1.Research on the deep learning model based on the combination of intratumoral and peritumoral dynamic contrast-enhanced MRI for predicting axillary lymph node metastasis in breast cancer
Yijun GUO ; Rui YIN ; Junqi HAN ; Zhaoxiang DOU ; Jingjing CHEN ; Peifang LIU ; Hong LU ; Wenjuan MA
Journal of Practical Radiology 2024;40(6):907-912
Objective To explore the value of deep learning models in predicting axillary lymph node(ALN)metastasis of breast cancer based on intratumoral and peritumoral dynamic contrast-enhanced magnetic resonance imaging(DCE-MRI).Methods A retrospective analysis was conducted on cases from Tianjin Medical University Cancer Hospital and Laoshan Branch of Affiliated Hospital of Qingdao University,involving a total of 850 lesions in 850 patients.The region of interest within the tumor was delineated at the largest area of the lesion on the first enhancement images and automatically expanded by 3 mm and 6 mm in a conformal fashion.Deep learning prediction models based on ResNet50 were developed via intratumoral,peritumoral,and intratumoral combined peritumoral models,respectively,and a comprehensive prediction model was developed by integrating semantic features of imaging reports.Cases from Tianjin Medical University Cancer Hospital were randomly divided into training and test cohorts in a 7∶3 ratio,while cases from Laoshan Branch of Affiliated Hospital of Qingdao University served as the external validation cohort.The area under the curve(AUC),accuracy,sensitivity,specificity,F1-score,and Brier-score were calculated,respectively.Results The model incorporating intratumoral,peritumoral(3 mm),and semantic features demonstrated the highest performance,with AUC of 0.801[95%confidence interval(CI)0.765-0.845],0.781(95%CI 0.745-0.817),and 0.752(95%CI 0.700-0.793)in the training cohort,test cohort,and external validation cohort,respectively,and there was no significant difference in AUC between combined model and intratumoral/peritumoral model,respectively,but it demonstrated the higher sensitivity and F1-score,and the lower Brier-score.Conclusion Incorporating peritumoral images into the conventional model based on intratumoral images enhanced the predictive ability of ALN metastasis in breast cancer.
2.Influencing factors and prediction model of neck pain in dentists
Peifang LIU ; Bo SHEN ; Xuyan XU ; Jianhua LIU ; Wenli CHEN ; Sihao LIN
Journal of Environmental and Occupational Medicine 2023;40(1):27-33
Background Dentists are a high-risk population of work-related musculoskeletal disorders (WMSDs), where the body part with the highest prevalence is the neck. Objective To analyze potential influencing factors of neck pain among dentists, and explore a prediction model of neck pain in dentists. Methods Dentists from different hospitals in Fuzhou were selected as study subjects by stratified cluster sampling according to hospital characteristics (dental hospitals, general hospitals, and dental clinics). The basic information, presentation of WMSDs, and its influencing factors were investigated by using the Chinese version of Musculoskeletal Disorders Questionnaire and the Subjective Workload Assessment Technique. A total of 655 questionnaires were collected, of which 603 were valid, with an effective rate of 92.1%. Multiple logistic regression was used to analyze potential influencing factors of neck pain in dentists. A prediction model of neck pain of dentists was constructed by using neural network model, and the prediction efficiency of the model was evaluated. Results The neck was the body part with the highest prevalence (43.8%, 264/603) of WMSDs among dentists. The results of multiple logistic regression analysis showed that female (OR=2.709, 95%CI: 1.852-3.962, P <0.001), working age of 10-<20 years (versus <10 years, OR=3.836, 95%CI: 2.471-5.957, P<0.001), keeping head up or down for a long time (OR=8.492, 95%CI: 2.203-32.731, P=0.002), holding head sideways for a long time (OR=2.210, 95%CI: 1.376-3.550, P<0.001), maintaining the same sitting spot for a long time (OR=4.336, 95%CI: 2.192-8.579, P<0.001), and psychological load value ≥70 (versus <40, OR=1.901, 95%CI: 1.038-3.480, P=0.037) increased the risk of neck pain in dentists. Sufficient operating space (OR=0.507, 95%CI: 0.302-0.850, P=0.010) and doing some exercise during work break (OR=0.670, 95%CI: 0.453-0.991, P=0.045) reduced the risk of reporting neck pain among dentists. A neural network prediction model of dentists' neck pain was constructed with 1 hidden layer and 6 hidden layer neurons. The percentage of correct prediction of training set was 89.6%, and the percentage of correct prediction of test set was 83.9%. The order of importance of the independent variables included in the model were working age, holding head sideways for a long time, psychological load, etc. The result of neural network model of neck pain among dentists showed that the area under the curve of receiver operator characteristic (ROC) was 0.940 (95%CI: 0.922-0.958, P<0.001). When the maximum diagnostic value was determined by the ROC curve, the sensitivity was 84.8%, the specificity was 91.2%, and the Youden Index was 0.760. Conclusion Neck pain of dentists is affected by many factors, such as individual factors (gender and working age), ergonomic factors (keeping various postures and operations for a long time, operating space, etc.), psychological factors (different levels of psychological load) and so on. The neural network model can be used as a prediction tool to explore the risk of reporting neck pain among dentists.
