.05).Pearson linear correlation analysis showed that the N-MID OCN and 25-OH VitD levels were positively correlated with T value,SOS,and BQI in elderly patients with OP(r=0.398,0.617,0.769,0.752,0.500,0.654,P<0.05),and were negatively correlated with PHF and PMOF(r=-0.504,-0.534,-0.572,-0.662,P<0.05).The TP1NP,PTH,CROSSL levels were negatively correlated with T value,SOS and BQI(r=-0.745,-0.751,-0.634,-0.733,-0.728,-0.569,-0.709,-0.648,-0.611,P<0.05),and were positively correlated with PHF and PMOF(r=0.612,0.558,0.602,0.700,0.695,0.740,P<0.05).Conclusion:The bone metabolism indicators of elderly patients with OP are correlated significantly with ultrasound quantitative parameters and FRAX prediction,which can be used as an important scheme in clinical assessment for bone strength and fracture risk.
10.Predictive efficacy of multimodal MRI-based machine learning models for glioblastoma multiforme MGMT promoter methylation states
Hong-lin LI ; Shi-ting HU ; Zi-heng ZHOU ; Bing LI ; Zhi-ping QI ; Ruo-qi LI ; Kai LIU ; Chun-feng HU ; Hai-tao GE
Chinese Medical Equipment Journal 2025;46(6):7-13
Objective To explore the predictive efficacy of several multimodal MRI-based machine learning models for the promoter methylation states of O6-methylguanine-DNA methyltransferase(MGMT)of glioblastoma muliforme(GBM)patients in terms of the GBM heterogeneity and the complexity of the tumor microenvironment.Methods Firstly,the multimodal MRI images of 317 GBM patients from The University of Pennsylvania Glioblastoma(UPENN-GBM)dataset were pre-processed,with four sequences involved in including T1-weighted imaging(T1WI)sequence,T1-weighted contrast-enhanced imaging(T1CE)sequence,T2-weighted imaging(T2WI)sequence and fluid-attenuated inversion recovery(FLAIR)sequence,and the radiomics features were extracted for two regions of interest(ROIs)such as the tumor core region and the tumor edema region.Secondly,the data of the 317 GBM patients were randomly divided into a training set(254 cases)and a test set(63 cases),which underwent normalization with Z-scores and feature selection and dimensionality reduction with Lasso regression.Finally,three models were established respectively with particle swarm optimization-support vector machine(PSO-SVM),C-support vector classification(C-SVC)and adaptive boosting(adaptive boosting(Adaboost)algorithms,and the predictive efficacy of the three models for glioblastoma multiforme MGMT promoter methylation states were evaluated in terms of accuracy and AUC.Results The Adaboost model based on T2WI sequence and radiomics features of the tumor core region had the highest predictive efficacy with accuracy and AUC values of 67%and 0.74,respectively,higher than those of other combinations of sequences,models and regions of interest.Conclusion The multimodal MRI-based machine learning models can be used for the prediction of glioblastoma multiforme MGMT promoter methylation states,which provides powerful support for personalized treatment and prognostic assessment of GBM.[Chinese Medical Equipment Journal,2025,46(6):7-13]

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