1.Identification of radiation-sensitive genes using machine learning algorithms
Yizhe GAO ; Tianjing CAI ; Shuang LI ; Xuelei TIAN ; Cong XI ; Juan YAN ; Qingjie LIU
Chinese Journal of Radiological Health 2026;35(2):240-245
Objective To establish an analytical strategy covering multi-dataset processing, recursive feature elimination (RFE) screening and multi-model evaluation based on multiple machine learning algorithms, so as to screen radiation-sensitive genes and verify the feasibility of the evaluation strategy. Methods Qualified radiation transcriptome datasets were retrieved from public gene expression databases. Following standardized data preprocessing and feature preselection, 13 machine learning algorithms were adopted to construct models. The performance of each model was compared and validated in independent datasets. Results A total of 38 eligible datasets were included. Sixteen differentially expressed genes unreported in existing literature were screened out, among which ugcrhl, pdcl3, mct4, h2-g2 and fam120aos were correlated with radiation phenotypes. Ensemble learning algorithms including random forest and gradient boosting exhibited the optimal comprehensive performance. Independent dataset verification confirmed that the screened genes overlapped with known radiation-sensitive genes, and the model performance was consistent with the findings. Conclusion The machine learning strategy constructed in this study can effectively explore potential radiation-sensitive genes, and provides methodological support for subsequent relevant studies.
2.Identification of radiation-sensitive genes using machine learning algorithms
Yizhe GAO ; Tianjing CAI ; Shuang LI ; Xuelei TIAN ; Cong XI ; Juan YAN ; Qingjie LIU
Chinese Journal of Radiological Health 2026;35(2):240-245
Objective To establish an analytical strategy covering multi-dataset processing, recursive feature elimination (RFE) screening and multi-model evaluation based on multiple machine learning algorithms, so as to screen radiation-sensitive genes and verify the feasibility of the evaluation strategy. Methods Qualified radiation transcriptome datasets were retrieved from public gene expression databases. Following standardized data preprocessing and feature preselection, 13 machine learning algorithms were adopted to construct models. The performance of each model was compared and validated in independent datasets. Results A total of 38 eligible datasets were included. Sixteen differentially expressed genes unreported in existing literature were screened out, among which ugcrhl, pdcl3, mct4, h2-g2 and fam120aos were correlated with radiation phenotypes. Ensemble learning algorithms including random forest and gradient boosting exhibited the optimal comprehensive performance. Independent dataset verification confirmed that the screened genes overlapped with known radiation-sensitive genes, and the model performance was consistent with the findings. Conclusion The machine learning strategy constructed in this study can effectively explore potential radiation-sensitive genes, and provides methodological support for subsequent relevant studies.
3.Identification of radiation-sensitive genes using machine learning algorithms
Yizhe GAO ; Tianjing CAI ; Shuang LI ; Xuelei TIAN ; Cong XI ; Juan YAN ; Qingjie LIU
Chinese Journal of Radiological Health 2026;35(2):240-245
Objective To establish an analytical strategy covering multi-dataset processing, recursive feature elimination (RFE) screening and multi-model evaluation based on multiple machine learning algorithms, so as to screen radiation-sensitive genes and verify the feasibility of the evaluation strategy. Methods Qualified radiation transcriptome datasets were retrieved from public gene expression databases. Following standardized data preprocessing and feature preselection, 13 machine learning algorithms were adopted to construct models. The performance of each model was compared and validated in independent datasets. Results A total of 38 eligible datasets were included. Sixteen differentially expressed genes unreported in existing literature were screened out, among which ugcrhl, pdcl3, mct4, h2-g2 and fam120aos were correlated with radiation phenotypes. Ensemble learning algorithms including random forest and gradient boosting exhibited the optimal comprehensive performance. Independent dataset verification confirmed that the screened genes overlapped with known radiation-sensitive genes, and the model performance was consistent with the findings. Conclusion The machine learning strategy constructed in this study can effectively explore potential radiation-sensitive genes, and provides methodological support for subsequent relevant studies.
