1.Multicenter machine learning-based construction of a model for predicting potential organ donors and validation with decision curve analysis
Xu WANG ; Wenxiu LI ; Fenghua WANG ; Shuli WU ; Dong JIA ; Xin GE ; Zhihua SHAN ; Tongzuo LI
Organ Transplantation 2026;17(1):106-115
Objective To evaluate the predictive value of different machine learning models constructed in a multicenter environment for potential organ donors and verify their clinical application feasibility. Methods The study included 2 000 inpatients admitted to five domestic tertiary hospitals from January 2020 to December 2023, who met the criteria for potential organ donation assessment. They were randomly divided into a training set and an internal validation set (7∶3). Another 300 similar patients admitted to the First Affiliated Hospital of Harbin Medical University from January 2024 to April 2025 were included as an external validation set. The area under the curve (AUC), sensitivity, specificity, accuracy and F1-score of three models were compared, and the consistency of the potential organ donor determination process was tested. Multivariate logistic regression analysis was used to identify predictive factors of potential organ donors. Decision curve analysis (DCA) was employed to verify the resource efficiency of each model, and the threshold interval and intervention balance point were assessed. Results Apart from age, there were no significant differences in other basic characteristics among the centers (all P>0.05). The consistency of the potential organ donor determination process among researchers in each center was good [all 95% confidence interval (CI) lower limits >0]. In the internal validation set, the XGBoost model had the best predictive performance (AUC=0.92, 95% CI 0.89-0.94) and the best calibration (P=0.441, Brier score 0.099). In the external validation set, the XGBoost model also had the best predictive performance (AUC=0.91, 95% CI 0.88-0.94), outperforming logistic regression and random forest models. Multivariate logistic regression showed that mechanical ventilation had the greatest impact (odds ratio=2.06, 95% CI 1.54-2.76, P<0.001). DCA indicated that the XGBoost model had the highest net benefit in the threshold interval of 0.2-0.6. The “treat all” strategy only had a slight advantage at extremely low thresholds. The recommended threshold interval, which balances intervention costs and clinical benefits, considers ≥50% positive predictive value (PPV) and ≤50 referrals per 100 high-risk patients. Conclusions The XGBoost model established in a multicenter environment is accurate and well-calibrated in predicting potential organ donors. Combined with DCA, it may effectively guide the timing of clinical interventions and resource allocation, providing new ideas for the assessment and management of organ donation after brain death.
2.Mediating effect of activities of daily living between pain and depressive symptoms in Chinese elderly
Shan JIANG ; Huaiju GE ; Wenyu SU ; Shihong DONG ; Weimin GUAN ; Qing YU ; Huiyu JIA ; Wenjing CHANG ; Jinglei ZHANG ; Kang ZHANG ; Guifeng MA ; Wentao WEI
Journal of Public Health and Preventive Medicine 2025;36(4):12-16
Objective To explore the mediating role of activities of daily living (ADL) in pain and depressive symptoms in the elderly in China. Methods Utilizing the data from 2020 China Health and Retirement Longitudinal Study, 4403 Chinese elderly individuals aged ≥ 60 years old were selected as the research subjects. Depression Scale (CES-D 10) of the Center for Epidemiological Survey and ADL scale were used in the study. The PROCESS4.1 macro was used to test the mediating effect of daily living activities between pain and depressive symptoms, and the Bootstrap method was applied for verification of the mediating variables. Results A total of 2368 cases of depressive symptoms were detected in the elderly in China, with a detection rate of 53.78%. Pain was positively correlated with depressive symptoms (r=0.27, P<0.01), and activities of daily living were negatively correlated with pain and depressive symptoms (r=-0.27, -0.337, P<0.01). The results showed that the total effect value of pain on depressive symptoms was 0.33, the direct effect value was 0.24, and the mediating effect value of daily living activities was 0.09, accounting for 27.27%. Conclusion Pain and activities of daily living are important factors influencing depressive symptoms in the elderly, and activities of daily living play a partial mediating role in the relationship between pain and depressive symptoms in the elderly.
