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.Exploring the nursing characteristics and management for patients with high levels of human leukocyte antigen (HLA) - antibodies undergoing different desensitization strategies before allogeneic hematopoietic stem cell transplantation (allo-HSCT)
Danping ZHOU ; Yanting GU ; Yin LU ; Cuiping ZHANG ; Shiyuan ZHOU ; Xiaohong ZHOU ; Xiaming ZHU
Chinese Journal of Blood Transfusion 2025;38(12):1687-1694
Objective: To investigate the efficacy, nursing characteristics, and management of different desensitization strategies before allogeneic hematopoietic stem cell transplantation (allo-HSCT) among patients with high level of human leukocyte antigen (HLA) antibodies. Methods: A retrospective analysis was conducted on 82 patients with high levels of HLA antibodies who underwent allo-HSCT at the First Affiliated Hospital of Soochow University and Suzhou Hopes Hematonosis Hospital between January 2020 to November 2023. Patients were divided into two groups based on the desensitization strategy they received: the anti-CD20 monoclonal antibody combined with therapeutic plasma exchange (TPE) group (n=50) and the anti-CD20 monoclonal antibody combined with Protein A immunoabsorption group (n=32). The differences of efficacy between the desensitization strategies were analyzed. The safety of both desensitization strategies were assessed by close monitoring of adverse events throughout the treatment. The nursing characteristics and interventions specific to these strategies were comprehensively summarized. Results: There were no significant differences in age, gender, and diagnosis between the two groups of patients receiving different desensitization strategies (P>0.05). Following desensitization in the immunoadsorption group, the mean fluorescence intensity (MFI) levels of anti-HLA Class I antibody decreased significantly compared to initial screening (P=0.048), while the decrease in MFI values of anti-HLA Class II antibody was not statistically significant (P=0.173). In the TPE group, the MFI levels for both anti-HLA Class I and II antibodies after desensitization decreased significantly compared to initial screening (P=0.025 and 0.028, respectively). Monitoring of adverse events during desensitization treatment, found that patients in the immunoadsorption group experienced mild decreases in blood pressure during the process, with two patients developing severe hypotension. No allergic reactions occurred, and no damage of liver or kidney function was observed after the immunoadsorption. In the immunoadsorption group, a total of 19 patients underwent sera immunoglobulin assays before and after immunoadsorption. Compared to the initial screening, the immunoglobulin G (IgG) levels significantly decreased after immunoadsorption (P<0.001). In TPE group, 12 patients experienced mild hypotension during the plasma exchange process, but no severe hypotension was observed. One patient developed an allergic reaction. After the TPE treatment, no damage of liver or kidney function was observed, nor any decrease of IgG levels. In terms of safety of intravenous access, neither group experienced severe complications such as catheter-related bloodstream infections or deep vein thrombosis. In the TPE group, catheter occlusion occurred during the process of plasma exchange in 2 patients, while no such incident was observed in the immunoadsorption group. Patients of both groups exhibited anxiety and depression before treatment. After psychological care, the scores for anxiety and depression significantly decreased (P<0.001). Conclusion: Both desensitization strategies significantly decreased the HLA antibodies in highly sensitized patients with high level of HLA antibodies undergoing allo-HSCT. For patients receiving immunoabsorption, nursing care should focus on preventing and managing hypotension and implementing infection-prevention measures due to IgG depletion. In contrast, for those undergoing TPE, vigilant monitoring and prompt management of potential allergic reactions are essential components of nursing practice.
7.A Bibliometric Analysis of the Development of Global Research on Geriatric Interdisciplinary Team From 2000 to 2023
Ning ZHANG ; Mu HE ; Xiangyu ZHANG ; Lin KANG ; Xiaohong SUN ; Xiaohong LIU ; Xuan QU ; Minglei ZHU
Medical Journal of Peking Union Medical College Hospital 2024;15(5):1107-1116
To examine the global research trends and emerging focal points in the field ofgeriatric interdisciplinary team (GIT) from 2000 to 2023, so as to offer insights and reference for related research in China. English literature related to GIT published from January 1, 2000 to December 31, 2023 were searched in the Web of Science database. The literature information was extracted using VOSviewer 1.6.18 software to create a cooperation network diagram highlighting high-producing countries/regions and research institutions, as well as a high-frequency keyword table. CiteSpace 6.1.R6 software was used to analyze the co-occurrence and clustering of authors, research institutions, countries/regions, etc., and the "bibliometrix" package of R was used to analyze the characteristics of high-frequency keywords in the literature. A total of 965 GIT-related documents including 921 original articles and 44 reviews were gathered. There was a noticeable rise in annual publications over time. The United States led in publication quantity (357 articles, 37.0%) and total citations (8656). The University of Michigan was highlighted as the top research institution with 27 articles (2.8%). Author Johan Flamaing from the University of Leuven in Belgium had the highest output with 12 articles (1.2%) and the highest co-citation frequency(163 times). The In the last two decades, research on GIT has garnered significant attention within the discipline. Developed countries, particularly the United States, have taken a leading role in this field. Presently, GIT research is centered on conducting comprehensive geriatric assessments and implementing corresponding interventions for elderly patients with frailty and hip fractures. Additionally, research is focused on GIT interventions for addressing potentially inappropriate medication use and preventing falls in the elderly, as well as managing elderly patients with tumors, dementia, and delirium. The exploration of interventions remains a key area of interest in current research. In the future, there is potential for conducting more high-quality qualitative research related to GIT interventions for elderly patients receiving long-term care or home care, as well as for enhancing geriatric medicine teaching in GIT.
