1.Machine learning models based on ultrasound radiomics for preoperatively distinguishing atypical parathyroid tumors/parathyroid carcinoma and parathyroid adenoma
Chunrui LIU ; Peng WAN ; Haiyan XUE ; Yidan ZHANG ; Wenxian LI ; Jian HE ; Zhengyang ZHOU ; Jing YAO
Chinese Journal of Medical Imaging Technology 2025;41(6):908-913
Objective To observe the value of machine learning(ML)models based on ultrasound radiomics for preoperatively distinguishing atypical parathyroid tumor(APT)/parathyroid carcinoma(PC)and parathyroid adenoma(PA).Methods Totally 330 primary hyperparathyroidism patients who underwent surgical treatments were retrospectively enrolled and categorized into APT/PC group(n=78)and PA group(n=252)according to surgical pathology and clinical follow-up results,also divided into training set(n=231)and test set(n=99)at the ratio of 7∶3.Based on preoperative ultrasound,545 radiomics features were extracted,and recursive feature elimination(RFE),Kruskal-Wallis or analysis of variance methods were used to screen the features,respectively.Support vector machine(SVM),linear discriminant analysis(LDA),least absolute shrinkage and selection operator logistic regression(LRLASSO),also random forest(RF)and decision tree(DT)algorithms were adopted to construct ML models for differentiating APT/PC and PA,respectively.Then the models were trained in training set,their performance were verified in test set,and a 5-fold cross-validation was adopted to screen out the better combinations.Results Compared with Kruskal-Wallis and analysis of variance methods,the distinguishing efficacy of SVM,LDA,LRLASSO,RF and DT models constructed based on features screened out using RFE method in training set(area under the curve[AUC]=0.870,0.878,0.850,0.847,1.000)and test set(AUC=0.856,0.842,0.827,0.847 and 0.704)were all relatively higher.In test set,the AUC of SVM,LDA,LRLASSO and RF models constructed based on the features screened out using RFE method(included 25,23,17 and 23 features)were all higher than that of DT model(8 features)(all P<0.001).No significant difference of AUC was found between SVM,LRLASSO or RF models and LDA model(all P>0.05).The AUC of SVM and RF models were higher than that of LRLASSO model(both P<0.05),while of SVM and RF models were not significantly different(P>0.05),indicating that SVM,LDA and RF models were better ones.Conclusion SVM,LDA,LRLASSO,RF and DT models based on ultrasound radiomics could effectively distinguish APT/PC and PA preoperatively,among which SVM,LDA and RF models had better diagnostic efficacy.
2.Genetic analysis of a child with gastrointestinal hemorrhage and Cerebroretinal microangiopathy with calcifications and cysts and a literature review
Tao JIANG ; Shuangjie LI ; Yanfang TAN ; Wenxian OUYANG
Chinese Journal of Medical Genetics 2025;42(4):486-494
Objective:To explore the clinical characteristics and genetic cause of a child with gastrointestinal hemorrhage and Cerebroretinal microangiopathy with calcifications and cysts (CRMCC) and to review the literatuve.Methods:Clinical data of a child with gastrointestinal hemorrhage with CRMCC(patient 1, proband) admitted to the Hepatology Department of Hunan Children′s Hospital in September 2019 were collected, and peripheral blood DNA of the child and his parents were analyzed by whol-exome sequencing. Candidate variants were validated by Sanger sequencing, followed by bioinformatics analysis, American College of Medical Genetics and Genomics (ACMG) Standards and Guidelines for the Interpretation of Sequence Variants pathogenicity classification, and protein structure prediction. A literature search with " Coats Plus syndrome" or " Cerebroretinal microangiopathy with calcifications and cysts" as keywords was conducted at PubMed, China National Knowledge Infrastructure and Wanfang databases to include recently published studies (up to December 2023). This study has been approved by the