1.Development and validation of a DCE-MRI radiomics-based machine learning model for predicting HER-2 status in breast cancer
Yan ZHANG ; Zhijian ZHU ; Jihua HAN ; Honglei LUO ; Yaqi SONG ; Wei HUANG
Chinese Journal of Radiological Health 2025;34(6):811-818
Objective To analyze dynamic contrast-enhanced MRI (DCE-MRI) radiomic features using machine learning algorithms, and to develop and validate a predictive model for HER-2 status in breast cancer. Methods The DCE-MRI images of 272 treatment-naive female patients with breast cancer between 2020 and 2022 were included in this study. Regions of interest (ROIs) were manually segmented using 3d-Slicer software, and radiomic features were extracted. All patients were randomly divided into training sets or validation sets at a ratio of 4∶1. The least absolute shrinkage and selection operator (LASSO) algorithm was used for feature screening on the training set, followed by the development of predictive models using six machine learning algorithms. Internal cross-validation was performed to compare the performance differences between the models. The best-performing model was selected, trained on the training set, and evaluated on the validation set. Evaluation metrics included area under the curve (AUC), sensitivity, specificity, precision, and recall rate. Results The clinical data of patients in the training set and validation set showed no significant differences. Five features were identified by the LASSO algorithm. With these features, six machine learning models were developed on the training set, and their predictive performance was internally cross-validated using the bagging method. XGBoost model had the highest mean AUC (0.696), followed by RF model (0.690); XGBoost model had the highest mean precision (0.756), followed by LR and RF models. Therefore, XGBoost was the optimal model. An HER-2 predictive model was built using the XGBoost algorithm on the training set and applied to the validation set. The AUC, precision, sensitivity, and specificity of the predictive model on the validation set were calculated, and ROC curves, precision-recall curves, calibration curves, and decision-making curves were plotted. Conclusion This study constructed and evaluated different DCE-MRI radiomics-based machine learning models for predicting HER-2 status in breast cancer. Among them, XGBoost algorithm performed the best and has the potential to become a new non-invasive method for preoperative prediction of HER-2 status, providing reliable evidence for personalized clinical diagnosis and treatment.
2.Dosimetric comparison of volumetric modulated arc therapy plans with different X-ray energies in patients with cervical cancer
Chao YANG ; Jihua HAN ; Zhijian ZHU ; Dongcheng HE
Chinese Journal of Radiological Health 2024;33(5):573-577
Objective To investigate the effects of volumetric modulated arc therapy (VMAT) with 6 MV and 10 MV X-ray photon energies in patients with cervical cancer. Methods From March 2019 to May 2020, 24 patients with cervical cancer who underwent radiation therapy in the Oncology Radiotherapy Department of our hospital were selected. VMAT plans with 6 MV and 10 MV photon energies were re-designed for each patient. The target parameters (D98%, D2%, Dmean), conformal index, and homogeneity index of the two groups were compared. The radiation doses received by the bladder, rectum, small intestine, left femoral head, right femoral head, and normal tissue other than planning target volume (Body-PTV), as well as monitor units and estimated total delivery time, were also compared. Results D2%, Dmean, homogeneity index, and monitor units were significantly lower in the 10 MV group than in the 6 MV group (50.78 ± 0.33 Gy vs. 50.35 ± 0.29 Gy; 49.05 ± 0.2 Gy vs. 48.93 ± 0.17 Gy; 0.08 ± 0.01 vs. 0.07 ± 0.01;
3.Dosimetric comparison of volumetric modulated arc therapy plans with different X-ray energies in patients with cervical cancer
Chao YANG ; Jihua HAN ; Zhijian ZHU ; Dongcheng HE
Chinese Journal of Radiological Health 2024;33(5):573-577
Objective To investigate the effects of volumetric modulated arc therapy (VMAT) with 6 MV and 10 MV X-ray photon energies in patients with cervical cancer. Methods From March 2019 to May 2020, 24 patients with cervical cancer who underwent radiation therapy in the Oncology Radiotherapy Department of our hospital were selected. VMAT plans with 6 MV and 10 MV photon energies were re-designed for each patient. The target parameters (D98%, D2%, Dmean), conformal index, and homogeneity index of the two groups were compared. The radiation doses received by the bladder, rectum, small intestine, left femoral head, right femoral head, and normal tissue other than planning target volume (Body-PTV), as well as monitor units and estimated total delivery time, were also compared. Results D2%, Dmean, homogeneity index, and monitor units were significantly lower in the 10 MV group than in the 6 MV group (50.78 ± 0.33 Gy vs. 50.35 ± 0.29 Gy; 49.05 ± 0.2 Gy vs. 48.93 ± 0.17 Gy; 0.08 ± 0.01 vs. 0.07 ± 0.01;
