1.Exploring the novel molecular biological characteristics and polymorphism of rare p phenotypes
Guoping CAO ; Yunning ZHANG ; Hongjun GAO
Chinese Journal of Laboratory Medicine 2024;47(9):1090-1093
The case was a 48-year-old male blood donor with type A and Rh (D) positive. During clinical cross matching, it was found that, as a donor, the forward cross-match with several ABO-compatible patients yielded negative results. However, on the reverse side, his plasma agglutinated all recipients′ red blood cells and caused severe hemolysis (4+H). As a recipient, the results were opposite. Further, irregular antibody screening and monospecific antibody identification were carried out for the sample plasma using the saline tube method and the anti-human globulin microcolumn gel method. The results showed that the plasma reacted positively (4+H) with screening cells 1 to 3 and panel cells 1 to 10, but had no reaction with human-derived p red blood cells. There were anti-P1P kP antibodies (IgG+IgM) in plasma with a titer of 1∶64. The detection result of red blood cell P1 antigen against monoclonal anti-P1 antibody was negative, indicating a p phenotype. Using the Sanger method for sequencing the exons of PA (α1, 4-galactosyltransferase, A4GALT) and PB (β1, 3-galactosyltransferase, B3GALNT), it was found that the P1PkP blood group genotype was A4GALT*241-243TTCdel/A4GALT*241-243TTCdel, and B3GALNT did not show any mutation. The homozygous deletion mutation of TTC at position 241-243 in the A4GALT gene is a novel molecular biological feature, and the sequence accession number OR900206 was assigned by the National Center for Biotechnology Information GenBank. A retrospective analysis of relevant literature reports revealed that gene mutations in the p phenotype exhibited complex polymorphisms. In clinical transfusion practice, the presence of highly effective anti-P1P kP antibodies (IgG+IgM) in his plasma that can destroy all non-p type red blood cells and cause acute hemolytic transfusion reactions, indicates that this donor′s blood cannot be administered to any non-p phenotype individuals. After thorough washing, red blood cells can be transfused to any ABO and Rh (D) compatible (or AB type) recipients. As a recipient, only p phenotype red blood cells with the same type of ABO or type of O can be received.
2.Prediction of Prostate Cancer Risk Stratification Based on A Nonlinear Transformation Stacking Learning Strategy
Xinyu CAO ; Yin FANG ; Chunguang YANG ; Zhenghao LIU ; Guoping XU ; Yan JIANG ; Peiyan WU ; Wenbo SONG ; Hanshuo XING ; Xinglong WU
International Neurourology Journal 2024;28(1):33-43
Purpose:
Prostate cancer (PCa) is an epithelial malignancy that originates in the prostate gland and is generally categorized into low, intermediate, and high-risk groups. The primary diagnostic indicator for PCa is the measurement of serum prostate-specific antigen (PSA) values. However, reliance on PSA levels can result in false positives, leading to unnecessary biopsies and an increased risk of invasive injuries. Therefore, it is imperative to develop an efficient and accurate method for PCa risk stratification. Many recent studies on PCa risk stratification based on clinical data have employed a binary classification, distinguishing between low to intermediate and high risk. In this paper, we propose a novel machine learning (ML) approach utilizing a stacking learning strategy for predicting the tripartite risk stratification of PCa.
Methods:
Clinical records, featuring attributes selected using the lasso method, were utilized with 5 ML classifiers. The outputs of these classifiers underwent transformation by various nonlinear transformers and were then concatenated with the lasso-selected features, resulting in a set of new features. A stacking learning strategy, integrating different ML classifiers, was developed based on these new features.
Results:
Our proposed approach demonstrated superior performance, achieving an accuracy of 0.83 and an area under the receiver operating characteristic curve value of 0.88 in a dataset comprising 197 PCa patients with 42 clinical characteristics.
Conclusions
This study aimed to improve clinicians’ ability to rapidly assess PCa risk stratification while reducing the burden on patients. This was achieved by using artificial intelligence-related technologies as an auxiliary method for diagnosing PCa.
