1.A multi-constraint representation learning model for identification of ovarian cancer with missing laboratory indicators.
Zihan LU ; Fangjun HUANG ; Guangyao CAI ; Jihong LIU ; Xin ZHEN
Journal of Southern Medical University 2025;45(1):170-178
OBJECTIVES:
To evaluate the performance of a multi-constraint representation learning classification model for identifying ovarian cancer with missing laboratory indicators.
METHODS:
Tabular data with missing laboratory indicators were collected from 393 patients with ovarian cancer and 1951 control patients. The missing ovarian cancer laboratory indicator features were projected to the latent space to obtain a classification model using the representational learning classification model based on discriminative learning and mutual information coupled with feature projection significance score consistency and missing location estimation. The proposed constraint term was ablated experimentally to assess the feasibility and validity of the constraint term by accuracy, area under the ROC curve (AUC), sensitivity, and specificity. Cross-validation methods and accuracy, AUC, sensitivity and specificity were also used to evaluate the discriminative performance of this classification model in comparison with other interpolation methods for processing of the missing data.
RESULTS:
The results of the ablation experiments showed good compatibility among the constraints, and each constraint had good robustness. The cross-validation experiment showed that for identification of ovarian cancer with missing laboratory indicators, the AUC, accuracy, sensitivity and specificity of the proposed multi-constraints representation-based learning classification model was 0.915, 0.888, 0.774, and 0.910, respectively, and its AUC and sensitivity were superior to those of other interpolation methods.
CONCLUSIONS
The proposed model has excellent discriminatory ability with better performance than other missing data interpolation methods for identification of ovarian cancer with missing laboratory indicators.
Female
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Humans
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Ovarian Neoplasms/diagnosis*
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Machine Learning
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ROC Curve
2.Expert consensus on imaging diagnosis and analysis of early correction of childhood malocclusion.
Zitong LIN ; Chenchen ZHOU ; Ziyang HU ; Zuyan ZHANG ; Yong CHENG ; Bing FANG ; Hong HE ; Hu WANG ; Gang LI ; Jun GUO ; Weihua GUO ; Xiaobing LI ; Guangning ZHENG ; Zhimin LI ; Donglin ZENG ; Yan LIU ; Yuehua LIU ; Min HU ; Lunguo XIA ; Jihong ZHAO ; Yaling SONG ; Huang LI ; Jun JI ; Jinlin SONG ; Lili CHEN ; Tiemei WANG
International Journal of Oral Science 2025;17(1):21-21
Early correction of childhood malocclusion is timely managing morphological, structural, and functional abnormalities at different dentomaxillofacial developmental stages. The selection of appropriate imaging examination and comprehensive radiological diagnosis and analysis play an important role in early correction of childhood malocclusion. This expert consensus is a collaborative effort by multidisciplinary experts in dentistry across the nation based on the current clinical evidence, aiming to provide general guidance on appropriate imaging examination selection, comprehensive and accurate imaging assessment for early orthodontic treatment patients.
Humans
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Malocclusion/diagnostic imaging*
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Child
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Consensus
3.Expert consensus on clinical randomized controlled trial design and evaluation methods for bone grafting or substitute materials in alveolar bone defects.
Xiaoyu LIAO ; Yang XUE ; Xueni ZHENG ; Enbo WANG ; Jian PAN ; Duohong ZOU ; Jihong ZHAO ; Bing HAN ; Changkui LIU ; Hong HUA ; Xinhua LIANG ; Shuhuan SHANG ; Wenmei WANG ; Shuibing LIU ; Hu WANG ; Pei WANG ; Bin FENG ; Jia JU ; Linlin ZHANG ; Kaijin HU
West China Journal of Stomatology 2025;43(5):613-619
Bone grafting is a primary method for treating bone defects. Among various graft materials, xenogeneic bone substitutes are widely used in clinical practice due to their abundant sources, convenient processing and storage, and avoidance of secondary surgeries. With the advancement of domestic production and the limitations of imported products, an increasing number of bone filling or grafting substitute materials isentering clinical trials. Relevant experts have drafted this consensus to enhance the management of medical device clinical trials, protect the rights of participants, and ensure the scientific and effective execution of trials. It summarizes clinical experience in aspects, such as design principles, participant inclusion/exclusion criteria, observation periods, efficacy evaluation metrics, safety assessment indicators, and quality control, to provide guidance for professionals in the field.