Ethics Committee of Hunan Children′s Hospital (Ethics No. KY2020-07). Informed consent for clinical research was obtained from one guardian of the child.Results:The proband was a 10-year-10-month-old boy. The clinical manifestations were intrauterine and postnatal growth retardation, gastrointestinal hemorrhage, liver fibrosis, panhemopenia, bilateral exudative retinopathy, intracranial lesions and facial pigmentation. WES and Sanger sequencing revealed two novel heterozygous variants in the CTC1 gene of the patient: c. 787G>A (p.Val263Met) in exon 5 and c. 2930C>G (p.Ser977Cys) in exon 17, inherited from the mother and father, respectively. According to ACMG pathogenicity classification, both missense variants were classified as variants of uncertain significance (VUS). Protein structure prediction showed the absence of LIG_SH3_3 motif and LIG_SH3_3 motif, and the p. Ser977Cys mutation may affect the binding between CST (CTC1-STN1-TEN)complex and DNA strand. In this study, the child had continued to experience recurrent gastrointestinal bleeding episodes despite propranolol treatment, but the condition was successfully controlled after liver transplantation. According to the predefined literature search strategy of this study, a total of 10 relevant articles on pediatric CRMCC patients were retrieved, involving 11 children with gastrointestinal bleeding. Current Pharmacological and endoscopic therapies play a certain role in the management of CRMCC children complicated with gastrointestinal bleeding. Conclusions:The CTC1 gene c. 787G>A and c. 2930C>G variants probably underlay CRMCC in this child. This study had broadened the variation spectrum of CTC1-related diseases and provided a basis for genetic counseling. Liver transplantation may be an important treatment for gastrointestinal hemorrhage in children who do not respond well to medication and endoscopic therapy.
3.Research Progress on Human Ovarian Aging Using Non-Human Primates as Laboratory Animals
Laboratory Animal and Comparative Medicine 2025;45(1):47-54
The ovary has two main functions: folliculogenesis and hormone secretion, both of which are closely related to female fertility. Ovarian aging is characterized by morphological changes, a reduction in follicle numbers, and fluctuations in hormone levels. It not only leads to a decline in female fertility, but is also considered to be a key driver of multi-organ aging. In addition, the disruption of sex hormone secretion associated with ovarian aging can lead to the occurrence of related diseases and symptoms, such as cardiovascular diseases, sleep disorders, and hot flashes. Due to the influence of social pressures and personal career planning, many modern women are increasingly postponing childbearing. However, ovarian aging does not slow down with advancing age. As a result, many women face issues such as infertility when they are ready to have children, having missed their optimal childbearing age. This leads to growing interest in research on delaying ovarian aging. Non-human primates share the closest evolutionary relationship with humans, with a genomic sequence identity of 93%, which grants them unparalleled advantages over other model animals in studies on physiological metabolism, reproductive endocrinology, and developmental aging. Findings obtained in non-human primates are also more reliably translatable to human medical research. This study begins by discussing the current state of ovarian aging research and treatment strategies, highlighting the advantages of non-human primates as laboratory animals for ovarian aging research. It then reviews research progress in areas such as reproductive endocrine hormone levels, ovarian morphology and function, and other physiological changes associated with ovarian aging. Furthermore, it summarizes existing challenges and future research directions, aiming to provide valuable insights for researchers.
