1.Application of machine learning in predictive analysis of blood usage for liver transplantation surgery
Peng ZONG ; Wenli ZHANG ; Ping LI ; Changfeng SHAO ; Haiyan WANG
Chinese Journal of Blood Transfusion 2024;37(3):319-324
【Objective】 To explore the application of machine learning in scientific and rational blood preparation and predictive analysis for surgical blood usage before liver transplantation surgery. 【Methods】 Clinical basic information including gender, age, clinical diagnosis and surgical methods of 356 liver transplantation patients were collected. The duration (Time) and preoperative laboratory test results of hemoglobin (Hb), hematocrit (Hct), platelet count (Plt), prothrombin time (PT), activated partial thromboplastin time (APTT), fibrinogen (Fib), total bilirubin (TBIL), albumin (ALB), creatinine (Crea) and total protein (TP), as well as the amount of intraoperative blood transfusion were collected. A machine learning model capable of predicting the risk of massive blood transfusion during liver transplantation surgery was established by Python, and was evaluated to select the optimal predictive model. 【Results】 Among the 7 machine learning models constructed, the logistic regression model performed the best (AUROC: 0.90, F1 score: 0.82), with an accuracy of 79.44% and precision of 79.69%, followed by the random forest classifier (AUROC: 0.87, F1 score: 0.83), with an accuracy of 79.44% and precision of 77.94%. 【Conclusion】 Establishing a machine learning prediction model by Python is of significant clinical importance for scientific blood preparation, predicting the risk of massive blood transfusion and ensuring the safety of blood use in liver transplantation surgery.
2.The impact of programming optimization for atrioventricular synchrony after Micra AV leadless pacemakers implantation
Ze ZHENG ; Yu-Chen SHI ; Song-Yuan HE ; Shao-Ping WANG ; Shi-Ying LI ; Shu-Juan CHENG ; Jing-Hua LIU
Chinese Journal of Interventional Cardiology 2024;32(2):71-75
Objective To analyze the atrioventricular synchronization rate after implantation of Micra AV leadless pacemaker,and the impact of postoperative programming optimization on atrioventricular synchronization rate.Methods A prospective cohort study was conducted to select patients with complete atrioventricular block who underwent Micra AV leadless pacemaker implantation at Beijing Anzhen Hospital from August 2022 to June 2023.Programming optimization were performed at 1 week,1 month,and 3 months postoperatively,and atrioventricular synchronization rate,electrical parameters,and echocardiography were recorded.Results A total of 68 patients with complete atrioventricular block implanted with Micra AV were selected,with an average age of(68.2±9.7)years,including 47 males(69.1%).All patients were successfully implanted with Micra AV,and there were no serious postoperative complications;The average threshold,sense,and impedance parameters were stable during 1 week,1 month,and 3 months after the procedure;There was no significant difference in the EF value of postoperative echocardiography(P=0.162);The average atrioventricular synchronization rates at 1 week,1 month,and 3 months postoperatively were(75.2%vs.83.8%vs.91.6%,P=0.001).Conclusions As an mechanical atrial sensing,Micra AV requires personalized adjustment of relevant parameters;Postoperative follow-up programming optimization plays an important role in the atrioventricular synchronization and comfort level in patients with complete atrioventricular block after implantation of Micra AV leadless pacemaker.
