1.Expert consensus on the application of artificial intelligence in lung cancer screening, diagnosis, and treatment (2026 edition)
Wenzhao ZHONG ; Haibo WANG ; Yi HU ; Hao ZHANG ; Jigang DAI ; Junqiang FAN ; Guibin QIAO ; Fan YANG ; Jian HU ; Fengwei TAN ; Xuening YANG ; Qiang PU ; Zihao CHEN ; Hongxia TIAN ; Lunxu LIU ; Hecheng LI ; Xiaolong YAN ; Zongyang YU ; Zhenbin QIU ; Yihua SUN ; Jing HU ; Yuhang SHI ; Zhifei GUO ; Peng ZHANG ; Kezhong CHEN ; Shugeng GAO ; Yilong WU
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(06):848-856
With the continuous deepening of the concept of precision diagnosis and treatment for lung cancer, how to achieve higher efficiency and accuracy in the screening, diagnosis, and treatment pathways in clinical practice has become an important issue that urgently needs to be overcome. The current clinical difficulty lies in the fact that despite continuous advancements in imaging and molecular diagnostic technologies, there are still limitations in manual efficiency and subjective experience when it comes to massive data analysis and multi-scale feature extraction. Artificial intelligence (AI), especially algorithm systems based on deep learning, is an innovative technology capable of deeply empowering medical big data. This method utilizes algorithms such as convolutional neural networks, combined with radiomics, pathomics, and multi-modal data fusion analysis, demonstrating immense potential in early precise detection and benign-malignant differentiation of pulmonary nodules, digital pathological subtype recognition and non-invasive prediction of driver genes, precise 3D surgical planning and automatic delineation of radiotherapy target volumes, as well as dynamic risk warning during follow-up. This innovative technology provides a brand-new solution for realizing intelligent and individualized lung cancer diagnosis and treatment models. This consensus, based on the latest evidence from evidence-based medicine and combined with the development trends in the AI field and real-world clinical needs, was ultimately formed by gathering the consensus opinions of multidisciplinary experts in radiology, pathology, thoracic surgery, and other fields. The main content covers the application specifications of AI in the three core scenarios of lung cancer screening, diagnosis, and treatment, the technical standards for data collection and algorithm validation, as well as the ethical and regulatory challenges faced at the current stage. It aims to clarify the applicable boundaries of AI as a clinical auxiliary decision support tool, providing scientific guidance and standardized exploration directions for peers currently engaged in or planning to carry out AI-assisted clinical diagnosis, treatment, and translation of lung cancer.
2.Polydatin Inhibits the Proliferation,Migration and Invasion of Osteosarcoma Cells Induced by M2 Macrophages via the PI3K/AKT Pathway
Yu SUN ; Mingzhen ZHAO ; Li LIU ; Lijun LIU ; Yandong NIU ; Liyuan LIU ; Lixin SUN ; Yilong ZHANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(11):3266-3275
Objective Based on the phosphatidylinositol kinase(PI3K)/protein kinase B(AKT)pathway and M2 polarization of macrophages,the effects of polydatin on malignant phenotype of osteosarcoma cells were investigated.Methods The macrophages were divided into M0 group,M2 group,polydatin group,and polydatin+PI3K pathway agonist 740Y-P group.The expression of arginase-1(Arg-1)and CD206 mRNAs and proteins in macrophages were detected by RT-qPCR and Western blot.Western blot was used to detect p-PI3K/PI3K and p-AKT/AKT protein expression in macrophages.The osteosarcoma cells MG-63 were divided into control group,control group(RPMI-1640 medium culture),CM-M0 group(M0 group M0 macrophage supernatant is collected for osteosarcoma cells),CM-M2 group(M2 group M2 macrophage supernatant is collected for osteosarcoma cells),CM-polydatin group(M2 macrophage supernatant in the polydatin group was collected on osteosarcoma cells),and CM-polydatin+740Y-P group(M2 macrophage supernatant was collected on osteosarcoma cells in the CM-polydatin+740Y-P group).Edu staining assay was used to detect the proliferation of MG-63 cells.Scratches and Transwell assays were used to detect the migration and invasion of MG-63 cells.Results Compared with the M0 group,the Arg-1,CD206,IL-10,p-PI3K/PI3K,p-AKT/AKT increased in the M2 group significantly(P<0.05).Compared with the M2 group,the Arg-1,CD206,IL-10,p-PI3K/PI3K,p-AKT/AKT decreased in the polydatin group significantly(P<0.05).Compared with the polydatin group,the Arg-1,CD206,IL-10,p-PI3K/PI3K,p-AKT/AKT increased in the polydatin+740Y-P group significantly(P<0.05).Compared with the CM-M0 group,the proportion of Edu-positive cells in the CM-M2 group increased significantly(P<0.05),and MG-63 cell migration and invasion rates increased significantly(P<0.05).Compared with the CM-M2 group,the proportion of Edu-positive cells in the CM-polydatin group decreased significantly(P<0.05),and MG-63 cell migration and invasion rates decreased significantly(P<0.05).Compared with the CM-polydatin group,the proportion of Edu-positive cells in the CM-polydatin+740Y-P group increased significantly(P<0.05),and MG-63 cell migration and invasion rates increased significantly(P<0.05).Conclusion Polygonum cuspidatum can inhibit the proliferation,migration and invasion of osteosarcoma cells by inhibiting the M2 polarization of macrophages,and its mechanism may be related to the inhibition of PI3K/AKT signaling pathway.
