1.Clinical Prediction Models Based on Traditional Methods and Machine Learning for Predicting First Stroke: Status and Prospects
Zijiao ZHANG ; Shunjing DING ; Di ZHAO ; Jun LIANG ; Jianbo LEI
Medical Journal of Peking Union Medical College Hospital 2025;16(2):292-299
Stroke ranks as the third leading cause of death and the fourth leading cause of disability worldwide. Its high disability rate and prolonged recovery period not only severely impact patients' quality of life but also impose a significant burden on families and society. Primary prevention is the cornerstone of stroke control, as early intervention on risk factors can effectively reduce its incidence. Therefore, the development of predictive models for first-ever stroke risk holds substantial clinical value. In recent years, advancements in big data and artificial intelligence technologies have opened new avenues for stroke risk prediction. This article reviews the current research status of traditional methods and machine learning models in predicting first-ever stroke risk and outlines future development trends from three perspectives: First, emphasis should be placed on technological innovation by incorporating advanced algorithms such as deep learning and large models to further enhance the accuracy of predictive models. Second, there is a need to diversify data types and optimize model architectures to construct more comprehensive and precise predictive models. Lastly, particular attention should be given to the clinical validation of models in real-world settings. This not only enhances the robustness and generalizability of the models but also promotes physicians' understanding of predictive models, which is crucial for their application and dissemination.
2.Research progress on the improvement mechanism of traditional Chinese medicine compounds and active ingredients in schizophrenia
Xinhui YAO ; Yonghou ZHAO ; Jianbo CHAI ; Ming YU ; Xiujie QU
China Pharmacy 2024;35(9):1151-1156
Schizophrenia has various obstacles in cognition, thinking, emotion, behavior and other aspects; it belongs to the category of “madness” in traditional Chinese medicine (TCM). Once schizophrenia occurs, multiple factors are often intertwined, and a single therapy is difficult to be effective. At present, TCM compounds and active ingredients have significant effects in the clinical treatment of schizophrenia, which is an important direction for the development of new drugs for schizophrenia. This article summarizes the molecular mechanism of TCM compounds and active ingredients in the treatment of schizophrenia. It is found that Wendan decoction and Yudian decoction can inhibit the apoptosis of hippocampal cells by activating BDNF/TrKB/CREB signaling pathway; quercetin and icariin can promote neural development and regeneration by activating NMDA/ERK signaling pathway; Wendan decoction and icariin can maintain neural cell homeostasis by activating PI3K/AKT signaling pathway; Bushen zhuangyang capsule can enhance learning and memory abilities by activating CaMKⅡ signaling pathway; formulas such as Huatan huoxue tongzhi formula can enhance intercellular information transmission by inhibiting PKC signaling pathway; α-humulene and others can restore nerve cell function by inhibiting NRG1/ErbB4 signaling pathway. TCM compounds and active ingredients can improve schizophrenia by intervening in the above-mentioned signaling pathways.
3.Experiences of ZHAO Yonghou in Differentiation and Staged Treatment of Schizophrenia Using the Theory of Ti (Character, 体) and Yong (Function, 用) in Mental Illness
Jianbo CHAI ; Sihan ZHAO ; Haojie CHANG ;
Journal of Traditional Chinese Medicine 2024;65(2):139-143
Based on the theory of ti (character, 体) and yong (function, 用) in mental illness, ZHAO Yonghou's clinical experience in staged differentiation and treatment of schizophrenia is summarized. According to the theory, the core disease location of schizophrenia is in the brain, which is closely related to the organs, qi, and blood. It is proposed to interpret the pathogenesis of schizophrenia from the perspective of “zang-fu organs-qi and blood-brain and spirit”, that is, dysfunction of the zang-fu organs, disharmony of qi and blood, and malnourishment of the brain ti lead to dysfunction of the spirit ti and yong. In clinical practice, treatment of schizophrenia can be divided into four stages, for which the method of treating ti and yong simultaneously is suggested. In the prodromal stage, Liuwei Dihuang Decoction combined with Sini San (六味地黄汤合四逆散) with modifications is used to nourish the kidney and boost marrow, soothe the liver and rectify the spleen. For acute exacerbation with binding of phlegm and heat syndrome, Zhaoshi Yikuang Decoction (赵氏抑狂汤) with modifications is used to clear heat and dispel phlegm, awaken the brain and calm the mind. For phlegm-heat damaging yin pattern, Mengshi Guntan Pill combined with Zengye Decoction (礞石滚痰丸合增液汤) with modifications is used to clear heat and dispel phlegm, enrich yin and calm the mind. For the chronic treatment stage, Yudian Decoction (愈癫汤) with modifications is used to disperse phlegm and dissolve stasis, move qi and awaken the mind. For the rehabilitation and regulation stage, Shenan Pill (神安丸) with modifications is used to boost qi and nourish yin, and tranquilize the mind.