3.Establishment of a mouse model of acute systemic cold injury induced by hypothermia
Xiaoye TIAN ; Ying LIU ; Zhuojun WANG ; Zheyuan CHEN ; Feng CHENG ; Xiao HAN ; Peifang CONG ; Xiuyun SHI ; Ruiheng MA ; Hongxu JIN
Chinese Journal of Emergency Medicine 2023;32(4):521-526
Objective:To establish an animal model of acute systemic cold injury in mice.Methods:There were 98 C57BL/6 mice, half male and half female, with body weight of 22-27 g and age of 10 weeks. The mice were randomly divided into 7 groups ( n=14) according to the changes of anal temperature in cold environment, namely, group A (38.5 ± 1) ℃, group B (35 ± 1) ℃, group C (30 ± 1) ℃, group D (25 ± 1) ℃, group E (20 ± 1) ℃, group F (15 ± 1) ℃, and group G (10 ± 1) ℃, among which, group A was the blank control group, and the rest groups were the experimental group. The mice in the blank control group were placed in the normal environment (20 ± 5) ℃, and the mice in the experimental group were placed in the low temperature artificial climate box at - 20℃. The anal temperature of the mice was measured intermittently (as the core temperature), and the time required for the core temperature of the mice to drop to groups B, C, D, E, F and G was recorded. The righting reflex was used to evaluate the consciousness state, the action ability and the general state of each organ of mice were observed, and the blood routine and HE staining of each organ were detected. Results:The lower the core temperature of the experimental group, the longer the time required. The consciousness state, action ability, general state of organs, blood routine, and HE staining of organs in groups B, C, and D were basically the same as those in group A, and there was no acute systemic cold injury. Therefore, the blood routine, general observation of organs, and HE staining of organs in groups B, C, and D were no longer displayed compared with those in group A. Compared with group A, mice in group E began to suffer from disturbance of consciousness and action ability. With the decrease of core body temperature, the damage was aggravated, and mice in group G died. Compared with group A, the indices of blood routine test (WBC, RBC, HGB, PLT) of mice in group E began to decrease, and the univariate variance calculation showed that only WBC changes had statistical significance ( P<0.05). Compared with groups A and E, the indices of blood routine test (WBC, RBC, HGB, PLT) of mice in group F were further reduced, and the changes of each index in univariate variance calculation were statistically significant ( P<0.05). The general observation results showed that compared with group A, the lung, liver and spleen surfaces of mice in group E began to darken, and compared with groups A and E, the lung, liver, spleen, kidney and heart of mice in group F were further deepened and darkened, with irregular edges. HE staining results of various organs showed that compared with group A, the mice in group E began to have partial alveolar structure destruction and a small amount of inflammatory cell infiltration, the central vein of the liver was slightly congested, and the red and white pulp of the spleen were indistinct. Compared with groups A and E, the pathological structure damage of the lung, liver, spleen, kidney, heart and brain tissues of the mice in group F was further aggravated. Conclusions:Detection of consciousness state, action ability, general state of organs, blood routine and HE staining indices of organs in mice under low temperature can simulate the progress of clinical acute cold injury, and the animal model of acute systemic cold injury was successfully prepared.
