1.Predictive value of 18F-FDG PET/CT habitat radiomics combining stacking ensemble learning for prognosis in patients with hepatocellular carcinoma
Chunxiao SUI ; Kun CHEN ; Qian SU ; Rui TAN ; Wengui XU ; Xiaofeng LI
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(5):263-268
Objective:To investigate the prognostic value of 18F-FDG PET/CT-based habitat radiomics combined with stacking ensemble learning model in overall survival (OS) of patients with hepatocellular carcinoma (HCC). Methods:A total of 136 HCC patients (114 males, 22 females, age (55.3±10.4) years) who underwent 18F-FDG PET/CT before treatment between January 2018 and January 2023 were retrospectively analyzed. Eighty-five cases from Tianjin First Central Hospital and 51 cases from Tianjin Medical University Cancer Institute and Hospital were used as a training cohort and an external validation cohort, respectively. The tumor volume of interest (VOI) was delineated on PET and CT images, and a total of 4 habitats were segmented by using the Otsu algorithm, including PET high ∩ CT low, PET low ∩ CT low, PET high ∩ CT high, and PET low ∩ CT high. After the feature selection, a total of 36 stacking ensemble learning models were established, and the optimal model was selected based on the calculated concordance index (C-index). Moreover, a combined model was developed by integrating the optimal model with clinical information. The predictive efficacy of those models was assessed by time-dependent ROC curves. Results:The model based on PET high ∩ CT high habitat radiomics features with multilayer perceptron (MLP) classifier had the highest C-index (0.770) in the external validation cohort, and it was regarded as the optimal radiomics model. The combined model incorporating this model with clinical information achieved an improved C-index of 0.815 in the external validation cohort. The combined model outperformed the other models for OS prediction, with a time-dependent AUC of 0.919, 0.900, and 0.862 in predicting the 1-year, 2-year, and 3-year OS, respectively. Conclusions:18F-FDG PET/CT-based habitat analysis outperforms traditional radiomics in OS prediction for HCC patients. By integrating the optimal habitat model with the clinical model, the combined model is able to improve the predictive efficacy.
2.Predictive value of 18F-FDG PET/CT habitat radiomics combining stacking ensemble learning for prognosis in patients with hepatocellular carcinoma
Chunxiao SUI ; Kun CHEN ; Qian SU ; Rui TAN ; Wengui XU ; Xiaofeng LI
Chinese Journal of Nuclear Medicine and Molecular Imaging 2025;45(5):263-268
Objective:To investigate the prognostic value of 18F-FDG PET/CT-based habitat radiomics combined with stacking ensemble learning model in overall survival (OS) of patients with hepatocellular carcinoma (HCC). Methods:A total of 136 HCC patients (114 males, 22 females, age (55.3±10.4) years) who underwent 18F-FDG PET/CT before treatment between January 2018 and January 2023 were retrospectively analyzed. Eighty-five cases from Tianjin First Central Hospital and 51 cases from Tianjin Medical University Cancer Institute and Hospital were used as a training cohort and an external validation cohort, respectively. The tumor volume of interest (VOI) was delineated on PET and CT images, and a total of 4 habitats were segmented by using the Otsu algorithm, including PET high ∩ CT low, PET low ∩ CT low, PET high ∩ CT high, and PET low ∩ CT high. After the feature selection, a total of 36 stacking ensemble learning models were established, and the optimal model was selected based on the calculated concordance index (C-index). Moreover, a combined model was developed by integrating the optimal model with clinical information. The predictive efficacy of those models was assessed by time-dependent ROC curves. Results:The model based on PET high ∩ CT high habitat radiomics features with multilayer perceptron (MLP) classifier had the highest C-index (0.770) in the external validation cohort, and it was regarded as the optimal radiomics model. The combined model incorporating this model with clinical information achieved an improved C-index of 0.815 in the external validation cohort. The combined model outperformed the other models for OS prediction, with a time-dependent AUC of 0.919, 0.900, and 0.862 in predicting the 1-year, 2-year, and 3-year OS, respectively. Conclusions:18F-FDG PET/CT-based habitat analysis outperforms traditional radiomics in OS prediction for HCC patients. By integrating the optimal habitat model with the clinical model, the combined model is able to improve the predictive efficacy.
