1.Establishment of risk prediction model for postoperative liver injury after non-liver surgery based on different machine learning algorithms
Yizhu SUN ; Yujie LI ; Hao LIANG ; Xiang LIU ; Jiahao HUANG ; Xin SHU ; Ailin SONG ; Zhiyong YANG ; Bin YI
Journal of Army Medical University 2024;46(7):760-767
Objective To construct a machine learning prediction model for postoperative liver injury in patients with non-liver surgery based on preoperative and intraoperative medication indicators.Methods A case-control study was conducted on 315 patients with liver injury after non-liver surgery selected from the databases developed by 3 large general hospitals from January 2014 to September 2022.With the positive/negative ratio of 1 ∶3,928 cases in corresponding period with non-liver surgery and without liver injury were randomly matched as negative control cases.These 1243 patients were randomly divided into the modeling group(n=869)and the validation group(n=374)in a ratio of 7∶3 using the R language setting code.Preoperative clinical indicators(basic information,medical history,relevant scale score,surgical information and results of laboratory tests)and intraoperative medication were used to construct the prediction model for liver injury after non-liver surgery based on 4 machine learning algorithms,k-nearest neighbor(KNN),support vector machine linear(SVM),logic regression(LR)and extreme gradient boosting(XGBoost).In the validation group,receiver operating characteristic(ROC)curve,precision-recall curve(P-R),decision curve analysis(DCA)curve,Kappa value,sensitivity,specificity,Brier score,and F1 score were applied to evaluate the efficacy of model.Results The model established by 4 machine learning algorithms to predict postoperative liver injury after non-liver surgery was optimal using the XGBoost algorithm.The area under the receiver operating characteristic curve(AUROC)was 0.916(95%CI:0.883~0.949),area under the precision-recall curve(AUPRC)was 0.841,Brier score was 0.097,and sensitivity and specificity was 78.95%and 87.10%,respectively.Conclusion The postoperative liver injury prediction model for non-liver surgery based on the XGBoost algorithm has effective prediction for the occurrence of postoperative liver injury.
2.Preparation and performance evaluation of S100B time-resolved fluorescence immunoassay kit
Dong-Qing FENG ; Bu-Zhuo XU ; Shu-Hong LUO ; Yu-Nan WU ; Zhuo ZHANG ; Hao TANG ; Yi-Ming WENG ; Ruo-Pan HUANG ; Xu-Dong SONG
Chinese Medical Equipment Journal 2024;45(1):47-55
Objective To develop a time-resolved fluorescent immunoassay kit for the rapid,accurate and quantitative detection of S100B protein in serum and to evaluate its performance.Methods The test strip was prepared using time-resolved fluorescent microsphere-labeled anti-S100B polyclonal antibody and rabbit IgG antibody,labeling pads,sample pads,S100B nitrocellulose films and absorbent paper,and an S100B time-resolved fluorescence immunoassay kit was obtained by assembling the cartridge.The performance of the kit developed was evaluated by standard curve,accuracy,minimum detection limit,linear interval,specificity,reproducibility and stability.The reference intervals of 199 pieces of healthy human serum and plasma samples from a certain region were detected with the kit,and the clinical performance of the kit and Roche Elecsys S100 kit was tested by synchronous blind method to assess the consistency of the results of the two kits for 142 samples.Results The S100B time-resolved fluorescence immunoassay kit had the standard curve beingy=(1.133 02+1.752 24)/[1+(x/1.082 20)×(-0.603 52)]-1.752 24,R2=0.999 08 and the linear range being[0.05,30]ng/mL,which met the requirements of the relative deviation of the accuracy within±15%,the minimum detection limit not hgier than 0.05 ng/mL,the relative deviation of specificity within±15%and the coefficient of variation of intra-and inter-batch difference less than 15%.The stability test results indicated that the kit was valid for 12 months at 2-30 ℃ conditions.The reference intervals of serum and plasma samples measured by the kit were both lower than 0.3 ng/mL.Clinical trials showed that the results by the kit and Roche Elecsys S100 Assay Kit were in high agreement(Kappa=0.906 1>0.80)and met the requirements.Conclusion The kit developed detects the concentration of S100B protein in serum quickly,accurately and quantitatively,and provides references for the diagnosis and treatment of neurological diseases,autoimmune diseases,cerebrovascular diseases and etc.[Chinese Medical Equipment Journal,2024,45(1):47-55]
