1.Current situation, challenges, and countermeasures on the construction of scientific and technological ethical governance capacity of innovation entities
Ting XIA ; Liqi WANG ; Haitao GE
Chinese Medical Ethics 2026;39(1):36-43
Innovation entities bear primary responsibility for the management of scientific and technological ethics. Understanding the current construction status of the scientific and technological ethical governance capacity among Chinese innovation entities is conducive to grasping effectiveness and shortcomings of scientific and technological ethical governance of innovation entities, providing a scientific basis and practical guidance for innovation entities to fulfill their primary responsibilities better. Based on a questionnaire survey targeting 313 innovation entities, this paper investigated and analyzed the current status and existing challenges of scientific and technological ethical governance capacity among Chinese innovation entities from five aspects. It was found that China has made certain achievements in scientific and technological ethical governance, yet there were still issues such as incomplete construction of regulatory systems, low efficiency of ethical review, unestablished regular education and training systems, and imperfect dynamic monitoring systems for ethical risks. Among these issues, the scientific and technological ethical governance capacity of enterprises was identified as requiring urgent improvement. Additionally, strengthening multi-stakeholder collaboration remained a key challenge in building a collaborative and co-governance system for scientific and technological ethics. Based on these issues identified in the survey, countermeasures and suggestions were proposed from five perspectives, that is, enhancing the capacity in institutional construction, ethical review, value transmission, risk early warning, and collaborative governance of innovation entities on scientific and technological ethical governance. The aim was to provide references for accelerating the construction of the scientific and technological ethical governance system and improving the scientific and technological ethical governance capacity of innovation entities.
2.Seasonal variation of adult mosquitoes in Yantai, Shandong Province, China: a study based on the circular distribution method
Chun-hui LI ; Cheng-juan LIU ; Ting WANG ; Xiao-ge ZHOU ; Pei-Jun GUO
Acta Parasitologica et Medica Entomologica Sinica 2026;33(2):108-113
Objective This study aimed to investigate the seasonal variation of mosquitoes in Yantai, Shandong Province, and provide a scientific basis for mosquito and mosquito-borne disease control. Methods From March to November for each of the years between 2020 and 2023, adult mosquitoes were collected from different habitats, including parks, hospitals, urban residential areas, rural households and livestock sheds, in 13 counties of Yantai City using a mosquito trap lamp method, among which, female mosquitoes were separated and identified, and the numbers were counted. We used the circular distribution method to analyze the temporal distribution characteristics of mosquito density. Results The γ values obtained for mosquitoes in Yantai from 2020 to 2023, the distribution of mosquitoes in different habitats, and dominant mosquito species in different months showed strong seasonality, with values ranging from 0.7461 to 0.8531(P < 0.05). The peak period of seasonal variation in mosquitoes occurred from June 28thto September 13th, with August 5thbeing identified as the peak day. The peak periods of seasonal variation in mosquitoes in residential areas, parks, hospitals, peasant households, and animals sheds were observed from June 24thto September 14th, June 25thto September 10th, June 22ndto September 12th, July 1stto September 9th, and July 2ndto September 17th, respectively, with corresponding peak days on August 4th,3rd, 2nd, 5th, and 9th, respectively. The peak periods of Culex pipiens pallens, Aedes albopictus, and Anopheles sinensis were from June 26thto September 11th, June 28thto September 17th, and July 12thto September 17th, respectively, with corresponding peak days on August 3rd,7th, and 14th, respectively. Conclusions Our findings in this study revealed that the peak of mosquito activity in Yantai was concentrated in early August, with a peak period extending from June 28thto September 13th, and there were differences between different habitats(with peak periods for rural households and livestock sheds occurring later than those in residential areas, parks, and hospitals). Moreover, with respect to the mosquito species, populations of Cx. pipiens pallens and Ae. albopictus peaked earlier than those of An. sinensis. Based on these findings, we recommend that city-wide mosquito control work should commence in late June, and include appropriate early prevention and control measures for key habitats, such as livestock sheds, and dominant mosquito species, such as Cx. pipiens pallens, to minimize the density of mosquito vectors and the risk of disease transmission.
