1.Application of convolutional neural networks in the diagnosis of schizophrenia
Jin LIU ; Yong HE ; Jiuju WANG ; Wenxiang QUAN ; Ju TIAN ; Chaonan FENG ; Haokui YU ; Cai NAN ; Jun JI
Chinese Journal of Behavioral Medicine and Brain Science 2019;28(7):622-626
Objective To explore the program of convolutional neural networks for the diagnosis of schizophrenia and evaluate its effects. Methods Using the convolutional neural network,the training model was trained in the lead data of 138 normal people and 183 schizophrenic patients,and the model was valida-ted by 20-fold cross-validation. Results The true positive rate of schizophrenia prediction using the convolu-tional neural network training model was 0. 749, the false positive rate was 0. 275, and the accuracy was 0. 738. Conclusion This model can achieve a strong diagnostic ability for patients with schizophrenia. Therefore,convolutional neural network for the diagnosis of schizophrenia will become an important research direction in the future.
2.Explore solutions to the "grey zone" of activated partial thromboplastin time mixing study
Chaonan LIU ; Liqin LING ; Xunbei HUANG ; Jian MI ; Juan LIAO ; Jin JIA ; Jing ZHOU
Chinese Journal of Laboratory Medicine 2022;45(10):1056-1062
Objective:To explore solutions to the "grey zone" of activated partial thromboplastin time (APTT) mixing study, and establish the clinical application pathway of it.Methods:Patients treated in West China Hospital of Sichuan University from January 1, 2018, to December 31, 2019, with a prolonged APTT were included in this study. The ROC curve was used to analyze the"cut-off"of different methods and explore solutions to the "grey zone" by combination of the 1∶1 and 4∶1 mixing study. Similar samples from January 1, 2020 to December 31, 2020 were included to verify the diagnostic efficiency of the clinical application pathway.Results:The traditional Rosner index criterion had a low diagnostic accuracy in differentiating factor deficiencies from inhibitors. A total of 49 cases (15%) in the establishment group and validation group were located in the "grey zone". The optimal cut-off value of the Rosner index in our 1∶1 mixing study for determining factor deficiency was 5.0%, and inhibitor was 9.1%. The sample between 5.0% and 9.0% needed 4∶1 mixing studies, which could significantly improve the detection sensitivity of inhibitors. The percentage of extended time after incubation-P (1∶1 mixing>10.8% and 4∶1 mixing>13.5%) was better than the traditional criterion mentioned by"consensus"in determining whether the inhibitor was time-dependent. The sensitivity, specificity, positive predictive value and negative predictive value of combined the 1∶1 and 4∶1 mixing study in differentiating factor deficiencies from inhibitors all attained more than 90%. Only 7% (3/43)of inhibitors were incorrectly classified into the factor deficiency group by the combination, which was 20.9% (9/43) by traditional criterion. The specificity for detecting time-dependent inhibitor was increased from 54.2% to 100%, and accuracy was increased from 63.3% to 97.4%.Conclusions:The combination of 1∶1 and 4∶1 mixing study can better resolve the "grey zone". The established clinical application pathway is beneficial for the further promotion and clinical application of APTT mixing study.