3.The role of Drp1 mediated mitochondrial dynamics balance in sepsis induced cardiomyopathy
Chunxiao FU ; Xiu YUAN ; Han WANG ; Shaojun LI ; Liang ZHOU ; Liping TAN
Chinese Journal of Emergency Medicine 2022;31(6):767-772
Objective:To analyze the effect of inhibiting excessive mitochondrial fission mediated by dynamic related protein 1 (Drp1) on the function of injured cells and mitochondria in the septic myocardium, and to explore the protective effect of maintaining mitochondrial dynamic balance in the pathogenesis of sepsis induced cardiomyopathy(SIC).Methods:Rat H9C2 cardiomyocytes were cultured and stimulated with lipopolysaccharide (LPS) to establish a model of SIC. Mitochondrial division inhibitor 1 (Mdivi-1) was given 30 min before LPS stimulation. They were divided into the control group, LPS stimulated group (LPS), Mdivi-1 control group (Mdivi-1), and LPS+Mdivi-1 intervention group (LPS+Mdivi-1). CCK-8 was used to detect the cell viability, and lactate dehydrogenase (LDH) was used to detect cellular damage. A MitoTracker probe was used to observe mitochondrial morphology by laser scanning confocal microscopy, JC-1 staining was used to detect mitochondrial membrane potential level, a DCFH-DA probe was used to detect total ROS level, and an AnnexinV-FITC/PI probe was used to detect the cell apoptosis ratio. The expression levels of mitochondrial fission protein Drp1 and fusion proteins Optic Atrophy 1(Opa1) and Mitofusin2 (Mfn2) were detected by real-time PCR and Western blot. One-way ANOVA was used to compare the differences between groups, and the LSD- t test was used for pairwise comparisons between groups. Results:Compared with the control group, cell viability, the average length of mitochondria and the mitochondrial membrane potential were decreased, and ROS production, the cell apoptosis rate and LDH were increased in the LPS group (all P<0.05). After Mdivi-1 intervention, compared with the LPS-stimulated group, the cell viability was increased, myocardial cell damage was reduced, the average length of mitochondria was prolonged, mitochondrial dysfunction was alleviated, and the cell apoptosis rate was inhibited in the LPS+Mdivi-1 group (all P<0.05). Conclusions:Mdivi-1 might inhibit mitochondrial fission mediated by Drp1, maintain mitochondrial dynamic balance, alleviate mitochondrial dysfunction and protect myocardial cells from LPS-induced injury.
4.Analysis of viral nucleic acid and cytokines in 12 children with 2019-nCoV infection
Xufang LI ; Chunxiao FANG ; Huamei YANG ; Minxia CHEN ; Lanhui SHE ; Yu GONG ; Fansen ZENG ; Jiawei YE ; Limei TAN ; Qian ZHONG ; Lingli LIU ; Yanling WANG ; Yi XU
Chinese Journal of Microbiology and Immunology 2020;40(8):574-578
Objective:To analyze the viral nucleic acid and cytokines in 12 children with 2019-nCoV infection.Methods:Clinical and laboratory data of the children diagnosed with 2019-nCoV infection in Guangzhou Women and Children′s Medical Center from January to April 2020 were retrospectively analyzed. Throat and anal swabs were collected on alternate days for the detection of 2019-nCoV nucleic acid by fluorescence quantitative PCR. Flow cytometry was used to detect serum cytokines including IFN-γ, IL-1β, IL-2, IL-4, IL-5, IL-6, IL-8, IL-10, IL-12p70, IL-17A, IL-17F, IL-22, TNF-α and TNF-β during the early (both throat and anal swab tests were positive), the intermediate (throat swab test was negative, while anal swab test remained positive), and the convalescence (both throat and anal swab tests were negative) stages of infection.Results:A total of 12 children were enrolled in this study. The male-to-female ratio was 5∶1. The average age was (7.0±4.3) years. There were two asymptomatic, five mild and five common cases. No severe or critical cases were involved. Initially, throat and anal swab nucleic acid tests were simultaneously positive in nine children newly diagnosed in our hospital and the median time of viral shedding in throat swab was longer than that in throat swab [32 (4.5, 45.0) d vs 3 (2, 9) d, Z=11.0, P=0.010]. The median difference of viral shedding time between anal swab and pharyngeal swab was 25.5 (1.5, 42.8) d. The overall levels of serum cytokines IL-17A, IL -4 and IL-5 in different stages of the disease (early, intermediate and convalescence stage) were statistically different ( Z or F, P values were 8.33, 0.016; 5.36, 0.010 and 6.56, 0.004, respectively), and a significant increase was observed in the intermediate stage of infection. IL-17F, IL-2 and IL-22 were all increased during the infection, but there was no significant statistical difference among the three stages ( P>0.05). Conclusions:It was noted that intestinal viral shedding needed a longer time. Although the infectivity has not been determined, higher requirements have been put forward for disease prevention and control. Cytokines secreted by Th2 and Th17 cells were involved in the immune response in children with non-severe 2019-nCoV infection. Monitoring viral shedding and cytokine changes in pediatric patients would be conducive to disease assessment.