3.Polydatin Inhibits the Proliferation,Migration and Invasion of Osteosarcoma Cells Induced by M2 Macrophages via the PI3K/AKT Pathway
Yu SUN ; Mingzhen ZHAO ; Li LIU ; Lijun LIU ; Yandong NIU ; Liyuan LIU ; Lixin SUN ; Yilong ZHANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(11):3266-3275
Objective Based on the phosphatidylinositol kinase(PI3K)/protein kinase B(AKT)pathway and M2 polarization of macrophages,the effects of polydatin on malignant phenotype of osteosarcoma cells were investigated.Methods The macrophages were divided into M0 group,M2 group,polydatin group,and polydatin+PI3K pathway agonist 740Y-P group.The expression of arginase-1(Arg-1)and CD206 mRNAs and proteins in macrophages were detected by RT-qPCR and Western blot.Western blot was used to detect p-PI3K/PI3K and p-AKT/AKT protein expression in macrophages.The osteosarcoma cells MG-63 were divided into control group,control group(RPMI-1640 medium culture),CM-M0 group(M0 group M0 macrophage supernatant is collected for osteosarcoma cells),CM-M2 group(M2 group M2 macrophage supernatant is collected for osteosarcoma cells),CM-polydatin group(M2 macrophage supernatant in the polydatin group was collected on osteosarcoma cells),and CM-polydatin+740Y-P group(M2 macrophage supernatant was collected on osteosarcoma cells in the CM-polydatin+740Y-P group).Edu staining assay was used to detect the proliferation of MG-63 cells.Scratches and Transwell assays were used to detect the migration and invasion of MG-63 cells.Results Compared with the M0 group,the Arg-1,CD206,IL-10,p-PI3K/PI3K,p-AKT/AKT increased in the M2 group significantly(P<0.05).Compared with the M2 group,the Arg-1,CD206,IL-10,p-PI3K/PI3K,p-AKT/AKT decreased in the polydatin group significantly(P<0.05).Compared with the polydatin group,the Arg-1,CD206,IL-10,p-PI3K/PI3K,p-AKT/AKT increased in the polydatin+740Y-P group significantly(P<0.05).Compared with the CM-M0 group,the proportion of Edu-positive cells in the CM-M2 group increased significantly(P<0.05),and MG-63 cell migration and invasion rates increased significantly(P<0.05).Compared with the CM-M2 group,the proportion of Edu-positive cells in the CM-polydatin group decreased significantly(P<0.05),and MG-63 cell migration and invasion rates decreased significantly(P<0.05).Compared with the CM-polydatin group,the proportion of Edu-positive cells in the CM-polydatin+740Y-P group increased significantly(P<0.05),and MG-63 cell migration and invasion rates increased significantly(P<0.05).Conclusion Polygonum cuspidatum can inhibit the proliferation,migration and invasion of osteosarcoma cells by inhibiting the M2 polarization of macrophages,and its mechanism may be related to the inhibition of PI3K/AKT signaling pathway.