4.Analysis of the impact of phase Ⅱ cardiac rehabilitation on the rehabilitation needs and physical activity of patients with coronary heart disease after interventional surgery
Ying ZHANG ; Xiwei ZHANG ; Jiahui WU ; Wenxian LIU ; Yan FENG ; Nan LI ; Yong SHAO ; Lixin ZHANG ; Yuan TIAN ; Zhiying LI ; Yin LI
Chongqing Medicine 2025;54(5):1080-1084
Objective To investigate the impact of phase Ⅱ cardiac rehabilitation on the rehabilitation needs and physical activity status of patients after coronary heart disease intervention.Methods A total of 90 patients with coronary heart disease who underwent percutaneous coronary intervention(PCI)in the Coronary Heart Disease Center of the hospital from August 2023 to August 2024 were selected as the research subjects.They were subjected to a 12-week standardized phase Ⅱ cardiac rehabilitation training.General data survey forms,cardiac rehabilitation scales,and the International Physical Activity Questionnaire were used for scale surveys to understand the patients' needs before and after rehabilitation and their weekly physical activity en-ergy expenditure.The cardiopulmonary exercise test gold standard,which reflects exercise capacity through three indicators-maximum oxygen uptake(VO2 max),anaerobic threshold(AT),and metabolic equivalents(MET),were used to compare the physical activity status before and after cardiac rehabilitation.Results Compared with before the implementation,after the implementation of cardiac rehabilitation,the autonomy score in-creased(21.36±1.85 vs.16.73±3.28),the process anxiety(12.60±3.87 vs.14.27±2.12)and outcome anxiety scores(2.31±1.76 vs.4.56±3.56)decreased,the level of low-intensity physical activity decreased[(2 711.62±1 487.09)min/week vs.(3 845.97±2 083.71)min/week],the levels of moderate-intensity[(1 314.67±783.54)min/week vs.(686.22±126.79)min/week],high-intensity[(1 861.33±798.27)min/week vs.(112.00±40.77)min/week],and total physical activity increased[(5 887.62±2 843.54)min/week vs.(4 644.19±2 287.16)min/week].The levels of VO2 max[(28.11±14.28)mL·min-1·kg-1 vs.(23.82±12.34)mL·min-1·kg-1],AT[(16.06±5.41)mL·min-1·kg-1 vs.(13.53±4.56)mL·min-1·kg-1],and MET[(6.89±1.59)mL·min-1·kg-1 vs.(5.78±1.21)mL·min-1·kg-1]all in-creased,with statistically significant differences(P<0.05).Conclusion Phase Ⅱ rehabilitation after PCI can effectively improve patients' physical activity levels.
5.Genetic analysis of a child with gastrointestinal hemorrhage and Cerebroretinal microangiopathy with calcifications and cysts and a literature review.
Tao JIANG ; Shuangjie LI ; Yanfang TAN ; Wenxian OUYANG
Chinese Journal of Medical Genetics 2025;42(4):486-494
OBJECTIVE:
To explore the clinical characteristics and genetic cause of a child with gastrointestinal hemorrhage and Cerebroretinal microangiopathy with calcifications and cysts (CRMCC) and to review the literature.
METHODS:
Clinical data of a child with gastrointestinal hemorrhage with CRMCC admitted to the Hepatology Department of Hunan Children's Hospital in September 2019 were collected, and peripheral blood DNA of the child and his parents were analyzed by whole exome sequencing. Candidate variants were validated by Sanger sequencing, followed by bioinformatics analysis, American College of Medical Genetics and Genomics (ACMG) Standards and Guidelines for the Interpretation of Sequence Variants pathogenicity classification, and protein structure prediction. A literature search with "Coats Plus syndrome" or "Cerebroretinal microangiopathy with calcifications and cysts" as keywords was conducted at PubMed, China National Knowledge Infrastructure and Wanfang databases to include recently published studies (up to December 2023). This study has been approved by the Ethics Committee of Hunan Children's Hospital (Ethics No. KY2020-07). Informed consent for clinical research was obtained from the guardian of the child.
