1.Prediction of postoperative pulmonary complications in video-assisted thoracic surgery for lung cancer based on cardiopulmonary exercise testing and machine learning
Lei GUO ; Fusong LIU ; Zhilong OU ; Lan GUO ; Tiantian LI ; Chongfeng ZHOU ; Kun LUAN ; Xiaoman CHEN ; Yucheng WEI
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2026;33(01):44-52
Objective To develop a predictive model for postoperative pulmonary complications (PPC) following video-assisted thoracic surgery (VATS) in lung cancer patients by integrating cardiopulmonary exercise testing (CPET) parameters and machine learning techniques. Methods A retrospective analysis was conducted on patients with early-stage non-small cell lung cancer who underwent CPET and VATS at Guangdong Provincial People’s Hospital between October 2021 and July 2023. Patients were divided into a PPC group and a non-PPC group. The least absolute shrinkage and selection operator (LASSO) regression was used to select important features associated with PPC. Six machine learning algorithms were utilized to construct prediction models, including logistic regression, support vector machine, k-nearest neighbors, random forest, gradient boosting machine, and extreme gradient boosting. The optimal model was interpreted using SHapley Additive exPlanations (SHAP). Results A total of 325 patients were included, with an average age of 60.36 years, and 55.1% were male. Significant differences were observed between the PPC and non-PPC groups in age, diabetes, coronary heart disease, surgical approach, forced expiratory volume in 1 second (FEV1), forced vital capacity (FVC), FVC% predicted, peak oxygen uptake (peak VO2), anaerobic threshold (AT), and ventilatory equivalent for carbon dioxide slope (VE/VCO2 slope) (P<0.05). In the predictive model constructed by selecting 7 key features using LASSO regression, the random forest model demonstrated the best overall performance across various metrics, with an area under the receiver operating curve of 0.930, an F1 score of 0.836, and a Brier score of 0.133 in the training set. It also exhibited good predictive ability and calibration in the test set. SHAP analysis ranked feature importance as follows: peak VO2, VE/VCO2 slope, age, FEV1, smoking history, diabetes, and surgical approach. Conclusion Integrating CPET parameters, the random forest model can effectively identify high-risk patients for PPC and has the potential for clinical application.
2.China - Africa cooperation for tropical diseases control: current status and future priorities
Shenning LU ; Kun YANG ; Yingjun QIAN ; Duoquan WANG ; Shan LÜ ; Xiaonong ZHOU
Chinese Journal of Schistosomiasis Control 2026;38(1):1-7
Tropical diseases, the transmission of which is affected by multiple natural and social factors, pose a great challenge to global public health, notably in African countries. During the past several decades, China and African countries have continuously collaborated for the control of neglected tropical diseases and malaria, which has become an important part of global South-to-South cooperation and global health governance. This article reviews the history of China-Africa cooperation for tropical diseases control, summarizes the experiences and achievements over the past decade, analyzes the current challenges in the coopera tion, and proposes future recommendations. The China-Africa cooperation has achieved significant progress in the control of tropical diseases, such as malaria, schistosomiasis, and filariasis, and established a China-Africa cooperation network for tropical diseases control. Through the "Three-Step" strategy of China-Africa cooperation, the effectiveness of China's integrated control strategies has been validated in Africa, and the application of China's tropical disease control technologies has been promoted in African disease-epidemic countries. Currently, China-Africa collaboration, however, still experiences multiple realistic challenges, such as insufficient resources, difficulty in technology transfer, and weak primary healthcare systems. In the future, both sides are recommended to further strengthen policy coordination, deepen technological cooperation, innovate cooperation models, aiming to continuously promote the high-quality development of China-Africa cooperation for tropical diseases control.
