1.Identification of osteoid and chondroid matrix mineralization in primary bone tumors using a deep learning fusion model based on CT and clinical features: a multi-center retrospective study.
Caolin LIU ; Qingqing ZOU ; Menghong WANG ; Qinmei YANG ; Liwen SONG ; Zixiao LU ; Qianjin FENG ; Yinghua ZHAO
Journal of Southern Medical University 2024;44(12):2412-2420
METHODS:
We retrospectively collected CT scan data from 276 patients with pathologically confirmed primary bone tumors from 4 medical centers in Guangdong Province between January, 2010 and August, 2021. A convolutional neural network (CNN) was employed as the deep learning architecture. The optimal baseline deep learning model (R-Net) was determined through transfer learning, and an optimized model (S-Net) was obtained through algorithmic improvements. Multivariate logistic regression analysis was used to screen the clinical features such as sex, age, mineralization location, and pathological fractures, which were then connected with the imaging features to construct the deep learning fusion model (SC-Net). The diagnostic performance of the SC-Net model and machine learning models were compared with radiologists' diagnoses, and their classification performance was evaluated using the area under the receiver operating characteristic curve (AUC) and F1 score.
RESULTS:
In the external test set, the fusion model (SC-Net) achieved the best performance with an AUC of 0.901 (95% CI: 0.803-1.00), an accuracy of 83.7% (95% CI: 69.3%-93.2%) and an F1 score of 0.857, and outperformed the S-Net model with an AUC of 0.818 (95% CI: 0.694-0.942), an accuracy of 76.7% (95% CI: 61.4%-88.2%), and an F1 score of 0.828. The overall classification performance of the fusion model (SC-Net) exceeded that of radiologists' diagnoses.
CONCLUSIONS
The deep learning fusion model based on multi-center CT images and clinical features is capable of accurate classification of osseous and chondroid matrix mineralization and may potentially improve the accuracy of clinical diagnoses of osteogenic versus chondrogenic primary bone tumors.
Humans
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Deep Learning
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Bone Neoplasms/diagnostic imaging*
;
Retrospective Studies
;
Tomography, X-Ray Computed/methods*
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Neural Networks, Computer
;
Male
;
Female
;
ROC Curve
;
Algorithms
2.Naoxinqing Alleviates Non-alcohol Fatty Liver Disease by Promoting Fatty Acid Oxidation via AMPK/SIRT1 Pathway
Shushu WANG ; Guiting ZHOU ; Liwen LIN ; Kachun LU ; Zhichao LIN ; Yuling ZHANG ; Danling CHENG ; Yuxin HAN ; Chun ZHOU ; Rui PENG ; Min LIU ; Chuanjin LUO
Traditional Chinese Drug Research & Clinical Pharmacology 2024;35(10):1531-1541
Objective This study aims to investigate the therapeutic effect and mechanism of Naoxinqing on non-alcohol fatty liver disease (NAFLD) induced by a high-fat diet through network pharmacology,molecular docking and in vitro and in vivo experiments. Methods ApoE-/-mice were given a high-fat diet for 12 weeks to establish the NAFLD model,followed by a 12-week Naoxinqing administration. To evaluate the therapeutic effect of Naoxinqing on NAFLD induced by a high-fat diet,biochemical and histopathological experiments were performed,including assessment of blood lipids,liver function,serum inflammatory factors,as well as Hematoxylin and eosin (HE),Oil red O,and Sirius red staining of liver. Subsequently,network pharmacology and molecular docking techniques were employed to predict the key targets of Naoxinqing. Finally,the mechanism of Naoxinqing was validated by Western Blot in HepG2 cells and liver tissue. Results The results of serum biochemistry and liver tissue pathology showed that Naoxinqing can significantly improve high-fat diet-induced hepatic lipid accumulation,hepatocellular injury,and inflammation. Network pharmacology and molecular docking analysis results suggested that Naoxinqing may affect lipid metabolism through the AMP-activated protein kinase (AMPK)/Sirtuin 1 (SIRT1) pathway. Finally,in vitro cell experiment confirmed that the main mechanism of Naoxinqing is to activative the AMPK/SIRT1 pathway,upregulate the expression of downstream carnitine palmitoyltransferase 1 (CPT1A),promote fatty acid oxidation,and ultimately improve NAFLD. Conclusion This study demonstrated that Naoxinqing improved NAFLD by promoting fatty acid oxidation through the activation of the AMPK/SIRT1 pathway.