Humans
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Bone Substitutes/therapeutic use*
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Randomized Controlled Trials as Topic/methods*
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Consensus
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Bone Transplantation
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Research Design
4.Exploration of the misunderstandings,challenges,and countermeasures of exemption from ethical review from the perspective of medical and health institutions
Honglei NIAN ; Hui JIANG ; Jihong LI ; Min LIU ; Jiyin ZHOU
Chinese Medical Ethics 2024;37(4):408-414
In the implementation of exemption from ethical review,medical institutions equate exemption from ethical review with no ethical review or simple review,misunderstand the scope of exemption from ethical review,confuse the concepts of de-identification and anonymization,and equate privacy with personal information.The implementation faced challenges such as the coordination of conditions for exempt review with other regulations,the lack of clear decision-making subjects for exempting from ethical review,the legality and compliance of using general informed consent for biological samples and information data,as well as non-traceability and the risk of being re-identified of anonymous information for exemption from ethical review.Measures such as improving relevant laws and regulations,perfecting the construction and management of information databases and biological sample libraries,strengthening the project management and process supervision of exemption from ethical review,and implementing scientific review can ensure the legal and compliant implementation of exemption from ethical review by medical and health institutions.
5.Effect of mandibular third molar tooth germ extraction on mandibular development: a retrospective study
Linwei ZHENG ; Rui SUN ; Yangruoxuan LIU ; Lizhuo LIN ; Jihong ZHAO
Chinese Journal of Stomatology 2024;59(8):798-803
Objective:To investigate the effect of extraction of mandibular third molar (M3) tooth germ on the development of the mandible in orthodontic patients, with a view to providing a reference for clinical M3 tooth germ extraction.Methods:One hundred and twenty-nine Angel class Ⅰ malocclusion patients aged 10-16 years who attended the Department of Orthodontics Division 1, School & Hospital of Stomatology, Wuhan University from 1 January 2013 to 30 December 2021 and fulfilled the criteria for nativity were included. Those who had their M3 extracted in the Department of Oral and Maxillofacial Surgery were included in the study group, with a total of 66 cases; and those who did not have their M3 extracted were included in the control group, with a total of 63 cases. The average annual growth was calculated by tracing point measurements on cephalometric films before and after orthodontic treatment according to the Jarabak and McNamara methods, with measurements of the mandibular ramus height (Ar-Go′), mandibular body length (Go′-Me), and overall mandibular length (Co-Gn) values, respectively. The average annual growth of Ar-Go′, Go′-Me, and Co-Gn were compared between the two groups for the overall sample of patients, patients of the same sex (male/female), patients of the same age group (>10 and ≤12 years old, >12 and ≤14 years old, >14 and ≤16 years old), and patients of the same cervical vertebral maturation stage (stages Ⅱ, Ⅲ, and Ⅳ), respectively, to see if there was any difference in the average annual growth of Ar-Go′, Go′-Me, and Co-Gn.Results:There was no statistically significant difference in the average annual growth of Ar-Go′, Go′-Me, and Co-Gn between the study group [0.88 (0.40, 1.80), 0.67 (0.15, 1.18), and 0.86 (0.40, 1.90) mm, respectively] and the control group [1.08 (0.45, 1.60), 0.53 (0.25, 1.13), and 1.20 (0.46, 2.28) mm, respectively] ( P>0.05). In addition, there was no significant difference in the average annual growth in the Ar-Go′, Go′-Me, and Co-Gn between the groups for patients of the same sex group, patients of the same age group, and patients of the same cervical vertebral maturation stage group( P>0.05). Conclusions:Extraction of the mandibular third molar tooth germ has no significant effect on the development of the mandible in Angle class Ⅰ malocclusion patients.