3.Establishment of a Multiplex Detection Method for Common Bacteria in Blood Based on Human Mannan-Binding Lectin Protein-Conjugated Magnetic Bead Enrichment Combined with Recombinase-Aided PCR Technology
Jin Zi ZHAO ; Ping Xiao CHEN ; Wei Shao HUA ; Yu Feng LI ; Meng ZHAO ; Hao Chen XING ; Jie WANG ; Yu Feng TIAN ; Qing Rui ZHANG ; Na Xiao LYU ; Qiang Zhi HAN ; Xin Yu WANG ; Yi Hong LI ; Xin Xin SHEN ; Jun Xue MA ; Qing Yan TIE
Biomedical and Environmental Sciences 2024;37(4):387-398
Objective Recombinase-aided polymerase chain reaction(RAP)is a sensitive,single-tube,two-stage nucleic acid amplification method.This study aimed to develop an assay that can be used for the early diagnosis of three types of bacteremia caused by Staphylococcus aureus(SA),Pseudomonas aeruginosa(PA),and Acinetobacter baumannii(AB)in the bloodstream based on recombinant human mannan-binding lectin protein(M1 protein)-conjugated magnetic bead(M1 bead)enrichment of pathogens combined with RAP. Methods Recombinant plasmids were used to evaluate the assay sensitivity.Common blood influenza bacteria were used for the specific detection.Simulated and clinical plasma samples were enriched with M1 beads and then subjected to multiple recombinase-aided PCR(M-RAP)and quantitative PCR(qPCR)assays.Kappa analysis was used to evaluate the consistency between the two assays. Results The M-RAP method had sensitivity rates of 1,10,and 1 copies/μL for the detection of SA,PA,and AB plasmids,respectively,without cross-reaction to other bacterial species.The M-RAP assay obtained results for<10 CFU/mL pathogens in the blood within 4 h,with higher sensitivity than qPCR.M-RAP and qPCR for SA,PA,and AB yielded Kappa values of 0.839,0.815,and 0.856,respectively(P<0.05). Conclusion An M-RAP assay for SA,PA,and AB in blood samples utilizing M1 bead enrichment has been developed and can be potentially used for the early detection of bacteremia.
4.The antitumor activity and mechanisms of piperlongumine derivative C12 on human non-small cell lung cancer H1299 cells
Hai-tao LONG ; Xue LEI ; Jia-yi CHEN ; Jiao MENG ; Li-hui SHAO ; Zhu-rui LI ; Dan-ping CHEN ; Zhen-chao WANG ; Yue ZHOU ; Cheng-peng LI
Acta Pharmaceutica Sinica 2024;59(10):2773-2781
The compound (
5.The neuroprotective effect of W1302 on acute ischemic stroke in rats
Shao-feng XU ; Jiang LI ; Jie CAI ; Nan FENG ; Mi ZHANG ; Ling WANG ; Wei-ping WANG ; Hai-hong HUANG ; Yan WANG ; Xiao-liang WANG
Acta Pharmaceutica Sinica 2024;59(9):2539-2544
2-(4-Methylthiazol-5-yl) ethyl nitrate hydrochloride (W1302) is a nitro containing derivative of clomethiazole, which is a novel neuroprotective agent with both carbon monoxide (NO) donor and weak
6.SARS-CoV-2 PLpro negatively regulates interferon-β immune pathway induced by DDX3
Mingyu WANG ; Xiaojuan CHEN ; Huan MENG ; Liting SHAO ; Yuanyuan JIAO ; Wenqian LI ; Ping LI ; Yaling XING
Military Medical Sciences 2024;48(6):453-460
Objective To discover the host factor interacting with severe acute respiratory syndrome coronavirus-2(SARS-CoV-2)papain-like protease(PLpro)and explore the potential mechanism.Methods The second-generation proximity-dependent biotin identification(BioID2)approach combined with mass spectrometry analysis was used to search for the potential host factors.Immunofluorescence and co-immunoprecipitation(Co-IP)assay were used to verify the interactions between DEAD-box helicase 3(DDX3)and PLpro.The influence of PLpro on DDX3-inhibitor of kappa B kinase ε(IKKε)-TANK-binding kinase 1(TBK1)and DDX3-mitochondrial antiviral signaling protein(MAVS)complexes was also investigated by Co-IP.The effect of PLpro on interferon-β(IFN-β)immune pathway and the protease activity on substrates were studied via luciferase activity assay.Results DDX3 could co-locate and interact with PLpro intracellularly.PLpro might possibly inhibit both the formation of DDX3-MAVS complex and the interactions between DDX3-IKK-ε-TBK1.PLpro could negatively regulate type Ⅰ interferon pathway.Overexpression of DDX3 could lead to a significant increase in the cleavage activity of PLpro/PLP-TM that might be significantly decreased in case of inventions with DDX3 expressions.Conclusion DDX3 may be one of the host factors that interact with SARS-CoV-2 PLpro.PLpro negatively regulates IFN-β immune pathway induced by DDX3,which may provide a favorable immune environment for virus replication.
