1.Integrated Transcriptomic Landscape and Deep Learning Based Survival Prediction in Uterine Sarcomas
Yaolin SONG ; Guangqi LI ; Zhenqi ZHANG ; Yinbo LIU ; Huiqing JIA ; Chao ZHANG ; Jigang WANG ; Yanjiao HU ; Fengyun HAO ; Xianglan LIU ; Yunxia XIE ; Ding MA ; Ganghua LI ; Zaixian TAI ; Xiaoming XING
Cancer Research and Treatment 2025;57(1):250-266
Purpose:
The genomic characteristics of uterine sarcomas have not been fully elucidated. This study aimed to explore the genomic landscape of the uterine sarcomas (USs).
Materials and Methods:
Comprehensive genomic analysis through RNA-sequencing was conducted. Gene fusion, differentially expressed genes (DEGs), signaling pathway enrichment, immune cell infiltration, and prognosis were analyzed. A deep learning model was constructed to predict the survival of US patients.
Results:
A total of 71 US samples were examined, including 47 endometrial stromal sarcomas (ESS), 18 uterine leiomyosarcomas (uLMS), three adenosarcomas, two carcinosarcomas, and one uterine tumor resembling an ovarian sex-cord tumor. ESS (including high-grade ESS [HGESS] and low-grade ESS [LGESS]) and uLMS showed distinct gene fusion signatures; a novel gene fusion site, MRPS18A–PDC-AS1 could be a potential diagnostic marker for the pathology differential diagnosis of uLMS and ESS; 797 and 477 uterine sarcoma DEGs (uDEGs) were identified in the ESS vs. uLMS and HGESS vs. LGESS groups, respectively. The uDEGs were enriched in multiple pathways. Fifteen genes including LAMB4 were confirmed with prognostic value in USs; immune infiltration analysis revealed the prognositic value of myeloid dendritic cells, plasmacytoid dendritic cells, natural killer cells, macrophage M1, monocytes and hematopoietic stem cells in USs; the deep learning model named Max-Mean Non-Local multi-instance learning (MMN-MIL) showed satisfactory performance in predicting the survival of US patients, with the area under the receiver operating curve curve reached 0.909 and accuracy achieved 0.804.
Conclusion
USs harbored distinct gene fusion characteristics and gene expression features between HGESS, LGESS, and uLMS. The MMN-MIL model could effectively predict the survival of US patients.
2.Integrated Transcriptomic Landscape and Deep Learning Based Survival Prediction in Uterine Sarcomas
Yaolin SONG ; Guangqi LI ; Zhenqi ZHANG ; Yinbo LIU ; Huiqing JIA ; Chao ZHANG ; Jigang WANG ; Yanjiao HU ; Fengyun HAO ; Xianglan LIU ; Yunxia XIE ; Ding MA ; Ganghua LI ; Zaixian TAI ; Xiaoming XING
Cancer Research and Treatment 2025;57(1):250-266
Purpose:
The genomic characteristics of uterine sarcomas have not been fully elucidated. This study aimed to explore the genomic landscape of the uterine sarcomas (USs).
Materials and Methods:
Comprehensive genomic analysis through RNA-sequencing was conducted. Gene fusion, differentially expressed genes (DEGs), signaling pathway enrichment, immune cell infiltration, and prognosis were analyzed. A deep learning model was constructed to predict the survival of US patients.
Results:
A total of 71 US samples were examined, including 47 endometrial stromal sarcomas (ESS), 18 uterine leiomyosarcomas (uLMS), three adenosarcomas, two carcinosarcomas, and one uterine tumor resembling an ovarian sex-cord tumor. ESS (including high-grade ESS [HGESS] and low-grade ESS [LGESS]) and uLMS showed distinct gene fusion signatures; a novel gene fusion site, MRPS18A–PDC-AS1 could be a potential diagnostic marker for the pathology differential diagnosis of uLMS and ESS; 797 and 477 uterine sarcoma DEGs (uDEGs) were identified in the ESS vs. uLMS and HGESS vs. LGESS groups, respectively. The uDEGs were enriched in multiple pathways. Fifteen genes including LAMB4 were confirmed with prognostic value in USs; immune infiltration analysis revealed the prognositic value of myeloid dendritic cells, plasmacytoid dendritic cells, natural killer cells, macrophage M1, monocytes and hematopoietic stem cells in USs; the deep learning model named Max-Mean Non-Local multi-instance learning (MMN-MIL) showed satisfactory performance in predicting the survival of US patients, with the area under the receiver operating curve curve reached 0.909 and accuracy achieved 0.804.
