1.Feature pyramid network for automatic segmentation and semantic feature classification of spontaneous intracerebral hemorrhage hematoma on non-contrast CT images
Changfeng FENG ; Qun LAO ; Zhongxiang DING ; Luoyu WANG ; Tianyu WANG ; Yuzhen XI ; Jing HAN ; Linyang HE ; Qijun SHEN
Chinese Journal of Medical Imaging Technology 2024;40(10):1487-1492
Objective To observe the value of feature pyramid network(FPN)for automatic segmentation and semantic feature classification of spontaneous intracerebral hemorrhage(sICH)hematoma showed on non-contrast CT.Methods Non-contrast CT images of 408 sICH patients in hospital A(training set)and 103 sICH patients in hospital B(validation set)were retrospectively analyzed.Deep learning(DL)segmentation model was constructed based on FPN to segment the hematoma region,and its efficacy was assessed using intersection over union(IoU),Dice similarity coefficient(DSC)and accuracy.Then DL classification model was established to identify the semantic features of sICH hematoma.Receiver operating characteristic curves were drawn,and the area under the curves(AUC)were calculated to evaluate the efficacy of DL classification model for recognizing semantic features of sICH hematoma.Results The IoU,DSC and accuracy of DL segmentation model for 95%sICH hematoma in training set was 0.84±0.07,0.91±0.04 and(88.78±8.04)%,respectively,which was 0.83±0.07,0.91±0.05 and(88.59±7.76)%in validation set,respectively.The AUC of DL classification model for recognizing irregular shape,uneven density,satellite sign,mixed sign and vortex sign of sICH hematoma were 0.946-0.993 and 0.714-0.833 in training set and validation set,respectively.Conclusions FPN could accurately,effectively and automatically segment hematoma of sICH,hence having high efficacy for identifying semantic features of sICH hematoma.
2.3D Res2Net deep learning model for predicting volume doubling time of solid pulmonary nodule
Jing HAN ; Lexing ZHANG ; Linyang HE ; Changfeng FENG ; Yuzhen XI ; Zhongxiang DING ; Yangyang XU ; Qijun SHEN
Chinese Journal of Medical Imaging Technology 2024;40(10):1514-1518
Objective To observe the value of 3D Res2Net deep learning model for predicting volume doubling time(VDT)of solid pulmonary nodule.Methods Chest CT data of 734 patients with solid pulmonary nodules were retrospectively analyzed.The patients were divided into progressive group(n=218)and non-progressive group(n=516)according to whether lung nodule volume increased by ≥25%during follow-up or not,also assigned into training set(n=515)and validation set(n=219)at a ratio of 7∶3.Then a clinical model was constructed based on clinical factors being significantly different between groups,CT features model was constructed based on features of nodules on 2D CT images using convolutional neural network,and 3D Res2Net model was constructed based on Res2Net network using 3D CT images as input.Receiver operating characteristic curve was drawn,and the area under the curve(AUC)was calculated.Taken actual VDT as gold standard,the efficacy of the above models for predicting solid pulmonary nodule'VDT≤400 days were evaluated.Results No significant difference of predicting efficacy for solid pulmonary nodule'VDT≤400 days was found among clinical model,CT feature model and 3D Res2Net model,the AUC of which was 0.689,0.698 and 0.734 in training set,0.692,0.714 and 0.721 in validation set,respectively.3D Res2Net model needed 5-7 s to predict VDT of solid pulmonary nodules,with an average time of(5.92±1.08)s.Conclusion 3D Res2Net model could be used to predict VDT of solid pulmonary nodules,which might obviously reduce manual interpreting time.
3.Validation of Chinese-version hearWHO APP in hearing screening
Jing LI ; Yuzhen MIMA ; Xin GU ; Xinxing FU
Chinese Archives of Otolaryngology-Head and Neck Surgery 2024;31(6):364-368
OBJECTIVE To validate the Chinese version hearWHO APP,as a digits in noise test in hearing screening.METHODS Twelve subjects with normal hearing and 92 patients with hearing loss.All participants completed the pure-tone audiometry,the acoustic impedance test,and the hearWHO test in that order.The correlation between better or worse ear PTA0.5-4 kHz and the hearWHO score was analyzed,and the sensitivity and specificity of the hearWHO score at the optimal diagnostic cutoffwere determined by using the subjects'operating characteristic curves and the area under the curve.RESULTS There was a significant negative correlation between the hearWHO score and the PTA0.5-4 kHz in both the better and worse ears,with correlation coefficients of-0.552 and-0.693(P<0.001),respectively.Defining PTA0.5-4 kHz≥20 dB HL as the presence of hearing loss,when the hearWHO score was≤60,it suggested that there was hearing loss in at least one ear,with sensitivity and specificity of 0.733 and 0.690,respectively;when the hearWHO score was≤50,it suggested that the subject might have binaural hearing loss,with sensitivity and specificity of 0.815 and 0.917.CONCLUSION The high sensitivity and specificity of hearWHO for detecting monaural or binaural hearing loss is effective for screening,and when the hearWHO score is≤60,it suggests that the subject needs to be referred for further hearing testing and diagnosis.