4.Safety and efficacy of oral Lacosamide as an add-on therapy in Chinese children with partial-onset seizures
Yuwu JIANG ; Yi WANG ; Jianmin ZHONG ; Jianxiang LIAO ; Peifang JIANG ; Li JIANG ; Jianmin LIANG ; Lingling GAO ; Weiwei SUN ; Xiaoqian LI ; Sijie CHEN
Chinese Journal of Applied Clinical Pediatrics 2023;38(11):850-856
Objective:To evaluate the long-term safety, tolerability and efficacy of Lacosamide add-on therapy in Chinese children with partial-onset seizures.Methods:SP848 was a global multicenter single-arm study involving 60 Chinese children with partial-onset seizures with the age of 4-17 years who were managed by Lacosamide add-on therapy at seven hospitals across China from April 2018 to May 2019.After treatment with at least two kinds of anti-seizure medications simultaneously or sequentially, partial seizures were still poorly controlled and Lacosamide oral solution (syrup) or tablets were added.The minimum initial oral dose was 2 mg/(kg·d), and the maximum allowable dose was 12 mg/(kg·d)or 600 mg/d during the study period.The dose was adjusted according to the tolerance and seizure control level of partial-onset seizures children.Seizure frequency and the median percentage change in partial-onset seizures per 28 days from baseline to the final visit were recorded, including 50% responder rate and 75% responder rate.Results:A total of 60 Chinese children with the mean age of 9.18 (4.00-15.40) years were included in this interim analysis, involving 39 males and 21 females.The mean course of epilepsy was 5.04 (0.50-15.20) years.A total of 43 patients (71.7%) still have been treated.One patient (1.7%) has completed the 6-12 months of follow-up, and 14 patients (23.3%) have completed the follow-up for less than 6 months.The median change in the frequency of partial seizures every 28 days from baseline to the last visit was -2.91, with its median percentage as -25.46%, and the proportions of ≥50%, while ≥75% responder rate were 40.0% and 28.3%, respectively.A total of 52 patients (86.7%) had 265 treatment emergent adverse events (TEAE), 11 patients (18.3%) had 19 serious TEAE, 37 patients (61.7%) had 127 drug-related TEAE, and 11 patients (18.3%) had 16 TEAE leading to the discontinuation of the trial.The most common TEAE were upper respiratory tract infections (20 cases, 33.3%), followed by drowsiness (16 cases, 26.7%), dizziness (15 cases, 25.0%) and vomiting (13 cases, 21.7%). There were no abnormal changes in the electrocardiographic findings during the treatment.Conclusions:For Chinese patients with partial seizures who are older than the age of 4 years and poorly controlled by other drugs, Lacosamide is effective and well tolerated as an add-on therapy drug.The safety characteristics are consistent with those reported in children and adults.No new safety concerns are identified.
5.Summary of the best evidence for thirst management in surgical perioperative patients
Menghui GAO ; Ning NING ; Jiali CHEN ; Peifang LI ; Zhongmin FU ; Jingying XIE ; Rong HU ; Lei LEI
Chinese Journal of Modern Nursing 2023;29(3):318-324
Objective:To summarize the best evidence of thirst management in peripheral surgical patients in China, and to provide theoretical basis for clinical thirst management.Methods:According to the PIPOST model, research questions were raised. According to the "6S" model, literature published by various guide websites, evidence-based databases, original research databases and professional association websites at home and abroad from database establishment to January 30, 2022 were systematically retrieved. Two researchers independently evaluated the quality of the literature and extracted and integrated the evidence of the literature that met the quality standards. The research team graded the evidence and determined the recommendation level.Results:A total of 15 literatures were selected, including 2 systematic reviews, 3 clinical decisions and 10 randomized controlled trials (RCTS) . A total of 23 evidences were sorted out, including 8 aspects such as drug factors affecting thirst, thirst assessment tools, preoperative thirst intervention strategy, postoperative safe drinking water assessment, postoperative thirst intervention strategy, nursing observation, health education and precautions.Conclusions:In the absence of uniform standards for perioperative thirst management, the evidence summarized in this study can provide evidence-based evidence for clinical nursing work.