Conclusion
USs harbored distinct gene fusion characteristics and gene expression features between HGESS, LGESS, and uLMS. The MMN-MIL model could effectively predict the survival of US patients.
3.Integrated Transcriptomic Landscape and Deep Learning Based Survival Prediction in Uterine Sarcomas
Yaolin SONG ; Guangqi LI ; Zhenqi ZHANG ; Yinbo LIU ; Huiqing JIA ; Chao ZHANG ; Jigang WANG ; Yanjiao HU ; Fengyun HAO ; Xianglan LIU ; Yunxia XIE ; Ding MA ; Ganghua LI ; Zaixian TAI ; Xiaoming XING
Cancer Research and Treatment 2025;57(1):250-266
Purpose:
The genomic characteristics of uterine sarcomas have not been fully elucidated. This study aimed to explore the genomic landscape of the uterine sarcomas (USs).
Materials and Methods:
Comprehensive genomic analysis through RNA-sequencing was conducted. Gene fusion, differentially expressed genes (DEGs), signaling pathway enrichment, immune cell infiltration, and prognosis were analyzed. A deep learning model was constructed to predict the survival of US patients.
Results:
A total of 71 US samples were examined, including 47 endometrial stromal sarcomas (ESS), 18 uterine leiomyosarcomas (uLMS), three adenosarcomas, two carcinosarcomas, and one uterine tumor resembling an ovarian sex-cord tumor. ESS (including high-grade ESS [HGESS] and low-grade ESS [LGESS]) and uLMS showed distinct gene fusion signatures; a novel gene fusion site, MRPS18A–PDC-AS1 could be a potential diagnostic marker for the pathology differential diagnosis of uLMS and ESS; 797 and 477 uterine sarcoma DEGs (uDEGs) were identified in the ESS vs. uLMS and HGESS vs. LGESS groups, respectively. The uDEGs were enriched in multiple pathways. Fifteen genes including LAMB4 were confirmed with prognostic value in USs; immune infiltration analysis revealed the prognositic value of myeloid dendritic cells, plasmacytoid dendritic cells, natural killer cells, macrophage M1, monocytes and hematopoietic stem cells in USs; the deep learning model named Max-Mean Non-Local multi-instance learning (MMN-MIL) showed satisfactory performance in predicting the survival of US patients, with the area under the receiver operating curve curve reached 0.909 and accuracy achieved 0.804.
Conclusion
USs harbored distinct gene fusion characteristics and gene expression features between HGESS, LGESS, and uLMS. The MMN-MIL model could effectively predict the survival of US patients.
4.Analysis of the nonlinear relationship between hypothermic machine perfusion parameters and delayed graft function and construction of an optimized predictive model based on sampling algorithms
Boqing DONG ; Chongfeng WANG ; Yuting ZHAO ; Huanjing BI ; Ying WANG ; Jingwen WANG ; Zuhan CHEN ; Ruiyang MA ; Wujun XUE ; Yang LI ; Xiaoming DING
Organ Transplantation 2025;16(4):582-590
Objective To analyze the nonlinear relationship between hypothermic machine perfusion (HMP) parameters and delayed graft function (DGF) and optimize the construction of a predictive model for DGF. Methods The data of 923 recipients who underwent kidney transplantation from deceased donors were retrospectively analyzed. According to the occurrence of DGF, the recipients were divided into DGF group (n=823) and non-DGF group (n=100). Donor data, HMP parameters and recipient data were analyzed for both groups. The nonlinear relationship between HMP parameters and the occurrence of DGF was explored based on restricted cubic splines (RCS). Over-sampling, under-sampling and balanced sampling were used to address the imbalance in the proportion of DGF to construct logistic regression predictive models. The area under the curve (AUC) of each model was compared in the validation set, and a nomogram model was constructed. Results Donor BMI, cold ischemia time of the donor kidney, and HMP parameters (initial and final pressures, resistance, and perfusion time) were significantly different between the DGF and non-DGF groups (all P<0.05). The RCS analysis revealed a threshold-like nonlinear relationship between HMP parameters and the risk of DGF. Among the models constructed using different sampling methods, the balanced sampling model had the highest AUC. Using this model, a nomogram was constructed to stratify recipients based on risk scores. Recipients in the high-risk group had higher serum creatinine levels at 1, 6, and 12 months after kidney transplantation compared to those in the low-risk group (all P<0.05). Conclusions There is a nonlinear relationship between HMP parameters and the risk of DGF, and the threshold is helpful for organ quality assessment and monitoring of graft function after transplantation. The predictive model for DGF constructed on the base of balanced sampling algorithms helps perioperative decision-making and postoperative graft function monitoring of kidney transplantation.