4.The predictive value of rectus abdominis area and visceral fat distribution for the risk of surgical site infection after open radical surgery for hepatocellular carcinoma
Yanhao SUN ; Yi ZHOU ; Yilong HU
The Journal of Practical Medicine 2025;41(10):1445-1452
Objective To investigate the effects of rectus abdominis area(RAA),visceral fat area(VFA),and the ratio of visceral to subcutaneous fat area(V/S ratio)on the risk of surgical site infection(SSI)following open radical surgery for hepatocellular carcinoma(HCC)and their predictive value in the perioperative period and potential utility for intervention.Methods In this retrospective case-control study,280 patients who underwent open radical HCC surgery between December 2019 and October 2024 were included.After excluding 17 patients due to incomplete data or other exclusion criteria,the remaining 263 patients were categorized into two groups:66 in the SSI group and 197 in the non-SSI group.VFA,subcutaneous fat area(SFA),and RAA were quantified using preoperative abdominal computed tomography(CT)scans.Propensity score matching was performed to create two well-balanced cohorts,each consisting of 59 patients.Multivariate logistic regression analysis and receiver operating characteristic(ROC)curve analysis were conducted to identify and evaluate potential risk factors for SSIs.Additionally,a nomogram was developed to assess the predictive performance of these risk factors through ROC curve analysis,calibration plots,and decision curve analysis.Results Preoperative laboratory results revealed significantly elevated white blood cell counts,C-reactive protein levels,and procalcitonin in the SSI group,along with reduced hemoglobin and serum albumin levels compared to the control group(P=0.003).Imaging analyses demonstrated markedly increased RAA(P=0.032),VFA(P=0.015),and V/S ratio(P=0.002)in the SSI group.Univariate and multivariate logistic regression analyses identified RAA,VFA,and the V/S ratio as critical risk factors for SSIs.ROC curve analyses further confirmed the robust predictive capacity of the V/S ratio(AUC=0.88)and RAA(AUC=0.79).A nomogram constructed based on these indicators achieved an AUC of 0.836,indicating excellent discrimination ability,strong concordance between predicted and observed out-comes,and clinically significant net benefit across a range of common threshold probabilities.Conclusions RAA,VFA,and the V/S ratio are critical predictors of SSI following open radical HCC surgery.The nomogram constructed based on these factors exhibits robust discrimination,calibration,and clinical utility,allowing clini-cians to accurately identify high-risk patients and implement targeted interventions to reduce SSI incidence and enhance patient outcomes.
5.The predictive value of rectus abdominis area and visceral fat distribution for the risk of surgical site infection after open radical surgery for hepatocellular carcinoma
Yanhao SUN ; Yi ZHOU ; Yilong HU
The Journal of Practical Medicine 2025;41(10):1445-1452
Objective To investigate the effects of rectus abdominis area(RAA),visceral fat area(VFA),and the ratio of visceral to subcutaneous fat area(V/S ratio)on the risk of surgical site infection(SSI)following open radical surgery for hepatocellular carcinoma(HCC)and their predictive value in the perioperative period and potential utility for intervention.Methods In this retrospective case-control study,280 patients who underwent open radical HCC surgery between December 2019 and October 2024 were included.After excluding 17 patients due to incomplete data or other exclusion criteria,the remaining 263 patients were categorized into two groups:66 in the SSI group and 197 in the non-SSI group.VFA,subcutaneous fat area(SFA),and RAA were quantified using preoperative abdominal computed tomography(CT)scans.Propensity score matching was performed to create two well-balanced cohorts,each consisting of 59 patients.Multivariate logistic regression analysis and receiver operating characteristic(ROC)curve analysis were conducted to identify and evaluate potential risk factors for SSIs.Additionally,a nomogram was developed to assess the predictive performance of these risk factors through ROC curve analysis,calibration plots,and decision curve analysis.Results Preoperative laboratory results revealed significantly elevated white blood cell counts,C-reactive protein levels,and procalcitonin in the SSI group,along with reduced hemoglobin and serum albumin levels compared to the control group(P=0.003).Imaging analyses demonstrated markedly increased RAA(P=0.032),VFA(P=0.015),and V/S ratio(P=0.002)in the SSI group.Univariate and multivariate logistic regression analyses identified RAA,VFA,and the V/S ratio as critical risk factors for SSIs.ROC curve analyses further confirmed the robust predictive capacity of the V/S ratio(AUC=0.88)and RAA(AUC=0.79).A nomogram constructed based on these indicators achieved an AUC of 0.836,indicating excellent discrimination ability,strong concordance between predicted and observed out-comes,and clinically significant net benefit across a range of common threshold probabilities.Conclusions RAA,VFA,and the V/S ratio are critical predictors of SSI following open radical HCC surgery.The nomogram constructed based on these factors exhibits robust discrimination,calibration,and clinical utility,allowing clini-cians to accurately identify high-risk patients and implement targeted interventions to reduce SSI incidence and enhance patient outcomes.