3.Molecular Mechanisms of Intraflagellar Transport in Regulating ciliogenesis and Ciliopathies
Ting-Ting GE ; Fan YANG ; Chang-Min NIU ; Ying ZHENG
Progress in Biochemistry and Biophysics 2026;53(8):2179-2193
Intraflagellar transport (IFT) is a core mechanism for ciliary assembly, length maintenance, ciliary proteome homeostasis and signal transduction. Most proteins required for ciliary structure and function are synthesized in the cytoplasm. Because the ciliary compartment is separated from the cell body by the selective barrier of the transition zone, these proteins cannot freely equilibrate between the cytoplasm and the cilium. Consequently, axonemal components, membrane proteins and signaling molecules must be actively imported into cilia, retrieved from the ciliary compartment, and recycled or degraded through highly ordered transport and sorting pathways. The IFT system is mainly composed of the IFT-A complex, IFT-B complex, kinesin-2, dynein-2 and the Bardet-Biedl syndrome protein complex (BBSome). Through coordinated anterograde and retrograde transport, these modules mediate the dynamic trafficking of different classes of ciliary cargoes. Anterograde transport delivers structural and membrane-associated components from the ciliary base toward the ciliary tip, whereas retrograde transport retrieves IFT components and selected cargoes back toward the ciliary base and cytoplasm. In this way, IFT not only supports the construction of the axoneme but also contributes to the maintenance of ciliary composition and the regulation of ciliary signaling activity. In recent years, advances in cryo-electron microscopy, in situ cryo-electron tomography and single-molecule imaging have greatly improved our understanding of the molecular mechanisms underlying IFT. These approaches have revealed how IFT trains are assembled at the ciliary base, how they move along axonemal microtubule tracks, how they undergo directional switching at the ciliary tip, and how cargoes are retrieved and recycled. Among the IFT modules, IFT-B acts as the major scaffold of IFT trains. It participates in cargo loading, motor coupling and initiation of anterograde transport. IFT-A is involved in retrograde transport, membrane protein adaptor function and train remodeling. The BBSome, through reversible association with the IFT system, regulates ciliary membrane protein sorting, signaling receptor clearance and renewal of the ciliary proteome. These functions indicate that the IFT machinery is not a simple linear transport pathway, but rather a dynamic and reconfigurable transport system. The conversion of transport direction is a key step in the IFT cycle. This process is closely associated with disassembly of anterograde trains, dissociation of kinesin-2, activation of dynein-2 at the ciliary tip and reassembly of retrograde trains. In terms of pathogenic mechanisms, IFT abnormalities may cause ciliopathies through four major pathways: defects in ciliary assembly and structure, abnormal localization of ciliary cargoes, dysregulation of signaling pathways, and impaired cargo unloading and retrieval. These defects can affect multiple organ systems, including the retina, kidney, skeleton, respiratory tract, reproductive system, and neuro-metabolic system. Current therapeutic strategies are still mainly based on symptomatic support and maintenance of organ function. Overall, IFT is a dynamic transport system jointly regulated by axonemal structure, motor activity, cargo selection and cellular signaling. It links ciliary architecture with protein turnover and signaling regulation, thereby playing a fundamental role in both ciliary homeostasis and ciliopathy pathogenesis. Further elucidation of IFT regulatory mechanisms and their relationships with disease phenotypes will help promote mechanism-based classification, genetic diagnosis and precision intervention for ciliopathies.
4.Correlation Between Gut Microbiota Characteristics and Immunotherapy Efficacy in Patients with Advanced Microsatellite Stable Gastrointestinal Tumors
Yanfei LIU ; Ting GE ; Xi XIE ; Yujie ZHOU ; Min CHENG ; Yan ZHANG ; Guang FU ; Hongyan JIN
Cancer Research on Prevention and Treatment 2026;53(8):600-608
Objective To investigate the correlation between gut microbiota characteristics and immunotherapy efficacy in patients with advanced microsatellite stable (MSS) advanced gastrointestinal tumors. Methods Thirty patients with advanced MSS gastrointestinal tumors, including fourteen cases of gastric cancer and sixteen cases of colorectal cancer, who were admitted from November 1, 2022, to July 31, 2025 were enrolled. All patients underwent gut microbiota testing and received corresponding interventions on the basis of the results, followed by treatment with antiangiogenic agents combined with immunotherapy. Some patients additionally received probiotics or fecal microbiota transplantation. The primary endpoints were disease control rate (DCR) and objective response rate (ORR). The secondary endpoints were progression-free survival (PFS) and overall survival (OS). Univariate and multivariate Cox regression analyses were used to assess potential prognostic factors. Results Among the thirty patients, no complete response was observed. Two cases of partial response (PR), twelve cases of stable disease, and sixteen cases of progressive disease were recorded. The ORR was 6.7%, and the DCR was 46.7%. The median PFS was 6.4 months, and the median OS was 8.3 months. Both PR patients were classified as having a medium risk of gut microbiota dysbiosis and exhibited a Bacteroides-dominated enterotype. Multivariate analysis indicated that tumor type, liver metastasis, and bone metastasis were potential prognostic factors for PFS and OS. Conclusion Patients with a medium risk of gut dysbiosis may exhibit a relatively favorable response to immunotherapy, suggesting that gut microbiota status could serve as a potential biomarker for predicting treatment efficacy in advanced MSS gastrointestinal tumors.
