1.Value of salivary gland imaging based on deep learning and Delta radiomics in evaluation of salivary gland injury following 131I therapy post thyroid cancer surgery
Yulong ZENG ; Zhao GE ; Weixia CHONG ; Jie QIN ; Biyun MO ; Wei FU
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(2):68-73
Objective:To explore the value of salivary gland imaging based on deep learning and Delta radiomics in assessing salivary gland injury after 131I treatment in post-thyroidectomy thyroid cancer patients. Methods:A retrospective analysis on 223 patients (46 males, 177 females, age(47.7±14.0) years ) with papillary thyroid cancer, who underwent total thyroidectomy and 131I treatment in Affiliated Hospital of Guilin Medical University between December 2019 and January 2022, was conducted. All patients underwent salivary gland 99Tc mO 4- imaging before and after 131I therapy. The patients were categorized according to salivary gland function based on 99Tc mO 4- imaging results (normal salivary gland vs salivary gland injury), and divided into training and test sets in a ratio of 7∶3. A ResNet-34 neural network model was trained using images at the time of maximum salivary gland radioactivity and those based on background radioactivity counts for structured image feature data. The Delta radiomics approach was then used to subtract the image feature values of the two periods, followed by feature selection through t-test, correlation analysis, and the least absolute shrinkage and selection operator( LASSO) algorithm, to develop logistic regression (LR), support vector machine (SVM), and K-nearest neighbor (KNN) predictive models. The diagnostic performance of 3 models for salivary gland function on the test set was compared with that of the manual interpretation. The AUCs of the 3 models on the test set were compared (Delong test). Results:Among the 67 cases of the test set, the diagnostic accuracy of 3 physicians were 89.6%(60/67), 83.6%(56/67), and 82.1%(55/67) respectively, with the time required for diagnosis of 56, 74 and 55 min, respectively. The accuracies of LR, SVM, and KNN models were 91.0%(61/67), 86.6%(58/67), and 82.1%(55/67), with the required times of 12.5, 15.3 and 17.9 s, respectively. All 3 radiomics models demonstrated good classification and predictive capabilities, with AUC values for the training set of 0.972, 0.965, and 0.943, and for the test set of 0.954, 0.913, and 0.791, respectively. There were no significant differences among the AUC values for the test set ( z values: 0.72, 1.18, 1.82, all P>0.05). Conclusion:The models based on deep learning and Delta radiomics possess high predictive value in assessing salivary gland injury following 131I treatment after surgery in patients with thyroid cancer.
2.18F-FDG PET/CT semi-quantitative parameters for predicting clinical stage Ⅰa—Ⅲa lung adenocarcinoma spreading through air spaces
Zhenzhen WANG ; Xiaotian LI ; Xingyu MU ; Yulong ZENG ; Weixia CHONG ; Jie QIN ; Zuguo LI ; Xueqin ZHAO ; Yang WU ; Cuiping XU ; Wei FU
Chinese Journal of Medical Imaging Technology 2024;40(5):735-739
Objective To observe the value of 18F-FDG PET/CT semi-quantitative parameters for predicting spread through air spaces(STAS)of clinical stage Ⅰa—Ⅲa lung adenocarcinoma.Methods Data of 85 patients with clinical stage Ⅰa—Ⅲ a lung adenocarcinoma who underwent preoperative 18F-FDG PET/CT were retrospectively analyzed.The patients were divided into positive group(n=23)or negative group(n=62)according to whether pathology showed STAS or not.Clinical and PET/CT data were compared between groups,and logistic analysis was performed to explore the efficacy of each parameter for predicting STAS.Results Significant differences of gender,carcinoma embryonic antigen,clinical stage,pathological grade,micropapillary growth and proportion were found between groups(all P<0.05).The maximum,the mean,the peak standard uptake value(SUVmax,SUVmean,SUVpeak),as well as the maximum,the mean and the peak standard uptake value normalized by lean body mass(SULmax,SULmean,SULpeak),also the total lesion glycolysis(TLG)in positive group were all significantly higher than those in negative group(all P<0.05).Patients'gender,proportion of micropapillary growth,SUVmax and SULmax were all independent risk factors of STAS of clinical stage Ⅰa—Ⅲa lung adenocarcinoma.The area under the curve(AUC)of the above parameters for predicting STAS was 0.666,0.912,0.839 and 0.842,respectively,and of the combination was 0.957.Conclusion 18 F-FDG PET/CT semi-quantitative parameters SUVmax and SULmax were helpful for predicting STAS of clinical stage Ⅰa—Ⅲ a lung adenocarcinoma,and further combination of gender and proportion of micropapillary growth could improve diagnostic efficacy.