4.Analysis and prevention strategies for abnormal blood waste events in blood collection and supply processes
Kaiqiang LIU ; Huayou DAI ; Minyu HUA ; Tingting HU ; Weifei QIN ; Jixia ZHOU ; Xiaojing LIU ; Huaying CAI ; Chenghui LUO ; Shoubing ZHU ; Yanhua SHI ; Xi DENG ; Xia HUANG
Chinese Journal of Blood Transfusion 2026;39(8):1061-1066
Objective: To analyze the characteristics and key risk factors of abnormal blood disposal throughout the 2024-2025 blood collection and supply process based on nationwide multi-site monitoring data, develop a comprehensive prevention and control strategy across the entire chain, reduce preventable blood waste, and ensure clinical blood safety. Methods: According to the Guidelines for Haemovigilance (T/CSBT 001-2026), we extracted 74 cases of abnormal blood disposal events reported by the China Blood Transfusion Association′s Blood Safety Monitoring System from January 1 2024, to December 31 2025, and conducted descriptive statistical analysis on the distribution of events, types of deviations, root causes, and classifications of disposal manifestations. Results: A total of 664 adverse events related to blood collection and supply were reported over two years, with 74 cases involving discarded abnormal blood units, accounting for 11.1% of the total. Among these, blood component preparation (40.5%) and blood collection (37.8%) remained traditional high-risk stages. The proportion of blood waste occurring during storage, distribution, and transportation increased from 7.7% in 2024 to 34.3% in 2025. Deviations from standard operating procedures (SOP) by personnel were the primary cause, accounting for 74.3% of cases. Discarded blood units were categorized into four types: compromised closed blood bag systems (40 cases), mainly due to inadequate heat sealing, physical damage, or dropped bags; blood out of the cold chain (12 cases), primarily resulting from blood being left at work sites; imbalanced proportion of preservation solution (10 cases), mostly caused by blood collection volumes exceeding the standard capacity of blood bags; and other causes (12 cases). Conclusion: Human operational errors are the core cause of abnormal blood waste. The collection and preparation stages have long been at high-risk, and the risks in the storage and transportation stages have been increasing year by year. We should focus on standardizing personnel management, improving specialized operation norms such as heat sealing, transportation, and storage, establishing a full-process intelligent cold chain monitoring and multi-node visual verification mechanism, and systematically reducing the occurrence rate of abnormal blood waste through a closed-loop quality intervention system, thereby improving the utilization efficiency of voluntary blood donation resources.
5.RNF8 promotes DNA damage response through the ATM/CHK2 axis and affects cisplatin resistance in endometrial cancer cells
Cai Feifei ; Yang Tingting ; Shao Yang ; Ma Xin ; Qiang Ping ; Zhao Fang ; Xi Xingshu
Chinese Journal of Cancer Biotherapy 2026;33(8):830-839
[摘 要] 目的:探讨环指蛋白8(RNF8)对子宫内膜癌(EC)细胞顺铂(CDDP)敏感性的影响及可能机制。方法:基于在线数据库分析RNF8在EC组织中的表达及拷贝数变异;采用慢病毒介导shRNA稳定敲低Ishikawa细胞中RNF8表达并进行CDDP处理,按sh-NC+溶剂对照、sh-RNF8+溶剂对照、sh-NC + CDDP、sh-RNF8 + CDDP分组处理,并设置sh-RNF8 + CDDP + KU60019抑制实验。采用CCK-8、克隆形成、Annexin V-FITC/PI流式细胞术、Hoechst 33258/PI染色、WB及γ-H2AX免疫荧光检测细胞活力、克隆形成、凋亡、DNA损伤累积及ATM/CHK2通路相关蛋白表达。结果:RNF8在EC组织和细胞中表达升高。RNF8敲低降低细胞存活率和IC50,抑制克隆形成,并进一步增强CDDP诱导的凋亡;同时BAX、Cleaved-Caspase-3和γ-H2AX表达升高,BCL-2、p-ATM、p-CHK2和RAD21表达降低。KU60019处理进一步促进DNA损伤累积和细胞凋亡,并降低细胞活力。结论:RNF8可能通过ATM/CHK2轴促进DNA损伤应答并降低EC细胞对CDDP的敏感性;敲低RNF8可增加DNA损伤累积并增强CDDP敏感性。
6.Guidelines for the perioperative diagnosis and treatment of oncogene-driven non-small cell lung cancer (2026)
Weidong WANG ; Yongbin LIN ; Hui TIAN ; Gaofeng LI ; Shun XU ; Yongde LIAO ; Haitao MA ; Junfeng LIU ; Chundong GU ; Xiaolong YAN ; Shumin WANG ; Daqiang SUN ; Jianyang LIU ; Tao XUE ; Shaohua MA ; Zhigang LI ; Shuanghu YUAN ; Gen LIN ; Ling CAI ; Jianping ZHOU ; Wenzhao ZHONG ; Naixin LIANG ; Yi HAN ; Junfeng WANG ; Weidong ZHANG ; Xin WANG ; Lianjuan CHEN ; Lunxu LIU ; Xiuyi ZHI ; Lanjun ZHANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(09):1337-1353
