1.Deep learning dose prediction network-assisted radiotherapy plan design for head and neck cancer
Xuena YAN ; Siqi YUAN ; Xuejie XIE ; Qi FU ; Xinyuan CHEN ; Kuo MEN ; Jianrong DAI
Chinese Journal of Radiation Oncology 2025;34(6):569-575
Objective:To construct a general deep learning dose prediction model applicable to radiotherapy for head and neck tumors, establish design methods for artificial intelligence (AI)-assisted radiotherapy plan and evaluate the accuracy of prediction.Methods:Radiotherapy plans of 818 patients who received radiotherapy for head and neck cancers from January 2018 to June 2021 in Cancer Hospital of Chinese Academy of Medical Sciences were enrolled. Patients involved 17 types of common head and neck cancers, and the prescribed dose covered 5 kinds of dose gradients ranging from 54 Gy to 73.92 Gy. And 1-2 cases per each cancer type (31 cases in total) were randomly selected as the validation set, and the remaining 787 cases were used as the training set to build a deep learning head and neck radiotherapy generalized dose prediction model. Then based on the dose prediction results of this model, a program was written to automatically generate inverse optimization condition scripts, which were sent back to the treatment planning system to achieve AI-assisted radiotherapy plan design. Among the patients who received radiotherapy in our hospital from June 2021 to January 2022, 1 patient for each disease type (17 cases in total) was selected to evaluate the AI-assisted plan design program and evaluate its clinical feasibility using paired t-test. Results:Dose prediction model accuracy evaluation revealed that in the 31-case validation set, there was no statistical difference in the evaluation metrics of clinical concern for organs at risks, except for the D 1 cm3 prediction for spinal cord planning risk volume, which was statistically different compared with the clinical reference plan. The AI-assisted plan design program had higher plan quality metric scores (37.88±6.42) than manual plans (35.00±7.63) in 17 test cases ( t=-1.00, P=0.166). The number of manual adjustments to the inverse optimization conditions was reduced from (5.47±2.97) times to (2.76±1.00) times for the AI-assisted plan compared to the manual-only plan ( t=4.12, P<0.001). And the number of outlined dose shaping structures was reduced from 7.35±3.98 to 3.12±1.18 ( t=5.61, P<0.001). Conclusions:The unified universal model of dose prediction established for different head and neck cancers has high accuracy in dose prediction for all types of head and neck tumor plans. The AI-assisted planning method established in this pattern can reduce the clinical workload of physicists and improve the efficiency of their work.
2.Comparison of biological characteristics of natural killer cells from different sources
Junxia WANG ; Zaidong XIE ; Chunlei PAN ; Feng WU ; Dingsheng LIU ; Jianrong ZHU ; Chunhua ZHAO
Basic & Clinical Medicine 2025;45(12):1668-1674
Natural killer cells(NK)are important innate immune cells that do not require prior antigen exposure and can directly recognize and attack virus-infected cells and tumor cells.The activation and effector functions of NK cells are regulated by a balance of signals delivered through their surface activating receptors and inhibitory re-ceptors,which bind to ligands on target cells to achieve cytotoxicity via"induced self"and"missing self"recogni-tion models.The killing mechanisms of NK cells primarily include release of cytotoxic granules such as perforin and granzymes to induce target cell lysis,death receptor-mediated apoptosis,secretion of various cytokines,chemokines and growth factors to coordinate with other immune cells in killing tumor cells,thereby generating secondary im-mune responses and antibody-dependent cellular cytotoxicity(ADCC).