5.Clinical analysis of 78 children with dengue fever
Chunxiao FANG ; Yi XU ; Limei TAN ; Jiawei YE ; Dan LUO ; Fengxia YANG ; Fansen ZENG ; Lanhui SHE ; Yanling WANG
Chinese Journal of Infectious Diseases 2018;36(9):552-555
Objective To explore the clinical characteristics of children with dengue fever (DF) hospitalized in Guangzhou in 2014 , and to raise clinician′s level of understanding of dengue fever in children.Methods Clinical data of 78 children hospitalized with DF in the Department of Infectious Diseases ,Guangzhou Women and Children′s Medical Center were retrospectively analyzed .Chi-square was used for discontinuous variables ,and t test was used for continuous variabbles .Results The 78 cases aged 27 days to 14 years old ,with median of 5 years old .Fifty cases (64 .1%) were male ,and 28 cases (35 .9%) were female.Epidemic areas had gathering trend ,mainly in central urban area .Major clinical manifestations were fever (100 .00%) , rash (82 .05%) , myalgia/fatigue (28 .21%) , but without diarrhea ,jaundice ,hematemesis or hematochezia .Laboratory tests suggested leukopenia (80 .77%) and thrombocytopenia (82 .05%) ,abnormal blood coagulation function with prolonged APTT (57 .69%) ,and abnormal liver function (47 .44%).Etiology examinations showed 66 cases of children had dengue virus nucleic acid detected 1-10 days after onset ,with the positive rate of 89 .19%(66/74).A total of 48 cases had IgM positive ,with the positive rate of 81 .36%(48/59).IgM began to appear as early as the first day of disease onset ,and the average period was (5 .5 ± 0 .8) days .Dengue virus type 1 was the main type . Conclusions In 2014 , dengue virus type 1 is the main strain causing dengue fever in children in Guangzhou .Fever ,rash ,leukopenia ,thrombocytopenia ,clotting disorders and liver function damage are the main clinical features .No serious or fatal cases are reported ,and the prognosis is good.
6.Endoscopic transpancreatic precut sphincterotomy and double guidewire technique in difficult bile duct cannulation during endo-scopic retrograde cholangiopancreatography
Xiong SUN ; Lei GONG ; Xiaobin PENG ; Xuejun TANG ; Xiaoyun WANG ; Chunxiao TAN
China Journal of Endoscopy 2017;23(8):47-50
Objective To evaluate the applicability and security of transpancreatic precut sphincterotomy vs double guidewire technique for cannulation in difficult bile duct cannulation in endoscopic retrograde eholangiopancreatography (ERCP). Methods Retrospective analysis of 158 cases difficult bile duct cannulation in ERCP from January 2012 to January 2014, according to the intubation tube method, we divided all the cases into 3 groups, transpancreatic precut sphincterotomy group (group A); double guide wire technique group (group B); single guide wire technique group (group C). Then compare the intubation success rate and the incidence of complications among the 3 groups. Results 54 of 58 patients in group A intubation successful, the success rate is 93.1%, 50 of 56 patients in group B intubation successful, the success rate is 89.3%, 26 of 44 patients in group C intubation successful, the success rate is 59.1%, there was no significant difference between group A and B(P > 0.05), group A and group C, group B and C have significant difference (P < 0.05). In group A, 4 cases were complicated with acute pancreatitis, hemorrhage in 6 cases, infection in 2 cases, the complication rate is 20.7%; In group B, 5 cases were complicated with postoperative pancreatitis, 4 cases of infection, incidence of complications is 16.1%; 7 patients were complicated with pancreatitis in group C, hemorrhage in 2 cases, infection in 4 cases, complication rates is 29.5%, 3 groups were no perforation occurred.The complication rate of group B is lower than in group A, but no significant difference (P > 0.05), group A and group C, B and C complication rates had significant difference (P < 0.05). Conclusions When selective bile duct intubation is difficulty and guide wire thread into the pancreatic duct, continue to single guide wire have low intubation success rate and higher incidence of complications,transpancreatic precut sphincterotomy and double guide wire technique can effectively improve the success rate of intubation, and complication rates are relatively low, no significant difference between the two.