Lung cancer constitutes the most prevalent and lethal malignant tumor in China. Approximately 85% of lung cancer diagnoses correspond to the non-small cell histological subtype [non-small cell lung cancer (NSCLC)]. Despite surgery being the mainstay for early-stage disease, postoperative recurrence remains high and adjuvant chemotherapy offers limited benefit. In recent years, targeted therapy has demonstrated substantial advantages in driver mutation-positive NSCLC. To this end, the Lung Cancer Medical Education Committee of the Chinese Medical Education Association developed guidelines based on a systematic review of evidence through November 2025, using the Grading of Recommendations, Assessment, Development and Evaluations (GRADE) approach and a modified Delphi method. Focusing on epidermal growth factor receptor (EGFR) and anaplastic lymphoma kinase (ALK), and addressing ROS proto-oncogene 1 (ROS1), B-Raf proto-oncogene serine/threonine kinase (BRAF) V600E mutation, and mesenchymal-epithelial transition factor (MET) exon 14 (METex14) skipping, the guideline covers molecular testing, neoadjuvant/adjuvant therapy, perioperative strategies, minimal residual disease monitoring, and postoperative surveillance. It defines testing requirements, specifies stage-directed and subtype-specific treatments, and standardizes minimal residual disease monitoring. These recommendations emphasize precision and feasibility to improve survival and quality of life.
7.Effect of Liangxue Tuizi Formula (凉血退紫方) on RAF/MEK/ERK Pathway in Skin Tissue and Serum NETs Biomarkers in Henoch-Schönlein Purpura Model Rats with Blood Heat Syndrome
Yingying JIANG ; Manxiang YANG ; Zhenhua YUAN ; Leying XI ; Mingyang CAI ; Diya MA ; Yifan LI ; Yuhang NIU ; Runze LIU ; Jiawen CAO ; Xilin CHEN ; Xianqing REN
Journal of Traditional Chinese Medicine 2025;66(23):2475-2483
ObjectiveTo investigate the potential mechanism of Liangxue Tuizi Formula (凉血退紫方, LXTZF) in treating Henoch-Schönlein Purpura (HSP) by examining its regulatory effect on neutrophil extracellular trap (NETs) dysregulation via the rapidly accelerated fibrosarcoma kinase (RAF)/mitogen-activated protein kinase (MEK)/extracellular signal-regulated kinase (ERK) signaling pathway. MethodsSeventy Wistar rats were randomly allocated into a blank control group (n=14) and a modeling group (n=56). Rats in the modelling group underwent an eight-week modelling period to establish HSP rat models with blood-heat syndrome via modified ovalbumin (OVA) induction method combined with oral administration of heat-property Chinese herbal medicine. Fifty successfully modeled rats were subsequently randomly divided into five groups (n=10 per group), model group, compound glycyrrhizin group, LXTZF group, RAF inhibitor group, and LXTZF + RAF agonist group. Additionally, 10 rats were selected from the original blank control group for the final experiment. From the 11th week of modelling, rats in the blank control group and the model group received 1 ml/(100 g·d) ultrapure water via oral administration, in addition to 0.5 ml/(kg·d) 0.9% sodium chloride solution via intraperitoneal injection. The LXTZF group and the compound glycyrrhizin group received 7.5 g/(kg·d) LXTZF granule suspension via gavage, 13.5 mg/(kg·d) compound glycyrrhizin suspension via gavage, respectively. The RAF inhibitor group received 1 mg/(kg·d) GW5074 suspension via intraperitoneal injection and ultrapure water via oral administration; the LXTZF + RAF agonist group received 7.5 g/(kg·d) LXTZF granule suspension via gavage and 1 mg/(kg·d) paclitaxel suspension via intraperitoneal injection. All administrations were performed once daily for 4 weeks. After intervention, skin tissue histopathology was examined by hematoxylin and eosin (H&E) staining, immunoglobulin A (IgA) deposition was assessed via immunofluorescence, serum levels of neutrophil elastase (NE), tumor necrosis factor-α (TNF-α), and vascular cell adhesion molecule-1 (VCAM-1) were measured using enzyme-linked immunosorbent assay (ELISA), serum myeloperoxidase (MPO) level was determined by a colorimetric assay; the mRNA expression levels of RAF, MEK, and ERK