3.Application of ultrasound-guided erector spinae plane block in extra-corporeal shock wave lithotripsy for pancreatic duct stones
Yue WANG ; Yong CHENG ; Haiyong TAO ; Xiaoye HE ; Liuxin HU ; Xiaoyi XIE ; Jianrong GUO
Chinese Journal of Clinical Pharmacology and Therapeutics 2025;30(1):85-90
AIM:To evaluate the value of ultra-sound-guided erector spinae plane block(ESPB)combined with opioid-sparing anaesthesia in extra-corporeal shock wave lithotripsy(ESWL)for pancre-atic stones.METHODS:A total of 96 patients(60 males and 36 females,aged 20-65 years,ASA Ⅰ-Ⅱ,BMI 16-30 kg/m2)undergoing elective extracorpo-real shock wave lithotripsy for pancreatic duct stones were selected in our hospital from March 2022 to April 2023.The patients were randomly di-vided into conventional intravenous anesthesia group(group C,48 cases)and ESPB+opioid-sparing group(group E,48 cases).Patients in group C un-derwent general anesthesia with target-controlled infusion of propofol and remifentanil with sponta-neous breathing.Patients in group E underwent ul-trasound-guided bilateral ESPB before intravenous general anesthesia.The changes of hemodynamic indexes(HR,MAP)in the two groups were ob-served and recorded.The anesthetic effect,dosage of remifentanil,quality of anesthesia recovery,postoperative analgesic effect and incidence of perioperative adverse reactions(respiratory depres-sion,nausea and vomiting,pruritus,etc.)were ob-served in the two groups.RESULTS:Compared with group C,the incidence of intraoperative respiratory depression was significantly decreased,the intraop-erative consumption of remifentanil was de-creased,and the postoperative recovery time was shortened in group E(P<0.05).The VAS scores of rest and cough pain and the incidence of postoper-ative nausea and vomiting were significantly de-creased in group E(P<0.05).There was no signifi-cant difference in HR and MAP between the two groups(P>0.05).CONCLUSION:Ultrasound-guided ESPB in ESWL for pancreatic duct stones is satisfac-tory and can save opioids with few complications.
4.Application of ultrasound-guided erector spinae plane block in extra-corporeal shock wave lithotripsy for pancreatic duct stones
Yue WANG ; Yong CHENG ; Haiyong TAO ; Xiaoye HE ; Liuxin HU ; Xiaoyi XIE ; Jianrong GUO
Chinese Journal of Clinical Pharmacology and Therapeutics 2025;30(1):85-90
AIM:To evaluate the value of ultra-sound-guided erector spinae plane block(ESPB)combined with opioid-sparing anaesthesia in extra-corporeal shock wave lithotripsy(ESWL)for pancre-atic stones.METHODS:A total of 96 patients(60 males and 36 females,aged 20-65 years,ASA Ⅰ-Ⅱ,BMI 16-30 kg/m2)undergoing elective extracorpo-real shock wave lithotripsy for pancreatic duct stones were selected in our hospital from March 2022 to April 2023.The patients were randomly di-vided into conventional intravenous anesthesia group(group C,48 cases)and ESPB+opioid-sparing group(group E,48 cases).Patients in group C un-derwent general anesthesia with target-controlled infusion of propofol and remifentanil with sponta-neous breathing.Patients in group E underwent ul-trasound-guided bilateral ESPB before intravenous general anesthesia.The changes of hemodynamic indexes(HR,MAP)in the two groups were ob-served and recorded.The anesthetic effect,dosage of remifentanil,quality of anesthesia recovery,postoperative analgesic effect and incidence of perioperative adverse reactions(respiratory depres-sion,nausea and vomiting,pruritus,etc.)were ob-served in the two groups.RESULTS:Compared with group C,the incidence of intraoperative respiratory depression was significantly decreased,the intraop-erative consumption of remifentanil was de-creased,and the postoperative recovery time was shortened in group E(P<0.05).The VAS scores of rest and cough pain and the incidence of postoper-ative nausea and vomiting were significantly de-creased in group E(P<0.05).There was no signifi-cant difference in HR and MAP between the two groups(P>0.05).CONCLUSION:Ultrasound-guided ESPB in ESWL for pancreatic duct stones is satisfac-tory and can save opioids with few complications.