6.Analysis of the current situation and influencing factors of health information literacy in patients with chronic obstructive pulmonary disease
Jihong WU ; Jimei WU ; Xiaojia LIU
Journal of Shenyang Medical College 2024;26(4):370-375
Objective:To explore the current status of health information literacy in patients with chronic obstructive pulmonary disease(COPD)and analyze its influencing factors.Methods:A total of 270 patients with COPD were conveniently selected as the research objects from Dec 2021 to Aug 2022 in 3 third-grade grade A hospitals in Zhuzhou City by using convenience sampling.The self-designed general data questionnaire and Health Information Literacy Self-Assessment Questionnaire were used for investigation.Multiple linear regression was used to analyze the factors influencing the health information literacy of COPD patients.Results:The total score of health information literacy of COPD patients was(15.58±2.37),and the average score of each dimension was ranked from high to low as:health information cognition(0.65±0.12),health information morality(0.61±0.11),health information utilization(0.59±0.14),health information evaluation(0.57±0.10),health information acquisition(0.43±0.11).And patients with qualified health information proficiency(≥60 points)accounted for 19.6%.Patients with different ages,personal monthly incomes,occupations,places of residence,education levels,course of disease,self-evaluation of health status,active participation in health management,and knowledge of COPD disease had different health information literacy scores(P<0.05).Multiple linear regression showed that age,education level,self-evaluation of health status,active participation in health management and knowledge level of COPD disease were influencing factors of health information literacy of COPD patients(P<0.05),and the above variables together accounted for 27.3%of the total variation degree of health information literacy.Conclusions:The level of health information literacy of COPD patients in a city needs to be further improved,which is influenced by several factors.Medical staff should develop individualized interventions to improve the health information literacy of patients with different characteristics.
7.Sufu mutation promotes malignant progression of lung adenocarcinoma by regulating Gli1
Jihong LIU ; Hu LUO ; Xinglin YI ; Xiangdong ZHOU
Journal of Army Medical University 2024;46(10):1142-1149
Objective To explore the effect of Sufu on lung adenocarcinoma by observing its mutation and the changes in Gli1 transcription after its mutation.Methods cBioPortal for Cancer Genomics was used to obtain the mutation status of Sufu in lung cancer.Four Sufu single base mutation vectors were constructed and transfected into lung adenocarcinoma cell lines A549 and H1975 to establish cells with Sufu overexpression and knockout.Wounding healing assay was employed to determine the effect of Sufu on cell migration,and RT-qPCR,immunofluorescence assay and dual luciferase reporter gene assay were utilized to explore the changes in Gli1 transcription after Sufu mutation.Results cBioPortal data showed that the mutation rate of Sufu in lung cancer was 11.76%in squamous cell carcinoma(2/17),0.96%in adenocarcinoma(6/625),1.01%in small cell lung cancer(4/396),and 0.69%in non-small cell lung cancer(77/11 227).The median survival of lung cancer patients was significantly decreased in those with Sufu mutation than those without(38.00 vs 54.34 months,HR=1.943,P<0.05).A549 cells were sensitive to Sufu knockout,and it resulted in significant increase of the transcription level of Gli1(P<0.05).Overexpression of Sufu inhibited cell migration ability in both A549 and H1975 cells(P<0.05).Sufu mutation had no significant influence on the location of Gli1 in the cells.The Sufu-T411M mutation up-regulated the the transcription level of Gli1(P<0.05).Conclusion Sufu has an inhibitory effect on lung adenocarcinoma metastasis,and can be regarded as a potential target for lung adenocarcinoma metastasis.