6.Summary of the best evidence for non-pharmacological intervention in pain management for patients with knee osteoarthritis
Yan XIE ; Ning NING ; Jiali CHEN ; Zongke ZHOU ; Peifang LI ; Zhongmin FU ; Xia LIAO
Chinese Journal of Modern Nursing 2023;29(17):2282-2287
Objective:To retrieve and summarize the best evidence on non-pharmacological interventions for pain management in knee osteoarthritis.Methods:The literatures related to non-pharmacological intervention in pain management for knee osteoarthritis were searched on UpToDate, BMJ Best Practice, Australia Joanna Briggs Institute evidence-based healthcare center database, Cochrane Library, National Institute for Health and Clinical Excellence, Guidelines International Network, Medlive, Medline, PubMed, Wanfang database and China National Knowledge Infrasructure. The evidences were extracted after quality evaluation of the included literature.Results:A total of 11 references were included, including 6 guidelines, 2 expert consensuses, 2 systematic evaluations and 1 randomized controlled trial. Finally, 22 pieces of best evidences were summarized from 6 aspects, including health education, pain assessment, referral, psychological intervention, exercise intervention and physical therapy.Conclusions:Summary of the best evidence for non-pharmacological intervention in pain management for patients with knee osteoarthritis can provide evidence-based evidence for clinical healthcare professionals and knee osteoarthritis patients to undergo non-pharmacological pain intervention.
7.Development of Pressure Injury Prevention Behavior Assessment Scale (Patient Version) and its reliability and validity test
Rong HU ; Ning NING ; Jiali CHEN ; Lei LEI ; Zhongmin FU ; Peifang LI ; Junhong QU
Chinese Journal of Modern Nursing 2023;29(17):2300-2304
Objective:To compile Pressure Injury Prevention Behavior Assessment Scale (Patient Version) and conduct reliability and validity test.Methods:Guided by the theory of "patient participation in patient safety" , an item pool was initially constructed through literature review and patient interview, and Delphi expert consultation method was used to evaluate and screen items. From October to November 2021, the convenient sampling method was adopted to select 160 inpatients of Orthopedics Department of West China Hospital of Sichuan University as research objects for questionnaire survey, project analysis, reliability and validity test.Results:The formed Pressure Injury Prevention Behavior Assessment Scale (Patient Version) contained 21 items in 3 dimensions. The Cronbach 's α coefficient was 0.947, and the broken half reliability coefficient was 0.873. The content validity index at scale level was 0.958, and the content validity index at item level was 0.909-1.000. Exploratory factor analysis showed that the cumulative variance contribution rate of the three common factors was 61.931%. Conclusions:It is preliminarily verified that Pressure Injury Prevention Behavior Assessment Scale (Patient Version) has good reliability and validity, which can be used to evaluate the current situation of orthopaedic patients participating in the prevention of stress injury behavior and provide a basis for the corresponding intervention measures.
8.Investigation on the current situation and influencing factors of mood disorders in patients with thoracic and lumbar osteoporotic fractures
Lei LEI ; Ning NING ; Jiali CHEN ; Peifang LI ; Mei YAO ; Ye LI ; Liqun WANG ; Lingli LI ; Junhong QU
Chinese Journal of Practical Nursing 2022;38(22):1690-1695
Objective:To understand the current situation of mood disorders in patients with thoracic and lumbar osteoporotic fractures and to preliminarily explore its influencing factors.Methods:A cross-sectional survey method was used to select 212 patients with thoracic and lumbar osteoporotic fractures from Department of Orthopedics, West China Hospital, Sichuan University, from January 2018 to September 2020 as the research subjects. The general information questionnaire, Huaxi Emotional-distress Index, Pittsburgh Sleep Quality Index (PSQI) and pain Visual Analogue Scale (VAS) were used to investigate them.Results:The incidence of mood disorders in patients with thoracic and lumbar osteoporotic fractures was 10.38% (22/212). The results of multivariate regression analysis showed that age, days of injury, PSQI score and pain VAS score were the influencing factors of emotional disturbance in patients with thoracic and lumbar osteoporotic fractures ( t values were -3.72-7.66, all P<0.05). Conclusions:Patients with thoracic and lumbar osteoporotic fractures have mood disorders. Age, injury days, PSQI score and VAS score are related to the occurrence of mood disorders in patients with thoracic and lumbar osteoporotic fractures. More attention should be payed to the influencing factors of mood disorders in patients,and timely measures should be taken for individualized intervention.