3.Clinical utility value of urinary aldosterone detection by tandem mass spectrometry in primary hyperaldosteronism screening
Wenjun MA ; Jin BIAN ; Ying LOU ; Xu YANG ; Huimin ZHANG ; Xianliang ZHOU ; Lei SONG ; Jun CAI ; Beibei ZHAO ; Ergang JIANG ; Weixia LIU ; Yating CHENG
Chinese Journal of Laboratory Medicine 2020;43(3):261-266
Objective:To explore the clinical utility of liquid chromatography tandem mass spectrometry forprimary aldosteronism screening.Methods:From January to October 2019, 413 inpatients diagnosed hypertension from Fuwai Hospital of Chinese Academy of Medical Sciences were enrolled, including 60 Primary aldosteronism(PA)patients and 353 primary hypertension patients. The plasma aldosterone concentration (PAC) and renin concentration (DRC) were measured after 2 h of standing. The 24 h urine samples were collected for measurement of aldosterone using LC-MS/MS. The performance of urine aldosterone and urine aldosterone/renin ratio (UADRR) in PA screening was evaluated by ROC, and compared with PAC/DRC ratio (ADRR). Meanwhile, the efficiency of urine aldosterone in elderly patients or patients with low blood potassium or 24 h urine sodium over 200 mmol was investigated.Results:Area under the curve (AUC)of urine aldosterone was 0.725 (95 %CI 0.679-0.767), and the best cut-off was 7.13 μg/24 h, which was lower than AUC of ADRR (0.958, 95 %CI 0.934-0.975). The AUC of UADRR was 0.947 (95 %CI 0.920-0.966), the best cut-off was 1.11 (μg/24 h)/(μIU/ml), the sensitivity and specificity were 91.7% and 89.0%, respectively. There is no significant differences found with ADRR. In patients with 24 h urine sodium over 200 mmol, AUC of aldosterone was 0.834 (95 %CI 0.730-0.910) and the best cut-off was 9.31 μg/24 h. The sensitivity and specificity were 90.9% and 68.7%, respectively. For the elderly patients over 60 years old, the AUC of urinary aldosterone was 0.860 (95 %CI 0.770-0.925), and the best cut-off was 6.91 μg/24 h. The sensitivity and specificity were 84.6% and 81.3%, respectively. When admission blood potassium was less than 3.50 mmol/L, AUC of urinary aldosterone was 0.822 (95 %CI 0.684-0.917), and the best cut-off was 10.63 μg/24 h. The sensitivity and specificity were 85.7% and 66.7%, respectively. Conclusion:The detection of aldosterone in urine by LC-MS/MS can provide clinical information for PA screening, and the screening performance is better in patients with 24-hour urine sodium over 200 mmol, elderly patients or patients with low blood potassium. If combined with renin, screening efficiency was the same as that in ADRR.
4.Intrinsic and extrinsic mechanisms regulating neuronal dendrite morphogenesis.
Journal of Zhejiang University. Medical sciences 2020;49(1):90-99
Neurons are the structural and functional unit of the nervous system. Precisely regulated dendrite morphogenesis is the basis of neural circuit assembly. Numerous studies have been conducted to explore the regulatory mechanisms of dendritic morphogenesis. According to their action regions, we divide them into two categories: the intrinsic and extrinsic regulators of neuronal dendritic morphogenesis. Intrinsic factors are cell type-specific transcription factors, actin polymerization or depolymerization regulators and regulators of the secretion or endocytic pathways. These intrinsic factors are produced by neuron itself and play an important role in regulating the development of dendrites. The extrinsic regulators are either secreted proteins or transmembrane domain containing cell adhesion molecules. They often form receptor-ligand pairs to mediate attractive or repulsive dendritic guidance. In this review, we summarize recent findings on the intrinsic and external molecular mechanisms of dendrite morphogenesis from multiple model organisms, including , and mice. These studies will provide a better understanding on how defective dendrite development and maintenance are associated with neurological diseases.
Animals
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Caenorhabditis elegans
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cytology
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Dendrites
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Mice
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Morphogenesis
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Nervous System Diseases
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physiopathology
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Neurons
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cytology
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Transcription Factors
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metabolism
5.Advance of MRI T1ρ in evaluation of liver fibrosis
Lirong ZHENG ; Yijun ZHAO ; Weixia CHEN ; Fabao GAO
Chinese Journal of Nuclear Medicine and Molecular Imaging 2018;38(2):124-127
Chronic liver disease (CLD) is one of the major public health problems,and liver fibrosis is a common feature of CLD.To date,there is no noninvasive method with high sensitivity and specificity for diagnosing and monitoring liver fibrosis in clinical practice.MRI T1ρ,a new technology developed in recent years,is sensitive to macromolecular (such as protein) composition and proton exchange between water and macromolecules,and therefore may be sensitive for the evaluation of liver fibrosis.This review introduces the principle and state of the art of liver MRI T1ρ technology,and summarizes the applications of MRI T1ρ for evaluation of liver fibrosis.