6.Staged treatment of post-stroke depression based on "deficiency of heart qi leading to sadness"
Yilong SUN ; Yanbo SONG ; Fangbiao XU ; Yijun WU ; Yuhe HU ; Yongkang SUN ; Huan YU ; Yina WANG ; Xinzhi WANG
Journal of Beijing University of Traditional Chinese Medicine 2024;47(12):1646-1654
Post-stroke depression is a common complication after a stroke. Based on the theory of "deficiency of heart qi leading to sadness"recorded in Huangdi Neijing, our team proposes that deficiency of heart qi is the basic pathogenesis of post-stroke depression, with sadness being its main manifestation. Therefore, we advocate treating post-stroke depression from the perspective of the heart, and clinically, it can be divided into four stages: heart-liver stage, heart-lung stage, heart-spleen stage, and heart-kidney stage. Treating post-stroke depression with the principle of regulating qi and nourishing the heart, patients in the heart-liver and heart-lung stages are mainly middle-aged and young adults, with a pathological nature of qi stagnation and mild deficiency of heart qi, and therefore, the method of promoting the flow of meridians and regulating qi should be adopted. In contrast, patients in the heart-spleen and heart-kidney stages are mainly middle-aged and elderly, with a pathological nature of qi deficiency and severe deficiency of heart qi, and therefore, nourishment and tonification should be prioritized. In response to the above four stages, our team has achieved good clinical efficacy by administering Xiaoyao Powder, Baihe Dihuang Decoction, Ganmai Dazao Decoction and Jingui Shenqi Pill respectively. This study discusses the approach to treating post-stroke depression from the perspective of a "deficiency of heart qi leading to sadness" by examining three aspects: the theoretical basis of Chinese and Western medicine to treat post-stroke depression from the heart, the basic pathogenesis and staging of post-stroke depression, and the treatment principle of regulating qi and nourishing the heart. The study also briefly analyzes the clinical experience of the medications used for this condition to provide a reference for the treatment of post-stroke depression.
7.Analysis of risk factors for acute thrombosis of arteriovenous fistulae in patients undergoing mainte-nance hemodialysis and the construction of a Nomogram prediction model
Yongxin GUO ; Peiyun FENG ; Wenling SHEN ; Kun SUN ; Yilong ZHOU
Journal of Xinxiang Medical College 2024;41(5):472-476
Objective To explore the risk factors for acute thrombosis of arteriovenous fistulae(AF)in maintenance hemodialysis(MHD)patients and the construction of a Nomogram prediction model.Methods A total of 418 patients who underwent MHD treatment in the outpatient clinic of the Third Affiliated Hospital of Xinxiang Medical University from December 2020 to December 2022 were selected for the study.The patients were divided into the acute thrombosis group(n=32)and non-acute thrombosis group(n=386)according to whether acute thrombosis of AF was formed or not.The influencing factors affecting acute thrombosis of AF in MHD patients were analyzed using univariate and multivariate analysis.A Nomogram predic-tion model was established based on their independent risk factors,and Bootstrap was used to validate the efficacy of the Nomo-gram model.Results The complicated diabetes,complicated hypotension,puncture failure on dialysis,calcium-phosphorus product,hypersensitive C-reactive protein(hs-CRP),total cholesterol(TC),and low density lipoprotein-cholesterol(LDL-C)levels in patients in the acute thrombosis group were significantly higher than those in the non-acute thrombosis group(P<0.05);logistic regression analysis showed that diabetes,hypotension,puncture failure on dialysis,calcium-phosphorus product elevation,high hs-CRP and high LDL-C level were the independent risk factors affecting acute thrombosis of AF in patients undergoing MHD(P<0.05);the Nomogram model was constructed based on the 6 independent risk factors,and the consistency index(C-index)of the model was 0.893(95%confidence interval:0.833-0.928);in addition,its calibration curve and the standard curve were well fitted,the area under the curve was 0.918.Conclusion Diabetes,hypotension,puncture failure during dialysis,calcium-phosphorus product elevation,and high levels of hs-CRP and LDL-C are the risk factors for acute thrombosis of AF in patients undergoing MHD,and the Nomogram model constructed based on the independent risk factors has excellent predictive ability in predicting the occurrence of acute thrombosis of AF in patients undergoing MHD,which can help in the early screening of patients with high risk of clinical acute thrombosis.