3.Identification and expression analysis of seed dehydration tolerance and PLD gene family in Panax medicinal plants.
Chao-Lin LI ; Min HUANG ; Na GE ; Qing-Yan WANG ; Jin-Shan JIA ; Ting LUO ; Jin-Yan ZHANG ; Ping ZHOU ; Jun-Wen CHEN
China Journal of Chinese Materia Medica 2025;50(12):3307-3321
Panax species are mostly valuable medicinal plants. While some species' seeds are sensitive to dehydration, the dehydration tolerance of seeds from other Panax species remains unclear. The phospholipase D(PLD) gene plays an important role in plant responses to dehydration stress. However, the characteristics of the PLD gene family and their mechanisms of response to dehydration stress in seeds of Panax species with different dehydration tolerances are not well understood. This study used seeds from eight Panax species to measure the germination rates and PLD activity after dehydration and to analyze the correlation between dehydration tolerance and seed traits. Bioinformatics analysis was also conducted to characterize the PnPLD and PvPLD gene families and to evaluate their expression patterns under dehydration stress. The dehydration tolerance of Panax seeds was ranked from high to low as follows: P. ginseng, P. zingiberensis, P. quinquefolius, P. vietnamensis var. fuscidiscus, P. japonicus var. angustifolius, P. japonicus, P. notoginseng, and P. stipuleanatus. A significant negative correlation was found between dehydration tolerance and seed shape(three-dimensional variance), with flatter seeds exhibiting stronger dehydration tolerance(r=-0.792). Eighteen and nineteen PLD members were identified in P. notoginseng and P. vietnamensis var. fuscidiscus, respectively. These members were classified into five isoforms: α, β, γ, δ, and ζ. The gene structures, subcellular localization, physicochemical properties, and other characteristics of PnPLD and PvPLD were similar. Both promoters contained regulatory elements associated with plant growth and development, hormone responses, and both abiotic and biotic stress. During dehydration, the PLD enzyme activity in P. notoginseng seeds gradually increased as the water content decreased, whereas in P. vietnamensis var. fuscidiscus, PLD activity first decreased and then increased. The expression of PLDα and PLDδ in P. notoginseng seeds initially increased and then decreased, whereas in P. vietnamensis var. fuscidiscus, the expression of PLDα and PLDδ consistently decreased. In conclusion, the dehydration tolerance of Panax seeds showed a significant negative correlation with seed shape. The dehydration tolerance in P. vietnamensis var. fuscidiscus and dehydration sensitivity of P. notoginseng seeds may be related to differences in PLD enzyme activity and the expression of PLDα and PLDδ genes. This study provided the first systematic comparison of dehydration tolerance in Panax seeds and analyzed the causes of tolerance differences and the optimal water content for long-term storage at ultra-low temperatures, thus providing a theoretical basis for the short-term and ultra-low temperature long-term storage of medicinal plant seeds with varying dehydration tolerances.
Seeds/metabolism*
;
Panax/physiology*
;
Plant Proteins/metabolism*
;
Gene Expression Regulation, Plant
;
Phospholipase D/metabolism*
;
Plants, Medicinal/enzymology*
;
Germination
;
Multigene Family
;
Water/metabolism*
;
Dehydration
;
Phylogeny
4.One-stage mandibular reconstruction combining iliac flap with immediate implant-based denture.
Yifan KANG ; Yanjun GE ; Xiaoming LV ; Shang XIE ; Xiaofeng SHAN ; Zhigang CAI
Journal of Peking University(Health Sciences) 2025;57(1):78-84
OBJECTIVE:
To evaluate the clinical outcomes and define the indications for a one-stage mandibular reconstruction technique that combines iliac bone flaps with immediate implant-based dentures, and to assess both the accuracy of surgical planning and the long-term success of the procedure.