4.Efficacy comparison of standardized incision and conventional incision for reduction and internal fixation of multiple rib fracture
Zhiming SONG ; Jianming CHEN ; Jing ZHONG ; Junhua GUO ; Xiaoping YU ; Songlin CHEN ; Weibin CAI ; Yuzhen ZHENG ; Yunfeng YI
Chinese Journal of Trauma 2022;38(11):977-984
Objective:To compare the efficacy of standardized incision and conventional incision for reduction and internal fixation of multiple rib fracture.Methods:A retrospective cohort study was conducted to analyze the clinical data of 192 patients with multiple rib fracture treated in 909th Hospital of Joint Logistics Support Force (Affiliated Dongnan Hospital of Xianmen University Medical College) from January 2020 to January 2022. There were 101 males and 91 females; aged 32-94 years [(51.5±16.6)years]. The patients underwent open reduction and internal fixation with nickel-titanium shape memory alloy embracer via standard incision such as anterior axillary longitudinal incision (standard incision group, n=96) or conventional incision such as posterolateral incision (conventional incision group, n=96). The incision length, operation time, intraoperative blood loss, number of fixed fractures, indwelling time of closed thoracic drainage tube, postoperative thoracic drainage volume, postoperative spontaneous ambulation time and length of hospital stay were compared in the two groups. The visual analogue scale (VAS) was used to evaluate pain at 1 month after operation. Postoperative complications were recorded. Results:All patients were followed up for 1-16 months [4.0(3.0, 10.5)months]. The operation time, intraoperative blood loss, indwelling time of closed thoracic drainage tube, postoperative thoracic drainage volume, postoperative spontaneous ambulation time, length of hospital stay and VAS at postoperative 1 month in standard incision group [(12.1±1.6)cm, (51.4±13.0)minutes, (191.5±16.8)ml, (2.8±0.6)days, (568.9±109.0)ml, (4.1±0.7)days, (11.4±1.7)days, (2.5±0.7)points] were better than those in conventional incision group [(13.7±1.9)cm, (62.0±8.8)minutes, (248.9±65.4)ml, (4.8±1.1)days, (655.9±121.9)ml, (5.2±0.9)days, (15.3± 1.7)days, (3.5±0.7)points] ( P<0.05 or 0.01). There was no statistical difference in the number of fixed fractures between standard incision group and conventional incision group (5.1±0.8 vs. 5.4±0.9) ( P>0.05). In standard incision group, there were 3 patients with poor wound healing, 5 with pulmonary infection, 3 with atelectasis and 3 with small pleural effusion. In conventional incision group, there were 11 patients with poor wound healing, 9 with pulmonary infection, 7 with atelectasis and 7 with small pleural effusion. The incidence of postoperative complications was 14.6% (14/96) in standard incision group and 35.4% (34/96) in conventional incision group ( P<0.01). Conclusion:For multiple rib fracture, standard incision is superior to conventional incision reduction in shortening the incision length, operation time, indwelling time of drainage tube, postoperative spontaneous ambulation time and length of hospital stay, reducing the intraoperative blood loss and postoperative thoracic drainage volume, alleviating the pain and reducing the postoperative complications.