5.A meta-analysis of the efficacies of laminoplasty versus laminectomy and fusion in the treatment of multi-level ossification of the posterior longitudinal ligament in the cervical spine
Yuanjin GONG ; Ting GE ; Baiwen HU
Chinese Journal of Spine and Spinal Cord 2025;35(3):275-286
Objectives:To evaluate the efficacies of laminoplasty(LP)and laminectomy and fusion(LF)in the treatment of multi-level ossification of the posterior longitudinal ligament(OPLL)in the cervical spine through meta-analysis.Methods:The databases of CNKI,Wanfang,Pubmed,Cochrane Library,EMBASE were searched by computer from their inceptions to June 2023 and the published clinical studies comparing LP and LF in the treatment of multi-level OPLL in the cervical spine were included.Cochrane risk bias assess-ment tool and Newcastle-Ottawa scale(NOS)were used to evaluate the quality of the included studies.Rele-vant data including operation time,intraoperative blood loss,the improvement rate of Japanese Orthopaedic Association(JOA)score,the change value of visual analogue scale(VAS)score,neck disability index(NDI),cer-vical curvature index(CCI),sagittal vertical axis(SVA)and cervical range of motion(CROM)at the final fol-low-up,the postoperative complication rate and OPLL progression rate were extracted and sorted.Then the meta-analysis was conducted by RevMan 5.4 and StataSE 16.0 softwares.Results:12 literatures(3 randomized controlled studies and 9 cohort studies)were ultimately included,involving a total sample size of 1496 cases,containing 839 cases in the LP group and 657 cases in the LF group.The results of meta-analysis were as follows:the LP group was better than LF group with significant differences in operation time[WMD=-28.01,95%CI(-36.25,-19.77),P<0.00001],intraoperative blood loss[WMD=-115.09,95%CI(-197.91,-32.27),P=0.006],the change value of CROM[WMD=-7.83,95%CI(-8.10,-7.55),P<0.00001]compared with those before surgery at final follow-up,the incidence of postoperative C5 nerve root paralysis[OR=0.32,95%CI(0.21,0.50),P<0.00001]and axial symptoms[OR=0.44,95%CI(0.28,0.71),P=0.0006].The LF group was better than the LP group with significant differences in the change value of the CCI[WMD=-0.75,95%CI(-0.92,-0.58),P<0.00001]and SVA[WMD=5.49,95%CI(5.30,5.68),P<0.00001]compared with those before surgery at final follow-up,and the postoperative OPLL progression rate[OR=1.76,95%CI(1.26,2.46),P=0.0009].There were no significant differences between the two groups in the improvement rate of JOA score[WMD=-1.24,95%CI(-4.02,1.54),P=0.38],the change value of VAS[WMD=0.03,95%CI(-0.43,0.49),P=0.89]and NDI[WMD=0.54,95%CI(-0.07,1.14),P=0.08]compared with those before surgery at final follow-up,the incidence of postoperative cerebrospinal fluid leakage[OR=0.58,95%CI(0.24,1.39),P=0.22],incision infection[OR=0.71,95%CI(0.32,1.57),P=0.39]and epidural hematoma[OR=0.37,95%CI(0.06,2.16),P=0.27].Conclusions:Both LF and LP can effectively treat multi-level OPLL in the cervical spine and improve the neurological function of patients.Compared to LF,LP causes less surgical damage,preserves more cervical mobility and additionally,has a lower incidence of the postoperative C5 nerve root paralysis and axial symptoms.In comparison,LF can better maintain the curvature and stability of the cervical spine and delay the progression of ossification.