METHODS:
A total of ten patients underwent the procedure at Peking University Hospital of Stomatology between June 2020 and August 2023. The preoperative biopsy pathology of all the patients confirmed a benign tumor. In this technique, iliac bone flaps were used for mandibular reconstruction, and immediate implant-based dentures were placed during the same surgical session. Various outcome measures were evaluated, including the accuracy of the surgical reconstruction, implant placement deviations (entry point, apical point, depth, and angle), and long-term outcomes, such as cervical bone resorption, implant survival, and the cumulative survival rate.
RESULTS:
Thirty-eight implants were successfully inserted into the iliac flaps of the ten patients. The median follow-up duration was 23.5 months, and no significant complications occurred during the follow-up period, such as infections, titanium plate exposure, implant loosening, or damage to the implants and dentures. The accuracy of preoperative virtual surgical planning (VSP) was highly reliable. The repeatability of the VSP model compared to the postoperative reconstructed mandible was as follows: 67.82% ±10.16% within 1 mm, 82.14% ±6.58% within 2 mm, and 90.61% ±4.62% within 3 mm. The average maximum deviation from the plan was (6.10±0.89) mm, with an average overall deviation of (1.14±0.31) mm. For the implants, deviations in critical parameters were as follows: entry point deviation was (2.02±0.58) mm, apical point deviation was (2.25± 0.66) mm, depth deviation was (1.26±0.51) mm, and angular deviation was 1.84°±1.10°. The implant survival rate remained 100% during the follow-up, with a cumulative survival rate of 97.37% from 1 to 4 years. Average cervical bone resorption was 0.94 mm.
CONCLUSION
The combination of iliac bone flaps with immediate implant-based dentures for one-stage mandibular reconstruction demonstrated pro-mising clinical outcomes, including high implant survival and minimal complications. This technique proved to be safe and reliable for mandibular reconstruction. However, further studies with larger sample sizes and longer follow-up periods are necessary to confirm the long-term efficacy and optimal indications for this procedure.
Humans
;
Mandibular Reconstruction/methods*
;
Male
;
Ilium/surgery*
;
Female
;
Middle Aged
;
Surgical Flaps
;
Adult
;
Mandible/surgery*
;
Aged
;
Dental Implantation, Endosseous/methods*
;
Immediate Dental Implant Loading/methods*
;
Bone Transplantation/methods*
;
Dental Implants
5.Nasolabial groove through the skin flap repair nasal vestibular benign and malignant lesions Application of postoperative tissue defects.
Tongtong GUO ; Sitong GE ; Sijiao SHAN ; Meishan LIU ; Fuyu WANG ; Xian JIANG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(3):265-271
Objective:To investigate the application value of nasolabial flaps in addressing tissue defects after resection of benign and malignant nasal vestibular lesions. Methods:The clinical data of patients with benign and malignant nasal vestibular lesions were analyzed retrospectively. There were 4 cases of squamous cell carcinoma, 2 cases of black hairy nevus and 1 case of chronic proliferative inflammatory lesions, all of which were repaired by adjacent nasolabial flap. Results:After 6 months of follow-up, none of the patients developed nasal vestibular contracture or nostril stenosis, and postoperative nasal ventilation function was good. Conclusion:The preoperative design of individual nasolabial flaps is very important for maintaining maxillofacial aesthetics, protectingthe nasolabial framework, and preserving postoperative nasal ventilation function.
Humans
;
Retrospective Studies
;
Middle Aged
;
Nose Neoplasms/surgery*
;
Surgical Flaps
;
Male
;
Female
;
Adult
;
Nose/surgery*
;
Plastic Surgery Procedures/methods*
;
Carcinoma, Squamous Cell/surgery*
;
Aged
;
Skin Transplantation
6.Integrated-omics analysis defines subtypes of hepatocellular carcinoma based on circadian rhythm.