3.Effect of Wei's Huoxue Tongluo Formula(韦氏活血通络方)on Visual Function and Fundus Blood Flow in Treating Atrophic-Stage Non-Arteritic Anterior Ischemic Optic Neuropathy with Qi Deficiency and Blood Stasis
Yan WANG ; Linlin CAO ; Meiling HAO ; Xiaoding SHUI ; Simin SONG ; Kun DING ; Rilong ZHOU ; Yu LUO ; Yize HUANG ; Xiaoyu LIANG ; Liang LIAO
Journal of Traditional Chinese Medicine 2026;67(10):1062-1070
ObjectiveTo evaluate the efficacy and possible mechanism of Wei's Huoxue Tongluo Formula (韦氏活血通络方,WHTF) in treating atrophic-stage non-arteritic anterior ischemic optic neuropathy (NAION) with qi deficiency and blood stasis. MethodsA total of 82 atrophic-stage NAION patients with qi deficiency and blood stasis were randomly divided into a treatment group and a control group, with 41 cases in each group. The treatment group was given oral administration of WHTF twice a day plus acupoint injection of distilled water 2 ml at Taiyang (EX-HN5) once daily, while the control group received injection of compound anisodine injection 2 ml at Taiyang (EX-HN5) once daily and oral administration of WHTF placebo twice a day. Both groups received treatment for a course of 14 days. The best-corrected visual acuity (BCVA), optic disc perfusion density (PD), flux index (FI), macular superficial PD, vascular density (VD), and traditional Chinese medicine (TCM) syndrome scores were compared between groups before treatment and on day 7 and day 14 of treatment. Additionally, mean defect (MD) and mean sensitivity (MS) of visual fields were measured before treatment and on day 14, along with safety evaluation. ResultsAfter treatment, both groups showed significant improvement in BCVA, visual field MD and MS, and TCM syndrome scores (P<0.05 or P<0.01). On day 14 of treatment, the TCM syndrome score in the treatment group was significantly lower than that in the control group (P<0.05). There was no significant improvement in optic disc PD and FI, and macular superficial PD and VD after treatment in either group (P>0.05) except that on day 7 the macular superficial foveal PD in the control group was significantly better than that in the treatment group (P<0.05). During the treatment period, no serious adverse events occurred in either group. ConclusionWHTF can improve the visual function indicators including visual acuity and visual field, as well as TCM syndrome scores in atrophic-stage NAION patients with qi deficiency and blood stasis. It shows clinical safety, although it does not appear to have a significant effect on optic disc or macular blood flow.
4.Comparison of single and hybrid models for predicting the incidence of hand, foot, and mouth disease in Changsha
Kun SUN ; Shuilian CHEN ; Jinsong QIU ; Yinzhu ZHOU
Journal of Public Health and Preventive Medicine 2026;37(3):24-28
Objective To compare the performance of seasonal difference autoregressive moving average exogenous variable model (SARIMAX), backpropagation neural network (BPNN), long short-term memory network (LSTM), and various combination models in fitting and predicting the incidence of hand, foot, and mouth disease (HFMD), and to provide a reference for optimizing HFMD prediction and prevention and control decisions. Methods Taking the monthly HFMD incidence data in Changsha from 2010 to 2024 as the training set, and the monthly HFMD incidence data from January to August 2025 as the validation set, the single models, SARIMAX-BPNN, SARIMAX-LSTM and weight combination models were constructed respectively. The R², mean absolute percentage error (MAPE), mean absolute error (MAE), and root mean square error (RMSE) were used to evaluate the model fitting and prediction performance. Results Based solely on MAPE, the LSTM model showed the best fitting and prediction performance. A comprehensive analysis of multiple indicators including R², MAPE, MAE, and RMSE indicated that the combination models had superior prediction performance. Compared with the LSTM, RMSE predicted by equal weight combination, different weight combination and SARIMAX-BPNN decreased by 40.97%, 37.50%, and 25.00%, respectively, while MAPE increased by 124.84%, 96.90%, and 89.69%, respectively. The fitting effect was as follows: LSTM > unequal weight combination > equal weight combination > SARIMAX-LSTM > SARIMAX-BPNN > BPNN > SARIMAX. The prediction performance was as follows: SARIMAX-BPNN > unequal weight combination > equal weight combination > LSTM > SARIMAX-LSTM > BPNN > SARIMAX. Conclusion SARIMAX-BPNN combination or weighted combination of multiple different models are two more robust combination strategies for predicting the incidence trend of hand, foot and mouth disease in Changsha.