3. Inhibitory and clearance effect of azithromycin combined with levofloxacin on biofilm of different ST types of Klebsiella pneumoniae
Ruonan CAO ; Xiaoning LI ; Xinran RUAN ; Shihui LIU ; Jingxuan CHEN ; Hao XU ; Jilu SHEN ; Guoping ZHU
Chinese Journal of Clinical Pharmacology and Therapeutics 2023;28(12):1347-1356
AIM: Given the biofilm formation abili- ty of different ST-type Klebsiella pneumoniae, our study was aimed at exploring the inhibitory and clearance of azithromycin combined with levofloxacin on the biofilm of Klebsiella pneumoniae of different ST-types and providing a new strategy for the prevention of biofilm formation in the treatment of post-infectious Klebsiella pneumoniae. METHODS: 9 strains of Klebsiella pneumoniae from all susceptibility groups, 19 strains of Klebsiella pneumoniae producing extended-spectrum β - lactamases (ESBLs), and 37 strains of Carbapenem-resistant Klebsiella pneumoniae (CRKP) were randomly collected from the samples of patients hospitalized in the First Affiliated Hospital of Wannan Medical College from August 2019 to November 2021. The isolates were identified using VITEK MS IVD KB V3.2 and VITEK 2-Compact 60. Multilocus sequence typing (MLST) was performed to analyze the homology of each strain; crystal violet staining was used for semi -quantitative detection of biofilm to compare the differences in biofilm formation ability between different ST-type Klebsiella pneumoniae. Different ST-type strains were selected, and the partial inhibitory concentration index (FICI) was calculated by micro broth dilution method to judge the combination effect and select the optimal combination concentration; crystalline violet staining method was used to investigate the inhibition and clearance effect of azithromycin combined with levofloxacin on the biofilm of different ST-type Klebsiella pneumoniae; laser scanning confocal fluorescence microscopy was used to observe the structural changes of the biofilm of Klebsiella pneumoniae before and after the effect of the antibacterial drugs. RESULTS: MLST typing results showed that the sensitive group of Klebsiella pneumoniae strains had 8 sequences such as ST86, ST727, etc., the ESBLs group strains belonged to 14 sequence types such as ST15, ST37, ST11, etc., of which ST15 accounted for 26.32% (5 / 19). The CRKP group strains belonged to 9 sequence types such as ST11, ST15, ST656, etc., of which ST11 accounted for 48.65% (18/37), ST15 accounted for 27.03% (10/37); ST15 (ESBLs), ST11 (CRKP), ST15 (CRKP) type Klebsiella pneumoniae biofilms all reached maturity on the 5th day, the ST15 (ESBLs) group had a stronger ability to produce material to be membranous than the ST15 (CRKP) group. The ST11 (CRKP) group had a stronger ability to produce material to be membranous than the ST15 (CRKP) group (P<0.01); the results of azithromycin combined with levofloxacin drug sensitivity showed that it had an additive effect on different ST-type Klebsiella pneumoniae bacteria; in the inhibition of biofilm formation and clearance test, the 2×MIC azithromycin group and the combined concentration group had a stronger inhibition of biofilm formation of different ST-type Klebsiella pneumoniae bacteria, and the inhibitory ability of the combined group was better than that of the single-drug group, and the highest inhibition rate could reach 89.93%; the clearance effects were all combined drug group>azithromycin>levofloxacin, and the highest clearance rate was 44.79%. CONCLUSION: There are differences in biofilm formation ability between different ST-type Klebsiella pneumoniae, and azithromycin combined with levofloxacin has a better inhibitory effect on different ST-type Klebsiella pneumoniae biofilm, conbined application can be used in the treatment of biofilm infections early stage.