5.Applications and prospects of graphene and its derivatives in bone repair.
Zhipo DU ; Yizhan MA ; Cunyang WANG ; Ruihong ZHANG ; Xiaoming LI
Chinese Journal of Reparative and Reconstructive Surgery 2025;39(1):106-117
OBJECTIVE:
To summarize the latest research progress of graphene and its derivatives (GDs) in bone repair.
METHODS:
The relevant research literature at home and abroad in recent years was extensively accessed. The properties of GDs in bone repair materials, including mechanical properties, electrical conductivity, and antibacterial properties, were systematically summarized, and the unique advantages of GDs in material preparation, functionalization, and application, as well as the contributions and challenges to bone tissue engineering, were discussed.
RESULTS:
The application of GDs in bone repair materials has broad prospects, and the functionalization and modification technology effectively improve the osteogenic activity and material properties of GDs. GDs can induce osteogenic differentiation of stem cells through specific signaling pathways and promote osteogenic activity through immunomodulatory mechanisms. In addition, the parameters of GDs have significant effects on the cytotoxicity and degradation behavior.
CONCLUSION
GDs has great potential in the field of bone repair because of its excellent physical and chemical properties and biological properties. However, the cytotoxicity, biodegradability, and functionalization strategies of GDs still need to be further studied in order to achieve a wider application in the field of bone tissue engineering.
Graphite/pharmacology*
;
Tissue Engineering/methods*
;
Humans
;
Osteogenesis/drug effects*
;
Biocompatible Materials/pharmacology*
;
Bone Regeneration
;
Tissue Scaffolds/chemistry*
;
Cell Differentiation
;
Bone and Bones
;
Bone Substitutes/chemistry*
;
Animals
6.PDZ-binding kinase as a prognostic biomarker for pancreatic cancer: a pan-cancer analysis and validation in pancreatic adenocarcinoma cells.
Jinguo WANG ; Yang MA ; Zhaoxin LI ; Lifei HE ; Yingze HUANG ; Xiaoming FAN
Journal of Southern Medical University 2025;45(10):2210-2222
OBJECTIVES:
To investigate the prognostic significance of PDZ-binding kinase (PBK) in pan-cancer and its potential as a therapeutic target for pancreatic cancer.
METHODS:
PBK expression levels were investigated in 33 cancer types based on data from TCGA, GEO and CPTAC databases. RT-PCR and Western blotting were employed to examine PBK expression in clinical pancreatic cancer specimens and cell lines. The diagnostic and prognostic value of PBK in pancreatic cancer was evaluated using survival analysis, Cox regression analysis, ROC curve analysis, and clinical correlation studies. Gene enrichment and immune correlation analyses were conducted to explore the potential role of PBK in tumor microenvironment, and its correlation with drug sensitivity was investigated using GDSC and CTRP datasets. In pancreatic cancer BXPC-3 cells, the effects of lentivirus-mediated PBK knockdown on cell proliferation, migration, and invasion were examined using CCK-8, colony formation, and Transwell assays. The interaction between PBK and non-SMC condensin II complex subunit G2 (NCAPG2) was analyzed using co-immunoprecipitation and Western blotting.