5.Clinical features and multimodal quantitative radiological features of primary liver cancer patients with different traditional Chinese medicine syndrome types
Feng WU ; Muqing LUO ; Wantingting WEN ; Ziwei CAI ; Yinqi LIU ; Jian XIANG ; Xiaona ZHOU ; Qian GUO ; Kun ZHANG
Journal of Clinical Hepatology 2026;42(5):1093-1100
ObjectiveTo investigate the association of the traditional Chinese medicine (TCM) syndrome types of primary liver cancer (PLC) with clinical features and multimodal quantitative radiological features on computed tomography (CT) and magnetic resonance imaging (MRI), and to provide a reference for the objectification of TCM syndrome differentiation and precise diagnosis and treatment. MethodsA retrospective analysis was performed for the clinical data of 312 patients who were diagnosed with PLC in The First Affiliated Hospital of Hunan University of Chinese Medicine from March 2020 to June 2025, and according to the TCM syndrome type, they were divided into stagnation of liver Qi group with 40 patients, stagnation of liver Qi and spleen deficiency group with 109 patients, Qi stagnation and blood stasis group with 62 patients, dampness-heat toxin amassment group with 81 patients, and liver-kidney Yin deficiency group with 20 patients. Clinical features and multimodal quantitative radiological features were compared between the patients with different TCM syndrome types. A one-way analysis of variance was used for comparison of normally distributed continuous data between multiple groups, and the least significant difference t-test was used for further comparison between two groups; the Kruskal-Wallis H test was used for comparison of non-normally distributed continuous data between multiple groups, and the Dunn’s multiple test was used for further comparison between two groups; the chi-square test was used for comparison of categorical data between groups, and the Bonferroni method was used for further comparison between two groups. ResultsThere were significant differences between the patients with different TCM syndrome types in China liver cancer staging (CNLC), Child-Pugh class, alanine aminotransferase, aspartate aminotransferase, albumin, direct bilirubin, total bilirubin, prothrombin time, neutrophil, and albumin-bilirubin score (all P<0.05). In the stagnation of liver Qi group, the patients with Child-Pugh class A accounted for 75.00%; among the patients with CNLC stage I PLC, the patients with stagnation of liver Qi accounted for 60.00%, and those with Qi stagnation and blood stasis syndrome accounted for 59.68%, while among the patients with CNLC stage IV PLC, the distribution proportion of dampness-heat toxin amassment (27.16%) and liver-kidney Yin deficiency (30.00%) was significantly higher than that of stagnation of liver Qi (2.50%) (all P<0.05). Radiological examination showed that there were significant differences between the patients with different TCM syndrome types in the number of tumors, ascites, venous tumor thrombus, maximum tumor diameter, intrahepatic metastasis, and lymph node metastasis in the hepatic hilar and retroperitoneal regions (all P<0.05). Compared with the patients with stagnation of liver Qi, the patients with liver depression and spleen deficiency or liver-kidney Yin deficiency were more likely to develop intrahepatic metastasis; the patients with liver depression and spleen deficiency, dampness-heat toxin amassment, or liver-kidney Yin deficiency were more likely to develop lymph node metastasis in the hepatic hilar and retroperitoneal regions; the patients with liver-kidney Yin deficiency were more likely to experience multiple tumors; the patients with liver depression and spleen deficiency or dampness-heat toxin amassment were more likely to develop ascites (all P<0.05). Compared with the patients with Qi stagnation and blood stasis syndrome, the patients with liver depression and spleen deficiency had a significantly longer maximum tumor diameter and a significantly higher proportion of patients with venous tumor thrombus (both P<0.05). Furthermore, among the 184 patients with MRI diffusion-weighted imaging sequences, the patients with dampness-heat toxin amassment or Qi stagnation and blood stasis syndrome had significantly higher ADC values and relative ADC values than those with stagnation of liver Qi (all P<0.05). ConclusionThere are significant differences in CT/MRI radiological features and clinical features between PLC patients with different TCM syndrome types, among whom the patients with liver depression and spleen deficiency, dampness-heat toxin amassment, and liver-kidney Yin deficiency tend to exhibit progressive radiological features, and those with dampness-heat toxin amassment or Qi stagnation and blood stasis syndrome tend to have higher ADC values. These findings provide an objective basis for TCM syndrome differentiation in PLC.