3.Analysis of the clinical value of autoantibodies detection in patients with liver disease
Chaonan HE ; Shangqi YIN ; Jiang LI ; Mei ZHENG ; Huan MENG ; Ying HAN ; Meichen PAN ; Jin CHEN ; Yajie WANG
Chinese Journal of Experimental and Clinical Virology 2021;35(6):643-648
Objective:To explore the clinical value of autoantibodies in patients with liver disease.Methods:We retrospectively analyzed the data of 1 495 outpatients or inpatients with liver disease in Beijing Ditan Hospital of Capital Medical University from August 2020 to April 2021. Indirect immunofluorescence and Western blot were used to detect antinuclear antibody (ANA) and antinuclear antibodies (ANAs).Results:ANA and ANAs were positive in patients with liver diseases of various etiologies. Among 1 495 patients with liver disease, 494 cases were ANA positive, the positive rate was 33.04%; 573 cases were positive for ANAs, the positive rate was 38.33%. The positive rate of ANA in the immune liver disease group (63.37%) was higher than that in the viral, alcoholic, fatty liver, confounding factors and other liver disease groups, and the difference was statistically significant ( P<0.01). The ANA positive rate between the viral, alcoholic, fatty liver, and confounding factor groups was statistically significant ( χ2=19.823, P<0.01), the positive rate of ANAs in the immune liver disease group (80.23%) was higher than that in other liver disease groups, and the difference was statistically significant ( P<0.05). The antibody titer of immune liver disease group was mainly 1∶1000, and other liver disease etiology groups was mainly 1∶100. The two most common fluorescent karyotypes in liver disease groups of different etiologies are cytoplasmic and nuclear granular types. The most common specific antibody in the immune liver disease group was anti-mitochondrial antibody type 2 (anti-AMA-M2) antibody, the most common anti-Ro-52 antibody in viral, drug-induced, complex etiology, and other etiological groups, and the most common anti-SSA antibody in alcoholic liver disease. Anti-SSA antibody (17.44%), anti-SSB antibody (9.30%), anti-CENP-B antibody (22.09%), anti-Ro-52 antibody (41.28%), anti-AMA-M2 antibody (51.74%) were positive in immune liver disease group, The rate was higher than that of other liver disease etiology groups, and the difference was statistically significant ( P<0.01). When the ANA fluorescence karyotype is nuclear granule type, the positive rate of anti-CENP-B antibody, anti-Ro-52 antibody, and anti-AMA-M2 antibody in the immune liver disease group was higher than that in the viral liver disease group ( P<0.01), The positive rate of anti-Ro-52 antibody was higher than that of drug-induced liver disease group ( P<0.05). Conclusions:The ANA titer of autoimmune liver disease was mainly (1∶1 000). ANAs were mainly positive for anti-SSA antibody, anti-SSB antibody, anti-CENP-B antibody, anti-Ro-52 antibody, and anti-AMA-M2 antibody, especially anti-AMA-M2 antibody. When combined with ANA fluorescent karyotype and ANAs for analysis, if the fluorescent karyotype is nuclear particle type, the positive anti-Ro-52 antibody in ANAs is more valuable in distinguishing immunity from viral and drug-induced liver diseases.
4.Establishment and validation of reference intervals for reticulocyte parameters in children from Beijing
Fang JIN ; Wenqi SONG ; Yaguang PENG ; Chaonan HE
Chinese Journal of Laboratory Medicine 2024;47(5):554-560
Objective:To establish the reference intervals of reticulocyte parameters for children in the Beijing area.Methods:1 766(856 males and 910 females) healthy children aged from 1 to 18 years old in the Beijing area were studied, the infant group (≥1-3 years old) included 146 participants; the preschool group (>3-6 years old) had 449 participants; the school age group (>6-13 years old) had 646 participants and the adolescent group (>13-18 years old) had 525 participants. Seven parameters were measured in venous blood by SySmex XN-20 (A1) automatic blood cell analyzer, which included reticulocyte percentage (RET%), absolute reticulocyte count (RET#), low fluorescence reticulocyte (LFR), medium fluorescence reticulocyte (MFR), high fluorescence reticulocyte (HFR), immature reticulocyte fraction (IRF) and reticulocyte hemoglobin equivalent (RET-He). After the test results were collected, the reference intervals were established according to the percentile ( P2.5, P97.5). As the reference intervals were established, venous blood samples from 109 healthy children in Beijing were collected to verify the reference intervals according to WS/T 402-2012 "Define and determine the reference intervals in clinical laboratory". Results:The reference interval of 7 Reticulocyte parameters for children aged 1-18 years without age and sex grouping,reference interval (RET%): 0.74%-2.06%; absolute reticulocyte count (RET#): (34.5-101.5)×10 9/L; low fluorescence reticulocyte (LFR): 86.6%-96.5%; medium fluorescence reticulocyte (MFR): 3.2%-11.5%; high fluorescence reticulocyte (HFR): 0%-2.1%; immature reticulocyte fraction (IRF): 3.5%-13.4%; reticulocyte hemoglobin equivalent (RET-He): 28.5-34.2 pg. Over 90% test results of samples from the 109 children ranged within the reference ranges. Conclusion:This study established convincible reference intervals of seven reticulocyte parameters for healthy children aged from 1 to 18 in the Beijing area was established, and reference interval verification passed.