5.Effects of different feeding patterns on mother-to-child transmission of HBV infections in pregnant women with high viral loads after antiviral medication during pregnancy: A prospective cohort study
Ruihua TIAN ; Xingming LI ; Gaofei LI ; Qiuyun LI ; Yuzhen ZHANG ; Jing LYU ; Biyun XU ; Yanxiang HUANG ; Junmei CHEN ; Yunxia ZHU ; Yihua ZHOU
Chinese Journal of Perinatal Medicine 2021;24(7):497-502
Objective:To study the influence of different feeding patterns on mother-to-child transmission (MTCT) of hepatitis B virus (HBV) in pregnant women with high viral loads who received antiviral medication during pregnancy to the day of delivery.Methods:This prospective cohort study was conducted in Beijing You'an Hospital. From January 1, 2019, to March 31, 2020, and 574 pregnant women with positive hepatitis B surface antigen (HBsAg) and HBV DNA>2×10 5 IU/ml were enrolled. All participants received tenofovir, telbivudine, lamivudine, or propofol tenofovir from 24-28 weeks of gestation and discontinued on the day of delivery, and their neonates were postnatally given routine passive-active immunoprophylaxis. Based on the feeding patterns, the subjects were divided into three groups: breastfeeding ( n=257), bottle-feeding ( n=241) and mixed feeding groups ( n=76). The follow-up data were obtained from liver functions and HBV DNA level of the mothers at 6-8 weeks postpartum and HBV serological markers of infants at 7-12 months. One-way ANOVA, Student-Newman-Keuls, Chi-square test or Fisher exact test, and repeated measures ANOVA were used to analyze the data. Results:The average maternal HBV DNA levels before antiviral treatment did not differ significantly between the three groups [(7.90±0.67), (7.82±0.70), (7.83±0.70) log 10 IU/ml, F=0.912, P>0.05]. HBV DNA level before delivery in the mixed feeding group was slightly lower than that in the breastfeeding and bottle-feeding group [(3.87 ±1.08) vs (4.21±1.17) and (4.30±1.28) log 10 IU/ml, q= 3.052 and 3.831, both P<0.05], while the comparison between the latter two groups showed no significant differences ( P>0.05). After delivery, HBV DNA level in the bottle-feeding group was slightly lower than that in the breastfeeding group [(7.42±0.93) vs (7.69±0.90) log 10 IU/ml, q=4.583, P<0.05]. Among 580 infants (including six pairs of twins), only one bottle-fed infant (0.4%, 1/243) was infected with HBV through MTCT, and none in the breastfeeding or mixed feeding group ( P=0.553). Conclusions:For pregnant women with high viral loads of HBV who have received antiviral medication during pregnancy, although HBV DNA level will rebound after discontinuation upon delivery, breastfeeding is recommended considering it does not increase the risk of MTCT.
6.Preliminary study on predictive indicators of disease severity in patients with influenza A (H1N1)
Siran LIN ; Yuzhen XU ; Wei ZHANG ; Qianqian LIU ; Jing WU ; Bin XU ; Shenglei YU ; Sen WANG ; Lei ZHOU ; Yuefeng HU ; Wenhong ZHANG ; Lingyun SHAO ; Yan GAO
Chinese Journal of Infectious Diseases 2020;38(2):94-98
Objective:To analyze the differences of peripheral blood transcriptome between mild and severe influenza A (H1N1) patients, and to find indicators for the assessment of disease severity.Methods:A total of ten patients (five patients with mild disease and five patients with severe disease) diagnosed with H1N1 infection from January to May 2018 at Huashan Hospital, Fudan University in Shanghai were enrolled, and five healthy people were also enrolled as controls. The peripheral blood of patients was collected for transcriptome sequencing at the time when they were first diagnosed. Measurement data were compared using t test or Mann-Whitney U test. The count data were compared using Fisher exact test when appropriate. Data analysis of transcriptome predictions was performed using bioinformatics methods. Results:The platelet counts were significantly different between mild and severe groups ((163.4±21.5 )×10 9/L vs (255.6±52.5)×10 9/L, t=3.636, P=0.007). There were no differences between the two groups in gender, age, white blood cell counts, neutrophil percentage, lymphocyte percentage and hemoglobin levels (all P>0.05). However, the average expression levels of matrix metalloproteinase (MMP) 8 and MMP9 in severe group (18.41 and 174.00, respectively) were both higher than those in mild group (2.33 and 22.91, respectively) and healthy control (1.43 and 34.65, respectively; all P<0.01). Conclusion:MMP8 and MMP9 could be expected to serve as the molecular biological markers for predicting the disease severity in patients with influenza A (H1N1) infection.
7.Effects of sulforaphane on thioredoxin expression in bovine trabecular meshwork cells
Jing, SU ; Qiang, WANG ; Yuzhen, LIU
Chinese Journal of Experimental Ophthalmology 2016;34(6):504-508
Background Recent studies have confirmed that sulforaphane (SFN) can activate multiple pathways,and promote the expression of the antioxidants in cells.Thioredoxin (Trx) plays an important role in maintaining the intracellular redox in the steady state.Objective This study was to investigate the effect and mechanism of SFN on Trx expression in bovine trabecular meshwork cells (BTMCs) cultured in vitro.Methods BTMCs were cultured in vitro and identified by morphological evaluation.The third generation of BTMCs were cultured in the medium with 0,10,20 and 30 μmol/L SFN for 30 minutes.Real-time PCR was applied to measure the expression of Trx mRNA in BTMCs.The BTMCs were randomly divided into normal control group,LY294002 group,U0126 group,SFN group,LY294002 +SFN group and U0126+SFN group.The expressions of Nrf2 protein and Trx protein in each group were measured by Western blot.Results The BTMCs was successfully cultured in vitro.The expressions of Trx mRNA were significantly different among the different concentrationss of SFN treatment (F=88.090,P<0.01).The expressions of Trx protein and Nrf2 protein in the LY294002 +SFN group,U0126 +SFN group and SFN group were significantly higher than those in the normal control group (all at P < 0.01).The expressions of Trx protein and Nrf2 protein in the LY294002+SFN group and U0126+SFN group were significantly higher than those in the SFN group (all at P<0.01).Conelusions SFN can activate Nrf2 by phosphatidylinositol-3-kinase (PI3K)/protein kinase B (Akt) and mitogen-activated protein kinase (MAPK)/extracellular regulated protein kinases 1/2 (ERK1/2) signaling pathways,which can increase the expression level of Trx in BTMCs cultured in vitro.