4.Analysis on the status quo of pediatric nurses' cognition of death education and its influencing factors
Shuzhen ZHU ; Jihua ZHU ; Hongqin ZHOU ; Nan LIN ; Nanxia HU ; Xiuping CHEN
Chinese Journal of Medical Education Research 2024;23(8):1026-1031
Objective:To explore the status quo of pediatric nurses' cognition of death education, and analyze its influencing factors, so as to provide experience and reference for carrying out death education in pediatric wards.Methods:In this study, 827 nurses from 15 children's hospitals in China were investigated by using the scale for evaluating the cognition of death education in medical staff prepared by Zhang Yan-gai, and the related factors affecting the cognition of death education were analyzed. SPSS 23.0 was used for independent-samples t-test and ANOVA analysis, and multiple regression equation was used to further analyze the relationship between the cognitive factors of death education in pediatric nurses. Results:The total score of death education cognition of pediatric nurses was (35.61±5.64) points, which was lower than the median score of 36 points. The degree of death education cognition of pediatric nurses was at the medium-low level. The results of correlation analysis showed that the professional title of nurses (regression coefficient: 0.064, P=0.045), the training demand for death education (regression coefficient: 0.300, P<0.001), and the way of understanding (regression coefficient: 0.018, P=0.003) were independent influencing factors of the death education cognition level of pediatric nurses. Conclusions:Pediatric nurse death education related theoretical knowledge should be improved through various professional trainings. The hospitals should include death education in pediatric nurse continuing education training plan to improve pediatric nurses' cognitive level of death education through a variety of ways and means, promote the application of death education activities carried out in pediatric ward in the hospice care, reduce deaths impact to nurse their own emotions, and alleviate parents' anxiety and painful experience, thereby improving medical satisfaction.
5.Construction and application of a non-drug intervention program for acute chemotherapy-related nausea and vomiting in children with cancer
Luyan YU ; Ying ZHOU ; Jiajie FAN ; Qian WU ; Xiaoyi CHU ; Tujun SHENG ; Xi ZHANG ; Guannan BAI ; Nan LIN ; Jihua ZHU
Chinese Journal of Nursing 2024;59(18):2181-2188
Objective To construct a non-drug intervention program for acute chemotherapy-related nausea and vomiting in children with cancer and to evaluate its efficacy.Methods Through literature review and Delphi expert correspondence,a non-drug intervention program for acute chemotherapy-related nausea and vomiting in children with cancer was constructed.By the convenience sampling method,200 consecutive children who received chemotherapy in the neurosurgery department of a tertiary children's hospital in Zhejiang province from February 1 to October 31,2023 were included as the application subjects,with 100 cases in an experimental group and 100 cases in a control group.The experimental group applied the non-drug intervention program of acute chemotherapy-related nausea and vomiting in children with cancer,and the routine measures were applied in the control group.The incidence of nausea and vomiting,severity of vomiting,compliance rate of normal sleep duration and incidence of negative emotions were compared between the 2 groups.Results The recovery rate of the valid questionnaire in 2 rounds of expert letter inquiry was 100%,and the expert authority coefficient was 0.836.The Kendall harmony coefficients were 0.471 and 0.820(P<0.001),and the final non-drug intervention program for pediatric acute chemotherapy-related nausea and vomiting included 5 primary,14 secondary and 18 tertiary items.The results showed that the incidence of nausea,vomiting and negative emotions in the experimental group were lower than that in the control group,with statistically significant differences(P<0.05).The severity of vomiting was less than it in the control group,with statistically significant difference(P<0.05).The standard rate of normal sleep time was higher than that of the control group,and the difference was statistically significant(all P<0.05).Conclusion The non-drug intervention program of chemotherapy-related nausea and vomiting in children is scientific and feasible,and the implementation of the program can reduce the incidence of nausea,vomiting and negative emotions,reduce the severity of vomiting,and improve the standard rate of normal bedtime in children.
