1.Construction of a prediction model for postoperative survival of pancreatic cancer based on SMOTE-ENN combined with XGBoost algorithm
Jiaqi WANG ; Yanhong LUO ; Yarong GUO
China Modern Doctor 2025;63(28):23-28,34
Objective A survival outcome prediction model for postoperative pancreatic cancer patients was constructed by applying large-scale data based on the new version of American Joint Committee on Cancer(AJCC)staging using different machine learning algorithms.Methods Based on the Surveillance,Epidemiology,and End Results(SEER)database,synthetic minority over-sampling technique(SMOTE)and synthetic minority over-sampling technique and edited nearest neighbors(SMOTE-ENN)algorithms were used to process unbalanced data,random forest,support vector machine,decision tree,and extreme gradient boosting(XGBoost)algorithms were used to build and compare prognostic models,and Shapley additive explanation(SHAP)was introduced to interpret the models.Results The SMOTE-ENN combined with XGBoost model had the best performance(accuracy rate was 86.2%,precision rate was 95.2%,recall rate was 71.2%,F1 value was 0.762,area under the curve was 0.884,Brier score was 0.108).The calibration curve and decision curve respectively showed that this model had good calibration effect and high clinical application value.In addition,SHAP analysis showed that the most important impact on prognostic outcomes was N stage.Conclusion The XGBoost model has the best performance and can be used as a new high-performance postoperative prognosis prediction model under AJCC staging that conforms to the current clinical staging system,providing theoretical support for predicting postoperative patient survival outcomes and formulating personalized treatment plans.
2.Effect of acupuncture on postoperative delirium in diabetic patients undergoing surgery under general anesthesia
Jiaxi LIU ; Qi WANG ; Lingling DING ; Jiaqi NING ; Hai KE ; Zhuoya CHEN ; Bo YU ; Weiming SUN ; Peng CHEN ; Xiang LI ; Shishun KOU ; Reiling ZHOU ; Yudong ZHOU ; Yan GUO ; Mengjie CHEN ; Ruyu YAN ; Jiansheng LUO
Chinese Journal of Anesthesiology 2025;45(10):1313-1316
Objective:To evaluate the effect of acupuncture on postoperative delirium (POD) in diabetic patients undergoing surgery under general anesthesia.Methods:In this randomized controlled trial, 92 diabetic patients of either sex, aged 30-80 yr, with a body mass index of 18-28 kg/m 2, of American Society of Anesthesiologists Physical Status classification Ⅱ or Ⅲ, scheduled for elective surgery under general anesthesia, were divided into 2 groups ( n=46 each) using a table of random numbers: control group (group C) and acupuncture group (group A). Group A received acupuncture at the Baihui (GV20), Shenting (GV24) and Sishencong (EX-HN1) acupoints before anesthesia. The needles were retained for 30 min, with manual stimulation applied every 10 min for 10 s each time. After 4 stimulations, routine anesthesia was carried out. Group C received routine anesthesia only. Regional cerebral oxygen saturation was recorded on admission to the operating room (T 0), after anesthesia induction (T 1), at the start of surgery (T 2), at the end of surgery (T 3), and immediately after tracheal extubation (T 4). The POD developed within 3 days after surgery was assessed. The occurrence of needle-related adverse effects such as fainting, subcutaneous bleeding, and local paresthesia was recorded. Results:Compared with group C, the incidence of POD was significantly reduced, and the regional cerebral oxygen saturation was increased at T 1, 4 in group A ( P<0.05). Conclusions:Acupuncture can decrease the development of POD in diabetic patients undergoing surgery under general anesthesia, which is related to an increase in regional cerebral oxygen saturation.