8.Establishment of a method for detecting Helicobacter pylori based on recombinase-aided isothermal amplification and CRISPR-Cas13a
Yaxuan WANG ; Xiaochuan LIU ; Zixiao ZHU ; Jihong HU
Chinese Journal of Laboratory Medicine 2024;47(6):686-692
Objective:To develop a nucleic acid detection system for Helicobacter pylori ( H. pylori) based on recombinase-aided isothermal amplification (RAA) and clustered regularly interspaced short palindromic repeats(CRISPR)/CRISPR-associated(Cas13a). Methods:Thirty strains of H. pylori, as well as two strains each of Escherichia coli, Staphylococcus aureus, Enterococcus faecalis, Enterobacter cloacae, and Klebsiella pneumoniae were collected from the Emergency General Hospital between 2021 and 2022. The specific primers and CRISPR RNA (crRNA) required for this newly established method were designed based on the conserved region of the ureC gene of H. pylori. Then, the primer pair that produced the least non-specific products was screened out using agarose gel electrophoresis, and the crRNA sequence with the highest cleavage efficiency was screened according to the fluorescence intensity produced by Cas13a cutting fluorescence probe. The RAA-Cas13a nucleic acid detection system was developed, and the limit of detection and the specificity of which were evaluated by detecting gradient dilutions of H. pylori ATCC 43504 genomic DNA and 5 different clinically common pathogens′ genomic DNA. The consistency with quantitative real-time PCR(qPCR) method was obtained by simultaneously detecting clinical strains using this method and established qPCR method. Two-tailed paired t-test was used to compare the fluorescence results between the two groups, and a P value less than 0.05 indicates a statistically significant difference. Results:The established RAA-Cas13a nucleic acid detection system could detect target DNA as low as 10 copies/μl. within 1 hour ( t=11.05, P<0.01), without cross-reaction with the other 5 clinically common strains. That method also showed good consistency compared to the qPCR method, the kappa coefficient=1. Conclusions:A method combining RAA with CRISPR-Cas13a for detecting H. pylori has been established, which can be used for rapid and sensitive identification of H. pylori infection.
9.The importance of launching the national external quality assessment of 1-3-β-D-glucan test and galactomannan antigen test
Yaya PIAN ; Jihong HU ; Yudong LIU
Chinese Journal of Laboratory Medicine 2024;47(9):999-1004
The incidence of invasive fungal diseases has been increasing annually, becoming one of the most serious infectious diseases affecting clinical departments. Currently, the primary indicators for early diagnosis of invasive fungal disease are the 1-3-β-D-glucan test and the galactomannan antigen test, known as the G test and GM test, respectively. The National Health Commission of the People′s Republic of China, in Goal Four of the'National Medical Quality and Safety Improvement Goals′, proposed to'increase the submission rate of pathogen examination before antibiotic treatment in hospitalized patients′, and emphasized the importance of tests such as G test as common clinical mycological diagnostic tools. Moreover, it is of paramount significance for clinical laboratories to ensure the quality of fungal detection. This paper provides a detailed discussion of the key factors affecting the G test and GM test, and the importance of launching the national external quality assessments.
10.Prognostic model and immune analysis of copper metabolism related genes in lung adenocarcinoma based on bioinformatics
Yuqing DONG ; Haoran LIU ; Jihong SUN ; Hanwen ZHANG ; Pingyu WANG
Chinese Journal of Medical Physics 2024;41(10):1296-1306
Objective To construct a prognostic risk model for exploring the prognostic value of copper metabolism related genes(CMRGs)in lung adenocarcinoma(LUAD),thereby providing a reference for personalized treatment of LUAD patients.Methods The RNA-seq data of LUAD tissues and adjacent or normal lung tissues were downloaded from the Cancer Genome Atlas(TCGA)database and Genotype-tissue Expression(GTEx)database.The risk scoring model was established using univariate Cox regression analysis,Lasso analysis and multivariate Cox regression analysis,and the receiver operating characteristic(ROC)curves and nomogram were used to evaluate the model performance.The LUAD data in the Gene Expression Omnibus(GEO),the Tumor Immune Single-cell Hub(TISCH)single-cell sequencing analysis,and the Human Protein Atlas(HPA)immunohistochemistry analysis were used for external validation.Additionally,the immune microenvironment and drug sensitivity of high-and low-risk groups were analyzed.Results A risk model consisting of 6 genes was constructed.The overall survival rate of low-risk group was higher than that of high-risk group(P<0.001).ROC analysis showed that the area under curve of the risk model in training set reached 0.729,0.749 and 0.707 at 1-,3-and 5-year,respectively,and the C index of C-index curve was 0.721(95%CI:0.678-0.764).The immune microenvironment differed significantly between high-and low-risk groups(P<0.001),and the drug sensitivity analysis in high-and low-risk groups revealed that there was statistically significant for gemcitabine,gefitinib,crizotinib and savolitinib(P<0.001).Conclusion The risk model constructed with 6 CMRGs enable the prediction of the prognosis of LUAD patients.The immune microenvironment differs in high-and low-risk group,and high-risk patients are more sensitive to drugs such as gemcitabine,gefitinib,crizotinib and savolitinib,which provide a reference for the personalized treatment of LUAD patients.

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