1.Development and multicenter validation of machine learning models for predicting postoperative pulmonary complications after neurosurgery.
Ming XU ; Wenhao ZHU ; Siyu HOU ; Hongzhi XU ; Jingwen XIA ; Liyu LIN ; Hao FU ; Mingyu YOU ; Jiafeng WANG ; Zhi XIE ; Xiaohong WEN ; Yingwei WANG
Chinese Medical Journal 2025;138(17):2170-2179
BACKGROUND:
Postoperative pulmonary complications (PPCs) are major adverse events in neurosurgical patients. This study aimed to develop and validate machine learning models predicting PPCs after neurosurgery.
METHODS:
PPCs were defined according to the European Perioperative Clinical Outcome standards as occurring within 7 postoperative days. Data of cases meeting inclusion/exclusion criteria were extracted from the anesthesia information management system to create three datasets: The development (data of Huashan Hospital, Fudan University from 2018 to 2020), temporal validation (data of Huashan Hospital, Fudan University in 2021) and external validation (data of other three hospitals in 2023) datasets. Machine learning models of six algorithms were trained using either 35 retrievable and plausible features or the 11 features selected by Lasso regression. Temporal validation was conducted for all models and the 11-feature models were also externally validated. Independent risk factors were identified and feature importance in top models was analyzed.
RESULTS:
PPCs occurred in 712 of 7533 (9.5%), 258 of 2824 (9.1%), and 207 of 2300 (9.0%) patients in the development, temporal validation and external validation datasets, respectively. During cross-validation training, all models except Bayes demonstrated good discrimination with an area under the receiver operating characteristic curve (AUC) of 0.840. In temporal validation of full-feature models, deep neural network (DNN) performed the best with an AUC of 0.835 (95% confidence interval [CI]: 0.805-0.858) and a Brier score of 0.069, followed by Logistic regression (LR), random forest and XGBoost. The 11-feature models performed comparable to full-feature models with very close but statistically significantly lower AUCs, with the top models of DNN and LR in temporal and external validations. An 11-feature nomogram was drawn based on the LR algorithm and it outperformed the minimally modified Assess respiratory RIsk in Surgical patients in CATalonia (ARISCAT) and Laparoscopic Surgery Video Educational Guidelines (LAS VEGAS) scores with a higher AUC (LR: 0.824, ARISCAT: 0.672, LAS: 0.663). Independent risk factors based on multivariate LR mostly overlapped with Lasso-selected features, but lacked consistency with the important features using the Shapley additive explanation (SHAP) method of the LR model.
CONCLUSIONS:
The developed models, especially the DNN model and the nomogram, had good discrimination and calibration, and could be used for predicting PPCs in neurosurgical patients. The establishment of machine learning models and the ascertainment of risk factors might assist clinical decision support for improving surgical outcomes.
TRIAL REGISTRATION
ChiCTR 2100047474; https://www.chictr.org.cn/showproj.html?proj=128279 .
Adult
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Aged
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Female
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Humans
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Male
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Middle Aged
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Algorithms
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Lung Diseases/etiology*
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Machine Learning
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Neurosurgical Procedures/adverse effects*
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Postoperative Complications/diagnosis*
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Risk Factors
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ROC Curve
2.Safety, pharmacokinetics, and dosimetry of 177Lu-AB-3PRGD2 in patients with advanced integrin α v β 3-positive tumors: A first-in-human study.