RESULTS:
PBK was overexpressed in multiple cancer types, including pancreatic cancer. A high PBK expression was associated with a poor prognosis of the patients and correlated with immune infiltration and alterations in the tumor microenvironment. Elevated PBK expression was positively correlated with the sensitivity to MEK inhibitors (Trametinib) and EGFR inhibitors (Afatinib) but negatively with the sensitivity to Bcl-2 inhibitors (TW37) and niclosamide. In BXPC-3 cells, PBK knockdown significantly suppressed NCAPG2 expression and inhibited cell proliferation, migration, and invasion. Co-immunoprecipitation confirmed a direct binding between PBK and NCAPG2.
CONCLUSIONS
PBK is a key regulator of pancreatic cancer and interacts with NCAPG2 to promote tumor progression, suggesting its value as a potential biomarker and therapeutic target for pancreatic cancer.
Humans
;
Pancreatic Neoplasms/genetics*
;
Prognosis
;
Biomarkers, Tumor/genetics*
;
Cell Line, Tumor
;
Cell Proliferation
;
Adenocarcinoma/metabolism*
;
Tumor Microenvironment
;
Cell Movement
;
Mitogen-Activated Protein Kinase Kinases
7.Transseptal Puncture Guided by Transthoracic Echocardiography in Percutaneous Transcatheter Closure of Patent Foramen Ovale
Zhen MA ; Xiaoming LI ; Hang YANG ; Yichen GONG ; Yuanhao FU ; Xinpeng JIANG ; Zhe ZHANG ; Yu FU
Chinese Journal of Minimally Invasive Surgery 2024;24(8):540-544
Objective To assess the safety of transeptal puncture(TSP)guided by transthoracic echocardiography(TEE)in percutaneous transcatheter closure of patent foramen ovale(PFO).Methods From March 2022 to December 2022,our department performed TSP guided by TEE in 45 patients with PFO who were unable to pass through the PFO with transcatheter standard technique.After guiding the delivery of the sheath,the foramen ovale was occluded.Results PFO closure with TSP technique guided by transthoracic echocardiography was successfully finished in all the 45 patients,with an operative time of(15.0±3.7)min.No complications such as arrhythmia or cardiac perforation happened immediately and at 12 h after surgery.All the patients recovered and were discharged on the next day after surgery.All the 45 patients were followed up by outpatient echocardiography and dynamic electrocardiogram at 3 months after surgery,and no complications such as intracardiac shunt,pericardial effusion,atrial fibrillation,aortic regurgitation,or arrhythmia were observed.Conclusion TSP guided by TEE is safe and feasible,and it can be used as a supplementary method for complex PFO.
8.Epigallocatechin gallate attenuates intestinal injury in sepsis by inhibiting apoptosis
Weiwei HUANG ; Tao MA ; Zhihua LI ; Yi WANG ; Xiaoming GAO ; Xiangyou YU
Chinese Journal of Emergency Medicine 2024;33(4):529-535
Objective:To observe the effect of epigallocatechin gallate (EGCG) on intestinal injury in sepsis, and to investigate the effect on endoplasmic reticulum stress (ERS) apoptotic pathway.Methods:Sixty male SD rats were selected and divided into five groups according to the randomized numeric table method: the sham operation group (Sham group), the cecal ligation and puncture sepsis group (CLP group), the sepsis+EGCG low-dose group (postoperative intraperitoneal injection of EGCG 25 mg/kg, EL group), the sepsis+EGCG medium-dose group (postoperative intraperitoneal injection of EGCG 50 mg/kg, EM group), and sepsis+EGCG high-dose group (postoperative intraperitoneal injection of EGCG 75 mg/kg, EH group), each group with 12 rats. The rats in each group were executed 24 h after modeling and specimens were collected. Inflammatory factors in serum were detected by enzyme-linked immunosorbent assay. Pathological changes of ileum were observed under light microscope after hematoxylin eosin staining and evaluated according to the Chiu's score. The intestinal tissues were stained for tight junction protein-1 (CLDN1, Claudin-1), phosphorylated protein kinase R-like endoplasmic reticulum kinase (p-PERK), protein kinase