4.Prevention and Treatment of Schizophrenia by Traditional Chinese Medicine Targeting PI3K/Akt Signaling Pathway: A Review
Haiyuan WU ; Jianbo CHAI ; Ming YU ; Yonghou ZHAO
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(8):280-289
As one of the most difficult-to-cure neuropsychiatric disorders in clinical practice, schizophrenia is mainly manifested by behavioral abnormalities and multidimensional cognitive dysfunction, and the recurrence rate and disability rate of the disease are increasing year by year, which seriously affects patients' social functioning and quality of life, and even threatens the physical and mental health of the surrounding population. At present, the treatment of schizophrenia is mainly based on antipsychotic drugs combined with psychotherapeutic techniques, which have limited long-term therapeutic effects and a high relapse rate. Traditional Chinese medicine (TCM) boasts the advantages of multi-targets, multi-pathways, multi-links, and multi-levels, and plays a crucial role in the prevention and treatment of schizophrenia and its prognosis. Phosphatidylinositol 3-kinase (PI3K) is widely present in cells and is involved in the regulation of protein synthesis and apoptosis, and the different isoforms of protein kinase B (Akt) are of great significance in cell growth, oxidative stress, neuronal development and other processes. In recent years, a large number of studies have found that the PI3K/Akt signaling pathway is closely related to schizophrenia. Through regulating the PI3K/Akt signaling pathway, TCM monomers and TCM compounds mainly affect key signaling molecules such as mammalian target of rapamycin (mTOR), glycogen synthase kinase (GSK), glucose transporter (GLUT) for glucose uptake and transport, and nuclear factor E2-associated factor 2 (Nrf2), which organize the intracellular network of centers and regulate the formation and plasticity of neuronal synapse, and they play an important role in mitigating schizophrenia by regulating the processes of cell proliferation, migration and apoptosis of neurons, and has the advantages of multi-targets, all-encompassing and low toxicity. This article analyzes and explains the mechanism of TCM intervention in the PI3K/Akt signaling pathway against schizophrenia, in order to provide a theoretical basis and reference for the prevention and treatment of schizophrenia by TCM.
5.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.
6.Establishment and application of clinical pharmaceutical pathway of anti-infective treatment for high-risk populations of antibiotic-associated encephalopathy
Chunhui DU ; Yongli WAN ; Xiaojiao YANG ; Jin ZHOU ; Jianbo WANG ; Zhenyu ZHAO
China Pharmacy 2024;35(21):2690-2696
OBJECTIVE To establish a clinical pharmaceutical pathway of anti-infective therapy for high-risk populations of antibiotic-associated encephalopathy (AAE), and analyze its application effects. METHODS Clinical pharmacists developed the “AAE High-Risk Population Screening Form” and “Antibiotic AAE Risk Comparison Form” based on literature and expert opinions, and established the “Clinical Pharmaceutical Pathway of Anti-infective Treatment for AAE High-Risk Population” in our hospital. A prospective, non-randomized controlled study was conducted from May 2023 to April 2024, including 50 cases in the observation group and 50 cases in the control group among patients with pulmonary infections admitted to the Dept. of Internal Medicine in our hospital. The observation group was involved in the development of an anti-infective treatment following the clinical pharmaceutical pathway by clinical pharmacists, while the control group received routine anti-infective treatment by clinical physicians. The occurrence of AAE, the rational antibiotic drug use, and the effectiveness of initial anti-infective treatment in the two groups were observed, and the intervention measures and outcomes of AAE cases were summarized. RESULTS The anti-infective treatment clinical pharmaceutical pathway for AAE high-risk population was preliminarily established in our hospital. The analysis of the application effects showed that there was 1 case of AAE in the observation group and 8 cases in the control group, with a significantly lower incidence of AAE in the observation group than in the control group; the rational antibiotic drug use and the effectiveness of initial anti-infective treatment in the observation group were both significantly superior to those in the control group (P<0.05). Drug withdrawal and dressing change were the preferred effective intervention measures for AAE, and encephalopathy treatment drugs could be used as auxiliary measures for symptom relief. Timely and effective intervention was conducive to rapid symptom relief, with a total improvement rate of AAE of 88.89%. CONCLUSIONS The anti-infective treatment clinical pharmaceutical pathway for AAE high-risk population can effectively prevent the occurrence of AAE as well as contribute to promoting rational drug use and the effectiveness of initial anti-infection plans and strengthening treatment outcomes.