5.Deep learning dose prediction network-assisted radiotherapy plan design for head and neck cancer
Xuena YAN ; Siqi YUAN ; Xuejie XIE ; Qi FU ; Xinyuan CHEN ; Kuo MEN ; Jianrong DAI
Chinese Journal of Radiation Oncology 2025;34(6):569-575
Objective:To construct a general deep learning dose prediction model applicable to radiotherapy for head and neck tumors, establish design methods for artificial intelligence (AI)-assisted radiotherapy plan and evaluate the accuracy of prediction.Methods:Radiotherapy plans of 818 patients who received radiotherapy for head and neck cancers from January 2018 to June 2021 in Cancer Hospital of Chinese Academy of Medical Sciences were enrolled. Patients involved 17 types of common head and neck cancers, and the prescribed dose covered 5 kinds of dose gradients ranging from 54 Gy to 73.92 Gy. And 1-2 cases per each cancer type (31 cases in total) were randomly selected as the validation set, and the remaining 787 cases were used as the training set to build a deep learning head and neck radiotherapy generalized dose prediction model. Then based on the dose prediction results of this model, a program was written to automatically generate inverse optimization condition scripts, which were sent back to the treatment planning system to achieve AI-assisted radiotherapy plan design. Among the patients who received radiotherapy in our hospital from June 2021 to January 2022, 1 patient for each disease type (17 cases in total) was selected to evaluate the AI-assisted plan design program and evaluate its clinical feasibility using paired t-test. Results:Dose prediction model accuracy evaluation revealed that in the 31-case validation set, there was no statistical difference in the evaluation metrics of clinical concern for organs at risks, except for the D 1 cm3 prediction for spinal cord planning risk volume, which was statistically different compared with the clinical reference plan. The AI-assisted plan design program had higher plan quality metric scores (37.88±6.42) than manual plans (35.00±7.63) in 17 test cases ( t=-1.00, P=0.166). The number of manual adjustments to the inverse optimization conditions was reduced from (5.47±2.97) times to (2.76±1.00) times for the AI-assisted plan compared to the manual-only plan ( t=4.12, P<0.001). And the number of outlined dose shaping structures was reduced from 7.35±3.98 to 3.12±1.18 ( t=5.61, P<0.001). Conclusions:The unified universal model of dose prediction established for different head and neck cancers has high accuracy in dose prediction for all types of head and neck tumor plans. The AI-assisted planning method established in this pattern can reduce the clinical workload of physicists and improve the efficiency of their work.
6.Effect of novel erythrocyte preservation solution on quality of erythrocytes in stored blood of T2DM rats
Mandi WU ; Na YAO ; Yu BAI ; Yinghui CUI ; Xiaoyi XIE ; Yongbin CHI ; Jianrong GUO
Chinese Journal of Anesthesiology 2024;44(3):302-306
Objective:To evaluate the effect of novel erythrocyte preservation solution on the quality of erythrocytes in stored blood of type 2 diabetes mellitus (T2DM) rats.Methods:Forty SPF male Sprague-Dawley rats, aged 8 weeks, weighing 180-220 g, were used in this study. Ten rats randomly selected served as conventional erythrocyte preservation solution group (group A). T2DM model was prepared in the remaining 30 rats. Twenty T2DM rats were divided into 2 groups ( n=10 each) using a random number table method: T2DM conventional erythrocyte preservation solution control group (group C) and T2DM novel erythrocyte preservation solution observation group (group Y). Erythrocyte preservation solution was prepared to simulate the preoperative autologous blood donation process, and blood was collected from the tail vein to isolate the red blood cells, and then the corresponding preservation solution was added. Immediately after blood collection (T 0) and at 7, 14 and 21 days of preservation (T 1-3), the morphological structure of erythrocytes was observed with a light microscope, and the concentrations of 2, 3-diphosphoglycerate (2, 3-DPG) and reactive oxygen species (ROS) were also determined by enzyme-linked immunosorbent assay at T 0-T 3 and 28 days of preservation (T 4). PKH26 was used to label the erythrocytes stored in vitro for 28 days, and then the erythrocytes were transfused back into rats. The survival rate of erythrocytes was detected by flow cytometry at 1, 7, 13 and 18 h after retransfusion. Results:The erythrocyte damage was aggravated at different time points of preservation in group C when compared with group A. Compared with group C, the damage to erythrocytes was significantly alleviated at different time points of preservation in group Y. Compared with group A, the concentration of 2, 3-DPG in erythrocytes was significantly decreased at T 0 and T 2-T 4, the concentration of ROS was increased at T 0-T 4, and the survival rate of erythrocytes was decreased at 1, 7 and 18 h after retransfusion in group C ( P<0.05). Compared with group C, the concentration of 2, 3-DPG in erythrocytes was significantly increased at T 0-T 4, the content of ROS was decreased at T 1, T 3 and T 4, and the survival rate of erythrocytes was increased at 1, 7 and 18 h after retransfusion in group Y ( P<0.05). Conclusions:The novel erythrocyte preservation solution can improve the quality of stored erythrocytes and increase the survival rate of erythrocytes in vivo after retransfusion in T2DM rats.
7.Prevalence and related factors of HIV testing among young students who ever had sexual experiences in Guangdong Province
Chinese Journal of School Health 2024;45(12):1718-1721
Objective:
To understand the prevalence of HIV testing and related factors among young students who had sex in Guangdong Province, in order to provide evidence for relevant education programs and HIV testing promotion in young students.