Xiao-Jie LI ; Le CHANG ; Yang MI ; Ge ZHANG ; Shan-Shan ZHU ; Yue-Xiao ZHANG ; Hao-Yu WANG ; Yi-Shuang LU ; Ye-Xuan PING ; Peng-Yuan ZHENG ; Xia XUE
Journal of Integrative Medicine 2025;23(4):445-456
OBJECTIVE:
Circadian rhythm disruption (CRD) is a risk factor that correlates with poor prognosis across multiple tumor types, including hepatocellular carcinoma (HCC). However, its mechanism remains unclear. This study aimed to define HCC subtypes based on CRD and explore their individual heterogeneity.
METHODS:
To quantify CRD, the HCC CRD score (HCCcrds) was developed. Using machine learning algorithms, we identified CRD module genes and defined CRD-related HCC subtypes in The Cancer Genome Atlas liver HCC cohort (n = 369), and the robustness of this method was validated. Furthermore, we used bioinformatics tools to investigate the cellular heterogeneity across these CRD subtypes.
RESULTS:
We defined three distinct HCC subtypes that exhibit significant heterogeneity in prognosis. The CRD-related subtype with high HCCcrds was significantly correlated with worse prognosis, higher pathological grade, and advanced clinical stages, while the CRD-related subtype with low HCCcrds had better clinical outcomes. We also identified novel biomarkers for each subtype, such as nicotinamide n-methyltransferase and myristoylated alanine-rich protein kinase C substrate-like 1.
CONCLUSION
We classify the HCC patients into three distinct groups based on circadian rhythm and identify their specific biomarkers. Within these groups greater HCCcrds was associated with worse prognosis. This approach has the potential to improve prediction of an individual's prognosis, guide precision treatments, and assist clinical decision making for HCC patients. Please cite this article as: Li XJ, Chang L, Mi Y, Zhang G, Zhu SS, Zhang YX, et al. Integrated-omics analysis defines subtypes of hepatocellular carcinoma based on circadian rhythm. J Integr Med. 2025; 23(4): 445-456.
Humans
;
Carcinoma, Hepatocellular/pathology*
;
Liver Neoplasms/pathology*
;
Circadian Rhythm/genetics*
;
Prognosis
;
Male
;
Female
;
Biomarkers, Tumor/genetics*
;
Middle Aged
;
Machine Learning
;
Computational Biology
7.Thermal Ablation of Pulmonary Nodules by Electromagnetic Navigation Bronchoscopy Combined With Real-Time CT-Based 3D Fusion Navigation:Report of One Case.
Yuan XU ; Qun LIU ; Chao GUO ; Yi-Bo WANG ; Xiao-Fang WU ; Chen-Xi MA ; Gui-Ge WANG ; Qian-Shu LIU ; Nai-Xin LIANG ; Shan-Qing LI
Acta Academiae Medicinae Sinicae 2025;47(1):137-141
A nodule in the right middle lobe of the lung was treated by a combination of cone-beam CT,three-dimensional registration for fusion imaging,and electromagnetic navigation bronchoscopy-guided thermal ablation.The procedure lasted for 90 min,with no significant bleeding observed under the bronchoscope.The total radiation dose during the operation was 384 mGy.The patient recovered well postoperatively,with only a small amount of blood in the sputum and no pneumothorax or other complications.A follow-up chest CT on the first day post operation showed that the ablation area completely covered the lesion,and the patient was discharged successfully.