7.Effects of acupuncture on recognition and apoptosis in the hippocampus after cerebral ischemia
Qin WANG ; Bin SHAO ; Jie TU ; Ping HUANG ; Huamao LI ; Hongyu LIN
Chinese Journal of Physical Medicine and Rehabilitation 2024;46(10):865-870
Objective:To explore the effect of Zhisanzhen acupuncture on cognition ability and apoptosis in the hippocampus using a murine model of cerebral ischemia.Methods:Thirty-two male C57 mice were randomly divided into a control group, a model group, a sham acupuncture group and a Zhisanzhen group, each of 8. All except the control group received middle cerebral artery occlusion and reperfusion (MCAO/R) surgery. Successful modeling was confirmed using Bederson scoring and 2, 3, 5-triphenyltetrazolium chloride staining. Beginning 24 hours after successful modeling, the Zhisanzhen group was given 30 minutes of acupuncture at the Shenting and bilateral Benshen points with the injection 3mm deep daily for five days The sham acupuncture group was given acupuncture at 5 mm next to the Shenting and bilateral Benshen points 3mm deep. Twenty-four hours after the last session of acupuncture, the rats′ cognition was tested using a water maze. After the experiment the hippocampus was sampled on the affected side and any apoptosis of hippocampal neurons was detected using the terminal deoxynucleotidyl transferase nick-end labeling (TUNEL) assays. Changes in caspase-3, cleaved caspase-3 protein and p38 mitogen-activated protein kinase (MAPK) protein in the hippocampal tissue were evaluated using western blotting. The total serine phosphorylation level of caspase-3 protein was detected using immunoprecipitation.Results:Compared to the model and the sham groups, the average escape latency in the Zhisanzhen group was significantly shorter and the times crossing the platform was significantly greater. There were significantly fewer TUNEL-positive cells in the Zhisanzhen group on average, and less caspase-3 and cleaved caspase-3, but significantly more p38-MAPK and greater serine phosphorylation of its substrate caspase-3.Conclusion:Zhisanzhen acupuncture can ameliorate recognition difficulties after cerebral ischemia. It promotes phosphorylation of caspase-3, limiting its cleavage and activation, and decreasing neuron apoptosis in the hippocampus.
8.Analysis of metabolites of nobiletin in rats in vivo based on characteristic ions
Zhe LI ; Yu-Qing WANG ; Dong-Xue WU ; Shuang-Feng LI ; Ya-Nan LI ; Shao-Ping WANG ; Jia-Yu ZHANG ; Long DAI
Chinese Traditional Patent Medicine 2024;46(6):1800-1809
AIM To analyze the metabolites of nobiletin in rats in vivo based on characteristic ions.METHODS Ten rats were assigned into administration group and control group,and given intragastric administration of the 0.5%CMC-Na suspension of nobiletin(250 mg/kg)and 0.5%CMC-Na solution,respectively,after which plasma,urine and feces were collected,solid phase extraction method was adopted in pretreatment,UHPLC-HRMS analysis was performed.The candidate metabolites were systematically described according to diagnostic product ions,chromatographic retention time,accurate molecular weight and neutral loss fragments,after which accurate metabolites were obtained in the established metabolite data set with-CH3(m/z 15)characteristic ions as a baits.RESULTS A total of 64 metabolites were identified,whose main metabolic pathways were glucuronidation,sulfation,hydrogenation and their compound reactions.CONCLUSION This experiment elucidates the metabolites of nobiletin in rats in vivo,which provides a new reference for its further development.