5.Efficacy evaluation of extending or switching to tenofovir amibufenamide in patients with chronic hepatitis B: a phase Ⅲ randomized controlled study
Zhihong LIU ; Qinglong JIN ; Yuexin ZHANG ; Guozhong GONG ; Guicheng WU ; Lvfeng YAO ; Xiaofeng WEN ; Zhiliang GAO ; Yan HUANG ; Daokun YANG ; Enqiang CHEN ; Qing MAO ; Shide LIN ; Jia SHANG ; Huanyu GONG ; Lihua ZHONG ; Huafa YIN ; Fengmei WANG ; Peng HU ; Xiaoqing ZHANG ; Qunjie GAO ; Chaonan JIN ; Chuan LI ; Junqi NIU ; Jinlin HOU
Chinese Journal of Hepatology 2024;32(10):883-892
Objective:In chronic hepatitis B (CHB) patients with previous 96-week treatment with tenofovir amibufenamide (TMF) or tenofovir disoproxil fumarate (TDF), we investigated the efficacy of sequential TMF treatment from 96 to 144 weeks.Methods:Enrolled subjects who were previously assigned (2:1) to receive either 25 mg TMF or 300 mg TDF with matching placebo for 96 weeks received extended or switched TMF treatment for 48 weeks. Efficacy was evaluated based on virological, serological, biological parameters, and fibrosis staging. Statistical analysis was performed using the McNemar test, t-test, or Log-Rank test according to the data. Results:593 subjects from the initial TMF group and 287 subjects from the TDF group were included at week 144, with the proportions of HBV DNA<20 IU/ml at week 144 being 86.2% and 83.3%, respectively, and 78.1% and 73.8% in patients with baseline HBV DNA levels ≥8 log10 IU/ml. Resistance to tenofovir was not detected in both groups. For HBeAg loss and seroconversion rates, both groups showed a further increase from week 96 to 144 and the 3-year cumulative rates of HBeAg loss were about 35% in each group. However, HBsAg levels were less affected during 96 to 144 weeks. For patients switched from TDF to TMF, a substantial further increase in the alanine aminotransferase (ALT) normalization rate was observed (11.4%), along with improved FIB-4 scores.Conclusion:After 144 weeks of TMF treatment, CHB patients achieved high rates of virological, serological, and biochemical responses, as well as improved liver fibrosis outcomes. Also, switching to TMF resulted in significant benefits in ALT normalization rates (NCT03903796).