3.Association between septic shock and tracheal injury in intensive care unit patients with invasive ventilation: a single-centre prospective cohort study
Pei ZHANG ; Qilin YANG ; Chunhua YIN ; Zhigang CAI ; Huaihai LU ; Haitao LI ; Liwen LI ; Ye TIAN ; Long BAI ; Lining HUANG
Chinese Journal of Anesthesiology 2024;44(12):1505-1513
Objective:To evaluate the association between septic shock and tracheal injury in the intensive care unit (ICU) patients with invasive ventilation.Methods:This was a prospective single-centre cohort study. Patients who underwent invasive mechanical ventilation at the Department of Anesthesia Critical Care Medicine of the Second Hospital of Hebei Medical University from May 31, 2020 to March 5, 2022 were selected. The general characteristics of patients, reasons for ICU admission, vital signs, laboratory test results, Acute Physiology and Chronic Health Evaluation Ⅱ scores, Charlson Comorbidity Index, size of endotracheal tube, presence or absence of septic shock, oxygenation index, duration of intubation, consumption of norepinephrine and epinephrine, and tracheal injury scores at the time of extubation were recorded. Univariate linear regression analysis was used to identify the risk factors for tracheal injury, followed by adjustment using multivariate linear regression analysis.Results:Ninety-seven patients were ultimately included, and the average age was (56.6±16.5) yr, with 64.9% being male. The results of adjusted linear regression showed that septic shock was associated with tracheal injury scores ( β=2.99, 95% confidence interval 0.70-5.29). Subgroup analysis revealed a stronger correlation with a duration of intubation≥8 days ( P=0.013). Conclusions:Patients with septic shock exhibit significantly higher tracheal injury scores compared with those without septic shock, suggesting that septic shock may serve as an independent risk factor for tracheal injury.
4.Interpretation of association standard of Operating Specifications for Repetitive Transcranial Magnetic Stimulation in Clinical Applications on Psychiatric Disorders
Shangda LI ; Shaohua HU ; Hetong ZHOU ; Jingkai CHEN ; Wentian DONG ; Hongxing WANG ; Jijun WANG ; Liwen TAN ; Zhongchun LIU ; Huaning WANG ; Yuqi CHENG ; Zhifen LIU ; Yumei WANG ; Wei DENG ; Xinhua SHEN ; Bo WEI ; Da LI ; Lishu YAO ; Yufeng ZANG ; Lin LU ; Manli HUANG
Chinese Journal of Psychiatry 2024;57(3):133-137
Repetitive transcranial magnetic stimulation (rTMS) has become an essential method in psychiatric disorders. However, many problems occurred in clinical application. This article interpreted the Association Standard T/CMEAS 011-2023'Operating Specifications for Repetitive Transcranial Magnetic Stimulation in Clinical Applications on Psychiatric Disorders′ released by the Chinese Medicine Education Association. The main content included a range of applications, normative references, terms and definitions, site specifications, equipment specifications, ability specifications of rTMS operators and rTMS process specifications.This article provided suggestions for clinical applications of rTMS on psychiatric disorders.
5.Investigation and determination of relative correction factor of pre-vitamin D
Jieming SHI ; Cheng WANG ; Liwen ZHANG ; Shunling DONG ; Jian LE ; Song YUAN ; Yihong LU ; Dandan WANG ; Wankui XU ; Shufeng ZHENG
Drug Standards of China 2024;25(2):147-153
Objective:To determine the relative correction factor of pre-vitamin D and simplify the calculation method of vitamin D assay.Methods:By studying the calculation method of vitamin D content in drug standards of various countries,HPLC was used to determine the relative correction factor of pre-vitamin D,and the influencing factors of determination were investigated.Results:The relative correction factors of pre-vitamin D at 254 nm and 265nm wavelength were determined by statistical analysis of 7 laboratories in China.Conclusion:Using the pre-vi-tamin D relative correction factor method to calculate the total amount of vitamin D simplified the experimental steps can be simplified by the pre-vitamin D relative correction factor method to calculate the total amount of vitamin D and the random operating errors can be avoided.The method is rapid and accurate,and lay a solid foundation for further improving the standard of vitamin D preparations.