Huimin SUI ; Feng GUO ; Hongfei LIU ; Rongxi WANG ; Linlin LI ; Jiarou WANG ; Chenhao JIA ; Jialin XIANG ; Yingkui LIANG ; Xiaohong CHEN ; Zhaohui ZHU ; Fan WANG
Acta Pharmaceutica Sinica B 2025;15(2):669-680
Integrin α v β 3 is overexpressed in various tumor cells and angiogenesis. To date, no drug has been proven to target it for therapy. A first-in-human study was designed to investigate the safety, pharmacokinetics, and dosimetry of 177Lu-AB-3PRGD2, a novel integrin α v β 3-targeting radionuclide drug with an albumin-binding motif to optimize the pharmacokinetics. Ten patients (3 men, 7 women; aged 45 ± 16 years) with integrin α v β 3-avid tumors were recruited to accept 177Lu-AB-3PRGD2 injection in a dosage of 1.57 ± 0.08 GBq (42.32 ± 2.11 mCi), followed by serial scans to obtain its dynamic distribution in the body. Safety tests were performed before and every 2 weeks after the treatment for 6-8 weeks. No adverse event over grade 3 was observed. 177Lu-AB-3PRGD2 was excreted mainly through the urinary system, with intense radioactivity in the kidneys and bladder. Moderate distribution was found in the liver, spleen, and intestines. The estimated blood half-life was 2.85 ± 2.17 h. The whole-body effective dose was 0.251 ± 0.047 mSv/MBq. The absorbed doses were 0.157 ± 0.032 mGy/MBq in red bone marrow and 0.684 ± 0.132 mGy/MBq in kidneys. This first-in-human study of 177Lu-AB-3PRGD2 treatment indicates its promising potential for targeted radionuclide therapy of integrin α v β 3-avid tumors. It merits further studies in more patients with escalating doses and multiple treatment courses.
3.Nigella sativa L. seed extract alleviates oxidative stress-induced cellular senescence and dysfunction in melanocytes.
Ben NIU ; Xiaohong AN ; Yongmei CHEN ; Ting HE ; Xiao ZHAN ; Xiuqi ZHU ; Fengfeng PING ; Wei ZHANG ; Jia ZHOU
Chinese Journal of Natural Medicines (English Ed.) 2025;23(2):203-213
Nigella sativa L. seeds have been traditionally utilized in Chinese folk medicine for centuries to treat vitiligo. This study revealed that the ethanolic extract of Nigella sativa L. (HZC) enhances melanogenesis and mitigates oxidative stress-induced cellular senescence and dysfunction in melanocytes. In accordance with established protocols, the ethanol fraction from Nigella sativa L. seeds was extracted, concentrated, and lyophilized to evaluate its herbal effects via 3-(4,5-dimethylthiazol-2-yl)-2,5-diphenyltetrazolium bromide (MTT) assays, tyrosinase activity evaluation, measurement of cellular melanin contents, scratch assays, senescence-associated β-galactosidase (SA-β-gal) staining, enzyme-linked immunosorbent assay (ELISA), and Western blot analysis for expression profiling of experimentally relevant proteins. The results indicated that HZC significantly enhanced tyrosinase activity and melanin content while notably increasing the protein expression levels of Tyr, Mitf, and gp100 in B16F10 cells. Furthermore, HZC effectively mitigated oxidative stress-induced cellular senescence, improved melanocyte condition, and rectified various functional impairments associated with melanocyte dysfunction. These findings suggest that HZC increases melanin synthesis in melanocytes through the activation of the MAPK, PKA, and Wnt signaling pathways. In addition, HZC attenuates oxidative damage induced by H2O2 therapy by activating the nuclear factor E2-related factor 2-antioxidant response element (Nrf2-ARE) pathway and enhancing the activity of downstream antioxidant enzymes, thus preventing premature senescence and dysfunction in melanocytes.
Oxidative Stress/drug effects*
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Melanocytes/cytology*
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Cellular Senescence/drug effects*
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Nigella sativa/chemistry*
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Plant Extracts/pharmacology*
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Seeds/chemistry*
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Mice
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Animals
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Melanins/metabolism*
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Monophenol Monooxygenase/metabolism*
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Humans
4.Expert consensus on classification and diagnosis of congenital orofacial cleft.