8.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.
9.Exploring the feasibility of narrative medical records:from concept to clinical practice
Fei LI ; Jianli WANG ; Naishi LI ; Liming ZHU ; Jiaxin ZHOU ; Cuiwen FA ; Menglan LIN ; Yongqing HAN ; Chenyanwen ZHU ; Zhong HE ; Xiaohong NING
Chinese Medical Ethics 2024;37(11):1263-1269
Based on the theoretical reflection on the reflective function of medical records,the important findings in the practice of medical records writing in the field of palliative care,and conceptual analysis of narrative medicine tools,combined with empirical investigation materials and analysis,this paper focused on the practice of medical records writing for reflection and research.The main contents include defining the concept of narrative medical records,which are medical records used in clinical practice that incorporate narrative content;clarifying their characteristics and functions at different levels;and exploring practical paths for their application in clinical practice.Based on an in-depth exploration of the uniqueness of narrative medicine practice at Peking Union Medical College,it also emphasized the necessity of writing medical records with narrative thinking.Specifically,it focused on using narrative thinking and forms to enhance the improvement of current medical records writing,and further sought a general framework and multiple possibilities for narrative medicine clinical pathways.
10.Association of interpregnancy interval and risk of adverse pregnancy outcomes in woman by different previous gestational ages
Peiran CHEN ; Yi MU ; Zheng LIU ; Yanping WANG ; Xiaohong LI ; Li DAI ; Qi LI ; Mingrong LI ; Yanxia XIE ; Juan LIANG ; Jun ZHU
Chinese Medical Journal 2024;137(1):87-96
Background::With an increasing proportion of multiparas, proper interpregnancy intervals (IPIs) are urgently needed. However, the association between IPIs and adverse perinatal outcomes has always been debated. This study aimed to explore the association between IPIs and adverse outcomes in different fertility policy periods and for different previous gestational ages.Methods::We used individual data from China’s National Maternal Near Miss Surveillance System between 2014 and 2019. Multivariable Poisson models with restricted cubic splines were used. Each adverse outcome was analyzed separately in the overall model and stratified models. The stratified models included different categories of fertility policy periods (2014–2015, 2016–2017, and 2018–2019) and infant gestational age in previous pregnancy (<28 weeks, 28–36 weeks, and ≥37 weeks).Results::There were 781,731 pregnancies enrolled in this study. A short IPI (≤6 months) was associated with an increased risk of preterm birth (OR [95% CI]: 1.63 [1.55, 1.71] for vaginal delivery [VD] and 1.10 [1.03, 1.19] for cesarean section [CS]), low Apgar scores and small for gestational age (SGA), and a decreased risk of diabetes mellitus in pregnancy, preeclampsia or eclampsia, and gestational hypertension. A long IPI (≥60 months) was associated with an increased risk of preterm birth (OR [95% CI]: 1.18 [1.11, 1.26] for VD and 1.39 [1.32, 1.47] for CS), placenta previa, postpartum hemorrhage, diabetes mellitus in pregnancy, preeclampsia or eclampsia, and gestational hypertension. Fertility policy changes had little effect on the association of IPIs and adverse maternal and neonatal outcomes. The estimated risk of preterm birth, low Apgar scores, SGA, diabetes mellitus in pregnancy, and gestational hypertension was more profound among women with previous term births than among those with preterm births or pregnancy loss.Conclusion::For pregnant women with shorter or longer IPIs, more targeted health care measures during pregnancy should be formulated according to infant gestational age in previous pregnancy.

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