5.Characteristics of genioglossus neuromuscular activity in patients with obstructive sleep apnea during drug-induced sleep
Yingqian ZHOU ; Jinkun XU ; Guoping YIN ; Xin CAO ; Jingjing LI ; Yuhuan ZHANG ; Jingying YE
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2023;58(10):951-958
Objective:To analyze genioglossus (GG) activation responses to the negative pressure of upper airway cavity during awake and different sleep stages in patients with different obstructive sleep apnea (OSA) graduation.Methods:This prospective cohort study started from August 2019 to January 2021, recruited 42 male OSA patients aged from 21 to 59 (38.77±8.42) years. After completing whole night polysomnography (PSG) and upper airway CT, each subject underwent drug-induced sleep with simultaneous monitoring of genioglossal electromyography (GGEMG) and pressure of epiglottis (P epi). Subjects were divided into three groups of mild OSA(7 males), moderate OSA(12 males), and severe OSA(23 males). The differences in upper airway CT measurements, parameters of GGEMG and P epi during awake and induced sleep were compared. Statistical analysis was conducted by SPSS 21.0. Results:There was no significant difference in the GGEMG parameters between the mild and moderate groups. In wakefulness, the peak phasic GGEMG of the severe group was higher than the mild group ( t=1.249, P=0.025), with no statistically difference in the corresponding P epi. In the sleep onset, the GGEMG parameters and P epi in severe group were higher than the other two groups. Linear regression analysis of the maximum GGEMG and maximum P epi at the end of obstructive apnea (OA) in all moderate plus severe patients ( n=35) was shown nonlinear correlation ( r=0.28, P=0.694). The airway length of the glossopharyngeal cavity was linearly correlated with the maximum P epi of OA ( r=0.468, R2=0.219, P=0.005). Conclusions:The individual difference of GG activation in OSA patients is related to the severity of the disease (frequency of respiratory events) and negative pressure stimulation. In moderate and severe OSA patients, GG activity is not in harmony with the corresponding negative pressure stimulation, which may be one of the mechanisms leading to the aggravation of OSA.
6.Validation the clinical value of good outcome following attempted resuscitation scores in Chinese populations in predicting the prognosis of in-hospital cardiac arrest
Yan REN ; Li YE ; Xia HUANG ; Xia GAO ; Guoping YIN ; Xiaofang WU ; Wenbin HUANG ; Linghong CAO ; Ping XU
Chinese Critical Care Medicine 2022;34(12):1238-1242
Objective:To verify the clinical value of the good outcome following attempted resuscitation (GO-FAR) score in predicting the neurological status of patients with in-hospital cardiac arrest (IHCA) in the Chinese population.Methods:The clinical data of patients with IHCA who were admitted to the Zigong Fourth People's Hospital from January 1 to December 31, 2020 were retrospectively analyzed. Used Glasgow-Pittsburgh cerebral performance category (CPC) score 1 point as the end point, the subjects were divided into 4 groups according to the score: ≤ 0 group, 1-8 group, 9-20 group and ≥ 21 group. Taken the group which GO-FAR score ≤ 0 as the reference group, the odds ratio ( OR) of the other three groups compared with this group was calculated. The receiver operator characteristic curve (ROC curve) was performed to evaluate the predictive value of the GO-FAR score in favorable neurological outcome. A calibration curve was drawn for the Hosmer-Lemeshow test to analyze the degree of calibration of the GO-FAR score for predicting good neurological outcome. Results:A total of 230 IHCA patients were enrolled in the study, including 130 males, aged 74 (65, 81) years old, and 23 case (10.0%) had good neurological prognosis. There were statistically significant differences in GO-FAR-related variables, including age, a normal neurological function on admitted, acute stroke, metastatic cancer, septicemia, medical noncardiac admission, hepatic insufficiency, hypotension, renal insufficiency or dialysis, respiratory insufficiency, pneumonia, etc (all P < 0.05). Taken the GO-FAR score ≤ 0 group as the reference group, the OR values of good neurological prognosis in the GO-FAR score 1-8 group were 0.54 [95% confidence interval (95% CI) was 0.17-1.53, P = 0.250], 9-20 group were 0.17 (95% CI was 0.02-0.67, P = 0.009) and ≥ 21 group were 0.25 (95% CI was 0.05-0.85, P = 0.025). The area under the ROC curve (AUC) of the GO-FAR score for predicting favorable neurological outcome in IHCA patients was 0.653 (95% CI was 0.529-0.777, P = 0.015) and there was no significant difference in Hosmer-Lemeshow test ( P = 0.311). All these suggested that there was no significant difference between the predicted value and the actual value. Conclusions:GO-FAR score can be applied to predict neurological prognosis of IHCA patients in Chinese population. It can help clinicians to predict the prognosis of cardio-pulmonary resuscitation (CPR) and propose critical recommendations in treatment for these patients or their families.