6.Correlation of HTR2A-rs7997012 with the risk of treatment-resistant depression and the efficacy of modified electroconvulsive therapy
Ting ZHANG ; Hongxin LU ; Qingmin RAO ; Yongyin HE ; Wenyan GE ; Junlin LIU ; Haiying LIU ; Yulong LIN
Chinese Journal of Preventive Medicine 2025;59(11):1897-1905
Objective:This study aimed to investigate the association between genetic factors and the risk of developing treatment-resistant depression (TRD), as well as the efficacy of modified electroconvulsive therapy (MECT), with a specific focus on identifying gene polymorphisms that can differentiate TRD from non-TRD.Methods:This case-control study included inpatients with depression in Adult Psychiatry Department, Affective Disorders Department and Geriatrics Department of Guangzhou Medical University Affiliated Brain Hospital from January 2023 to June 2024, as well as healthy individuals undergoing physical examinations in the outpatient department. Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) was utilized to genotype 16 loci across 10 candidate genes in 107 non-TRD patients, 101 TRD patients and 281 healthy controls. Hardy-Weinberg equilibrium testing, genotype frequency distribution analysis, and genetic association studies were conducted using PLINK software. Univariate binary logistic regression under a dominant model was performed using R software to analyze gene loci associated with non-TRD and TRD.Results:All 16 gene loci in the control group, the TRD group, and the non-TRD group were found to be in Hardy-Weinberg equilibrium ( P>0.05). No significant differences were observed in the genotype distribution of these gene loci across the groups ( P>0.05). Univariate binary logistic regression analysis revealed that individuals with depression carrying the HTR2A-rs7997012 G allele had a significantly lower risk of developing TRD ( OR=0.26, P=0.047). Among the patients receiving MECT, the proportion of G allele carriers who showed improvement at 2, 4, and 6 weeks of treatment was significantly higher compared to those who did not show improvement (96.61% vs. 80.95%, 96.55% vs. 50.00%, 96.59% vs. 46.15%, respectively), with χ2 values of 6.743, 29.295, and 32.300, respectively, and all P values <0.05. Conclusion:The HTR2A-rs7997012 polymorphism may represent a genetic distinction between TRD and non-TRD. Depressed patients with the rs7997012 G allele have a reduced likelihood of developing TRD, moreover, MECT demonstrates superior efficacy in this patient population.
7.Analysis of common non-bacterial pathogens in hospitalized children with acute respiratory infections: a multicenter study in four regions of Fujian Province in 2023
Lin CAI ; Xiaoman GAO ; Fucun ZHU ; Xiuhua LIU ; Wenlong ZHOU ; Shaohua GE ; Lijuan ZHUANG ; Guanglin ZHANG ; Xiaoping LAI ; Ting LIU
Chinese Journal of Preventive Medicine 2025;59(10):1665-1675
Objective:To analyze the distribution and epidemiological characteristics of common non-bacterial pathogens in hospitalized children with acute respiratory tract infections(ARTI)from a multi-center study covering 4 regions in Fujian Province in 2023.Methods:A retrospective cohort study was conducted using medical record analysis.A total of 22 769 hospitalized children with ARTI were enrolled from January to December 2023 across seven regional pediatric medical centers in Fujian Province (covering four major geographical divisions of Fuzhou, Nanping, Sanming and Longyan; all selected hospitals were regional children′s medical centers).Using single-tube multiplex PCR with fragment analysis on a Sanger sequencing platform, the nucleic acids of 11 common non-bacterial respiratory