8.Reactivity evaluation of PICC comprehensive maintenance model and ward maintenance model for malignant tumor patients
Yuzhen LIN ; Jing HUANG ; Sufang LIANG ; Xiaoyan LUO ; Meizhong TAN ; Ruimei LIAO ; Fengxiu TAN ; Xuehua SITU
Chinese Journal of Modern Nursing 2016;22(14):1997-2001
Objective The reactivity of the PICC comprehensive maintenance model and the ward maintenance model was evaluated.The differences between these two models were compared so that the better maintenance model could be chosen for improving the service of the PICC comprehensive maintenance model. Methods Four hundred and fifty patients with the PICC catheter were chosen randomly.Three hundred and forty patients received the PICC comprehensive maintenance model (mainly in the out-patient department and combined with the network maintenance ).One hundred and ten patients received the ward maintenance model (mainly in the in-patient ward).The WHO reactivity questionnaires of health system were provided.The results of the valid questionnaires were calculated and analyzed.Results Four hundred and twenty-nine questionnaires (326 for the comprehensive maintenance model and 1 03 for the ward maintenance model)were collected.The reactivity evaluation of confidentiality,communication,autonomy,timeliness,basic facilities and selective dimension in the comprehensive maintenance model were significantly higher than those in the ward maintenance model (P <0.05).There were no significant differences in the reactivity evaluation of dignity and social support dimension between the two groups (P >0.05).Conclusions The reactivity evaluation of healthy system in the comprehensive maintenance model is higher.It can provide timely and convenient PICC service and meet the expects and demands of patients.
9.Clinical advantages of digital three-dimensional shaping titanium mesh in the repairing of patients with skull defect
Xiaoming HAN ; Wenjiang ZHOU ; Zhaode JING ; Yuzhen ZOU ; Feng CHAI ; Yong WANG
Chinese Journal of Postgraduates of Medicine 2014;37(20):32-34
Objective To investigate the clinical value of digital three-dimensional shaping titanium mesh and traditional hand-shaping titanium mesh in the repairing of skull defect surgery.Methods The clinical data of 78 patients with skull defect were retrospectively analyzed,they were divided into digital three-dimensional shaping titanium mesh group (41 cases) and traditional hand-shaping titanium mesh group (37 cases) according to the different titanium net,then the hospital stay,operative time,hospital costs,shaping satisfaction and postoperative complications between two groups were compared.Results The hospital costs and shaping satisfaction in digital three-dimensional shaping titanium mesh group were significantly higher than those in traditional hand-shaping titanium mesh group [(12 978.1 ± 4 765.7) yuan vs.(9 436.6 ±3 798.7) yuan,(9.87 ±0.13) scores vs.(9.41 ±0.09) scores],the complication rate was significantly lower than that in traditional hand-shaping titanium mesh group [4.9% (2/41) vs.29.7% (11/37)],there was significant difference (P < 0.05).The hospital stay and operative time between two groups had no significant difference (P > 0.05).Conclusion The digital three-dimensional shaping titanium mesh repair is convenient to operate,it can largely reduce the risks and complications of surgery,and can also achieve a high standard of modeling results,so is worthy of promotion.
10.Effect of Early Conductive Education on High Risk Infants with Cerebral Injuries
Chinese Journal of Rehabilitation Theory and Practice 2012;18(6):527-529
Objective To observe the effect of early intervention with conductive education (CE) on high risk infants with cerebral injuries.Methods 98 high risk infants within 3~12 months were divided into control group (n=50) and observation group (n=48). Both groupsreceived routine rehabilitation intervention, and the observation group received CE in addition. The children's mental development cooperationdiagnosis scale (0~6 years old) which edited by Capital Institute of Pediatrics and Institute of Psychology, Chinese Academy of Scienceswas used to test the development quotient (DQ) before and 6 months after treatment. Results The DQ improved more in the observationgroup than in the control group (P<0.001) after 6 months of CE intervention. Conclusion CE can promote the development of high risk infantsin sports, cognitive, speech and social adaptation effectively.


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