7.Laparoscopic radical resection for gallbladder cancer
Jingyun CHEN ; Guoping DING ; Xiao LIANG ; Bo SHEN ; Liping CAO
Chinese Journal of General Surgery 2022;37(5):339-343
Objective:To investigate the feasibility and clinical efficacy of laparoscopic radical cholecystectomy(LRC) for gallbladder cancer.Methods:The clinical data of 247 patients with gallbladder cancer who underwent radical resection from Jan 2013 to Dec 2019 at Department of General Surgery, Sir Run Run Shaw Hospital affiliated to Zhejiang University School of Medicine was analyzed retrospectively. After propensity score matching, 54 patients were included in laparoscopic group and 103 in laparotomy group. The clinicopathological characteristics and the short- and long-term outcomes were compared.Results:Compared to the laparotomy group, patients in the laparoscopic group had less intraoperative blood loss [100(50,200)ml vs. 200(100,300) ml, Z=4.105, P<0.001], earlier postoperative oral diet[1.0(1.0,2.0) d vs. 2.0(1.0,4.0) d, Z=4.157, P<0.001]and drainage removal[6.5(4.0,12.5) d vs. 9.0(6.0,16.0) d, Z=2.769, P=0.006], shorter hospital stay[7.0(5.0,9.3) d vs. 9.0(8.0,14.0) d, Z=3.923, P<0.001]. The number of lymph node dissection in laparoscopic group was significantly lesser than that in open group [6(4,9) vs. 8(5,12), Z=2.639, P=0.008]. There were no significant differences between the two groups in postoperative complications, short-term and long-term survival outcomes. Conclusions:Laparoscopic radical surgery for gallbladder cancer is as safe and feasible, and identical survival prognosis as open surgery, and moreover a less traumatic procedure.
8.Research on KBP model refining method using multi-criterion optimization technology
Mafan CAI ; Guoping ZUO ; Zhen YANG ; Ying CAO ; Zijian ZHANG ; Yongmei HU ; Xiaoyu YANG
Chinese Journal of Radiation Oncology 2022;31(9):811-816
Objective:Utilizing multi-criterion optimization (MCO) technology to improve plan design quality based on knowledge-based planning (KBP) model.Methods:Fifty-five patients with nasopharyngeal carcinoma (NPC) who had completed radiotherapy were selected, and fixed-field intensity-modulated radiotherapy (IMRT) technology was used in each case. Among them, 40 cases were randomly selected as training set 1. Then, IMRT plans in training set 1 were preprocessed by MCO technology to construct a new training set 2. With the initial training set 1 and the processed training set 2 as training samples, the traditional KBP model and the MCO-KBP model refined by MCO technology were trained, respectively. Among the remaining 15 cases, 5 cases were randomly selected as the validation set, and the remaining 10 cases were used as the test set. After verification, the test set was used to statistically analyze the plan quality of the initial manual plan and the automatic plan generated by the traditional KBP model and the MCO-KBP model.Results:The target dose (D 95%) of plans generated by the traditional KBP model and the MCO-KBP model met the clinical requirements. Conformity index (CI) and homogeneity index (HI) were almost the same ( P>0.05), and the doses of organ at risk (OAR) of the automatic plans generated by the MCO-KBP model were lower than those of the traditional KBP model. For example, compared with the traditional KBP model, the average D max of the brainstem in the automatic plans generated by the MCO-KBP model was lower by 2.13 Gy, the average D mean of the left parotid gland was lower by 1.39 Gy, the average D mean of the right parotid gland was lower by 1.59 Gy, and the average D max of the left optic nerve was lower by 1.42 Gy, the average D max of the right optic nerve was lower by 1.16 Gy, and the average D max of the pituitary gland was lower by 1.88 Gy. All of the above-mentioned dosimetry indexes were statistically significant. Conclusion:Compared with the traditional KBP model, the IMRT plans designed by the refined MCO-KBP model have obvious advantages in the protection of OAR, which proves the feasibility of utilizing MCO technology to improve the plan design quality of the KBP model.