6.Qishen Liuwei Prescription Combined with Conventional Antihypertensive Therapy in Intervention of Senile Primary Hypertension Complicated with Frailty: A Randomized Controlled Trial
Hanxi CHAN ; Yanran HUI ; Lijun HUANG ; Linbo YU ; Huali XIAO ; Kun ZHOU
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(18):162-170
ObjectiveTo evaluate the clinical efficacy and safety of the Qishen Liuwei presoription for senile hypertension complicated with frailty (of Qi deficiency and blood stasis pattern, or deficiency of both spleen and kidney pattern). MethodsA single-center, randomized controlled clinical trial design was employed in this study. Sixty-four eligible patients, treated at the Cardiology Outpatient Clinic of Dongfang Hospital, Beijing University of Chinese Medicine between June 2024 and February 2025, were randomly allocated into an observation group or a control group, with 32 patients in each group. Both groups received standard conventional antihypertensive therapy, while the observation group additionally received the Qishen Liuwei Formula (one dose per day, in separate servings in the morning and evening). For both groups, a treatment course consisted of 4 weeks, followed by a 2-month follow-up period. Then, the primary indicator (Fried frailty phenotype scores), along with secondary indicators including traditional Chinese medicine (TCM) syndrome scores and changes in blood pressure were observed before and after treatment. ResultsRegarding Fried frailty phenotype scores, the observation group exhibited significantly improved grip strength, 4.57 m walk time, the duration of weekly walks, ''effort required for any activity'', and ''inability to walk forward'' after treatment, while only the latter two indicators were significantly improved in the control group (P<0.05). Compared with the control group, the observation group demonstrated significantly superior improvement in the duration of weekly walks, ''effort required for any activity'', and frailty (P<0.05). For total TCM syndrome scores, both groups displayed significantly decreased total TCM syndrome scores (P<0.05) after treatment, and the decrease was more significant in the observation group (P<0.05). Regarding office blood pressure, both groups showed significantly decreased diastolic blood pressure and mean arterial pressure after treatment, while the observation group also showed significantly decreased systolic blood pressure (P<0.05). During treatment, one case of facial rash occurred in the observation group, representing an adverse reaction rate of 3.13% (1/32). The rash resolved one week after discontinuation of medication. No adverse reactions occurred in the control group during treatment. No statistically significant difference was observed in the incidence of adverse reactions between the two groups. ConclusionFor senile hypertension complicated with frailty, the Qishen Liuwei presoription effectively improves physical activity, muscle strength, frailty-related symptoms, and TCM syndrome remission. When combined with Western medicine, the Formula contributes to stable blood pressure control and demonstrates a favorable clinical safety profile, indicating its clinical application potential.