RNA-like endoplasmic reticulum kinase (PERK), cysteinyl aspartate specific protein-12 (Caspase-12), and CCAAT enhancer-binding protein homologous protein (C/EBP-homologous protein antibody, CHOP) protein expression was detected by protein immunoblotting assay. The positive areas of Claudin-1, p-PERK, CHOP, and Caspase-12 in intestinal tissue were detected by immunohistochemistry.Results:Compared with the Sham group, the serum levels of interleukin (IL)-1β, IL-6, tumor necrosis factor-α, and the Chiu's score of rats in the CLP group were increased (all P<0.05). The ileal mucosal tissues showed reduced expression of Claudin-1, ERS apoptosis-associated protein p-PERK, CHOP, and Caspase-12 expression were increased (all P<0.05). Compared with the CLP group, the intestinal injury in rats was alleviated after the administration of low, medium and high dose EGCG intervention (all P<0.05). The serum inflammatory factor level, Chiu's score and the protein expression level and positive area of ERS apoptosis-related proteins, p-PERK, CHOP, and Caspase-12 in the small intestinal tissues of EL group were further reduced compared with that of the CLP group were further decreased, and EM group was further decreased than EL group, and EH group was further decreased than EM group (all P<0.05). The protein expression level and positive area of Claudin-1 in small intestinal tissues of EL group were further increased compared with that of CLP group (both P<0.05), and EM group was further increased compared with that of EL group and EH group was further increased compared with EM group (all P<0.05). Conclusions:EGCG may have a protective effect on intestinal injury in septic rats by inhibiting the activation of ERS-induced apoptotic pathway, and the efficacy of high-dose EGCG has a better effect.
9.Determination of tryptophan metabolite levels in serum and urine from adolescents with depression by liquid chromatogra-phy-tandem mass spectrometry
Mengmeng MA ; Xiaoming TENG ; Liu LU ; Zhihan YE ; Ming ZONG
Chinese Journal of Clinical Laboratory Science 2024;42(8):561-566
Objective To observe and compare the concentrations of tryptophan-kynurenine pathway metabolites in serum and urine of adolescents with depression individuals using liquid chromatography-tandem mass spectrometry(LC-MS/MS).Methods The major metabolites in this pathway,such as tryptophan(TRP),kynurenine(KYN),kynurenic acid(KYNA),and 3-hydroxykynurenine(3-HK)were quantitatively analyzed using isotope-labeled internal standards.The separation was achieved using a Shimadzu C18 col-umn with gradient elution of 0.2%aqueous acid and acetonitrile.The detection was performed within 7 minutes using positive ion mode and multiple reaction monitoring(MRM).The parameters,such as linear range and precision were evaluated to assess reliability of the method.Subsequently,this method was applied to detect and compare the results in the samples of serum and urine from 143 adoles-cents with depression and 110 healthy controls.Results Taking TRP as the example,the linear ranges for serum and urine were 0.54 to 107.84 μmol/L and 0.74 to 147.06 μmol/L,respectively.The intra-batch coefficient of variation(CV)was ≤6.3%,the inter-batch CV was ≤3.22%,and the total laboratory CV was ≤6.5%.The results showed the KYNA,KYN and TRP levels were lower in the de-pression group compared to the control group,while 3-HK levels were higher in the depression group with statistical significance(P<0.01).Apart from TRP,the levels of other metabolites were significantly higher in urine than those in serum,with statistical signifi-cance(P<0.01).Conclusion Compared to the results of serum,the concentrations of TRP metabolites,including KYN,KYNA and 3-HK were higher than those in urine.The concentrations of TRP-KP metabolites in urine,i.e.,KYN,KYNA and 3-HK were higher than those in serum,and the detection of TRP-KP metabolites in urine may offer a greater advantage because the urine collection process is non-invasive.