RESULTS:
The proband was a 10-year-10-month-old boy. The clinical manifestations were intrauterine and postnatal growth retardation, gastrointestinal hemorrhage, liver fibrosis, panhemopenia, bilateral exudative retinopathy, intracranial lesions and facial pigmentation. WES and Sanger sequencing revealed two novel heterozygous variants in the CTC1 gene: c.787G>A (p.Val263Met) in exon 5 and c.2930C>G (p.Ser977Cys) in exon 17, which were inherited from his mother and father, respectively. According to ACMG pathogenicity classification, both missense variants were classified as variants of uncertain significance (VUS). Protein structure prediction showed the absence of LIG_SH3_3 motif and LIG_SH3_3 motif, and the p.Ser977Cys mutation may affect the binding between CST (CTC1-STN1-TEN) complex and DNA strand. The child had continued to experience recurrent gastrointestinal bleeding episodes despite propranolol treatment, but the condition was controlled after liver transplantation. According to the predefined literature search strategy of this study, a total of 10 relevant articles on pediatric CRMCC patients were retrieved, involving 11 children with gastrointestinal bleeding. Pharmacological and endoscopic therapies play a certain role in the management of CRMCC children complicated with gastrointestinal bleeding.
CONCLUSION
The CTC1 gene c.787G>A and c.2930C>G variants probably underlay CRMCC in this child. This study has broadened the variation spectrum of CTC1-related diseases and provided a basis for genetic counseling. Liver transplantation may be an important treatment for gastrointestinal hemorrhage in children who do not respond well to medication and endoscopic therapy.
Humans
;
Male
;
Gastrointestinal Hemorrhage/genetics*
;
Child
;
Calcinosis/genetics*
;
Cysts/genetics*
;
Central Nervous System Cysts/genetics*
;
Mutation
;
Exome Sequencing
;
Leukoencephalopathies
;
Retinal Diseases
;
Seizures
;
Muscle Spasticity
;
Brain Neoplasms
;
Ataxia
6.Expression and significance of RANK/RANKL/OPG signalling pathway in gerbil external ear canal cholesteatoma
Guanwen HE ; Xiaoqing LIN ; Xiuqin GUO ; Wenxian LU
Journal of Audiology and Speech Pathology 2025;33(6):575-579
Objective To investigate the expression and significance of RANK/RANKL/OPG signaling path-way in gerbil external auditory canal cholesteatoma(EACC).Methods Twenty-five mongolian long-clawed gerbils were divided into an experimental group(n=15)and a control group(n=10),and an EACC model was constructed by external auditory canal ligation method in the experimental group.Three months later,the external auditory ca-nal tissues of the control group and the experimental group(10 ears)were collected,and RT-qPCR and Western blot were performed to detect the expression levels of receptor activator of NF-κB(RANK),receptor activator of NF-κB ligand(RANKL),osteoprotegerin(OPG)mRNA and protein in the signaling pathway.Results Two ger-bils in the experimental group died during the modeling process,and cholesteatoma of the external auditory canal was formed in 10 ears 3 months after the operation,with a modeling success rate of 76.9%(10/13).Compared with the normal control group,there was no statistically significant difference in the expression of RANK mRNA in gerbil external auditory canal tissues(P=0.08).The expression of RANK protein was upregulated,the expression of RANKL mRNA and protein was upregulated,while the expression of OPG mRNA and protein was downregulat-ed,the ratio of RANKL/OPG was upregulated,with a statistically significant difference between the two groups(P<0.01).Conclusion The RANK/RANKL/OPG signaling system may play an important role in the formation of gerbil EACC and bone destruction.