7.The effects of electroacupuncture on oxidative stress in hippocampal neurons of neonatal rats with hypoxic ischemic brain injury
Xuejiu ZENG ; Kun AI ; Yujing ZHOU ; Lifen ZHAN ; Roujun LIANG ; Qiangsheng DING ; Hong ZHANG ; Xiqin YI
Chinese Journal of Neuroanatomy 2025;41(2):157-164
Objective:To observe the effects of electroacupuncture(EA)on learning and memory ability and nucle-ar factor E2 related factor 2(Nrf2),glutathione peroxidase 4(GPX4),NAD(P)H-quinone oxidoreductase 1(NQO1),reactive oxygen species(ROS)in hippocampus of neonatal rats with hypoxic-ischemic brain damage(HIBI)and its anti-oxidative stress mechanism.Methods:A total of 76 neonatal rats were randomly divided into Sham opera-tion group(Sham),HIBI model group(HIBI),electroacupuncture group(HIBI+EA),and Nrf2 inhibitor ML385 group(HIBI+EA+ML385).The neonatal rat model of HIBI was established by classical Rice method.The HIBI+EA group was treated with electroacupuncture for 30 min/d for 14 consecutive days.In the HIBI+EA+ML385 group,30 mg/kg ML385 was intraperitoneally injected at 1 h before each electroacupuncture intervention.Morris water maze test was performed on 21 days after modeling to test the learning and memory ability of neonatal rats in each group.Nissl staining and HE staining were used to observe the morphology of neurons in the hippocampal CA1 region,and DHE flu-orescent probe was used to detect the expression of ROS in the hippocampal CA1 region.The contents of Nrf2,GPX4 and NQO1 in hippocampus were detected by Western blot.Results:Compared with the Sham group,the HIBI group had severe pathological damage,a prolonged escape latency,a decreased number of platform crossings,a significantly increased expression of ROS,and a significantly decreased expression of Nrf2,GPX4,and NQO1(P<0.05).Com-pared with HIBI group,the pathological damage was significantly attenuated,the escape latency was shortened,the number of platform crossings was increased,the expression of ROS was decreased,and the expression of Nrf2,GPX4 and NQO1 was increased in HIBI+EA group(P<0.05).Compared with HIBI+EA group,the pathological damage was aggravated,the escape latency was prolonged,the number of crossing the platform was decreased,the expression of ROS was increased,and the expression of Nrf2,GPX4,and NQO1 was decreased in HIBI+EA+ML385 group(P<0.05).Conclusion:Electroacupuncture can effectively improve the learning and memory ability of hypoxic-ischemic neonatal rats,which is related to its effect in reducing oxidative stress in hippocampal neurons by regulating Nrf2 signa-ling pathway.
8.Analysis of lipid metabolism gene mutations and pathogenicity in patients with hypertriglyceridemia-associated acute pancreatitis
Qi YANG ; Na PU ; Yichen DUAN ; Kun GAO ; Jing ZHOU ; Bo YE ; Gang LI ; Lu KE ; Yuxiu LIU ; Zhihui TONG ; Weiqin LI ; Baiqiang LI
Chinese Journal of Pancreatology 2025;25(1):44-49
Objective:To investigate lipid metabolism gene mutations and pathogenicity of hypertriglyceridemia acute pancreatitis (HTG-AP) patients.Methods:Clinical data of 495 HTG-AP patients admitted from June 2018 to June 2020 in the center for severe acute pancreatitis of Eastern Theater General Hospital were retrospectively analyzed. Whole-exome sequencing and mutation verification were performed by next-generation sequencing technology and Sanger sequencing. The pathogenicity of gene mutation was analyzed by population mutation ratio, pathogenicity prediction software, conservation scoring software, protein structure prediction, and in vitro experiments. Results:The mutation ratio of lipid metabolism-related genes, namely LPL, APOA5, LMF1, GPIHBP1, and APOC2, were 14.81%, 55.78%, 43.61%, 1.62%, and 0.61%, respectively. Among them, 44 heterozygous mutations in LPL gene were detected including 36 missense mutations, 5 nonsense mutations and 3 frameshift mutations, which were all rarely carried in single patient. Six HTG-AP patients carried the LPL gene heterozygous mutation c.835C>G (p.Leu279Val). The mean level of serum triglyceride at the onset of HTG-AP was 27.4 mmol/L. All of them had a history of recurrent HTG-AP, and most of them had severe acute pancreatitis. The serum LPL concentration and activity were lower than the normal level. The pathogenicity analysis results suggested that the LPL p.Leu279Val was a rare, highly possible pathogenic and highly conserved gene mutation. The in vitro results showed that the LPL p.Leu279Val could significantly reduce the synthesis and secretion ability of LPL as well as its enzymatic activity. Conclusions:The mutation ratio of lipid metabolism-related genes, including LPL, APOA5, LMF1, GPIHBP1, and APOC2, are relatively high in the HTG-AP patients. The LPL p.Leu279Val is a rare and highly possible pathogenic gene mutation, which may lead to recurrent episodes of HTG-AP.
