1.Non-contrast CT radiomics extreme gradient boosting(XGBoost)model for predicting acute necrotic collection around acute pancreatitis
Yuyu YU ; Hanlin ZHU ; Peiying WEI ; Haifeng ZHANG ; Bo FENG
Chinese Journal of Medical Imaging Technology 2025;41(2):281-285
Objective To observe the value of non-contrast CT radiomics extreme gradient boosting(XGBoost)model based on SHAP method for predicting acute necrotic collection(ANC)around acute pancreatitis(AP).Methods A total of 307 patients with initially clinically diagnosed AP were retrospectively enrolled.The optimal radiomics features of peripheral pancreatic tissue volume of interest(VOI)were extracted and screened based on automatic segmentation on the first non-contrast CT,and the evaluation results of modified CT severity index(MCTSI)score of AP severity based on first enhanced CT were recorded.The patients were divided into peripancreatic ANC group(ANC group)and acute peripancreatic fluid collection(APFC)group according to follow-up abdominal CT.XGBoost method was used to construct radiomics model,MCTSI model and combined model for predicting AP ANC based on the optimal radiomics features,MCTSI and their combination,respectively.The diagnostic efficacy of each model was evaluated using 5-fold cross-validation method,and the contribution of each variable to combined model was analyzed with SHAP method.Results Among 307 cases,there were 134 cases in ANC group and 173 in APFC group.Totally 6 optimal radiomics features were screened based on the first non-contrast CT.The area under the receiver operating characteristic curve(AUC)of radiomics model,MCTSI model and combined model was 0.936,0.693 and 0.917,respectively.The AUC of MCTSI model was lower than that of radiomics model and combined model(Z=-3.485,-2.824,both P<0.01),while no significant difference of AUC was found between radiomics model and combined model(Z=-0.817,P=0.415).The contribution of optimal radiomics features to combined model were all higher than that of MCTSI score.Conclusion Non-contrast CT radiomics XGBoost model could effectively predict AP ANC.
2.Trajectories of executive function development and its neural mechanisms in patients with attention deficit hyperactivity disorder
Ruilin JIN ; Jiaqi ZHOU ; Teng ZHU ; Jiayun YU ; Wanying ZHENG ; Hanlin LI ; Mengjie ZHANG ; Xiaolei CEN ; Chuang YANG
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(3):277-282
Executive function(EF) is an advanced cognitive function of the central nervous system, and is closely related to an individual's capacity for daily living and adaptation. Patients with attention deficit hyperactivity disorder (ADHD) typically exhibit significant executive dysfunction. While most existing studies on the executive function of individuals with ADHD are cross-sectional, and little is known about the longitudinal maturation process of related brain structures and functional connectivity patterns. The findings indicate that ADHD patients exhibit differential developmental trajectories in brain structural and functional connectivity compared with typically developing group.Furthermore, there is a lifespan association between abnormal brain network development and ADHD symptoms. This article aims to elucidate the characteristics of executive function deficits in ADHD patients across different developmental stages, examining their relationship with the nervous system’s development from a development perspective.
3.Non-contrast CT radiomics extreme gradient boosting(XGBoost)model for predicting acute necrotic collection around acute pancreatitis
Yuyu YU ; Hanlin ZHU ; Peiying WEI ; Haifeng ZHANG ; Bo FENG
Chinese Journal of Medical Imaging Technology 2025;41(2):281-285
Objective To observe the value of non-contrast CT radiomics extreme gradient boosting(XGBoost)model based on SHAP method for predicting acute necrotic collection(ANC)around acute pancreatitis(AP).Methods A total of 307 patients with initially clinically diagnosed AP were retrospectively enrolled.The optimal radiomics features of peripheral pancreatic tissue volume of interest(VOI)were extracted and screened based on automatic segmentation on the first non-contrast CT,and the evaluation results of modified CT severity index(MCTSI)score of AP severity based on first enhanced CT were recorded.The patients were divided into peripancreatic ANC group(ANC group)and acute peripancreatic fluid collection(APFC)group according to follow-up abdominal CT.XGBoost method was used to construct radiomics model,MCTSI model and combined model for predicting AP ANC based on the optimal radiomics features,MCTSI and their combination,respectively.The diagnostic efficacy of each model was evaluated using 5-fold cross-validation method,and the contribution of each variable to combined model was analyzed with SHAP method.Results Among 307 cases,there were 134 cases in ANC group and 173 in APFC group.Totally 6 optimal radiomics features were screened based on the first non-contrast CT.The area under the receiver operating characteristic curve(AUC)of radiomics model,MCTSI model and combined model was 0.936,0.693 and 0.917,respectively.The AUC of MCTSI model was lower than that of radiomics model and combined model(Z=-3.485,-2.824,both P<0.01),while no significant difference of AUC was found between radiomics model and combined model(Z=-0.817,P=0.415).The contribution of optimal radiomics features to combined model were all higher than that of MCTSI score.Conclusion Non-contrast CT radiomics XGBoost model could effectively predict AP ANC.