7.Application of ultrasound, genetic testing, and clinical features in malignancy prediction of Bethesda III thyroid nodules: potential to avoid unnecessary surgery
Kehao CHEN ; Lulu ZHENG ; Linghui DAI ; Yixuan LI ; Jiabo QIN ; Liu YANG ; Jianfeng SANG ; Wenxian GUAN
Chinese Journal of Endocrine Surgery 2025;19(3):363-367
Objective:To evaluate the predictive role of ultrasound, genetic testing, and clinical features in the malignancy risk of Bethesda Ⅲ thyroid nodules, and to explore strategies for optimizing treatment decisions.Methods:This retrospective study included 227 Bethesda Ⅲ thyroid nodules from patients who underwent surgical treatment at the Thyroid Surgery Department of Nanjing Drum Tower Hospital between Jan. 2020 and Dec. 2023. All patients underwent ultrasound evaluation and fine-needle aspiration. For nodules diagnosed as ultrasound, genetic testing, and clinical features were analyzed using univariate and multivariate regression to assess their association with malignancy.Results:Among the 227 nodules, 214 were malignant, resulting in a malignancy rate of 94.2%. The malignancy rate of thyroid nodules was 94.2%. In univariate analysis, age ( P=0.016), BRAF V600E gene mutation ( P<0.001), nodule size ( P=0.002), and TIRADS ( P<0.001) were significantly associated with malignancy in Bethesda Ⅲ thyroid nodules. Multivariate analysis confirmed that age ( OR=0.939, P=0.049) and BRAF V600E gene mutation ( OR=24.641, P<0.001) were significantly associated with thyroid nodule nature and served as independent predictive factors for malignancy. Conclusions:Genetic testing is an important method for predicting the malignancy of Bethesda Ⅲ thyroid nodules, and ultrasound also has high clinical value in assessing the malignancy risk of nodules. While some clinical features are highly correlated with nodule characteristics, they may not be practical in clinical application. For nodules classified as TIRADS 3 through ultrasound evaluation and negative for BRAF mutations, continued observation may be considered, whereas TIRADS 5 nodules or nodules with BRAF mutations should be prioritized for surgical treatment.
8.Application of ultrasound, genetic testing, and clinical features in malignancy prediction of Bethesda III thyroid nodules: potential to avoid unnecessary surgery
Kehao CHEN ; Lulu ZHENG ; Linghui DAI ; Yixuan LI ; Jiabo QIN ; Liu YANG ; Jianfeng SANG ; Wenxian GUAN
Chinese Journal of Endocrine Surgery 2025;19(3):363-367
Objective:To evaluate the predictive role of ultrasound, genetic testing, and clinical features in the malignancy risk of Bethesda Ⅲ thyroid nodules, and to explore strategies for optimizing treatment decisions.Methods:This retrospective study included 227 Bethesda Ⅲ thyroid nodules from patients who underwent surgical treatment at the Thyroid Surgery Department of Nanjing Drum Tower Hospital between Jan. 2020 and Dec. 2023. All patients underwent ultrasound evaluation and fine-needle aspiration. For nodules diagnosed as ultrasound, genetic testing, and clinical features were analyzed using univariate and multivariate regression to assess their association with malignancy.Results:Among the 227 nodules, 214 were malignant, resulting in a malignancy rate of 94.2%. The malignancy rate of thyroid nodules was 94.2%. In univariate analysis, age ( P=0.016), BRAF V600E gene mutation ( P<0.001), nodule size ( P=0.002), and TIRADS ( P<0.001) were significantly associated with malignancy in Bethesda Ⅲ thyroid nodules. Multivariate analysis confirmed that age ( OR=0.939, P=0.049) and BRAF V600E gene mutation ( OR=24.641, P<0.001) were significantly associated with thyroid nodule nature and served as independent predictive factors for malignancy. Conclusions:Genetic testing is an important method for predicting the malignancy of Bethesda Ⅲ thyroid nodules, and ultrasound also has high clinical value in assessing the malignancy risk of nodules. While some clinical features are highly correlated with nodule characteristics, they may not be practical in clinical application. For nodules classified as TIRADS 3 through ultrasound evaluation and negative for BRAF mutations, continued observation may be considered, whereas TIRADS 5 nodules or nodules with BRAF mutations should be prioritized for surgical treatment.