9.A comparison of binocular and monocular surgery on the effect of eye-covering pretreatment on emergence delirium after general anesthesia in pre-school aged children
Peifang DONG ; Huilian CHEN ; Yuntao WU ; Shuihua LU ; Danni QIAO ; Shaohong QU ; Di ZHAO
Chinese Journal of Practical Nursing 2022;38(25):1967-1973
Objective:To evaluate the effect of eye-covering pretreatment on acute delirium in ophthalmology preschool-age children who underwent binocular and monocular surgery by general anesthesia.Methods:The 300 preschool-age children who underwent general anesthesia of elective ophthalmic surgery in the Second Affiliated Hospital, Zhejiang University School of Medicine, from August 2019 to February 2021 were selected as the research object. They were divided into control group and blindfold group with 150 cases each by random number-table. Children in the control group received regular education on cartoon animation videos before surgery; children in the blindfold group received eye-covering pretreatment on the basis of cartoon animation videos(monocular surgery with monocular cover, binocular surgery with binocular cover). The Modified Yale Preoperative Anxiety Scale (m-YPAS) , the Nursing Delirium Screening Scale(NU-DESC), the incidence rate of delirium and the score of postoperative nursing difficulty were compared between two groups.Results:The 271 cases were completed in this study, including 129 cases(monocular surgery 66 cases, binocular surgery 63 cases) in the blindfold group and 142 cases (monocular surgery 73 cases, binocular surgery 69 cases) in the control group. The preoperative m-YPAS score, the postoperative NU-DESC score, the incidence rate of acute delirium and postoperative nursing care difficulty score of monocular surgery in the blindfold group , monocular surgery was (40.28 ± 15.02) points, 1.00 (0.00, 2.00) points, 27.3%(18/66), 1.00 (1.00, 2.00) points,and binocular surgery was (41.69 ± 16.35) points, 1.00 (0.00, 2.00), 39.7%(25/63), 1.00(1.00, 2.00); in the control group, monocular surgery was (46.28 ± 15.76) points, 2.00 (1.00, 3.00) points, 67.1% (49/73), 2.00 (1.00, 3.00) points, and binocular surgery was (47.77 ± 14.82) points, 3.00 (2.00, 4.00) points, 82.6% (57/69) and 2.00 (1.50, 3.00) points respectively. The difference between the two groups was statistically significant ( t= -2.29, -2.24, Z values were -5.74 - -2.95, χ2= 32.94, 25.78, all P<0.05). The preoperative m-YPAS score, the postoperative NU-DESC score, the incidence rate of acute delirium and postoperative nursing care difficulty score of monocular surgery patients in the blindfold group had no significantly statistical difference with that of binocular surgery patient (all P>0.05) . Conclusions:Monocular/ binocular eye-covering pretreatment can effectively decrease the preoperative m-YPAS score, the postoperative NU-DESC score, incidence rate of acute delirium and the postoperative nursing care difficulty in preschool-age children who underwent general anesthesia both monocular or binocular surgery. There was no difference in the application effect of monocular or binocular surgery.
10.Research progress on the concept of undisturbed wound healing
Yanfei MA ; Ning NING ; Jiali CHEN ; Peifang LI ; Rong HU
Chinese Journal of Modern Nursing 2022;28(13):1811-1815
Wound healing is a complex pathophysiological process that is affected by many systemic and local factors. Undisturbed wound healing (UWH) is a new concept whereby the disturbance to the wound healing process is reduced and the wound healing outcome is improved mainly through the selection of wound dressings with appropriate performance and reducing the frequency of dressing changes. This paper summarizes the development, intervention measures, and advantages of the concept of UWH, aiming to provide new ideas and directions for wound diagnosis and treatment.

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