6.Differential expression and clinical significance of miR-124-3p in β-thalassemia
Luoyuan CAO ; Wenxu DONG ; Jing YANG ; Liwen GUO ; Jiaojiao LU ; Xian ZHENG ; Xianguo FU
Basic & Clinical Medicine 2024;44(12):1633-1637
Objective To investigate the differential expression of miR-124-3p in peripheral blood and clinical sig-nificance of patients with β-thalassemia.Methods Peripheral blood samples were collected from 33 patients with β-thalassemia and 30 healthy controls in Ningde Municipal Hospital Affiliated to Ningde Normal University from June 2021 to August 2022.The expression level of miR-124-3p was detected.Luciferase reporter gene was used to verify the interaction between miR-124-3p and ERF 3'UTR.The correlation between differential expression of miR-124-3p and β-thalassemia was analyzed and the clinical diagnostic value of miR-124-3p for β-thalassemia was eval-uated.Results Compared with healthy control individuals,the expression of miR-124-3p was significantly up-reg-ulated in patients with β-thalassemia(P<0.001).The genotype of miR-124-3p high expression group was 84.2%β0(16/19),the genotype of low expression group was 55.6%β+(10/18).ROC curve analysis showed that miR-124-3p had predictive efficacy for β-thalassemia(AUC:0.842).Luciferase reporter gene analysis showed that ERF gene was the regulatory target of miR-124-3p.Conclusions The differential expression of miR-124-3p in patients with β-thalassemia is closely related to the genotype and clinical severity of thalassemia,and ERF is negatively reg-ulated by miR-124-3p.miR-124-3p may be an effective diagnostic biomarker for β-thalassemia.
7.Association between septic shock and tracheal injury in intensive care unit patients with invasive ventilation: a single-centre prospective cohort study
Pei ZHANG ; Qilin YANG ; Chunhua YIN ; Zhigang CAI ; Huaihai LU ; Haitao LI ; Liwen LI ; Ye TIAN ; Long BAI ; Lining HUANG
Chinese Journal of Anesthesiology 2024;44(12):1505-1513
Objective:To evaluate the association between septic shock and tracheal injury in the intensive care unit (ICU) patients with invasive ventilation.Methods:This was a prospective single-centre cohort study. Patients who underwent invasive mechanical ventilation at the Department of Anesthesia Critical Care Medicine of the Second Hospital of Hebei Medical University from May 31, 2020 to March 5, 2022 were selected. The general characteristics of patients, reasons for ICU admission, vital signs, laboratory test results, Acute Physiology and Chronic Health Evaluation Ⅱ scores, Charlson Comorbidity Index, size of endotracheal tube, presence or absence of septic shock, oxygenation index, duration of intubation, consumption of norepinephrine and epinephrine, and tracheal injury scores at the time of extubation were recorded. Univariate linear regression analysis was used to identify the risk factors for tracheal injury, followed by adjustment using multivariate linear regression analysis.Results:Ninety-seven patients were ultimately included, and the average age was (56.6±16.5) yr, with 64.9% being male. The results of adjusted linear regression showed that septic shock was associated with tracheal injury scores ( β=2.99, 95% confidence interval 0.70-5.29). Subgroup analysis revealed a stronger correlation with a duration of intubation≥8 days ( P=0.013). Conclusions:Patients with septic shock exhibit significantly higher tracheal injury scores compared with those without septic shock, suggesting that septic shock may serve as an independent risk factor for tracheal injury.
8.Interpretation of association standard of Operating Specifications for Repetitive Transcranial Magnetic Stimulation in Clinical Applications on Psychiatric Disorders
Shangda LI ; Shaohua HU ; Hetong ZHOU ; Jingkai CHEN ; Wentian DONG ; Hongxing WANG ; Jijun WANG ; Liwen TAN ; Zhongchun LIU ; Huaning WANG ; Yuqi CHENG ; Zhifen LIU ; Yumei WANG ; Wei DENG ; Xinhua SHEN ; Bo WEI ; Da LI ; Lishu YAO ; Yufeng ZANG ; Lin LU ; Manli HUANG
Chinese Journal of Psychiatry 2024;57(3):133-137
Repetitive transcranial magnetic stimulation (rTMS) has become an essential method in psychiatric disorders. However, many problems occurred in clinical application. This article interpreted the Association Standard T/CMEAS 011-2023'Operating Specifications for Repetitive Transcranial Magnetic Stimulation in Clinical Applications on Psychiatric Disorders′ released by the Chinese Medicine Education Association. The main content included a range of applications, normative references, terms and definitions, site specifications, equipment specifications, ability specifications of rTMS operators and rTMS process specifications.This article provided suggestions for clinical applications of rTMS on psychiatric disorders.