Humans
;
Bronchoscopy/methods*
;
Catheter Ablation/methods*
;
Cone-Beam Computed Tomography
;
Electromagnetic Phenomena
;
Imaging, Three-Dimensional
;
Lung Neoplasms/diagnostic imaging*
;
Tomography, X-Ray Computed
8.Effect of Yunvjian with or Without Achyranthis Bidentatae Radix on Glucose and Lipid Metabolism and Inflammatory Response in Diabetic Rats with Syndrome of Yin Deficiency and Internal Heat
Ruifeng LIANG ; Wenjing GE ; Xianmei SONG ; Pengtao SHAN ; Gengsheng LI ; Zheng WEI ; Mingli ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(2):46-55
ObjectiveTo investigate the different effects of Yunvjian with or without Achyranthis Bidentatae Radix on glucose and lipid metabolism and inflammatory response in diabetic rats with the syndrome of Yin deficiency and internal heat. MethodThe rat model of diabetes due to Yin deficiency and internal heat was established by feeding with a high-sugar and high-fat diet and injection of thyroxine and streptozotocin. The successfully modeled rats were randomized into model control, Yunvjian without Achyranthis Bidentatae Radix (11.8 g·kg-1), Yunvjian with Achyranthis Bidentatae Radix (12.8 g·kg-1), and Achyranthis Bidentatae Radix (1.0 g·kg-1) groups (n=10), and another 10 rats were taken as the normal control group. Each group was administrated with corresponding drugs or saline by gavage for 28 days. The fasting blood glucose (FBG), fasting insulin (FINS), total cholesterol (TC), triglycerides (TG), low-density lipoprotein cholesterol (LDL-C), and high-density lipoprotein cholesterol (HDL-C) in rats were measured. Enzyme-linked immunosorbent assay was employed to determine the levels of cyclic adenosine monophosphate (cAMP), cyclic guanosine monophosphate (cGMP), triiodothyronine (T3), thyroxine (T4), interleukin (IL)-1β, IL-6, tumor necrosis factor (TNF)-α, and C-reactive protein (CRP) in the serum. The histopathological changes of the liver were observed. The expression of lipoxygenase-2 (COX-2) was detected by immunofluorescence. The mRNA levels of nuclear transcription factors-κB (NF-κB), monocyte chemotactic protein-1 (MCP-1), and intercellular adhesion molecule-1 (ICAM-1) were determined by real-time polymerase chain reaction (Real-time PCR).Western blot was employed to determine the protein levels of NF-κB in hibitory protein(IκB) kinase β (IKKβ), IκBα, and phosphorylated IκBα (p-IκBα) in the liver and the protein levels of NF-κB in the cytoplasm and nucleus. ResultCompared with the normal group, the model group showed elevated levels of FBG, FINS, insulin resistance index, TC, TG, LDL-C, cAMP, T3, T4, IL-1β, IL-6, TNF-α, and CRP, up-regulated mRNA levels of NF-κB, MCP-1, and ICAM-1, and up-regulated protein levels of COX-2, p-IκBα, and nuclear NF-κB (P<0.01). Compared with the model group, Yunvjian without Achyranthis Bidentatae Radix lowered the levels of FBG, FINS, insulin resistance index, TC, TG, LDL-C, cAMP, T3, T4, IL-1β, IL-6, TNF-α, and CRP, down-regulated the mRNA levels of NF-κB, MCP-1, and ICAM-1, and down-regulated the protein levels of COX-2, p-IκBα and nuclear NF-κB (P<0.05, P<0.01). Compared with the Yunvjian without Achyranthis Bidentatae Radix, Yunvjian with Achyranthis Bidentatae Radix showed lowered levels of FBG, FINS, insulin resistance index, and inflammatory cytokines, down-regulated mRNA levels of NF-κB, MCP-1, and ICAM-1, and down-regulated protein levels of p-IκBα and nuclear NF-κB (P<0.05, P<0.01). ConclusionAchyranthis Bidentatae Radix can enhance the performance of Yunvjian in reducing blood glucose and inhibiting inflammation in diabetic rats with the syndrome of yin deficiency and internal heat by down-regulating the IKK/IκB/NF-κB signaling pathway.