pathogens were tested in nasopharyngeal swabs collected from 22 769 children. These pathogens included influenza A virus(FluA), influenza B virus(FluB), parainfluenza virus(PIV), respiratory syncytial virus (RSV), adenovirus (ADV), human rhinovirus (HRV), human bocavirus (HBoV), human coronavirus (HCoV), human metapneumovirus(HMPV), Mycoplasma pneumoniae(MP), and Chlamydia (Ch). Count data were described as [ n(%)], and the chi-square test/Fisher′s exact test was used to compare the differences in rates between groups. Epidemiological features, including positive detection rates, pathogen profiles, and correlations with region, sex, age and month, were analyzed. Results:Among 22 769 children with ARTI, pathogens were detected in 16 213 cases (71.21%), including 13 340 single infections (58.59%).The detection rates of single pathogens in descending order were human rhinovirus (HRV, 12.95%), Mycoplasma pneumoniae(MP, 12.27%), respiratory syncytial virus(RSV, 11.12%), influenza A virus (Flu-A, 7.98%), parainfluenza virus(PIV, 4.66%), human metapneumovirus(HMPV, 4.60%), adenovirus(ADV, 2.70%), human bocavirus(HBoV, 0.84%), human coronavirus(HCoV, 0.82%), influenza B virus(Flu-B, 0.47%) and Chlamydia(Ch, 0.18%).Mixed infections occurred in 2 873 cases(12.62%), primarily dual infections(2 679 cases).Regional analysis revealed significant disparities:Luoyuan County Hospital (Fuzhou) exhibited the highest total detection rate(86.59%, 1 414/1 633)and mixed infection rate(23.27%, 380/1 633)(both P<0.001), with notably elevated MP (26.39%, 431/1 633);Jian′ou City Hospital(Nanping) ranked second for Flu-A(14.21%, 409/2 879), RSV(13.20%, 380/2 879) and mixed infections(17.12%, 493/2 879);Lianjiang County Hospital(Fuzhou) showed distinct prevalence of Flu-A(10.68%, 130/1 217), PIV(6.00%, 73/1 217), and HBoV(1.73%, 21/1 217); Yong′an City Hospital (Sanming) reported high MP (26.07%, 238/913) and RSV(12.38%, 113/913);Shaowu City Hospital(Nanping) was dominated by MP (18.60%, 407/2 188) and HRV(13.39%, 293/2 188); Tingzhou Hospital(Longyan) had the highest HRV (17.88%, 407/2 276) and Flu-B (0.75%, 17/2 276); and Fuzhou Children′s Hospital showed elevated ADV(3.38%, 394/11 663) and HCoV(1.08%, 126/11 663). Except for Flu-B(0.47%, 108/22 769; P=0.054) and Ch(0.18%, 40/22769; P=0.900), all pathogens and mixed infections exhibited significant regional variations ( P<0.05).Gender analysis indicated higher detection rates of HRV, RSV, Flu-A, ADV, PIV, HBoV and mixed infections in males, while MP, HMPV, Flu-B, HCoV, and Ch were more prevalent in females, with statistically significant differences for HRV and MP (both P<0.001). Age stratification showed the highest overall detection rate in the 3-<6 years group (75.48%; P<0.001): RSV and Ch peaked in infants (<1 year), HRV, PIV, ADV and HBoV in toddlers (1-<3 years), HMPV, HCoV, and mixed infections in preschool children (3-<6 years), and MP, Flu-A and Flu-B in older children (6-<18 years).Analyzing the prevalent months, the monthly prevalence trends of pathogens in various regions are similar.Seasonal trends demonstrated year-round HRV activity (peaking in spring/autumn), MP prevalence in autumn/winter, RSV surges in spring-summer (April-June) and late summer-autumn (August-October), and Flu-A predominanced in winter-spring. Conclusion:Multiplex PCR with fragment analysis demonstrated high diagnostic efficacy. The top 4 non-bacterial pathogens in Fujian Province′s ARTI-hospitalized children in 2023 were HRV, MP, RSV and Flu-A. Pathogen distribution exhibited significant regional, age and seasonal variations, emphasizing the need for targeted prevention strategies.