9.Clinical features and prognosis of paraganglioma of the urinary bladder
Zhili YANG ; Liwen LU ; Ting ZHANG ; Wenjian LUO ; Yantong HAN ; Yong ZHANG ; Lingang CUI ; Yinsheng WEI ; Teng LI ; Qingjun MENG
Journal of Modern Urology 2023;28(10):861-866
【Objective】 To explore the clinical features, treatment and prognosis of paraganglioma of the urinary bladder (PUB). 【Methods】 The clinical data of 41 PUB patients treated at our hospital during Sep.2012 and Sep.2022 were collected. The clinical features, surgical records, pathological reports and follow-up records were retrospectively analyzed. Patients’ survival was estimated with Kaplan-Meier estimator. The differences among groups were compared with Log-rank test. 【Results】 Among the 41 patients, 20 were male and 21 were female, with a median age of 52 years. All patients were treated with surgery, including transurethral resection of bladder tumor (TURBT) in 16 cases, partial cystectomy (PC) in 23 cases, and radical cystectomy (RC) in 2 cases. All patients were followed up for 4.0 to 125.0 months, with a median of 59.0 months. Local recurrence occurred in 5 patients, and distant metastasis occurred in 5 patients. Survival analysis showed that the 5-year overall survival (OS) rate and 5-year relapse-free survival (RFS) rate were 95.7% and 84.8%, respectively. Further analysis showed statistically significant differences in OS and RFS among groups with different maximum tumor diameters, growth patterns, and Ki-67 expressions (P<0.05). For patients with a maximum tumor diameter ≤2.8 cm, there was no significant difference in OS and RFS among different surgical groups. 【Conclusion】 PUB is rare, and a definitive diagnosis is based on pathology. In addition, the main treatment is surgery and the prognosis is good.
10.Preparation and Anti-infection Research of Ciprofloxacin Antibacterial Agent Loaded Polydopamine Hollow Microspheres
GAO Liwen ; LU Wenqi ; CHEN Yunyan ; HU Qiyan
Chinese Journal of Modern Applied Pharmacy 2023;40(16):2268-2276
OBJECTIVE To prepare a new antibacterial agent triggered by near infrared light to combat bacterial infection and promote wound healing. METHODS The synthesis of antibacterial agengt was supported by the results from transmission electron microscopy, Ultraviolet-visible absorption spectroscopy and Fourier-transform infrared spectroscopy. The antibacterial agent was irradiated under near infrared(NIR) laser with different concentrations to study the photothermal properties. Release of ciprofloxacin from the antibacterial agent was determined under different conditions. Observed antibacterial activity of the agent by spread plate method and bacterial growth curve. The infected wound was made on the back skin of mice, and the mice were treated with different methods to observe the healing process of the wound and study its influence on the wound healing. RESULTS The synthesized antimicrobial agent could be heated repeatedly without attenuation under near-infrared light, and could still reach a high temperature of 45 ℃ at a low concentration of 125 µg·mL-1. At the same time, it could promote the release of loaded antibiotics, and the release rate reached 86%. Compared with 200 µg·mL-1 solution obtained by physical mixing of polydopamine and ciprofloxacin, the synthesized antimicrobial agent combined with near-infrared light showed more excellent antibacterial ability, and the bacteriostatic rate against Escherichia coli and Staphylococcus aureus was 99.9%. Antimicrobial agents with concentrations of only 0.312 5 µg·mL-1 and 1.25 µg·mL-1 combined with near infrared light significantly inhibited the growth of Escherichia coli and Staphylococcus aureus. Through the mouse skin defect model infected by Staphylococcus aureus, it was proved that the synthetic antibacterial agent still had excellent antibacterial effect in practical application, and could accelerate the healing of infected wound. CONCLUSION The synthesized antimicrobial agents have excellent antibacterial effect in vitro, and still have good antibacterial effect and promote wound healing under the conservative power irradiation without causing skin damage in vivo.


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