3.Efficacy and safety of double crossover bandaging technique in composite rhytidectomy
Lehao WU ; Mingyu ZHAO ; Yihao XU ; Yuanshun NAN ; Huimin LUO ; Zhiliang HE ; Yao WANG ; Bin HOU ; Tailing WANG ; Jiaqi WANG
Chinese Journal of Medical Aesthetics and Cosmetology 2025;31(3):258-263
Objective:To investigate the effect and safety of the double-cross dressing technique for composite rhytidectomy.Methods:A retrospective analysis was performed on a total of 121 patients with face and neck ageing, who were admitted to the Facial and Neck Plastic Surgery Center, the Plastic Surgery Hospital of the Chinese Academy of Medical Sciences from June 2020 to May 2023, all female with the age ranged 34-72 years old. All the patients underwent a full facial and neck composite rhytidectomy. Immediately after surgery, a double-cross bandaging was applied. The cotton pad was nested on the outer auricle, so that the front of the ear and the back of the ear were the first cross. This cross aimed to accurately pressurized the temporal, buccal region and postauricle flap. The second cross occurred at the radix. It secured composite tissue flap at the zygomatic arch and the buccal fat pad zone. Patient′s external auricle was not compressed after bandaging. The healing and the occurrence of complications were observed.Results:All the patients were satisfied with the comfort of the bandaging, the satisfied rate was 100% (121/121). All the patients had different degrees of periocular and perioral swelling 72 hours after surgery. Conjunctival edema and xanthochromia occurred in 30 patients, and oral mucosal congestion occurred in 25 patients, all of which were spontaneously resolved 2-4 weeks after surgery. Postoperative nursing was easily managed. There were no events such as dressing loosening, blocked draining tubes, and difficulty in replacing tubes. All the patients were followed up for 3-12 months after surgery, the flap in the postauricular area of all patients healed well, and there were no adverse complications such as wound infection, necrosis of the flap in the operative area, and delayed healing of the incision.Conclusion:The double-cross bandaging technique achieves the comfort bandaging and good protection of the face, which is safe and effective.
4.Effects of music assisted drug treatment on behavioral and psychological symptoms and cognitive function in the elderly with moderate to severe dementia
Cairun LUO ; Hongyan MI ; Ying YANG ; Jiaqi LI ; Xiaobin YANG
Sichuan Mental Health 2025;38(3):235-240
BackgroundWith the acceleration of population aging in China, studies have documented an increased prevalence of dementia in the elderly. Behavioral and psychological symptoms and impaired cognitive function are important problems affecting the quality of life in the elderly with dementia. It has been noted that there are certain limitations on the management of problems mentioned above by drug treatment alone, while its combination with music intervention is emerging as an effective approach. However, the application of this approach in the elderly with moderate to severe dementia is still in its relative infancy. ObjectiveTo investigate the effect of music assisted drug treatment on behavioral and psychological symptoms and cognitive function in the elderly with moderate to severe dementia, so as to provide insights for the development of effective intervention. MethodsA randomized controlled study was utilized to enroll a coherent of 43 elderly patients with moderate to severe dementia who were hospitalized in Geriatric Psychiatry of Deyang Mental Health Center from January to July 2023 and met the International Classification of Diseases, tenth edition (ICD-10) diagnostic criteria for dementia. Eligible subjects were divided into study group (n=22) and control group (n=21) based on random allocation using SPSS 26.0. Both groups received routine drug treatment and nursing care, while the study group added music intervention, which consisted of two 30-minute sessions per week for 8 weeks. Neuro Psychiatric Inventory (NPI) and Mini-Mental State Examination (MMSE) were administered to all patients before and after intervention. ResultsA total of 36 patients completed the study, including 20 case in study group and 16 case in control group. No statistical difference was noted in baseline NPI score and MMSE score between two groups (P>0.05). After intervention, study group reported a statistical reduction in NPI total score [58.00 (49.00, 79.25) vs. 78.50 (55.00, 95.50), Z=-3.902, P<0.01)] along with a clinically unremarkable increase in MMSE score (P>0.05) compared with baseline data. After intervention, NPI total score and scores on sub-domains including agitation/aggression, depression/dysphoria, anxiety and aberrant motor behavior were all significantly lower in study group than those in control group (Z=-2.183, -2.438, -2.691, -3.716, -2.250, P<0.05 or 0.01), while there was no significant difference in MMSE score between two groups (P>0.05). ConclusionMusic assisted drugintervention may ameliorate behavioral and psychological symptoms in the elderly with moderate to severe dementia, while no significant improvement is documented on cognitive function. [Fund by the "14th Five Year Plan" for Philosophy and Social Sciences Research in Deyang (number, DY232C002)]
5.Analysis of clinical characteristics and literature review of patients infected with Listeria monocytogenes
Xin ZHENG ; Yixiong ZHENG ; Xiaming JIANG ; Yao LUO ; Jing CHEN ; Jiaqi LIU ; Mure ALI ; Ziyi HE ; Huaicong LONG
Chinese Journal of Emergency Medicine 2025;34(4):528-532
Objective:To analyze the clinical characteristics, treatment strategies, and prognostic outcomes of patients infected with Listeria monocytogenes, thereby providing evidence-based insights for the prevention and control of this disease.Methods:A retrospective analysis was performed on the clinical data, diagnostic tests, treatment protocols, and prognostic outcomes of patients definitively diagnosed with Listeria monocytogenes infection at Sichuan Provincial People's Hospital over the past decade. Additionally, a comprehensive literature review was conducted, encompassing studies published between 2014 and 2024, sourced from CNKI, Wanfang Data, and PubMed. This review focused on summarizing the clinical features, treatment regimens, and prognostic outcomes of patients with Listeria monocytogenes infection.Results:The study cohort comprised 17 patients, with a mean age of (61.29 ± 16.24) years. The confirmed cases included 7 cases of bloodstream infections, 3 cases of central nervous system infections, and 7 cases of combined infections. Sepsis developed in 9 patients. The average time from symptom onset to the initiation of empirical antibiotic therapy was 72 hours, while the mean time to definitive diagnosis was 102 hours. Antimicrobial regimens predominantly featured penicillins, meropenem, and vancomycin. The average hospitalization duration was 16 days, with 9 patients experiencing adverse outcomes. A total of 78 relevant literature pieces were retrieved, encompassing data from 85 patients. The average age of these patients was (57.96 ± 16.48) years. Primary diagnostic methods relied on blood/cerebrospinal fluid cultures and Next-Generation Sequencing (NGS). Treatment regimens primarily involved antibiotics such as penicillins, aminoglycosides, carbapenems, and glycopeptides. Despite these interventions, the proportion of patients with poor prognosis remained significantly high at 30.6% (26/85). Logistic regression analysis identified sepsis and delayed antibiotic administration as independent predictors of poor prognosis.Conclusions:Listeriosis, caused by an opportunistic pathogen, necessitates early antibiotic administration and timely identification of at-risk populations to mitigate the risk of poor prognostic outcomes in patients.