4.To Explore the Biological Connotation of Dampness-Heat Syndrome of Spleen and Stomach Based on the Correspondence Between Syndrome and Prescription under the Mode of Combining Disease and Syndrome
Hailin YAN ; Wenliang LYU ; Jing XU ; Shuhan ZHOU ; Qinghua GAO ; Siyi ZHANG ; Hanlin ZHANG ; Lin YU ; Xiaohui XU
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(6):1501-1508
Dampness-heat syndrome of the spleen and stomach refers to the evil dampness-heat invading the spleen and stomach,the abnormal rise and fall of the middle jiaoqi machinery,dampness-heat depression and steaming,the physiological dysfunction of the spleen and stomach,with abdominal distention and distention,nausea and lethargy of the limbs,poor loose stool,red tongue and yellow greasy fur,and slippery pulse as the main symptoms of the syndrome,most common in digestive system diseases,among which chronic gastritis is the first.This paper summarized the research results in the past decade and related fields.In the mode of combination of disease and syndrome,based on the principle of corresponding prescription and syndrome,combined with the etiology and pathogenesis evolution of spleen and stomach damp-heat syndrome,the biological connotation of spleen and stomach damp-heat syndrome was explained from various aspects such as inflammation and immune disorders,gastrointestinal motivity disorders,water and humidity loss,endoplasmic reticulum function,and micro-ecological disorders.Enrich the research of the essence of syndrome.
5.To Explore the Biological Connotation of Dampness-Heat Syndrome of Spleen and Stomach Based on the Correspondence Between Syndrome and Prescription under the Mode of Combining Disease and Syndrome
Hailin YAN ; Wenliang LYU ; Jing XU ; Shuhan ZHOU ; Qinghua GAO ; Siyi ZHANG ; Hanlin ZHANG ; Lin YU ; Xiaohui XU
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(6):1501-1508
Dampness-heat syndrome of the spleen and stomach refers to the evil dampness-heat invading the spleen and stomach,the abnormal rise and fall of the middle jiaoqi machinery,dampness-heat depression and steaming,the physiological dysfunction of the spleen and stomach,with abdominal distention and distention,nausea and lethargy of the limbs,poor loose stool,red tongue and yellow greasy fur,and slippery pulse as the main symptoms of the syndrome,most common in digestive system diseases,among which chronic gastritis is the first.This paper summarized the research results in the past decade and related fields.In the mode of combination of disease and syndrome,based on the principle of corresponding prescription and syndrome,combined with the etiology and pathogenesis evolution of spleen and stomach damp-heat syndrome,the biological connotation of spleen and stomach damp-heat syndrome was explained from various aspects such as inflammation and immune disorders,gastrointestinal motivity disorders,water and humidity loss,endoplasmic reticulum function,and micro-ecological disorders.Enrich the research of the essence of syndrome.
6.Trajectories of executive function development and its neural mechanisms in patients with attention deficit hyperactivity disorder
Ruilin JIN ; Jiaqi ZHOU ; Teng ZHU ; Jiayun YU ; Wanying ZHENG ; Hanlin LI ; Mengjie ZHANG ; Xiaolei CEN ; Chuang YANG
Chinese Journal of Behavioral Medicine and Brain Science 2025;34(3):277-282
Executive function(EF) is an advanced cognitive function of the central nervous system, and is closely related to an individual's capacity for daily living and adaptation. Patients with attention deficit hyperactivity disorder (ADHD) typically exhibit significant executive dysfunction. While most existing studies on the executive function of individuals with ADHD are cross-sectional, and little is known about the longitudinal maturation process of related brain structures and functional connectivity patterns. The findings indicate that ADHD patients exhibit differential developmental trajectories in brain structural and functional connectivity compared with typically developing group.Furthermore, there is a lifespan association between abnormal brain network development and ADHD symptoms. This article aims to elucidate the characteristics of executive function deficits in ADHD patients across different developmental stages, examining their relationship with the nervous system’s development from a development perspective.
7.Development of a Three-Wavelength Brain Tissue Oxygen Monitoring System Based on Near Infrared Spectrum
Zexi LI ; Hanlin LI ; Qi YIN ; Shijie CAI ; Jilun YE ; Xu ZHANG ; Hui YU ; Dahai GOU
Chinese Journal of Medical Instrumentation 2024;48(1):26-29,37
In the past 20 years,near infrared spectrum technology has been widely used in human body monitoring due to its non-invasive and real-time characteristics.Oxygen,as the main metabolic substance of the human body,is consumed the most in brain tissue.In order to prevent complications caused by a decrease in brain tissue oxygen during treatment,the patient's brain tissue blood oxygen saturation needs to be monitored in real time.Currently,most of the clinically used non-invasive cerebral blood oxygen detection equipments use dual wavelengths.Other substances on the detection path will cause errors in the measurement results.Therefore,this article proposes a three-wavelength method based on the basic principle of non-invasive monitoring of cerebral blood oxygen using near-infrared spectrum.The brain tissue oxygen saturation monitoring method of detecting light sources was initially verified through the built system,laying the foundation for subsequent system engineering.