Methods:
From September to December 2022, a convenient sampling method was used to select 48 749 young students from 16 universities and mechanic colleges in 6 cities including Guangzhou, Shantou, Maoming, Huizhou, Dongguan, and Zhongshan in Guangdong Province for online questionnaire survey. A total of 2 971 students who ever had sexual experiences were screened out, and the HIV testing situation and related factors were investigated by using the questionnaire designed by AIDS Prevention and Education Project for College Students of China STD and AIDS Prevention Association.The influencing factors of HIV testing were analyzed using Chi square test and multiple Logistic regression model.
Results:
Among students who had sexual experiences, 11.92% (354/2 971) were tested for HIV. The results of multivariate Logistic regression analysis showed that among young sexual students, using psychoactive substances during sexual activity in the last 1 year ( OR =7.70), having first sex with the same sex ( OR =3.87), having commercial sex ( OR =2.37), having heard of PEP ( OR =2.20), having a high level of self assessed understanding of HIV testing ( OR =1.73), inconsistent use of condoms ( OR =1.56), being aware of HIV infection ( OR =1.53), being aware of HIV knowledge ( OR =1.51) were more likely to test for HIV, and females ( OR =0.39) were less likely to test for HIV ( P < 0.05).
Conclusions
The proportion of HIV testing is low among sexually active young students in Guangdong Province. Targeted interventions should be tailored to promote HIV testing coverage.
8. Effects of sodium pyruvate on the morphology, structure and function of erythrocytes stored in vitro in type 2 diabetes rats
Yu BAI ; Na YAO ; Xiaoyi XIE ; Mandi WU ; Yinghui CUI ; Jianrong GUO ; Yongbin CHI
Chinese Journal of Clinical Pharmacology and Therapeutics 2024;29(2):139-145
AIM: To observe the effect of RBC preservation solution with sodium pyruvate on the morphology, structure and function of RBC stored in vitro in type 2 diabetes rats. METHODS: Thirty SPF male SD rats, were randomly divided into 3 groups (n=10): non-T2DM conventional RBC preservation solution (group A), T2DM conventional RBC preservation solution (group B) and T2DM sodium pyruvate RBC preservation solution (group C). The leukoreduced RBC from the tail vein and stored for 0 d (T0), 7 d (T1), 14 d (T2), 21 d (T3) and 28 d (T4) to detect the morphology, structure and the contents of 2, 3-DPG, reactive oxygen species (ROS), malondialdehyde (MDA) and lactic acid (LA) of RBC in group A, B and C. The RBC stored for 14 days in vitro were labeled with PKH26, and its survival rate were tested in vivo at 1, 4, 10 and 16 hours after intravenous infusion. RESULTS: At T0, the RBC morphology of group A was intact, which was better than that of group B and group C. With the extension of storage time, the morphology of RBC in each group gradually transformed into a spindle-spherical shape. Compared with group A, the incidence of acanthocytes in group B and group C was higher, and the incidence of acanthocytes in group C was lower than that in group B. Compared with group A, the content of 2, 3-DPG in group B and group C decreased, while ROS and MDA increased at different time points (P<0.05). The content of 2,3-DPG in group C was higher than that in group B (P<0.05), and the contents of ROS and MDA were lower than those in group B (P<0.05). LA content in group B was higher than that in group A and group C (P<0.05). At T2-T4, the LA content in group C was lower than that in group A (P<0.05). The survival rate of RBC in group A was higher than that in group B and C, and the survival rate of RBC in group B was lower than that in group C (P<0.05). CONCLUSION: Sodium pyruvate added RBC preservation solution has a certain protective effect on RBC stored in vitro in type 2 diabetic rats, and its mechanism may be related to its antioxidant effect.