6.Erratum: Author correction to "PRMT6 promotes tumorigenicity and cisplatin response of lung cancer through triggering 6PGD/ENO1 mediated cell metabolism" Acta Pharm Sin B 13 (2023) 157-173.
Mingming SUN ; Leilei LI ; Yujia NIU ; Yingzhi WANG ; Qi YAN ; Fei XIE ; Yaya QIAO ; Jiaqi SONG ; Huanran SUN ; Zhen LI ; Sizhen LAI ; Hongkai CHANG ; Han ZHANG ; Jiyan WANG ; Chenxin YANG ; Huifang ZHAO ; Junzhen TAN ; Yanping LI ; Shuangping LIU ; Bin LU ; Min LIU ; Guangyao KONG ; Yujun ZHAO ; Chunze ZHANG ; Shu-Hai LIN ; Cheng LUO ; Shuai ZHANG ; Changliang SHAN
Acta Pharmaceutica Sinica B 2025;15(4):2297-2299
[This corrects the article DOI: 10.1016/j.apsb.2022.05.019.].
7.Construction of a risk prediction model for grade 3-4 MBD in newly diagnosed multiple myeloma patients
Bingrong CHEN ; Wenxiu SHU ; Liufei LUO ; Dian JIN ; Jiaqi TONG ; Jing LE
China Modern Doctor 2025;63(1):22-25,33
Objective To investigate the influencing factors of grade 3-4 multiple myeloma bone disease(MBD)in newly diagnosed multiple myeloma(NDMM)patients,and establish a risk prediction model based on a nomogram.Methods A total of 261 patients with NDMM who were treated in Ningbo Medical Center Lihuili Hospital from January 2015 to December 2021 were retrospectively selected.The patients were divided into group A(MBD grade 0-2,110 cases)and group B(MBD grade 3-4,151 cases)according to MBD grade at the time of initial diagnosis.Logistic regression analysis was used to screen the risk factors for grade 3-4 MBD in NDMM patients,and the risk prediction model was constructed.The receiver operating characteristic(ROC)curve was used for comprehensive evaluation.Results Multivariate regression analysis showed that age,serum phosphorus,C-reactive protein(CRP),globulin(GLB)and bone marrow plasma cell percentage(BMPCp)were independent risk factors for grade 3-4 MBD in NDMM patients(P<0.05).Based on this,risk prediction model was constructed as follows:logit(P)=-15.092+0.107(age)+1.150(serum phosphorus)+0.057(CRP)+0.040(GLB)+0.212(BMPCp).There was no significant difference between the predicted probability and the actual incidence by the Hosmer-Lemeshow goodness of fit test(P=0.770).The accuracy of the model in predicting grade 3-4 MBD in NDMM patients was 90.40%,and the area under the curve was 0.957(95%CI:0.932-0.981),indicating a reliable prediction ability.Conclusion Age,serum phosphorus,CRP,GLB and BMPCp were all independent risk factors for grade 3-4 MBD in NDMM patients,and the constructed risk prediction model has a relatively good predictive effect on the occurrence of grade 3-4 MBD in NDMM patients.