9.Hyperoside nanoparticles loaded with bone marrow mesenchymal stem cells synergistically repair endometrial injury
Rui-Fang HAN ; Hai-Yi ZHOU ; Xing-Shan LIANG ; Si-Yi HE ; Yong-Ge GUAN ; Yang SONG
Chinese Pharmacological Bulletin 2024;40(7):1302-1311
Aim To evaluate the effect of hyperoside/chitosan-nanoparticles(Hyp-NPs)on bone marrow mesenchymal stem cells(BMSCs)in vitro cell experi-ments and the underlying mechanism,and to conduct in vivo animal experiments to investigate the synergistic effect of Hyp-NPs and BMSCs on repairing endometrial damage in rats.Methods BMSCs were identified by flow cytometry.Hyp-NPs were prepared by ion crosslinking method,characterized and evaluated by laser particle size analyzer and transmission electron microscopy.The effects of different concentrations of Hyp-NPs on the migration of BMSCs were evaluated by scratch assay and immunofluorescence.NRF2 lentivir-us vector was constructed to explore the mechanism of Hyp-NPs on BMSCs.In animal experiments,Hyp-NPs loaded with BMSCs were co-transplanted into the uter-ine cavity of a rat model of endometrial injury.HE,Masson,IHC,TUNEL,and ELISA experiments were used to systematically evaluate the repair effect and pregnancy function of the composite formulation on rat endometrial injury from multiple aspects and angles,including general pathology,fibrosis,receptivity,cell proliferation,angiogenesis,stem cell recruitment,and inflammation of the endometrium.Results BMSCs were successfully isolated and cultured.Hyp-NPs with high stability and small particle size were successfully prepared.Scratch experiments indicated that Hyp-NPs could promote the migration of BMSCs.By successfully constructing a lentiviral NRF2 vector and oxidative damage model for BMSCs,immunofluorescence experi-ments showed that Hyp-NPs could regulate the biologi-cal axis of BMSCs by activating NRF2.Animal experi-ments showed that the synergistic administration of Hyp-NPs and BMSCs could increase endometrial thick-ness and glandular quantity,promote stem cell homing through anti-fibrotic,anti-apoptotic,and anti-inflam-matory effects,and restore pregnancy function in rats with endometrial injury.Conclusion The synergistic administration of Hyp-NPs and BMSCs could repair en-dometrial injury.
10.The application of ketamine in endoscopic submucosal exfoliation during opioid free anesthesia of gastroscopy laryngeal mask
Degao GE ; Qilian TAN ; Tao SHAN ; Yanna SI ; Xin LENG
Journal of Chinese Physician 2024;26(4):519-522
Objective:To evaluate the application effect of non opioid anesthesia using ketamine in endoscopic submucosal dissection under general anesthesia of gastroscopy and laryngeal mask.Methods:Sixty patients who underwent elective endoscopic submucosal dissection under general anesthesia gastroscopy and laryngeal mask at Nanjing Medical University Affiliated Nanjing Hospital from January to December 2022 were randomly divided into a conventional anesthesia group and a non opioid anesthesia group using a random number table method, with 30 cases in each group. The conventional anesthesia group used opioid drugs, while the non opioid anesthesia group used ketamine instead of opioid drugs. We recorded the incidence of postoperative nausea and vomiting in two groups of patients; Recorded the mean arterial pressure (MAP) and heart rate (HR) of two groups of patients before anesthesia (T 0), during intubation (T 1), at the start of surgery (T 2), and after surgery (T 3); We also recorded the lowest pulse oxygen saturation (SpO 2) after extubation in two groups of patients; At the same time, the surgical time, propofol dosage, extubation time, monitoring time in the anesthesia and resuscitation unit (PACU), incidence of postoperative nausea and vomiting, patient satisfaction, and other adverse reactions were recorded. Results:The difference in surgical time, MAP and HR from T 0 to T 3, and the lowest SpO 2 after extubation between the conventional anesthesia group and the non opioid anesthesia group was not statistically significant (all P>0.05); Compared with the conventional anesthesia group, the non opioid anesthesia group had a lower incidence of postoperative nausea and vomiting, lower dosage of propofol, shorter extubation time and PACU monitoring time, and higher patient satisfaction (all P<0.05); Both groups of patients had no serious adverse reactions. Conclusions:The application of ketamine in endoscopic submucosal dissection during non opioid anesthesia of gastroscopy laryngeal mask has certain advantages over conventional use of opioid drugs, including fast postoperative recovery, low incidence of nausea and vomiting, and high patient satisfaction.


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