7.Clinical evaluation of pre-cut-endoscopic mucosal resection in treatment of colorectal lateral spreading tumor
Yan JIN ; Lei GONG ; Xuejun TANG ; Xiaobin PENG ; Chunxiao TAN ; Xiaoyun WANG ; Ping HUA ; Yuanmei REN ; Pinghong ZHOU
China Journal of Endoscopy 2016;22(8):94-98
Objective To evaluate the effect of pre-cut-endoscopic mucosa resection of colorectal laterally spreading tumor. Methods 65 patients with LST were enrolled from January 2014 to February 2014. LST was detected by chromoendoscopy and NBI combined with magnifying endoscopy technique. The size, site, morphological features, were observed and the histopathological features of the specimen of LST was analyzed. All the 65 LSTs were resect by pre-cut-EMR. The clinical results including enbloc resection rate, all bloc resection rate, procedure time, complication and recurrence rates were retrospectively evaluated. Results All the 65 LSTs lesions ranged from 2.0 cm to 5.0 cm, with a mean diameter of (2.4 ± 1.7) cm. The site of 65 LSTs was in rectum 28 (43.1 %), 11 LSTs in sigmoid colon (16.9 %), 6 LSTs in descending colon (9.2 %), 2 LSTs in splenic flexure of colon (3.1 %), 9 LSTs in transverse colon (13.8 %), 4 LSTs in Hepatic flexure of colon (6.2 %), 2 LSTs in ascending colon(3.1 %), and 3 LSTs in cecum (4.6 %). Morphology of 23 LSTs were homogeneous granular type (35.4 %), 27 LSTs were mixed non-granular type (41.5 %), 13 LSTs were flat elevated type (20.0 %), and 2 LSTs were pseudo-depressed type (3.1 %). The histopathological diagnoses of LST included 12 tubular adenoma (18.5 %), 19 villous-tubular adenoma (29.2 %), 26 villous adenoma (40.0 %), 7 advanced intraepithelial tumor (10.7 %), 1 intramucosal carcinoma (1.5 %). Enbloc resection was achieved in 65 patients (100.0 %) with a mean operation time of (18.0 ± 11.7) min. 5 cases were bleeding during the operation (7.7 %), 1 case was bleeding 7 days after operation (1.5 %), no perforation was happened. 65 patients were followed up for 3 ~ 12 months, and no local recurrence was found. Conclusion Pre-cut-endoscopic mucosal resection an effective and safe therapy for colorectal LST larger than 2.0 cm.
8."Efficacy of the ""clip with the floss"" method during endoscopic submucosal dissection for early gastric angle cancer"
Xiaoyun WANG ; Xuejun TANG ; Chunxiao TAN ; Xiaobin PENG ; Miao MENG ; Lei GONG ; Zhen HU
Chinese Journal of Digestive Endoscopy 2015;32(12):821-824
Objective To investigate the therapeutic effect and safety of the clip with the flossmethod during endoscopic submucosal dissection for early gastric angle cancer. Methods A total of 27 gastric angle lesions diagnosed as early gastric cancer were treated by ESD. They were randomized to two groups, routine ESD group and clip with the flossgroup. The procedure time, complication events, en-block resection rate and complete resection rate were compared between the two groups. Also,the learning time was divided to two stages and the learning curve was studied according to the resected specimen areas per minute. Results The en block rate was 85. 7%(12/14) in the routine ESD group and 100. 0%(13/13) in the clip with the floss group. The procedure time in the clip with the flossgroup was significantly less than that in the routine ESD group (the median time 30 min VS 40 min, P =0. 011) . Perforation and the post operative bleeding did not occur in either group. The ESD learning curving during the first learning period and the mean resected specimen (area/min) in theclip with the floss group were larger than routine ESD group(30±6 mm2/min VS 20±5 mm2/min,P=0. 01). However, no difference presented during the second learning period between the two groups. Conclusion Clip with the flossmethod during endoscopic submucosal dissection for early gastric angle cancer as a novel procedure is safe, efficacious and worthy to recommend to beginning learners.