7.Prevalence of dentinal hypersensitivity and related factors in Chinese urban adults
Zhaoyou WANG ; Wensheng RONG ; Yisi ZHONG ; Jiangang TIAN ; Xi CHEN ; Mei ZHAO ; Lihua CUI ; Minquan DU ; Jianbo LI ; Deyu HU
Chinese Journal of Stomatology 2024;59(9):927-934
Objective:To assess the prevalence of dentinal hypersensitivity (DH) and related factors in urban adults in China.Methods:The study was designed as an observational, cross-sectional epidemiological study carried out in adults aged 18-69 years old in seven cities (Beijing, Shanghai, Wuhan, Chengdu, Xi′an, Guangzhou, and Harbin) of China. The study was conducted from March 2021 to May 2023. Patients were required to complete a questionnaire regarding the subjects′ socio-economic factors, dietary behavior, oral health behavior and personal antecedent factors. DH was clinically diagnosed by judging whether the tooth cold air stimulation provoked DH or not, and recorded by investigator pain rating Schiff score. Compare the findings of six cities (Harbin excluded) with a similar study conducted in 2008.Results:In total, 11 622 subjects from seven cities in China participated the study. Fifty two point two percent (6 072/11 622) of subjects reported DH in questionnaire, 36.7% (4 266/11 622) of subjects reported experiencing DH in response to cold air stimulation for at least one study tooth. Risk factors including age, sex, city, toothbrush method and acid reflux showed marked associations with DH ( P<0.05). The prevalence of DH of urban residents in six cities (Harbin excluded) was 33.7% (3 335/9 882), higher than that in 2008 [29.7%(2 354/7 939)]. Conclusions:Overall, DH was common among urban adults in China and the prevalence increased in recent years. Better understanding of DH and its associated factors should be considered in its prevention and management by dental professionals.
8.CT-guided needle puncture biopsy of pancreatic lesions through gastrointestinal space
Riguang ZHANG ; Chunlin LIU ; Wenping LUO ; Chen LIU ; Qingqing PANG ; Jianbo ZHAO ; Guodong WANG
Chinese Journal of Interventional Imaging and Therapy 2024;21(5):285-288
Objective To evaluate the safety and efficacy of CT-guided needle puncture biopsy of pancreatic lesions through gastrointestinal space.Methods Data of 96 patients with single pancreatic lesion who underwent CT-guided needle puncture biopsy through gastrointestinal space were retrospectively analyzed,and the success rate of puncture biopsy was recorded.The diagnostic efficacy of biopsy pathology was evaluated based on surgical pathology and follow-up results,and the relative complications were observed.Results Puncture biopsy was successfully completed in all 96 cases(96/96,100%).The sensitivity of biopsy pathology diagnosis was 97.75%(87/89),with specificity of 100%(7/7),positive predictive value of 100%(87/87),negative predictive value of 77.78%(7/9)and accuracy of 97.92%(94/96).Complications were noticed in 6 cases,including small amount of peripancreatic effusion in 3 cases,small amount of abdominal effusion in 1 case and intermittent fever in 2 cases,which were all improved.No other complication occurred.Conclusion CT-guided needle puncture biopsy of pancreatic lesions through gastrointestinal space was safe and effective.