8.Research progress on salivary gland mucosa-associated lymphoid tissue lymphoma
DONG Jiaqi ; ZHAO Huiting ; LUO Guanfa ; YANG Xihu
Journal of Prevention and Treatment for Stomatological Diseases 2025;33(9):809-818
Salivary gland mucosa-associated lymphoid tissue lymphoma (SGML) is a subvariety of marginal zone B-cells that occurs outside of mucosal lymph nodes. The onset of SGML is closely related to immunity, chronic infections, and genetic factors, such as lymphoepithelial sialadenitis (LESA) and Sjogren’s syndrome (SS), as well as Helicobacter pylori, hepatitis C virus, Epstein-Barr virus, and human T-lymphocytic virus. The most common site of SGML is the parotid gland, followed by the submandibular gland, small salivary gland, and sublingual gland. SGML is more common in middle-aged and elderly women, and patients often have autoimmune diseases, such as Sjogren’s syndrome or rheumatoid arthritis. SGML can be diagnosed through clinical manifestations, imaging, and histopathology, but histopathological biopsy remains the main method for confirming SGML. Traditional treatment methods include anti-infective therapy and surgery combined with radiation or chemotherapy. In recent years, some new treatment methods, such as Bruton tyrosine kinase (BTK) inhibitors and programmed cell death protein-1 (PD-1) inhibitors, have been effective against recurrent or refractory SGML, but more clinical trial data are needed to support them. At present, the optimal treatment for SGML is not yet clear. Individualized treatment plans should be developed based on the location, staging, clinical characteristics, and overall health status of the patient. SGML progresses slowly and has a relatively good overall prognosis; however, the disease is recurrent, the treatment cycle is long, the recurrence rate is higher than that of other mucosa-associated lymphoid tissue lymphomas, and SGML may also cause other serious complications. Therefore, regular observation and follow-up are very important for its prognosis. This article reviews the etiology, diagnosis, treatment, and prognosis of SGML, with the aim of providing a reference for clinical diagnosis and treatment, and thus improve the survival rate of patients with SGML.
9.Medication Rules of Professor Hua Baojin in Treatment of Subsolid Pulmonary Nodules Based on Data Mining
Huibo YU ; Yue LI ; Yue LUO ; Hongyuan LIU ; Xiyuan ZHANG ; Jiaqi HU ; Rui LIU ; Baojin HUA
Cancer Research on Prevention and Treatment 2025;52(8):682-691
Objective To explore the medication rules of Professor Hua Baojin in the treatment of subsolid pulmonary nodules through retrospective analysis and data mining techniques. Methods The prescriptions of patients with subsolid pulmonary nodules who were diagnosed and treated by Professor Hua Baojin at Guang’anmen Hospital of the Chinese Academy of Chinese Medical Sciences from January 1, 2021 to December 31, 2024 were retrospectively collected. Data were imported into the Ancient and Modern Medical Case Cloud Platform for analysis of drug frequency, four natures and five flavors, meridian tropism, drug association, and hierarchical clustering. Results A total of 455 prescriptions were included, containing 205 kinds of traditional Chinese medicines, with a total frequency of
10.Clinical Characteristics and TCM Syndrome Patterns in 721 Female Patients with Pulmonary Nodules
Yue LUO ; Yue LI ; Jiaqi HU ; Huibo YU ; Linfeng WANG ; Baojin HUA ; Rui LIU
Cancer Research on Prevention and Treatment 2025;52(9):747-757
Objective To explore the clinical information of female patients with pulmonary nodules and the distribution of traditional Chinese medicine (TCM) syndromes and their elements. Methods A cross-sectional study was conducted to collect the basic information, medical history data, image data, and four diagnostic information of female patients with pulmonary nodules. The distribution characteristics of TCM syndromes and their elements in female patients with pulmonary nodules were determined by KMO test, Bartlett spherical test, systematic cluster analysis, chi-square test, and other methods. Results A total of 721 female patients with pulmonary nodules were included in this study. The patients were mainly 45-59 years old, had secondary school education or above, and had a history of oil smoke exposure as clinical characteristics. The pulmonary nodules were mainly 6-10 mm in size and appeared as multiple and ground glass nodules. The clinical symptoms were mainly fatigue, emotional irritability, and shortness of breath. The main syndromes of disease location were the spleen, liver, and lung; and the main syndromes of disease were phlegm, dampness, and qi deficiency. The main complex syndromes were spleen deficiency and dampness, liver stagnation, and qi/yin deficiency. Conclusion Middle age, high education, and multiple small ground glass nodules are the clinical characteristics of female patients with pulmonary nodules. Exposure to oil smoke is an important cause of the occurrence of female pulmonary nodules. During treatment, attention should be paid to strengthening the spleen, removing dampness, soothing the liver, regulating and tonifying qi, and nourishing yin.


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