9.Expression and significance of RANK/RANKL/OPG signalling pathway in gerbil external ear canal cholesteatoma
Guanwen HE ; Xiaoqing LIN ; Xiuqin GUO ; Wenxian LU
Journal of Audiology and Speech Pathology 2025;33(6):575-579
Objective To investigate the expression and significance of RANK/RANKL/OPG signaling path-way in gerbil external auditory canal cholesteatoma(EACC).Methods Twenty-five mongolian long-clawed gerbils were divided into an experimental group(n=15)and a control group(n=10),and an EACC model was constructed by external auditory canal ligation method in the experimental group.Three months later,the external auditory ca-nal tissues of the control group and the experimental group(10 ears)were collected,and RT-qPCR and Western blot were performed to detect the expression levels of receptor activator of NF-κB(RANK),receptor activator of NF-κB ligand(RANKL),osteoprotegerin(OPG)mRNA and protein in the signaling pathway.Results Two ger-bils in the experimental group died during the modeling process,and cholesteatoma of the external auditory canal was formed in 10 ears 3 months after the operation,with a modeling success rate of 76.9%(10/13).Compared with the normal control group,there was no statistically significant difference in the expression of RANK mRNA in gerbil external auditory canal tissues(P=0.08).The expression of RANK protein was upregulated,the expression of RANKL mRNA and protein was upregulated,while the expression of OPG mRNA and protein was downregulat-ed,the ratio of RANKL/OPG was upregulated,with a statistically significant difference between the two groups(P<0.01).Conclusion The RANK/RANKL/OPG signaling system may play an important role in the formation of gerbil EACC and bone destruction.
10.Machine learning models based on ultrasound radiomics for preoperatively distinguishing atypical parathyroid tumors/parathyroid carcinoma and parathyroid adenoma
Chunrui LIU ; Peng WAN ; Haiyan XUE ; Yidan ZHANG ; Wenxian LI ; Jian HE ; Zhengyang ZHOU ; Jing YAO
Chinese Journal of Medical Imaging Technology 2025;41(6):908-913
Objective To observe the value of machine learning(ML)models based on ultrasound radiomics for preoperatively distinguishing atypical parathyroid tumor(APT)/parathyroid carcinoma(PC)and parathyroid adenoma(PA).Methods Totally 330 primary hyperparathyroidism patients who underwent surgical treatments were retrospectively enrolled and categorized into APT/PC group(n=78)and PA group(n=252)according to surgical pathology and clinical follow-up results,also divided into training set(n=231)and test set(n=99)at the ratio of 7∶3.Based on preoperative ultrasound,545 radiomics features were extracted,and recursive feature elimination(RFE),Kruskal-Wallis or analysis of variance methods were used to screen the features,respectively.Support vector machine(SVM),linear discriminant analysis(LDA),least absolute shrinkage and selection operator logistic regression(LRLASSO),also random forest(RF)and decision tree(DT)algorithms were adopted to construct ML models for differentiating APT/PC and PA,respectively.Then the models were trained in training set,their performance were verified in test set,and a 5-fold cross-validation was adopted to screen out the better combinations.Results Compared with Kruskal-Wallis and analysis of variance methods,the distinguishing efficacy of SVM,LDA,LRLASSO,RF and DT models constructed based on features screened out using RFE method in training set(area under the curve[AUC]=0.870,0.878,0.850,0.847,1.000)and test set(AUC=0.856,0.842,0.827,0.847 and 0.704)were all relatively higher.In test set,the AUC of SVM,LDA,LRLASSO and RF models constructed based on the features screened out using RFE method(included 25,23,17 and 23 features)were all higher than that of DT model(8 features)(all P<0.001).No significant difference of AUC was found between SVM,LRLASSO or RF models and LDA model(all P>0.05).The AUC of SVM and RF models were higher than that of LRLASSO model(both P<0.05),while of SVM and RF models were not significantly different(P>0.05),indicating that SVM,LDA and RF models were better ones.Conclusion SVM,LDA,LRLASSO,RF and DT models based on ultrasound radiomics could effectively distinguish APT/PC and PA preoperatively,among which SVM,LDA and RF models had better diagnostic efficacy.

Result Analysis
Print
Save
E-mail