9.Nomogram based on CT radiomics for predicting pathological types of gastric cancer:Difference between endoscopic biopsy and postoperative pathology
Shuai ZHAO ; Yiyang LIU ; Siteng LIU ; Xingzhi CHEN ; Mengchen YUAN ; Yaru YOU ; Chencui HUANG ; Jianbo GAO
Chinese Journal of Interventional Imaging and Therapy 2024;21(6):343-348
Objective To observe the value of CT radiomics-based nomogram for predicting difference of Lauren types of gastric cancers between endoscopic biopsy and postoperative pathology.Methods Totally 126 patients with gastric cancer diagnosed by surgical pathology were retrospectively analyzed.The patients were divided into concordant group(n=77)and inconsistent group(n=49)according to the concordance between endoscopic biopsy and postoperative pathology results or not,also divided into training set and validation set at the ratio of 2∶1.Clinical predictors were screened,then a clinical prediction model was constructed.Radiomics features were extracted based on venous-phase CT images and screened using L1 regularization.Radiomics models were constructed using 3 machine learning(ML)algorithms,i.e.decision trees,random forests and logistic regression.The nomogram based on clinical and the best ML radiomics model was constructed,and the efficacy and clinical utility of the above models and nomogram for predicting inconsistency of Lauren types of gastric cancers between endoscopic biopsy and postoperative pathology were evaluated.Results Patients'age,platelet count,and arterial-phase CT values of tumors were all independent predictors of inconsistency between endoscopic biopsy and postoperative pathology of Lauren types of gastric cancer.CT radiomics model using random forests algorithm showed better predictive efficacy among 3 ML models,with the area under the curve(AUC)of 0.835 in training set and 0.724 in validation set,respectively.The AUC of clinical model,radiomics model and the nomogram in training set was 0.764,0.835 and 0.884,while was 0.760,0.724 and 0.841 in validation set,respectively.In both training set and validation set,the nomogram showed a good fit and considerable clinical utility.Conclusion CT radiomics-based nomogram had potential clinical application value for predicting inconsistency of Lauren types of gastric cancers between endoscopic biopsy and postoperative pathology.
10.Spectral CT multi-parameter imaging for preoperative predicting lymph node metastasis of gastric cancer
Yusong CHEN ; Yiyang LIU ; Shuai ZHAO ; Mengchen YUAN ; Weixing LI ; Yaru YOU ; Yue ZHENG ; Songmei FAN ; Jianbo GAO
Chinese Journal of Interventional Imaging and Therapy 2024;21(10):596-601
Objective To observe the value of spectral CT multi-parameter imaging for preoperative predicting lymph node metastasis(LNM)of gastric cancer.Methods Totally 136 patients with gastric adenocarcinoma were retrospectively enrolled.The patients were further divided into LNM group(n=74)and non-LNM group(n=62)according to postoperative pathological findings of lymph nodes status.Clinical data,conventional CT findings and spectral CT parameters were compared between groups.Factors being significant different between groups were included in multivariate logistic regression analysis to screen independent predictors of gastric cancer LNM.Clinical+conventional CT model(model 1),spectrum CT model(model 2)and combined model(model 3)were constructed based on the above independent predictors,respectively.Receiver operating characteristic curve was drawn,and the area under the curve(AUC)was calculated to evaluate the efficacy of each model for preoperative predicting LNM of gastric cancer.Results CT-N stage,CT-T stage,70,100 and 140 keV CT valuestumor at arterial phase(AP),arterial enhancement fraction(AEF)and normalized iodine concentration at venous phase(NICVP)were all independent predictors of gastric cancer LNM(all P<0.05).AUC of model 3 was 0.846,higher than that of model 1 and model 2(AUC=0.767,0.774,Z=-0.368,-2.373,both P<0.05)for preoperative predicting LNM of gastric cancer,while the latter two were not significantly different(Z=-0.152,P=0.879).Conclusion Spectral CT multi-parameter imaging could effectively predict LNM of gastric cancer preoperatively.

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