in skin tissue were detected by real-time quantitative polymerase chain reaction (RT-qPCR); and the protein expression of RAF, MEK, ERK, as well as phosphorylated MEK (p-MEK) and phosphorylated ERK (p-ERK), were analyzed by Western Blot. ResultsSkin tissue in the blank control group rats remained normal, whereas the model group exhibited neutrophil infiltration and haemorrhage with red blood cell rupture. In all drug intervention groups, neutrophil infiltration and haemorrhagic exudation reduced markedly, with LXTZF group demonstrating the most pronounced improvement. Compared with the blank control group, rats in the model group exhibited enhanced IgA fluorescence intensity in skin tissue, elevated serum levels of NE, MPO, TNF-α and VCAM-1, increased mRNA expression of RAF, MEK, ERK1 and ERK2, as well as heightened RAF protein levels and p-MEK/MEK and p-ERK/ERK ratios (P<0.05). Compared with the model group, the drug intervention groups exhibited reduced IgA fluorescence intensity in skin tissue, along with decreased serum levels of NE, MPO, TNF-α, and VCAM-1 (P<0.05). In LXTZF group and RAF inhibition groups, reduced mRNA expression of RAF, MEK, ERK1, and ERK2 was observed in rat skin tissue, alongside decreased RAF protein levels and reduced p-MEK/MEK and p-ERK/ERK ratios (P<0.05). Compared with LXTZF + RAF agonist group, the compound glycyrrhizin group, LXTZF group, and RAF inhibitior group exhibited reduced IgA fluorescence intensity in skin tissue, decreased serum NE, MPO, TNF-α, and VCAM-1 levels, and decreased MEK mRNA expression and p-MEK/MEK ratio (P<0.05). ConclusionThe potential mechanism by which LXTZF treats Henoch-Schönlein purpura with blood heat syndrome may involve blocking the RAF/MEK/ERK signaling pathway in skin tissue, and suppressing excessive formation of NETs, thereby reducing IgA deposition in dermal microvessels and attenuating systemic inflammatory responses.
8.Best essential surgical technique training course to improve surgical residents′ laparoscopic peritoneal suturing skills: a cohort study
Zhenghao CAI ; Haiqin SONG ; Jing SUN ; Pei XUE ; Luyang ZHANG ; Chao WU ; Hiju HONG ; Xi CHENG ; Sen ZHANG ; Minhua ZHENG ; Lu ZANG ; Ruijun PAN ; Jianwen LI ; Bo FENG
Journal of Surgery Concepts & Practice 2025;30(2):132-137
Objective To explore the effectiveness of an integrated laparoscopic simulation training course (best essential surgical technique training, BEST) in enhancing laparoscopic peritoneal suturing techniques in surgical residents.Methods As an integrated two-stage program, the BEST course applied basic laparoscopic training system with simple molds in phase Ⅰ training, and then adopted advanced laparoscopic training system, 3D Laparoscope and ex-vivo animal models in phase Ⅱ training. The laparoscopic suturing techniques were practiced in phase Ⅱ training. From August 2021 to July 2024, surgical residents in the second year of the national standardized training program were divided into pilot and control groups based on whether they had undergone the BEST course. Two cases of laparoscopic peritoneal suture were performed by the surgical residents under supervision in the department of gastrointestinal surgery. The operative time, quality of suture, and independent completion rate were compared between the two groups.Results A total of 33 surgical residents (19 in pilot group and 14 in control group) were included in this study, and a total of 66 cases of laparoscopic peritoneal suture were performed (38 in pilot group and 28 in control group). The operative time was significantly shorter in pilot group than that in control group (15.7 min vs. 17.5 min, P=0.025). The quality of suture was significantly better in pilot group compared to control group (P=0.023). In pilot group, all peritoneal sutures were performed by residents independently, whereas in control group, 3 cases (10.7%) were assisted by the supervisor, and the independent completion rate was different significantly (P=0.039).Conclusions The BEST course can help improve surgical residents′ laparoscopic peritoneal suturing techniques and could be promoted in the national standardized training program for surgical residents.