6.Establishment of a high performance liquid chromatography method for the detection of CD38 enzyme activity in blood
Xianghui ZHAO ; Xiaoxiao BU ; Hanyu ZHU ; Hongxia LI ; Jihua SHI ; Siming WANG ; Hongna MU ; Ziyun LI ; Zhu WU ; Jun DONG ; Wenxiang CHEN ; Ruiyue YANG
Chinese Journal of Laboratory Medicine 2023;46(10):1074-1082
Objective:A high performance liquid chromatography (HPLC) method was developed to determine the enzymatic activity of CD38 in blood, which was the major enzyme responsible for consuming nicotinamide adenine dinucleotide (NAD). Additionally, the study aimed to detect the differences in CD38 enzymatic activity among individuals of varying ages and health statuses.Methods:A 50 μl whole blood matrix and enzyme reaction substrate of 150 μl β-NAD at a concentration of 500 μmol/L were selected for the analysis. To eliminate the impact of endogenous β-NAD, the whole blood sample was pre-incubated at 37 ℃ for 20 minutes before adding the substrate. The reaction was terminated by perchloric acid (PCA) after incubation at 37 ℃ for 40 min. The change in product nicotinamide (NAM) before and after the enzymatic reaction was measured by HPLC to calculate the CD38 activity. The linearity, limit of detection, limit of quantification, precision, and stability of the method were evaluated. The CD38 enzymatic activities in 60 healthy volunteers and 30 colorectal cancer patients in blood were determined by the developed method.Results:Pre-incubation at 37 ℃ for 20 minutes eliminated the effect of endogenous β-NAD. The correlation coefficient of NAM was 0.999 in the concentration range of 0.1-3.2 μmol/L, with limit of detection of 0.5 nmol/L and limit of quantification of 2.1 nmol/L. The average within-run imprecision ( CV) and total CV were 3.22%-4.03% and 2.91%-4.70%, respectively. The recovery rate ranged from 94.82% to 96.81%. The CD38 activity of whole blood was stable by storage at 4 ℃ for 48 hours, storage at room temperature for 8 hours, thawing of frozen whole blood at room temperature for 2 hours, or repeated freeze-thawing three times. NAM, NAD standards, and pre-treatment samples were stable after 48 hours at 4 ℃ and 8 hours at room temperature. CD38 activity gradually decreased with increasing concentration of the added CD38 inhibitor 4-aminoquinoline derivative (78c). Measurement of 60 healthy physical examination population samples showed significantly higher CD38 enzyme activity in the elderly group than that in the young group ( t=-2.776, P=0.007) and measurement of 30 colorectal cancer patients showed significantly higher CD38 enzyme activity than that in healthy people ( t=-2.572, P=0.012). Conclusion:The established HPLC method for determining CD38 enzymatic activity is characterized by its simplicity, efficiency, accuracy, and reproducibility. This technique serves as a valuable tool for investigating aging and aging-related diseases.
7.Perioperative nursing care of a child with Berry syndrome recognized by radical surgery
Ruqing XU ; Jihua ZHU ; Jun ZHOU ; Shanshan XIA ; Hui LI ; Yaping DING
Chinese Journal of Nursing 2023;58(23):2910-2914
To summarize the perioperative nursing experience of a child with Berry syndrome who underwent radical surgery.The key points of preoperative care include the prevention of heart failure and vigilance against ischemia and hypoxia in the lower limbs.The key points of postoperative care include maintaining stable cardiac function,preventing pulmonary hypertension crisis,ensuring safe transition during delayed chest closure,paying attention to psychological support,and emphasizing continuous care.After 54 days of careful treatment and nursing care,the child recovered well and was discharged from the hospital.The follow-up was couducted a month after discharge,and the child was good.