9.Treatment analysis of two-stage skin grafting with artificial dermis for perianal hidradenitis sup-purativa
Chunxiao HUANG ; Shixing CHEN ; Meihua TAN
Journal of Clinical Surgery 2015;(4):288-290
[ Abstract]Objective To investigate the effect of two-tage skin grafting with artificial dermis for perianal hidradenitis suppurativa. Methods A total of 20 cases diagnosed as perianal hidradenitis suppu-rativa in our hospital were selected from 2011 to 2013. In the first-stage operation,all diseased skin inclu-ding the superficial subcutaneous fatty tissue was excised,and normal deep subcutaneous fatty tissue was preserved. Then,artificial dermis was grafted to the preserved fatty tissue. After two weeks,split-hickness skin grafts were used for the skin defects as the second-tage operation. Graft success,recurrence and post-operative appearance were evaluated in these patients who were followed up for 9 to 28 months. Results Skin grafts of all 19 patients were successfully survived. The recurrence of hidradenitis suppurativa oc-curred in only one patient. This patient was treated with reoperation and the postoperative appearance was welly recovered. Conclusion Two-tage skin grafting with artificial dermis appears to be a good treatment option for perianal hidradenitis suppurativa.
10.Analysis of clinical characteristics of the 12 cases of neonatal dengue fever in Guangzhou in 2014 and literatures review.
Limei TAN ; Junping WANG ; Fansen ZENG ; Yong ZHANG ; Chunxiao FANG ; Chuan NIE ; Yi XU ; Jie YANG
Chinese Journal of Pediatrics 2015;53(12):943-947
OBJECTIVETo explore the clinical manifestations and laboratory examination characteristics of neonatal dengue fever.
METHODA retrospective analysis of 12 cases of neonatal dengue fever treated in the Guangdong Women and Children's Hospital and Guangzhou Women and Children's Medical Center was conducted, and related literature was reviewed.
RESULTTwelve cases of neonatal dengue fever included 9 males and 3 females; their age was 30 min after birth to 29 d, the age of onset was 30 min-24 d. (1) CLINICAL FEATURES: fever was present in 11 cases, rash in 6 cases, bleeding in 1 case, jaundice in 5 cases, cough in 1 case, coagulopathy in 2 cases. (2) Mothers' perinatal conditions: 7 mothers were confirmed to have dengue fever, 2 mothers had suspected dengue fever, and in 3 mothers the dengue fever was excluded. Eight mothers prenatally had fever. (3) LABORATORY TESTS: Thrombocytopenia was found in 11 cases (19×10(9)-156×10(9)/L), activated partial thromboplastin time prolonged in 11 cases (44.0-89.8 s), fibrinogen decreased in 5 cases (1.17-3.02 g/L), aspartate aminotransferase (AST) increased in 5 cases (28-78 U/L), creatine kinase (CK-MB) increased in 4 cases (13-86 U/L), hypokalemia in 1 case (2.8-5.1 mmol/L ), C- reactive protein (CRP) increased in 6 cases (0.04-46.05 mg/L). (4) Treatment and prognosis: platelet transfusion was used in 2 cases, anti-infective therapy was given to 6 cases, intravenous gamma globulin treatment was used in 5 cases, hospitalization was 4-17 d, 10 cases were cured, 2 cases were discharged after condition was improved. Literature search was performed with "neonatal dengue" as keywords at Wanfang, Weipu, and CNKI, no relevant reports were found. Pubmed search was done with "neonatal dengue" and "case report" as keywords, 15 reports were retrieved during 1990 and 2014, which reported 30 cases, all acquired the disease via vertical transmission; the main clinical manifestations were fever, rash, petechiae, anemia, jaundice, tachycardia, and hepatomegaly; laboratory test: all had visible purpura due to thrombocytopenia; anti-infective treatment, platelet transfusion and symptomatic treatment were given, and all the 30 cases of infants were cured.
CONCLUSIONThe clinical manifestations of neonatal dengue fever are characterized by fever and the disorder of blood coagulation system. The course of disease is mild, lack of specific clinical symptoms, and the prognosis is good. Mother to infant vertical transmission of dengue virus is one of the ways of transmission.
China ; epidemiology ; Dengue ; epidemiology ; Female ; Humans ; Infant ; Infant, Newborn ; Infectious Disease Transmission, Vertical ; Male ; Pregnancy ; Prognosis ; Retrospective Studies ; Thrombocytopenia

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