6.Respiratory virus infection and its influence on outcome in children with septic shock
Gang LIU ; Chenmei ZHANG ; Ying LI ; Junyi SUN ; Yibing CHENG ; Yuping CHEN ; Zhihua WANG ; Hong REN ; Chunfeng LIU ; Youpeng JIN ; Sen CHEN ; Xiaomin WANG ; Feng XU ; Xiangzhi XU ; Qiujiao ZHU ; Xiangdie WANG ; Xinhui LIU ; Yue LIU ; Yang HU ; Wei WANG ; Qi AI ; Hongxing DANG ; Hengmiao GAO ; Chaonan FAN ; Suyun QIAN
Chinese Journal of Pediatrics 2024;62(3):211-217
Objective:To investigate respiratory virus infection in children with septic shock in pediatric care units (PICU) in China and its influence on clinical outcomes.Methods:The clinical data of children with septic shock in children′s PICU from January 2018 to December 2019 in 10 Chinese hospitals were retrospectively collected. They were divided into the pre-COVID-19 and post-COVID-19 groups according to the onset of disease, and the characteristics and composition of respiratory virus in the 2 groups were compared. Matching age, malignant underlying diseases, bacteria, fungi and other viruses, a new database was generated using 1∶1 propensity score matching method. The children were divided into the respiratory virus group and non-respiratory virus group according to the presence or absence of respiratory virus infection; their clinical characteristics, diagnosis, and treatment were compared by t-test, rank sum test and Chi-square test. The correlation between respiratory virus infection and the clinical outcomes was analyzed by logistic regression. Results:A total of 1 247 children with septic shock were included in the study, of them 748 were male; the age was 37 (11, 105) months. In the pre-and post-COVID-19 groups, there were 530 and 717 cases of septic shock, respectively; the positive rate of respiratory virus was 14.9% (79 cases) and 9.8% (70 cases); the seasonal distribution of septic shock was 28.9% (153/530) and 25.9% (185/717) in autumn, and 30.3% (161/530) and 28.3% (203/717) in winter, respectively, and the corresponding positive rates of respiratory viruses were 19.6% (30/153) and 15.7% (29/185) in autumn, and 21.1% (34/161) and 15.3% (31/203) in winter, respectively. The positive rates of influenza virus and adenovirus in the post-COVID-19 group were lower than those in the pre-COVID-19 group (2.1% (15/717) vs. 7.5% (40/530), and 0.7% (5/717) vs. 3.2% (17/530), χ2=21.51 and 11.08, respectively; all P<0.05). Rhinovirus virus were higher than those in the pre-Covid-19 group (1.7% (12/717) vs. 0.2% (1/530), χ2=6.51, P=0.011). After propensity score matching, there were 147 cases in both the respiratory virus group and the non-respiratory virus group. Rate of respiratory failure, acute respiratory distress, rate of disseminated coagulation dysfunction, and immunoglobulin usage of the respiratory virus group were higher than those of non-respiratory virus group (77.6% (114/147) vs. 59.2% (87/147), 17.7% (26/147) vs. 4.1% (6/147), 15.6% (25/147) vs. 4.1% (7/147), and 35.4% (52/147) vs. 21.4% (32/147); χ2=11.07, 14.02, 11.06 and 6.67, all P<0.05); and PICU hospitalization of the former was longer than that of the later (7 (3, 16) vs. 3 (1, 7)d, Z=5.01, P<0.001). Univariate logistic regression analysis showed that the presence of respiratory viral infection was associated with respiratory failure, disseminated coagulation dysfunction, the use of mechanical ventilation, and the use of immunoglobulin and anti-respiratory viral drugs ( OR=2.42, 0.22, 0.25, 0.56 and 1.12, all P<0.05). Conclusions:The composition of respiratory virus infection in children with septic shock is different between pre and post-COVID-19. Respiratory viral infection is associated with organ dysfunction in children with septic shock. Decreasing respiratory viral infection through respiratory protection may improve the clinical outcome of these children.