8.Construction of evaluation index system of core competence of neonatal specialist nurses
Kongjia QIAN ; Hongzhen XU ; Xiaoying CHENG ; Feixiang LUO ; Yafeng FANG ; Lianjuan ZHOU ; Jun YU ; Hongqin ZHOU ; Shuohui CHEN ; Jihua ZHU
Chinese Journal of Practical Nursing 2023;39(1):46-52
Objective:To construct the evaluation index system of the core competence of neonatal specialist nurses, so as to provide reference for clinical training of neonatal specialist nurses.Methods:From January 2020, through literature review, theoretical analysis, interview, Delphi method and superiority chart, the evaluation index and weight of core competence of neonatal specialist nurses were determined.Results:Totally 28 experts in China were invited for 3 rounds of consultation. The effective recovery rate of the questionnaires was 93.33%(28/30) in the first round. The effective recovery rate of the questionnaires was 100.00%(28/28) in the second and third rounds. The authority coefficient of the experts was 0.85 in the third round. The Kendall′s coefficients of concordance of the first-level indexes, second-level indexes and third-level indexes were 0.150, 0.221 and 0.161, respectively. The final evaluation index system of the core competence of neonatal specialist nurses included 5 first-level indicators, 17 second-level indicators and 58 third-level indicators.Conclusions:The evaluation index system of the core competence of neonatal specialist nurses constructed in this study has certain scientific, reliable and clinical application value, which is conducive to the training of newborn specialized nurses in China.
9.Effects of breast milk intake ratio during hospitalization on antibiotic therapy duration in preterm infants less than 34 gestational weeks: a multicenter retrospective cohort study
Chengpeng GU ; Wenjuan CHEN ; Shuping HAN ; Yan GAO ; Rongping ZHU ; Jihua ZHANG ; Rongrong CHEN ; Yan XU ; Shanyu JIANG ; Yuhan ZHANG ; Xingxing LU ; Mei XUE ; Mingfu WU ; Zhaojun PAN ; Dongmei CHEN ; Xiaobo HAO ; Xinping WU ; Jun WAN ; Huaiyan WANG ; Songlin LIU ; Danni YE ; Xiaoqing CHEN ; Weiwei HOU ; Li YANG
Chinese Journal of Perinatal Medicine 2023;26(7):546-553
Objective:To investigate the effects of breast milk to total milk intake ratio during hospitalization on the duration of antibiotic therapy in preterm infants less than 34 weeks of gestation.Methods:Clinical data of preterm infants ( n=1 792) less than 34 gestational weeks were retrospectively collected in 16 hospitals of Jiangsu Province Neonatal-Perinatal Cooperation Network from January 1, 2019, to December 31, 2021. The days of therapy (DOT) were used to evaluate the duration of antibiotic administration. The median DOT was 15.0 d (7.0-27.0 d). The patients were divided into four groups based on the quartiles of DOT: Q 1 (DOT≤7.0 d), Q 2 (7.0 d
10.Effects of flattening filter on dosimetry in fractionated stereotactic radiotherapy for brain metastases
Zhijian ZHU ; Xiaoye ZHANG ; Yan ZHANG ; Tingting SHI ; Jun HONG ; Dongcheng HE ; Jihua HAN
Chinese Journal of Radiological Health 2022;31(5):615-619
Objective To investigate the dosimetric differences between volumetric modulated arc therapy (VMAT) with a flattening filter (FF) and flattening filter-free (FFF) VMAT in fractionated stereotactic radiotherapy for brain metastases. Methods Seventeen patients with brain metastases were divided into FF-VMAT group (VMAT plans with the FF mode) and FFF-VMAT group (VMAT plans with the FFF mode). The two groups were compared in terms of target volume dose parameters (D98%, D2% and Dmean), the conformal index (CI), the gradient index (GI), the gradient, normal brain tissue dose parameters (V5Gy, V10Gy, V12Gy and Dmean), monitor units, and beam-on time. Results Compared with the FF-VMAT group, the FFF-VMAT group had significantly lower GI (3.33 ± 0.37 vs 3.27 ± 0.35, P = 0.001), a significantly lower gradient [(0.85 ± 0.20) cm vs (0.84 ± 0.19) cm, P = 0.002], a significantly shorter beam-on time [(177.05 ± 62.68) s vs (142.71 ± 34.59) s, P = 0.001], and significantly higher D2% [(65.69 ± 2.15) Gy vs (66.99 ± 2.03) Gy, P = 0.001] and Dmean [(58.77 ± 1.60) Gy vs (59.95 ± 1.43) Gy, P <0.001]. There were no significant differences in the CI, the D98% of the target volume, the V5Gy, V10Gy, V12Gy and Dmean of the normal brain tissue, and monitor units between FFF-VMAT and FF-VMAT. Conclusion FFF-VMAT can better protect the normal tissue around the target volume, reduce the beam-on time, and improve treatment efficiency.


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