9. Inhibitory and scavenging ability of ambroxol combined with levofloxacin on the bacterial biofilm of Klebsiella pneumoniae
Xiaoning LI ; Xiao YU ; Chenlei HUANG ; Ruonan CAO ; Jie LI ; Guoping ZHU
Chinese Journal of Clinical Pharmacology and Therapeutics 2021;26(10):1103-1110
AIM: To study the inhibitory and scavenging effects of ambroxol combined with levofloxacin on the bacterial biofilm of Klebsiella pneumoniae, and to provide a new strategy to treat and antagonize the formation of the biofilm. METHODS: We collected Klebsiella pneumoniae of different resistance and divided them into sensitive group (wild bacteria group), ESBLs group and CRKP group with 15 strains in each group and performed biological semi-quantitative detection of its biofilm by crystalline violet staining method. After selecting 3 strains with similar membrane yields from each group, we determined the minimum inhibitory concentration (MIC) of ambroxol and levofloxacin against Klebsiella pneumoniae by micro broth dilution method.In addition, we determined the effects of ambroxol in different concentrations on the MIC of levfloxacin by the micrdilution checkerboard techniques and calculated the partial inhibitory concentration index (FIC) to determine the joint effect and select the best synergistic concentration. Finally, the effects of ambroxol and levofloxacin in different concentrations on the inhibition formation test and removal test of Klebsiella pneumoniae biofilm were observed by crystal violet method combined with confocal laser scanning microscopy. RESULTS: We found that all three groups of bacterial biofilms became mature on the 5th day, and the sensitive group was easier to form and produce biofilm more than the ESBLs and CRKP groups (F=3.725, P=0.032). It was showed that the geometric average of levofloxacin MIC value in the three groups decreased significantly. And the selected strains all showed a synergistic effect on the two-drug combination.In the biofilm test, as the concentration of ambroxol increased, its inhibition rate reached more than 75%, but its biofilm removal rate did not reach 70%. CONCLUSION: Our study support that ambroxol combined with levofloxacin can inhibit the bacterial biofilm of Klebsiella pneumoniae early, and its optimal synergistic concentration is 0.49 mg/mL (ambroxol) + 4 μg/mL (levofloxacin).
10.Value of 18F-FDG PET-CT imaging to predict epidermal growth factor receptor mutations in patients with lung squamous cell carcinoma
Chengyong ZHAO ; Xiaoyi DENG ; Hongsong WANG ; Guoping CAO ; Jianan DING ; Chongyang DING
Chinese Journal of Oncology 2021;43(7):795-800
Objective:To investigate the value of 18F-fluorodeoxy glucose ( 18F-FDG) positron emission tomography/computed tomography (PET-CT) in predicting the epidermal growth factor receptor (EGFR) mutations in patients with lung squamous cell carcinoma. Methods:We retrospectively analyzed the clinical data and 18F-FDG PET-CT imaging data of 206 patients with lung squamous cell carcinoma confirmed by pathology and underwent EGFR mutation test in the First Affiliated Hospital of Nanjing Medical University from June 2013 to October 2018. Receiver operating characteristic (ROC) curve analysis was performed to quantify the predictive value of maximum standard uptake value (SUV max), metabolic tumor volume (MTV), total lesion glycolysis (TLG). The Chi- squared test was used to assess the difference in PET parameters. A multivariate Logistic regression analysis was performed to yield the parameters with statistic difference. Results:All of 206 patients with lung squamous cell carcinoma showed a high 18F-FDG uptake. The median of SUV max, MTV and TLG were 19.14, 37.69 cm 3 and 291.73, respectively. Among the 206 patients, EGFR mutations were identified in 14 cases, including 7 with exon 21 (L858R) mutation, 6 with exon 19 mutation and 1 with exon 20 mutation. ROC curve showed that the AUC of SUV max, MTV and TLG were 0.624 (95% CI=0.454-0.794, P=0.122), 0.892 (95% CI=0.811-0.973, P<0.001) and 0.860 (95% CI=0.768-0.952, P<0.001), respectively. The median SUV max (19.14) was used as the cutoff points due to the small value of AUC. The cutoff point of MTV was 20.09 cm 3, the cutoff point of TLG was 211.07. Univariate analysis showed that the sex, smoking history, M stage, MTV and TLG were associated with EGFR mutations (all P<0.05). Logistic multivariate analysis showed that the sex, smoking history and TLG were the independent predictors of EGFR mutation (all P<0.05). Conclusion:TLG detected by 18F-FDG PET/CT is an independent factor for predicting EGFR mutation in patients with lung squamous cell carcinoma, and has certain reference value for predicting EGFR mutation.

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