Chenghao LI ; Yang AN ; Xiaohong DUAN ; Yingkun GUO ; Shanling LIU ; Hong LUO ; Duan MA ; Yunyun REN ; Xudong WANG ; Xiaoshan WU ; Hongning XIE ; Hongping ZHU ; Jun ZHU ; Bing SHI
West China Journal of Stomatology 2025;43(1):1-14
Congenital orofacial cleft, the most common birth defect in the maxillofacial region, exhibits a wide range of prognosis depending on the severity of deformity and underlying etiology. Non-syndromic congenital orofacial clefts typically present with milder deformities and more favorable treatment outcomes, whereas syndromic congenital orofacial clefts often manifest with concomitant organ abnormalities, which pose greater challenges for treatment and result in poorer prognosis. This consensus provides an elaborate classification system for varying degrees of orofacial clefts along with corresponding diagnostic and therapeutic guidelines. Results serve as a crucial resource for families to navigate prenatal screening results or make informed decisions regarding treatment options while also contributing significantly to preventing serious birth defects within the development of population.
Humans
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Cleft Lip/diagnosis*
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Cleft Palate/diagnosis*
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Consensus
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Prenatal Diagnosis
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Female
5.Mechanism of Xiakucao Xiaoliu Mixture against non-small cell lung cancer by network pharmacology
Yue HU ; Yong YIN ; Liuhui SHI ; Xiaohong XU ; Jianyong ZHU ; Hua NIAN
Journal of Pharmaceutical Practice and Service 2025;43(12):591-598
Objective To explore the mechanism of Xiakucao Xiaoliu Mixture against non-small cell lung cancer (NSCLC). Methods The effective components of Xiakucao Xiaoliu Mixture were screened by TCMSP, BATMAN-TCM database and literature reviews. The targets of effective components were predicted. NSCLC related targets were collected by GeneCards, OMIM, PharmGKB, TTD and Drugbank, combined with the differential genes of Xiakucao Xiaoliu Mixture against Lewis lung cancer mice. The intersection targets of Xiakucao Xiaoliu Mixture against NSCLC were obtained. Cytoscape software was used to construct the network diagram of traditional Chinese medicine-active ingredients-core targets. STRING database was used to construct PPI network diagram. GO function enrichment analysis and KEGG pathway enrichment analysis of the intersection targets were performed by Metascape database to predict the key targets and active components of Xiakucao Xiaoliu Mixture against NSCLC, and Schrodinger software was used to perform molecular docking verification. Results The 32 active components and 24 intersection targets of Xiakucao Xiaoliu Mixture against NSCLC were obtained. 11 core targets such as ESR1, MAPK1 were found. The mechanism of action may be related to 30 signaling pathways such as cellular senescence, receptor activation, prolactin signaling pathway. Conclusion The active components of Xiakucao Xiaoliu Mixture act on multiple targets and signaling pathways to regulate complex biological processes. By regulating ESR1 agsinst NSCLC, it may play an important role in improving the survival rate and prognosis of female patients.