9.Effect of Dulagopeptide on Physical Examination Indexes,Plasma Glucose Metabolism and Islet Function in Type 2 Diabetes Mellitus Patients with Poorly Controlled Plasma Glucose
Zhong-yu ZHOU ; Cong WANG ; Lin WANG ; Zhuang-sen CHEN ; Ying HUANG ; Cai-yan HUANG ; Kun FENG
Progress in Modern Biomedicine 2025;25(17):2790-2796,2834
Objective:To investigate the effect of dulagopeptide on physical examination indexes,plasma glucose metabolism and islet function in type 2 diabetes mellitus(T2DM)patients with poorly controlled plasma glucose.Methods:135 T2DM patients with poorly controlled plasma glucose who were admitted in our hospital from January 2023 to July 2024 were selected.A prospective randomized controlled design was adopted,they were divided into control group 1(received treatment with sitagliptin,n=45),control group 2(received treatment with insulin glargine,n=45),and observation group(received treatment with dulaglutide,n=45)according to the random number table method.Physical examination indexes,plasma glucose indicators,islet function,and incidence of adverse reactions were compared among the three groups.Results:12 weeks after treatment,body mass index(BMI),waist circumference,fasting plasma glucose(FPG),glycated hemoglobin(HbA1c),and postprandial 2-hour plasma glucose(2hPG)in the observation group were lower than those in control group 1 and control group 2(P<0.05).12 weeks after treatment,the observation group had the highest HbA1c compliance rate,reaching 71.1%(P<0.05).12 weeks after treatment,the fasting C-peptide(FC-P)and HOMA-islet(CP-DM)levels in the observation group were higher than those in control group 1 and control group 2(P<0.05).Conclusion:Dulagopeptide can effectively improve physical examination indexes,plasma glucose indicators,and islet function in T2DM patients with poorly controlled plasma glucose.
10.Dosimetry effect of fluence smoothing in Monaco Treatment Planning System for short-course volumetric modulated arc therapy of preoperative rectal cancer
Yao XIAO ; De-li ZHOU ; Kun-pu SU ; Lin-shan LI ; Meng-yuan SI ; Yan-hai LIU ; Chuan CHEN
Chinese Medical Equipment Journal 2025;46(5):48-53
Objective To investigate the dosimetric differences in preoperative short-course volumetric modulated arc therapy(VMAT)for rectal cancer using different fluence smoothing(FS)levels in the Monaco Treatment Planning System(Monaco TPS).Methods Twenty rectal cancer patients who received preoperative neoadjuvant short-course VMAT at some hospital from September 2021 to December 2022 were retrospectively selected.Four groups of radiotherapy plans were formulated using the Monaco TPS for each case,which were classified into an off group,a low group,a medium group and a high group based on the FS levels.Then the four groups were compared in terms of the dosimetric parameters,monitor unit and number of the segments in the planning target volume(PTV)and organ at risk(OAR).Statistical analysis was performed using SPSS 27.0 software.Results All the four groups had the doses to the target volume meeting clinical requirements,which had no significant differences in the doses to 5%(D5%)and 95%(D95%)to the target volume and the maximum dose(Dmax),minimum dose(Dmin),mean dose(Dmean)and conformity index(all P>0.05).Statistical differences were found between the homogeneity indexes of the four groups(P<0.05),with the medium group behaving the best.The number of the segments rose while the mornitor units decreased siginificantly with the increase of FS levels,with the differences being statistically significant(P<0.05).There were no significant differences between the V25,V20,V15 and V10 of the small intestine,the V25 and V20 of the bladder and the V15 and V10 of the left and right femur(all P>0.05).Conclusion In preoperative short-course VMAT for rectal cancer,clinical requirements can be met with different FS levels in the Monaco TPS,and medium-level FS results in optimal overall dose distribution in terms of treatment planning.[Chinese Medical Equipment Journal,2025,46(5):48-53]


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