6.Primary culture of cat intestinal epithelial cell and construction of its cDNA library
Ye LIU ; Guihua ZHAO ; Kun YIN ; Hongfa WANG ; Ting XIAO ; Gongzhen LIU ; Weixia ZHONG ; Yong CUI
Chinese Journal of Schistosomiasis Control 2017;29(4):464-467,474
Objective To establish the primary cat intestinal epithelial cells(IECs)culture methods and construct the cD-NA library for the following yeast two-hybrid experiment,so as to screen the virulence interaction factors among the final host. Methods The primary cat IECs were cultured by the tissue cultivation and combined digestion with collagenase XI and dispase I separately. Then the cat IECs cultured was identified with the morphological observation and cyto-keratin detection ,by using goat anti-cyto-keratin monoclonal antibodies. The mRNA of cat IECs was isolated and used as the template to synthesize the first strand cDNA by SMARTTM technology,and then the double-strand cDNAs were acquired by LD-PCR,which were subsequently cloned into the plasmid PGADT7-Rec to construct yeast two-hybrid cDNA library in the yeast strain Y187 by homologous recom-bination. Matchmaker?Insert Check PCR was used to detect the size distribution of cDNA fragments after the capacity calcula-tion of the cDNA library. Results The comparison of the two cultivation methods indicated that the combined digestion of colla-genase XI and dispase I was more effective than the tissue cultivation. The cat IECs system of continuous culture was established and the cat IECs with high purity were harvested for constructing the yeast two-hybrid cDNA library. The library contained 1.1× 106 independent clones. The titer was 2.8 × 109 cfu/ml. The size of inserted fragments was among 0.5-2.0 kb. Conclusion The yeast two-hybrid cDNA library of cat IECs meets the requirements of further screen research,and this study lays the foundation of screening the Toxoplasma gondii virulence interaction factors among the cDNA libraries of its final hosts.
7.Detection of Serum Peptides in Patients with Lung Squamous Cell Carcinoma by MALDI-TOF-MS and Analysis of Their Correlation with Chemotherapy Efficacy
ZHAO GUANHUA ; XU BIN ; LI XIAOYAN ; TANG CHUANHAO ; QIN HAIFENG ; WANG HONG ; YANG SHAOXING ; WANG WEIXIA ; GAO HONGJUN ; HE KUN ; LIU XIAOQING
Chinese Journal of Lung Cancer 2017;20(5):318-325
Background and objective Treatment options for patients with squamous cell carcinoma of the lung (SCC) are limited in chemotherapy. However, not all patients could benefit form standard platinum regimen. Considering the dismal prognosis of patients with advanced SCC, a greater focus on selecting sensitive chemotherapy regimens remains of up-most importance to improve outcomes in this disease. In this study, we used matrix-assisted laser desorption/ionization time-of-flight mass spectrometry to detect pre-chemotherapy serum peptides in advanced lung squamous cell carcinoma patients accepting paclitaxel combined with platinum chemotherapy and to analyze the correlation between serum peptides and che-motherapy efcacy. Methods Patients with advanced lung squamous cell carcinoma received paclitaxel combining with plati-num chemotherapy and evaluated the efcacy every two cycles. Evaluation of complete response (CR) or partial response (PR) patients defined as sensitive group, progressive disease (PD) patients defined as resistant group. Serum samples were collected from patients with lung squamous cell carcinoma. Eighty-one patients were randomly divided into training group (sensitive group Ⅰ and resistant group Ⅰ) and validation group (sensitive group Ⅱ and resistant group Ⅱ) according to the ratio of 3:1. Se-rum samples were pretreated and Matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF-MS) was used to detect serum peptide fingerprints. ClinProTools software was used to analyze the differences between the sensitive group Ⅰ and the resistant group Ⅰ. Three kinds of biological algorithms (SNN, GA, QC) built in CPT software were used to establish the curative effect prediction model respectively and the optimal algorithm was selected. The validation group was used for blind verification. Results Thirty sensitive patients and 31 resistant patients were enrolled in the training group. Ten sensitive patients and 10 resistant patients were included in the validation group. The training group had 96 differentially expressed peptides in the sensitive and resistant patients, with 16 statistically significant peptides (P<0.001). The predictive model was established by 5 polypeptides (1,897.75 Da, 2,023.93 Da, 3,683.36 Da, 4,269.56 Da, 5,341.29 Da). The recognition rate of this model was 89.18% and the cross validation rate was 95.11%. The accuracy of the model was 85%, the sensitivity was 90.0% and the specificity was 80.0%. The median PFS in the sensitive group was better than patients in the resistant group (7.2 months 95%CI: 4.4-14.5 vs 1.8 months 95%CI: 0.7-3.5). The results showed that the differential peptides 4,232.04 Da and 4,269.56 Da were correlated with PFS in patients with lung squamous cell carcinoma (P<0.001). Conclusion MALDI-TOF-MS was used to detect the difference of serum peptides between sensitive and resistant groups. The preliminary curative effect prediction model was used to predict the efcacy of paclitaxel combined with platinum regimen. However, this model need further investigations to verify the accuracy and the sensitivity.