6.Prevalence of central obesity among the elderly with different body mass indexes in Xuhui District, Shanghai
Zhanyu JIANG ; Xiaolin QIAN ; Xiaohong ZHANG ; Zhenmei PU ; Jing ZHU ; Weiqi XU ; Chaowei FU ; Haiyan GU
Shanghai Journal of Preventive Medicine 2024;36(3):289-296
ObjectiveTo investigate the prevalence and influencing factors of overweight, obesity and central obesity among elderly residents in Xuhui District, and to analyze the epidemiological status of central obesity in elderly people with different body mass indexes. MethodsThe third round of health status and health service utilization monitoring data in Xuhui District was used. The information collected from questionnaire survey and physical examination were analyzed. SPSS 20.0 software was used for χ2 test, trend χ2 test and multinominal logistic regression analysis. Results5 096 survey subjects were included. The prevalence of overweight, general obesity, and central obesity in the residents aged 60 and above in Xuhui District were 34.3%, 6.5%, and 29.2%, respectively. There was gender difference in the rates of overweight, obesity, and central obesity among the residents. The overweight and central obesity rates in males were higher than those in females, while the obesity rate was lower than that in females (P<0.05). Multinominal logistic regression analysis showed that in comparison with the normal weight non-central obesity group drinking only at party (OR=1.729, 95%CI: 1.184‒2.525), and hypertension (OR=1.637, 95%CI: 1.305‒2.053), were highly associated with normal weight with central obesity. Aged 60‒ years (OR=1.589, 95%CI: 1.190‒2.120), aged 70‒ years (OR=1.763, 95%CI: 1.327‒2.342), male (OR=1.379, 95%CI: 1.134‒1.676), hypertension (OR=2.231, 95%CI: 1.878‒2.649), former smokers (OR=1.437, 95%CI: 1.027‒2.011), drinking at party only (OR=1.491, 95%CI: 1.107‒2.006), and drinking ≥3 times per week (OR=1.611, 95%CI: 1.116‒2.325), were highly associated with overweight combined with central obesity. Aged 60‒ years (OR=3.817, 95%CI: 2.251‒6.474), aged 70‒ years (OR=3.084, 95%CI: 1.838‒5.175), hypertension (OR=3.683, 95%CI: 2.753‒4.929), diabetes (OR=2.085, 95%CI: 1.511‒2.878), former smokers (OR=1.835, 95%CI: 1.043‒3.226), were highly associated with compound obesity. Central obesity was found in the elderly residents with different BMI categories, and the rate of central obesity increased with the increase of BMI grade. ConclusionThe prevalence of overweight, obesity and central obesity among the elderly aged 60 years and above in Xuhui District is not optimistic. Attention should be paid to the elderly under 80 years old who are with hypertension and/or diabetes, alcohol consumption, low educational level and not doing physical exercise. Especially for the central obesity population with normal BMI, measures should be taken to prevent and intervene the occurrence of obesity and related diseases.
7.Multimodal imaging characteristics of Best vitelliform macular dystrophy
Xiaohong ZHU ; Yue ZHAO ; Jin YAO
International Eye Science 2024;24(7):1147-1151
AIM: To observe the multimodal imaging characteristics of Best vitelliform macular dystrophy(BVMD).METHODS:The clinical data of 30 patients(60 eyes)diagnosed as BVMD at stage Ⅰ to Ⅳ in Nanjing Medical University Affiliated Eye Hospital from June 2016 to October 2022 were collected for a retrospective analysis, and all patients are binocular involved. All patients underwent best corrected visual acuity(BCVA), slit lamp microscopy, indirect ophthalmoscopy, intraocular pressure, fundus photography, spectral-domain optical coherence tomography(SD-OCT), fundus autofluorescence(FAF), fundus fluorescein angiography(FFA), electro-oculogram(EOG)and optical coherence tomography angiography(OCTA).RESULTS: A total of 30 patients(60 eyes)were included, with 8 eyes at stage Ⅰ, 24 eyes at stage Ⅱ, 22 eyes at stage Ⅲ and 6 eyes at stage Ⅵ. The imaging characteristics of fundus photography, FAF, FFA and SD-OCT were basically consistent with previous literature reports. EOG showed Arden ratio <1.55. OCTA could detect early lesions, observe the location of vitelliform substance, external segment of photoreceptor, fluid and choroidal neovascularization(CNV).CONCLUSION: Multimodal imaging assisted in diagnosing BVMD, reducing missed diagnosis and misdiagnosis, among which OCTA had significant advantages over other examinations, and fast and non-invasive were its biggest advantages.