7.A multicenter retrospective study on clinical features and pathogenic composition of septic shock in children
Gang LIU ; Feng XU ; Hong REN ; Chenmei ZHANG ; Ying LI ; Yibing CHENG ; Yuping CHEN ; Hongnian DUAN ; Chunfeng LIU ; Youpeng JIN ; Sen CHEN ; Xiaomin WANG ; Junyi SUN ; Hongxing DANG ; Xiangzhi XU ; Qiujiao ZHU ; Xiangdie WANG ; Xinhui LIU ; Yue LIU ; Yang HU ; Wei WANG ; Qi AI ; Hengmiao GAO ; Chaonan FAN ; Suyun QIAN
Chinese Journal of Pediatrics 2024;62(11):1083-1089
Objective:To investigate the clinical features, pathogen composition, and prognosis of septic shock in pediatric intensive care units (PICU) in China.Methods:A multicenter retrospective cohort study. A retrospective analysis was conducted on the clinical data of children with septic shock from 10 hospitals in China between January 2018 and December 2021. The clinical features, pathogen composition, and outcomes were collected. Patients were categorized into malignant tumor and non-malignant tumor groups, as well as survival and mortality groups. T test, Mann Whitney U test or Chi square test were used respectively for comparing clinical characteristics and prognosis between 2 groups. Multiple Logistic regression was used to identify risk factors for mortality. Results:A total of 1 247 children with septic shock were included, with 748 males (59.9%) and the age of 3.1 (0.9, 8.8) years. The in-patient mortality rate was 23.2% (289 cases). The overall pathogen positive rate was 68.2% (851 cases), with 1 229 pathogens identified. Bacterial accounted for 61.4% (754 strains) and virus for 24.8% (305 strains). Among all bacterium, Gram negative bacteria constituted 64.2% (484 strains), with Pseudomonas aeruginosa and Enterobacter being the most common; Gram positive bacteria comprised 35.8% (270 strains), primarily Streptococcus and Staphylococcus species. Influenza virus (86 strains (28.2%)), Epstein-Barr virus (53 strains (17.4%)), and respiratory syncytial virus (46 strains (17.1%)) were the top three viruses. Children with malignant tumors were older and had higher pediatric risk of mortality (PRISM) Ⅲ score, paediatric sequential organ failure assessment (pSOFA) score (7.9 (4.3, 11.8) vs. 2.3 (0.8, 7.5) years old, 22 (16, 26) vs. 16 (10, 24) points, 10 (5, 14) vs. 8 (4, 12) points, Z=11.32, 0.87, 4.00, all P<0.05), and higher pathogen positive rate, and in-hospital mortality (77.7% (240/309) vs. 65.1% (611/938), 29.7% (92/309) vs. 21.0% (197/938), χ2=16.84, 10.04, both P<0.05) compared to the non-tumor group. In the death group, the score of PRISM Ⅲ, pSOFA (16 (22, 29) vs. 14 (10, 20) points, 8 (12, 15) vs. 6 (3, 9) points, Z=4.92, 11.88, both P<0.05) were all higher, and presence of neoplastic disease, positive rate of pathogen and proportion of invasive mechanical ventilation in death group were also all higher than those in survival group (29.7% (87/289) vs. 23.2% (222/958), 77.8% (225/289) vs. 65.4% (626/958), 73.7% (213/289) vs. 50.6% (485/958), χ2=5.72, 16.03, 49.98, all P<0.05). Multiple Logistic regression showed that PRISM Ⅲ, pSOFA, and malignant tumor were the independent risk factors for mortality ( OR=1.04, 1.09, 0.67, 95% CI 1.01-1.05, 1.04-1.12, 0.47-0.94, all P<0.05). Conclusions:Bacterial infection are predominant in pediatric septic shock, but viral infection are also significant. Children with malignancies are more severe and resource consumptive. The overall mortality rate for pediatric septic shock remains high, and mortality are associated with malignant tumor, PRISM Ⅲ and pSOFA scores.
8.Gold nanorods-mediated efficient synergistic immunotherapy for detection and inhibition of postoperative tumor recurrence.
Yingying ZHANG ; Tiange WANG ; Yu TIAN ; Chaonan ZHANG ; Kun GE ; Jinchao ZHANG ; Jin CHANG ; Hanjie WANG
Acta Pharmaceutica Sinica B 2021;11(7):1978-1992
Tumor recurrence after surgery is the main cause of treatment failure. However, the initial stage of recurrence is not easy to detect, and it is difficult to cure in the late stage. In order to improve the life quality of postoperative patients, an efficient synergistic immunotherapy was developed to achieve early diagnosis and treatment of post-surgical tumor recurrence, simultaneously. In this paper, two kinds of theranostic agents based on gold nanorods (AuNRs) platform were prepared. AuNRs and quantum dots (QDs) in one agent was used for the detection of carcinoembryonic antigen (CEA), using fluorescence resonance energy transfer (FRET) technology to indicate the occurrence of