10.Efficacy analysis of precise and empirical bismuth-containing quadruple therapy guided by clarithromycin sensitivity testing in the first eradication of Helicobacter pylori in Ningxia
Chengcheng FENG ; Linke MA ; Jun LIU ; Xue LI ; Xiaoming SU ; Yuanyuan TANG ; Xiaofei LI ; Yanling LI ; Qiang WEI ; Zhanbin HOU ; Xilong ZHANG ; Shengjuan HU
Chinese Journal of Digestion 2024;44(5):302-307
Objective:To explore the efficacy of precise and empirical bismuth-containing quadruple therapy guided by clarithromycin sensitivity testing in the first eradication of Helicobacter pylori ( H. pylori) in Ningxia. Methods:From August 12, 2022 to March 22, 2023, 600 patients diagnosed as H. pylori-positive by 14C-urea breath test ( 14C-UBT) for the first time in People′s Hospital of Ningxia Hui Autonomous Region, Ningnan Hospital of People′s Hospital of Ningxia Hui Autonomous Region, Zhongwei People′s Hospital, Yanchi County People′s Hospital, and Pingluo People′s Hospital were selected, and divided into empirical treatment group (hereinafter referred to as the empirical group), genetic testing group (hereinafter referred to as the genetic group), and drug sensitivity testing group (hereinafter referred to as the drug sensitivity group) by using random number table with 200 patients in each group. The empirical group did not undergo drug sensitivity testing and genetic testing, while the genetic and drug sensitivity groups were confirmed to be sensitive to clarithromycin through genetic testing and drug sensitivity testing, and the patients with drug-resistant were excluded, respectively. All the patients of the 3 groups received the same clarithromycin bismuth-containing quadruple therapy. Intention-to-treat (ITT) and per-protocol (PP) analyses were performed to compare the eradication rates of H. pylori among 3 groups. Cost-effectiveness ratio (CER) and incremental cost-effectiveness ratio (ICER) were used for cost-effectiveness and sensitivity analysis based on the ITT. Chi-square test was used for statistical analysis. Results:There were 200, 126, and 168 patients included in the empirical group, genetic group, and drug sensitivity group in ITT analysis, and 190, 123, and 164 patients were enrolled in the 3 groups in PP analysis, respectively. The results of ITT analysis showed that the eradication rates of H. pylori in the empirical group, genetic group, and drug sensitivity group were 80.5% (161/200), 94.4% (119/126), and 95.2% (160/168), respectively. The results of PP analysis indicated that the eradication rates of H. pylori in the 3 groups were 84.7% (161/190), 96.7% (119/123), and 97.6% (160/164), respectively, and the differences were statistically significant ( χ2=25.39 and 24.93, both P<0.001). The H. pylori eradication rates of genetic group and drug sensitivity group were both higher than that of empirical group in ITT and PP analysis( χ2=12.40, 17.80, 11.42, and 17.13; all P<0.001). The cost-effectiveness analysis showed that the direct treatment cost of the empirical group, genetic group, and drug sensitivity group was 400.8, 729.2, and 779.2 yuan, respectively, and the CER was 4.98, 7.72, and 8.18 yuan/%, respectively. Compared to the empirical group, the ICER of the genetic group and drug sensitivity group was 23.6 and 25.7 yuan/%, respectively. The sensitivity analysis demonstrated that, when the cost of genetic testing reduced or increased by 20%, the ICER of the genetic group compared to the empirical group was 21.8 or 25.5 yuan/%, respectively. When the cost of drug sensitivity testing reduced or increased by 20%, the ICER of the drug sensitivity group compared to the empirical group was 23.3 or 28.2 yuan/%. When the cost of gastroscopy reduced or increased by 20%, the ICER of the genetic group compared to the empirical group was 20.8 or 26.5 yuan/%, and the ICER of the drug sensitivity group compared to the empirical group was 23.0 or 28.4 yuan/%, respectively. Conclusion:In Ningxia, if the clarithromycin bismuth-containing quadruple regimen is applied as the first H. pylori eradication regimen, in order to achieve the clinical eradication efficacy of H. pylori, and the patients can accept an additional payment of 23.6 or 25.7 yuan for each 1% increasing in the H. pylori eradication rate, then the precision treatment after clarithromycin resistance test is recommended.

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