8.Prescription Review of the Compatibility of Chinese Patent Medicines from the Perspective of Combined Prescriptions
Chengkun HUA ; Jinwei LIU ; Xiaohong LIAO ; Qiuling CHEN ; Guifen ZHU ; Hongmei TANG
Herald of Medicine 2024;43(3):385-389
Objective To establish the theories and methods for the compatibility of Chinese patent medicines in pre-scription review.Methods Based on the prescription combination theory and the classics literatures of traditional Chinese med-icine,the methods of prescription suitability review for the compatibility of Chinese patent medicines were discussed.Results Based on the examples of the compatibility of Chinese patent medicines,five basic principles of combined Chinese patent medi-cines and the key points for reviewing the combined Chinese patent medicines dosage form were discussed in detail.Conclusion The methods for the compatibility of Chinese patent medicines prescription review have been established,which can provide a theoretical reference for the review of combined Chinese patent medicines prescriptions.
9.Qualitative study on the experiences of undergraduate nursing interns using nursing information systems
Danni HE ; Yanfei CHEN ; Shihua CAO ; Xiaohong ZHU ; Wenhao QI ; Xiaomin CHEN ; Lihua QIAN
Chinese Journal of Modern Nursing 2024;30(16):2131-2136
Objective:To deeply understand the inner experiences of undergraduate nursing interns using Nursing Information Systems (NIS) and provide references for formulating relevant intervention strategies.Methods:A descriptive phenomenological approach was adopted for this qualitative study. Purposeful sampling was used to select undergraduate nursing interns from four comprehensive hospitals in Hangzhou during February to May 2023 for semi-structured interviews. The interview data were analyzed using Colaizzi's seven-step method to extract themes.Results:Four themes were identified in this study: insufficient preparedness of undergraduate nursing interns in using NIS, low engagement of undergraduate nursing interns in using NIS, perceived benefits of using NIS by undergraduate nursing interns, and adaptation strategies of undergraduate nursing interns using NIS.Conclusions:There are issues such as insufficient preparedness and low engagement among undergraduate nursing interns in using NIS. Some respondents experience emotions such as anxiety, fatigue, and decreased enthusiasm. It is recommended that colleges and internship hospitals pay attention to the clinical work demands and the learning needs of nursing interns, thus providing education and support for the use of NIS.
10.Impact of Sarcopenia on Long-term Outcomes in Elderly Inpatients with Type 2 Diabetes Mellitus: A Prospective Cohort Study
Ning ZHANG ; Xiaohong LIU ; Lin KANG ; Wei CHEN ; Xuan QU ; Minglei ZHU ; Xiaohong SUN
Medical Journal of Peking Union Medical College Hospital 2024;15(6):1348-1355
To investigate the collective influence of sarcopenia on the extended prognosis of hospitalized elderly individuals with type 2 diabetes mellitus(T2DM). Patients with T2DM aged 65 years and older, who were admitted to the Geriatrics Department of Peking Union Medical College Hospital between January 2017 and January 2021, were consecutively enrolled in the study. The presence of sarcopenia was evaluated based on the diagnostic criteria established by the Asian Working Group for Sarcopenia(AWGS) in 2014. Additionally, assessments were made on the patients' comorbidities, functional status, nutritional status, and geriatric syndromes. Follow-up was conducted through outpatient visits and telephone calls to monitor outcomes such as severe disability, rehospitalization, and all-cause mortality. Cox regression analysis was performed to investigate the impact of concurrent sarcopenia on the long-term prognosis of hospitalized elderly individuals with T2DM. A total of 244 elderly inpatients with T2DM who met specific criteria were included in the study, comprising 110 males(45.1%) and 134 females(54.9%), with ages ranging from 65 to 93 years and a median age of 74 years. Sarcopenia was observed in 25.4%(62/244) of patients. Over a follow-up period of three to seven years(median 5.6 years), elderly T2DM patients with sarcopenia exhibited significantly higher rates of severe disability, rehospitalization, and all-cause death compared to those without sarcopenia(all The prevalence of sarcopenia is notably high among hospitalized elderly patients with T2DM, greatly affecting their long-term prognosis. It is imperative for clinicians to prioritize screening and implement interventions for sarcopenia in elderly T2DM patients to improve their quality of life and overall prognosis.

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