8.Establishment of genomic detection system for Alzheimer′s disease risk based on time-of-flight mass spectrometry
Yuyan KUANG ; Ting ZHANG ; Wenyan GE ; Huimin GUO ; Qingmin RAO ; Yongyin HE ; Qiang WANG ; Xiaomei ZHONG ; Yuping NING ; Yulong LIN ; Haiying LIU
Chinese Journal of Laboratory Medicine 2025;48(12):1571-1580
Objective:To establish a genomic nucleic acid mass spectrometry detection platform for allelic risk associated with Alzheimer's disease.Methods:Whole blood samples of 61 patients diagnosed as Alzheimer's disease in the Affiliated Brain Hospital of Guangzhou Medical University from December 28th, 2023 to 31st, March 2024 were collected and deoxynucleic acid (DNA) was extracted, including 22 males and 39 females, aged (67.36 ± 8.18) years old. After screening out 17 risk gene loci in Chinese population, multiplex polymerase chain reaction primers, single-base extension primers and Sanger sequencing primers were designed. Ten samples were used for primer optimization and debugging through Sanger sequencing and time-of-flight mass spectrometry to establish a detection system. The remaining samples were genotyped using a time-of-flight mass spectrometer and verified by Sanger sequencing for accuracy evaluation. Five samples were selected for gradient dilution and then subjected to time-of-flight mass spectrometry detection to evaluate the detection limit. Three clinical samples, one case of Escherichia coli and one case of Staphylococcus aureus genomic DNA samples were selected for cross-reaction research. The anti-interference ability of the detection system was evaluated against hemolysis, chylous substances and conventional anticoagulants in the samples. Two samples, one wild and one homozygous mutation sample with representative peak shapes, were selected to evaluate the anti-interference ability. Four samples containing the common genotypes of all gene loci in the system were selected and repeated 10 times to evaluate the precision.Results:The minimum intensity of single-base extension primers on mass spectrometry is greater than half of the maximum intensity. All 17 risk gene loci screened were successfully typed. The time-of-flight mass spectrometry detection results of 1,037 loci from 61 samples showed that the genotyping detection rate was 100%. The genotypes of the 20 DNA samples were completely consistent with the results of Sanger sequencing, with an accuracy rate of 100%. The mass spectrometry detection results of five samples after gradient dilution indicated that the low detection limit was 5 ng of DNA. The reaction system has a strong anti-interference ability against hemolysis of samples, chylous substances, conventional anticoagulants and DNA cross-contamination. Homologous allele interference and no cross-reaction between the bacterial genome and 17 gene loci do not affect the risk genome detection results. The results of 10 repeated mass spectrometry tests on 4 samples showed that the precision was 100%.Conclusion:The genomic detection system of Alzheimer's disease risk has been successfully established to provide an auxiliary mean for disease diagnosis and risk assessment.
9.Expert consensus on hypofractionated radiotherapy for breast cancer (2025 edition)
Yufei LU ; Hong GE ; Ting WANG ; Hao WANG ; Chengliang YANG ; Ye-xiong LI ; Hao JING ; Lu CAO ; Chi ZHANG
Chinese Journal of Radiation Oncology 2025;34(12):1171-1182
Breast cancer is one of the most common malignant tumors, and postoperative radiotherapy remains an essential component of its treatment. In recent years, hypofractionated radiotherapy has gradually become the recommended approach for postoperative breast cancer treatment. Compared with conventional fractionated radiotherapy, hypofractionated regimens shorten the overall treatment duration, enhance patient convenience, and reduce treatment costs, while achieving comparable long-term efficacy and maintaining good quality of life. Based on relevant domestic and international studies and clinical experience, this consensus establishes expert recommendations regarding indications, prescribed doses, dose constraints for organs at risk (OAR), implementation methods, and plan evaluation for hypofractionated radiotherapy after breast cancer surgery, with a particular focus on moderately hypofractionated (MHF) and ultrahypofractionated (UHF) regimens. MHF radiotherapy is applicable to whole-breast irradiation, chest wall irradiation, and regional nodal irradiation, and is suitable for most breast cancer patients. UHF radiotherapy, which employs a higher dose per fraction to further shorten the treatment course, is suitable for patients requiring rapid therapy or prioritizing treatment convenience. Although the short-term efficacy of UHF radiotherapyis similar to that of MHF radiotherapy, its long-term efficacy and safety require further clinical validation. Meanwhile, potential adverse effects of UHF, such as breast induration and atrophy, should be carefully assessed. Therefore, radiotherapy dose and fractionation regimen should be individualized according to patient-specific factors, particularly considering OAR dose constraints. Rational selection of radiotherapy regimens can minimize adverse effects while maintaining therapeutic efficacy, ultimately improving patient outcomes and quality of life. This consensus provides scientific guidance for the clinical and research application of hypofractionated radiotherapy in breast cancer.
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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