8.Investigation and analysis of the current status of transjugular intrahepatic portosystemic shunt treatment for portal hypertension in China
Haozhuo GUO ; Meng NIU ; Haibo SHAO ; Xinwei HAN ; Jianbo ZHAO ; Junhui SUN ; Zhuting FANG ; Bin XIONG ; Xiaoli ZHU ; Weixin REN ; Min YUAN ; Shiping YU ; Weifu LYU ; Xueqiang ZHANG ; Chunqing ZHANG ; Lei LI ; Xuefeng LUO ; Yusheng SONG ; Yilong MA ; Tong DANG ; Hua XIANG ; Yun JIN ; Hui XUE ; Guiyun JIN ; Xiao LI ; Jiarui LI ; Shi ZHOU ; Changlu YU ; Song HE ; Lei YU ; Hongmei ZU ; Jun MA ; Yanming LEI ; Ke XU ; Xiaolong QI
Chinese Journal of Radiology 2024;58(4):437-443
Objective:To investigate the current situation of the use of transjugular intrahepatic portosystemic shunt (TIPS) for portal hypertension, which should aid the development of TIPS in China.Methods:The China Portal Hypertension Alliance (CHESS) initiated this study that comprehensively investigated the basic situation of TIPS for portal hypertension in China through network research. The survey included the following: the number of surgical cases, main indications, the development of Early-TIPS, TIPS for portal vein cavernous transformation, collateral circulation embolization, intraoperative portal pressure gradient measurement, commonly used stent types, conventional anticoagulation and time, postoperative follow-up, obstacles, and the application of domestic instruments.Results:According to the survey, a total of 13 527 TIPS operations were carried out in 545 hospitals participating in the survey in 2021, and 94.1% of the hospital had the habit of routine follow-up after TIPS. Most hospitals believed that the main indications of TIPS were the control of acute bleeding (42.6%) and the prevention of rebleeding (40.7%). 48.1% of the teams carried out early or priority TIPS, 53.0% of the teams carried out TIPS for the cavernous transformation of the portal vein, and 81.0% chose routine embolization of collateral circulation during operation. Most of them used coils and biological glue as embolic materials, and 78.5% of the team routinely performed intraoperative portal pressure gradient measurements. In selecting TIPS stents, 57.1% of the hospitals woulel choose Viator-specific stents, 57.2% woulel choose conventional anticoagulation after TIPS, and the duration of anticoagulation was between 3-6 months (55.4%). The limitation of TIPS surgery was mainly due to cost (72.3%) and insufficient understanding of doctors in related departments (77.4%). Most teams accepted the domestic instruments used in TIPS (92.7%).Conclusions:This survey shows that TIPS treatment is an essential part of treating portal hypertension in China. The total number of TIPS cases is far from that of patients with portal hypertension. In the future, it is still necessary to popularize TIPS technology and further standardize surgical indications, routine operations, and instrument application.
9.Construction and Testing of Health LifeStyle Evidence (HLSE)
Chen TIAN ; Yong WANG ; Yilong YAN ; Yafei LIU ; Yao LU ; Mingyao SUN ; Jianing LIU ; Yan MA ; Jinling NING ; Ziying YE ; Qianji CHENG ; Ying LI ; Jiajie HUANG ; Shuihua YANG ; Yiyun WANG ; Bo TONG ; Jiale LU ; Long GE
Medical Journal of Peking Union Medical College Hospital 2024;15(6):1413-1421
Healthy lifestyles and good living habits are effective strategies and important approaches to prevent chronic non-communicable diseases. With the development of evidence-based medicine, the evidence translation system has made some achievements in clinical practice. There is, however, no comprehensive, professional and efficient system for translating lifestyle evidence globally. Therefore, the Health Lifestyle Evidence (HLSE) Group of Lanzhou University constructed the HLSE Evidence Translation System (
10.Construction and Testing of Health LifeStyle Evidence (HLSE)
Chen TIAN ; Yong WANG ; Yilong YAN ; Yafei LIU ; Yao LU ; Mingyao SUN ; Jianing LIU ; Yan MA ; Jinling NING ; Ziying YE ; Qianji CHENG ; Ying LI ; Jiajie HUANG ; Shuihua YANG ; Yiyun WANG ; Bo TONG ; Jiale LU ; Long GE
Medical Journal of Peking Union Medical College Hospital 2024;15(6):1413-1421
Healthy lifestyles and good living habits are effective strategies and important approaches to prevent chronic non-communicable diseases. With the development of evidence-based medicine, the evidence translation system has made some achievements in clinical practice. There is, however, no comprehensive, professional and efficient system for translating lifestyle evidence globally. Therefore, the Health Lifestyle Evidence (HLSE) Group of Lanzhou University constructed the HLSE Evidence Translation System (


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