9.Chest computed tomography manifestations in neonates with chronic granulomatous disease
Heng SHU ; Li-Li WANG ; Tong-Sheng YE ; Xian-Hong LIN ; Shao-Hua BI ; Yu-Hong ZHAO ; Ping-Sheng WANG ; Li-Yin DAI
Chinese Journal of Contemporary Pediatrics 2024;26(7):730-735
Objective To study chest computed tomography(CT)manifestations in neonates with chronic granulomatous disease(CGD)to provide clues for early diagnosis of this disease.Methods A retrospective analysis was conducted on the clinical data and chest CT scan results of neonates diagnosed with CGD from January 2015 to December 2022 at Anhui Provincial Children's Hospital.Results Nine neonates with CGD were included,with eight presenting respiratory symptoms as the initial sign.Chest CT findings included:consolidation in all 9 cases;nodules in all 9 cases,characterized by multiple,variably sized scattered nodules in both lungs;masses in 4 cases;cavities in 3 cases;abscesses in 6 cases;bronchial stenosis in 2 cases;pleural effusion,interstitial changes,and mediastinal lymphadenopathy each in 1 case.CT enhancement scans showed nodules and masses with uneven or ring-shaped enhancement;no signs of pulmonary emphysema,lung calcification,halo signs,crescent signs,bronchiectasis,or scar lesions were observed.There was no evidence of rib or vertebral bone destruction.Fungal infections were present in 8 of the 9 cases,including 6 with Aspergillus infections;three of these involved mixed infections with Aspergillus,with masses most commonly associated with mixed Aspergillus infections(3/4).Conclusions The primary manifestations of neonatal CGD on chest CT are consolidation,nodules,and/or masses,with Aspergillus as a common pathogen.These features can serve as early diagnostic clues for neonatal CGD.
10.Sarcopenia index as a predictor of in-hospital adverse events in patients with acute myocardial infarction after emergency PCI
Cheng-Si LI ; Zhang-Yu WANG ; Shao-Qing CAO ; Yu-Qin WANG ; Jiang-Ping YE ; Ye-Hong LIU ; Tian-Hui JIN ; Gang-Jun ZONG
Medical Journal of Chinese People's Liberation Army 2024;49(4):408-415
Objective To investigate the association between the serum creatinine/cystatin C ratio(SCr/Cys C)as a Sarcopenia index(SI)and the incidence of in-hospital adverse events in patients with acute myocardial infarction(AMI)undergoing emergency percutaneous coronary intervention(PCI).Additionally,we evaluate the predictive efficacy of the SI in predicting major adverse cardiovascular events(MACEs)during hospitalization.Methods A total of 306 patients with AMI who underwent emergency PCI in the 904th Hospital of PLA Joint Logistics Support Force from January 2020 to March 2023 were consecutively included in this retrospective analysis.Patients were divided into two groups based on the occurrence of MACEs during hospitalization:MACEs group(n=43)and non-MACEs group(n=263).Clinical characteristics and pre-PCI laboratory test results were collected.Univariate and multivariate logistic regression analyses were performed to identify independent risk factors for MACEs.The predictive performance of SI was assessed using receiver operating characteristic(ROC)curve analysis.Results The incidence of in-hospital MACEs in AMI patients was 14.1%.The results of the independent samples t-test showed that the SI level in MACEs group was significantly lower than that in non-MACEs group,with a statistically significant difference(P<0.001).The results of the multivariate logistic regression analysis suggested that new-onset atrial fibrillation,Killip class 2-4,SI,and TG were independent risk factors for in-hospital adverse events after emergency PCI.The ROC curve results showed that the predictive value of SI(AUC=0.741,95%CI 0.666-0.816)using the SCr/Cys C ratio was superior to that of single Cys C(AUC=0.658,95%CI 0.570-0.746)for predicting post-PCI MACEs,with a statistically significant difference(P<0.05),and the optimal cutoff value for SI was 78.14.After stratifying SI based on the cutoff value,the results of the independent samples t-test showed that compared to the higher SI group,the lower SI group had a higher occurrence of specific adverse events such as heart failure(P<0.001),malignant arrhythmias(P=0.009),and strokes(P=0.003),with statistically significant differences.Conclusions The results highlight SI as an independent risk factor for MACEs during hospitalization after emergency PCI in AMI patients.Furthermore,SI has proven to be an effective prognostic index for patient outcomes.

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