9.Clinical controversy and research progress of post-cholecystectomy syndrome
Yuzhao WU ; Jie CAI ; Shenhao CHEN ; Xi CHEN ; Yamin ZHENG
Journal of Surgery Concepts & Practice 2025;30(3):268-271
Post-cholecystectomy syndrome (PCS) encompasses persistent or new abdominal pain, bloating, and diarrhea following cholecystectomy. Our understanding of its etiology, diagnosis, and treatment has evolved significantly. This systematic review traced the conceptual progression of PCS and addressed clinical controversies, and reflections on diagnostic and therapeutic improvements. The definition of PCS has shifted from an anatomical focus (e.g., retained stones, biliary duct injury) to functional disorders (e.g., sphincter of Oddi dysfunction, abnormal bile acid metabolism, and psychosomatic factors). Current diagnosis strictly adheres to the Rome Ⅳ criteria, with an approximate prevalence of 10%. Historically broad diagnostic criteria explained the wide variability in reported incidence rates (5%-63%). Ambiguity persists regarding whether pre-existing symptoms persisting or evolving postoperatively should be attributed to PCS.Therapeutic approaches have transitioned from definitive surgical interventions for organic lesions to pharmacological management of functional dyspepsia. Given the inherent conceptual ambiguity in PCS, we proposed replacing PCS with post-cholecystectomy biliary dyspepsia (PCBD)—a term emphasizing its postoperative onset, functional dyspepsia characteristics, and exclusion of preoperative symptoms or non-biliary etiologies. The introduction of the concept of PCBD can help to unify diagnostic criteria, guide individualized treatment, and conduct in-depth research.
10.Transcatheter aortic valve implantation for native aortic valve regurgitation:single-centre experience
Xiao-xue ZHANG ; Yi FENG ; Xian-tao MA ; Yu-jie YANG ; Akilu WAJEEHULLAHI ; Chen-xi YAN ; Zi-yue ZHANG ; Zi-jun CHEN ; Bo QIN ; Shi-liang LI ; Cai CHENG
Chinese Journal of Interventional Cardiology 2025;33(1):33-41
Objective To evaluate the efficacy and safety of transcatheter aortic valve implantation(TAVI)for the treatment of primary aortic valve regurgitation(NAVR)and to compare the difference in the choice of prosthetic valve size and the difference in complications with aortic stenosis(AS).Methods According to the definition of Valve Academic Research Consortium(VARC-3),143 patients with NAVR/AS treated with TAVI and patients with NAVR treated with surgical aortic valve replacement(SAVR)at Tongji Hospital,Tongji Medical College,Huazhong University of Science and Technology,China,from March 2019 to September 2024 were selected,and clinical data on baseline,perioperative,and primary endpoint events were were retrospectively collected and compared.Results Forty-three patients with NAVR were treated with TAVI,with a device success rate of 86.0%and a surgical success rate of 95.3%.Subgroup comparisons:(1)NAVR-TAVI group than NAVR-SAVR group:patients in the TAVI group had a significantly shorter operative time than those in the SAVR group(P<0.001);complete left bundle branch block was more likely to occur after TAVI(P=0.042),and complete right bundle branch block was more likely to occur after SAVR(P=0.044).SAVR postoperatively The incidence of congestive heart failure was higher(P=0.013),and the mortality rate was significantly higher in the SAVR group than in the TAVI group(P=0.019).(2)NAVR-TAVI group than AS-TAVI group:the differences in access selection,THV size[28(22,34)mm vs.24(22,32)mm,P=0.044]and proportion of THV overdiameter[14%(7%,20%)vs.7%(3%,11%),P<0.001]were statistically significant.patients in AS and NAVR groups had 1 case of permanent pacing after TAVI treatment.In the AS and NAVR groups,there was 1 case of permanent pacemaker implantation after TAVI.2 patients in the AS group were converted to surgical treatment,and 6 patients died.Conclusions The use of"off-label"(transfemoral)and"on-label"(transapical)TAVI devices(both from domestic sources)is safer than SAVR for the treatment of NAVR,especially in elderly and high-risk patients.Compared with patients with AS treated with TAVI,larger diameter annulas are usually selected for NAVR,with higher rates of valve migration,but overall safety and efficacy are comparable to AS.

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