9.Effects of acute normovolemic hemodilution on target-controlled infusion of etomidate blood concen-trations and adrenocortical function
Yinghui CUI ; Jiaming XU ; Tong LIU ; Haiyong TAO ; Xi-Aoyi XIE ; Shejun HU ; Xuefei WANG ; Jinghuo WANG ; Jianrong GUO
The Journal of Clinical Anesthesiology 2024;40(8):814-819
Objective To observe the effects of acute normovolemic hemodilution(ANH)on target-controlled infusion(TCI)of etomidate blood drug concentration and adrenal cortical function.Methods Sixty patients who undergo elective multisegmental spine surgery,35 males and 25 females,aged 30-60 years,BMI 20-25 kg/m2,ASA physical status Ⅰ or Ⅱ,were divided into two groups using random number table method:ANH group and control group,30 patients in each group.Both groups used a target-controlled infusion of etomidate for anesthesia induction and anesthesia maintenance.In the ANH group,ANH was performed after steady anesthesia induction,ideal Hct 28%to 30%,and transfused within 1 hour after surgery;the control group was routinely treated.The dosage of etomidate was recorded.Liquid chroma-tography-tandem mass spectrometry(LC-MS/MS)was used to detect etomidate blood concentrations at the immediate postoperative,10,20,and 30 minutes postoperative periods in the two groups,and the immedi-ate moment autologous blood collected into the storage bag,preserved in the storage bag for 1 hour,and the immediate moment transfused back in the ANH group.Plasma concentrations of cortisol(Cor),adrenocorti-cotropic hormone(ACTH),and aldosterone(ALD)were measured by chemiluminescence immunoassay(CLIA)before the induction of anesthesia,immediately after the operation,and at 1 day and 2 days postop-eratively.Results There was no significant difference in the total dosage of etomidate between the two groups.Compared with the immediate postoperative period,the plasma etomidate concentration was signifi-cantly decreased 10,20,and 30 minutes after surgery(P<0.05).Compared with the control group,the concentration increased significantly 10 minutes after surgery in the ANH group(P<0.05).The plasma concentrations of etomidate were(547.8±119.4)ng/ml at the immediate moment autologous blood collected into the storage bag,(536.7±107.8)ng/ml at the preserved in the storage bag for 1 hour,and(522.8±91.7)ng/ml at theimmediatemoment transfusedbackinthe ANHgroup.Comparedwithbeforein-duction of anesthesia,the concentration of Cor and ALD immediately after the operation decreased signifi-cantly(P<0.05)and the concentration of ACTH was significantly higher(P<0.05).There were no sta-tistically significant differences in the concentrations of Cor,ALD,and ACTH between the two groups before induction of anesthesia 1 day and 2 days postoperatively.Conclusion In the orthopedic surgery of TCI eto-midate,return transfusion of collected autologous blood transiently(about 10 minutes)increases etomidate blood concentrations,the function of adrenal cortical will recover to the preoperative level within 24 hours after the operation.
10.High-risk sexual behaviors of HIV/AIDS and related factors in young students in Guangzhou
Jun LIU ; Peng LIN ; Huifang XU ; Fang YANG ; Xiaobing FU ; Zhilu YAO ; Shilan XIE ; Simin HE ; Jianrong LI ; Siyuan PAN ; Yan LI
Chinese Journal of Epidemiology 2024;45(2):265-272
Objective:To explore high-risk sexual behaviors of HIV/AIDS and related factors in young students in Guangzhou.Methods:A cross-sectional survey was conducted in 5 different types of Guangzhou colleges by convenience sampling with minimum number of classes per grade and 600 samples per school from September to November 2021. The R 4.2.2 software was used to consolidate databases. Simultaneously, a logistic regression model and a decision tree algorithm model, stratifying by whether sexual behaviors had occurred before, were constructed. In each layer, the prediction performance of the two models was evaluated through area under receiver operating characteristic and the confusion matrix, and then the model with high prediction performance was retained.Results:A total of 7 346 students were surveyed. The proportion of the respondents reporting sexual experience were 9.08% (667/7 346), in whom 26.24% (175/667) had risky sexual activity in the past year. The decision tree algorithm model performs well in predicting whether high-risk sexual behaviors have occurred in the past year. When the complexity parameter value is 0.018, and nsplit reaches 4, which means there are 5 leaf nodes in the model, the cross error of the tree will be the smallest. The first best grouping variable in the decision tree was whether to use condoms throughout the first sexual behavior. If condoms were used at their sexual debut, but homosexual practices have occurred in the past year, the probability of risky sexual behavior will increase. If homosexual practices have not occurred in the past year, but the age of sexual debut was below 18 years old while the period of HIV education was after high school, the probability of risk sexual behavior will also increase.Conclusions:AIDS-related risky behaviors of young students still deserved attention. The experience of sexual debut and whether AIDS-related health education has been received before the sexual debut were significant predictors for the occurrence of high-risk sexual behavior. The decision tree algorithm model has particular applicability for predicting and screening potential risk populations.


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