8.Research progress on the AMPK signaling pathway-based pharmacological mechanism of traditional Chinese medicine in the treatment of cerebral ischemia-reperfusion injury
Chenfei HE ; Chiyuan MA ; Chunlong RAN ; Haoge CHENG ; Shu ZHANG ; Senyu WANG ; Hanlin YU ; Xiangzhe LIU
Chinese Journal of Comparative Medicine 2024;34(9):127-136
Cerebral ischemia-reperfusion injury(CIR1)refers to the recovery of blood supply after cerebral ischemia,which leads to further damage and the dysfunction of brain tissue.Modern medicine has made some progress in the prevention and treatment of CIRI,but it still faces some challenges and limitations.Therefore,it is of great clinical value to find effective interventions to prevent and treat CIRI.AMP-activated protein kinase(AMPK)and its downstream proteins are important targets for the treatment of CIRI and play key roles in the regulation of cellular energy homeostasis.Traditional Chinese medicine for CIRI has multi-target and multi-pathway activities and multiple effects.It can activate a cascade of reactions in the AMPK signaling pathway and can be used to treat CIRI by regulating autophagy,oxidative stress,inflammatory response,and apoptosis,and has achieved certain result.Therefore,this paper summarizes the structure and mechanisms of the AMPK-related signaling pathway,elaborates on its relationship with CIRI,and systematically summarizes the research status of traditional Chinese medicine's ability to regulate the AMPK signaling pathway in the prevention and treatment of CIRI.This paper aims to provide new ideas for the prevention and treatment of CIRI using traditional Chinese medicine and the development of new drugs.
9.Development and validation of a novel cerebral oximeter using near-infrared spectroscopy
Shijie CAI ; Hanlin LI ; Zhao SHEN ; Hui YU ; Jilun YE ; Xu ZHANG
Chinese Journal of Medical Physics 2024;41(7):876-882
A cerebral oximeter based on 3-wavelength spatially resolved spectroscopy and the modified Lambert-Beer law is proposed.A platform for monitoring the regional cerebral oxygen saturation(rSO2)is established,and the system reliability is verified through spectral stability and background noise test.Eighteen volunteers are recruited to participate in the controlled hypoxia test for exploring the trend of rSO2 with the sequence of stepped hypoxia platform and discussing the relationship between rSO2 and arterial blood oxygen saturation.The results show that the established system can effectively monitor rSO2 and meet the measurement requirements.During the controlled hypoxia sequence,as the fraction of inspired oxygen decreases,rSO2 shows a downward trend,and the individual rSO2 has a high correlation with arterial blood oxygen saturation.
10.Chemical ingredient groups B and C in Kansui Radix stir-fried with vinegar affect diversity of gut microbiota in rat model of malignant ascites induced by Walker-256 cells.
Yi ZHANG ; Dong-Jing JIANG ; Shi-Kang ZHOU ; Min-Yu WANG ; Li ZHANG
China Journal of Chinese Materia Medica 2022;47(5):1253-1261
This study aims to explore the effects of chemical ingredient groups B and C in Kansui Radix stir-fried with vinegar on the diversity of gut microbiota in the rat model of malignant ascites, identify the key differential microbial taxa, and reveal the biological mechanism of water-expelling effect of the two chemical ingredient groups. The rat model of malignant ascites induced by Walker-256 cells was established, and phenolphthalein was used as the positive drug. The rats were orally administrated with corresponding agents for consecutive 7 days. On day 6, fresh feces samples were collected from the rats, and 16 S rDNA high-throughput sequencing and GC-MS were employed to determine the composition of gut microbiota and the content of short-chain fatty acids, respectively. On day 7, serum and intestinal tissue samples were collected for the determination of related indicators. Compared with the control group, the model group showed decreased feces volume and urine volume(P<0.01), increased volume of ascites and levels of Na~+, K~+, and Cl~- in urine(P<0.01), down-regulated mRNA and protein levels of intestinal AQP8(P<0.01), lowered abundance of beneficial Lactobacillus(P<0.01) while risen abundance of potential pathogenic Lachnospiraceae and Anaeroplasma(P<0.01), and reduced content of short-chain fatty acids(P<0.01). Compared with the model group, administration with chemical ingredient groups B and C alleviated all the above indicators(P<0.01). In conclusion, chemical ingredient groups B and C in Kansui Radix stir-fried with vinegar could alleviate the disordered gut microbiota in rats with malignant ascites to expel water through increasing the abundance of beneficial Lactobacillus and reducing the abundance of harmful Lachnospiraceae and Anaeroplasma. This study can provide a reference for the reasonable clinical application of Kansui Radix stir-fried with vinegar.
Acetic Acid/chemistry*
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Animals
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Ascites/drug therapy*
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Euphorbia/chemistry*
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Gastrointestinal Microbiome
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Plant Roots/chemistry*
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Rats

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