8.Prokaryotic expression and identification of rhoptry protein 38 of Toxoplas-ma gondii
Yong CUI ; Jin LI ; Hongfa WANG ; Weixia ZHONG ; Hui SUN ; Guihua ZHAO ; Kun YIN ; Chao XU ; Ting XIAO ; Xiaoyu ZHANG ; Hong YU ; Xuefeng LIU ; Gongzhen LIU
Chinese Journal of Schistosomiasis Control 2016;28(5):554-557
Objective To explore the biological function of rhoptry protein 38(ROP38)of Toxoplasma gondii,and to iden?tify the reactogenicity of the recombinant protein(rROP38). Methods The ROP38 was amplified by RT?PCR from T. gondii RH strain,and was cloned into prokaryotic expression vector pET?28a(+). The recombinant plasmid was transformed into E. co?li BL21(DE3)competent cells. Then the rROP38 was analyzed by SDS?PAGE and identified by Western blot. Results SDS?PAGE showed that rROP38 was efficient expression with a molecular weight of about 43 kD. Western blot showed that rROP38 reacted with antibody of His tag or human positive antibody,which indicated that ROP38 had good reactogenicity and could be a serological diagnostic antigen. Conclusion The study successfully obtains the rROP38 of T. gondii with good reactogenicity.
9.Analysis of clinical features and AGL gene mutations in a family with glycogen storage disease type IIIa.
Li GUO ; Weixia LIN ; Zhanhui ZHANG ; Xinjing ZHAO ; Sui ZHANG ; Xiangran CAI ; Qing ZHOU ; Yuanzong SONG
Chinese Journal of Medical Genetics 2015;32(4):502-505
OBJECTIVETo investigate the clinical features and AGL gene mutations in a family with glycogen storage disease type IIIa (GSD IIIa).
METHODSClinical data for diagnosis, treatment and follow-up of a sick child with GSD III was collected and analyzed. Genomic DNA was extracted from the peripheral blood samples from the patient and his parents. Polymerase chain reaction and direct DNA sequencing were utilized to analyze all of the exons of the AGL gene.
RESULTSThe genotype of the child was found to be c.3710_3711delTA/IVS14+1G>T. The former was a maternally-inherited mutation, which has not been reported previously. The latter was an abnormal splice-site mutation inherited from the father.
CONCLUSIONBased on its clinical and molecular evidences, the patient was diagnosed as GSD IIIa in conjunction with retrobular optic neuritis.
Adult ; Asian Continental Ancestry Group ; genetics ; Base Sequence ; Child, Preschool ; China ; Female ; Glycogen Debranching Enzyme System ; genetics ; metabolism ; Glycogen Storage Disease Type III ; enzymology ; genetics ; Humans ; Male ; Molecular Sequence Data ; Pedigree ; Point Mutation
10.Development and application of rapid molecular method for detection of as-ymptomatic infection of Leishmania
Guihua ZHAO ; Kun YIN ; Weixia ZHONG ; Yong CUI ; Hongfa WANG
Chinese Journal of Schistosomiasis Control 2015;(1):45-48,52
Objective To develop a rapid molecular biological method for detection of the asymptomatic infection of Leish?mania. Methods Two pairs of primers named RV1?RV2 and K13A?K13B were selected to be the fast diagnosis primers since they were designed according to the conserved region of Leishmania kinetoplast DNA(kDNA)minicircles. The PCR amplifica?tion products of Leishmania donovani promastigote from Shandong Province were sequenced to compare their conservatism. The method was applied to detect 105 venous blood samples from healthy home canine and 7 venous blood samples from home canine suffered from Kala?azar in Heishui County of Sichuan Province,and 75 venous blood samples from susceptible population(no leishmaniasis symptoms)and 7 venous blood samples from patients in Xinjiang Kashi area in order to verify the feasibility and accuracy of the method. Results The size of PCR products was consistent with the expected fragments with high conservative among Leishmania species. The positive rates of 105 home canine samples and 75 susceptible population samples were 37.14%(39/105)and 82.67%(62/75)rspectively,and the positive rates of home canine suffered from Kala?azar and patients were all 100%(7/7). Conclusion This rapid diagnosis method is suitable for detection of asymptomatic infection of Leishmania in Kala?azar endemic areas of China with high sensitive and specific,thus it has bright perspective to be used.

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