3.Study on the Correlation Between Sleep Status and Traditional Chinese Medicine Constitution Types of Sub-healthy Population in Lingnan Area
Bai-Shu CHEN ; Jin-Ling LONG ; Yan CHEN ; Qing-Song ZHANG ; Yi LUO ; Shu-Hui CHEN ; Ying-Zhen LI
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(7):1676-1681
Objective To explore the correlation between sleep status and traditional Chinese medicine(TCM)constitution types of sub-healthy population in Lingnan area.Methods From May 2022 to May 2023,an investigation was carried out in a sub-healthy population of 688 persons who lived in Shenzhen for more than 5 years,had no serious cardiovascular disease and were confirmed by the sub-health rating scale.The questionnaire survey of Pittsburgh Sleep Quality Index(PSQI)scale and the TCM constitution classification rating scale was conducted,and multiple linear regression analysis was performed to explore the correlation between the sleep status and TCM constitution types.Results(1)A total of 688 questionnaires were released,of which 19 were lost to follow-up,and 669 were responded.After weeding out the 29 invalid questionnaires,640 valid questionnaires were finally included for the analysis.(2)According to the PSQI score,the population was divided into excellent sleep group(total PSQI score<8)of 350 cases and poor sleep group(total PSQI score≥8)of 290 cases.The item scores of time for falling asleep,sleep time and sleep disorder as well as the total PSQI score of the excellent sleep group were significantly lower than those of the poor sleep group(P<0.05 or P<0.01).(3)The persons with excellent sleep usually had the balanced constitution(86.86%),while the persons with poor sleep often had the biased constitution(79.64%).The top three biased constitution types in the persons with poor sleep were damp-heat constitution(15.52%),phlegm-damp constitution(13.79%)and qi-stagnation constitution(13.10%).(4)Multiple linear regression analysis showed that the time for falling asleep was positively correlated with phlegm-damp constitution and qi-stagnation constitution(P<0.01),and was negatively correlated with balanced constitution(P<0.05);the sleep efficiency was positively correlated with damp-heat constitution and inherited special constitution(P<0.05 or P<0.01),and was negatively correlated with balanced constitution(P<0.05);sleep disorder was positively correlated with qi-stagnation constitution and yin-deficiency constitution(P<0.01);hypnotic drugs were positively correlated with yin-deficiency constitution(P<0.01);daytime dysfunction was positively correlated with phlegm-damp constitution(P<0.05).Conclusion The sleep status of sub-healthy population in Lingnan area has a certain correlation with TCM constitution types.Damp-heat constitution,phlegm-damp constitution,qi-stagnation constitution,yin-deficiency constitution,balanced constitution and inherited special constitution are the six constitution types that affect sleep status.It is of great significance to guide the sub-healthy population to achieve the purpose of prevention before illness by improving their constitution after the identification of TCM constitution types.
4.Overview of Research on Qushi Tongmai Method in the Treatment of Rheumatoid Arthritis and Its Application
Chang-Song LIN ; Jing-Yi ZHAN ; Shu-Lin CHEN ; Yi-Fang ZHANG
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(10):2625-2630
The pathogenesis of rheumatoid arthritis patients exerts the features of wind-damp and stasis obstruction,sinew injury and bone damage,therefore,the therapy of dispelling wind and removing dampness,dredging blood vessels,unblocking meridians and collaterals,invigorating spleen and kidney,and strengthening muscles and bones was proposed,hereinafter referred to as Qushi Tongmai method.Under the guidance of Qushi Tongmai method,rheumatoid arthritis can be treated with Chinese medicine based on the modification of empirical formulas such as Kunduan Yimu Formula,Nanxu Yimu Granules and Santeng Shujin Formula,and classical formulas such as Guizhi Shaoyao Zhimu Decoction,Huangqi Guizhi Wuwu Decoction and Banxia Xiexin Decoction according to the deficiency and excess of healthy qi and pathogenic qi as well as the specific symptoms.Moreover,the soft exact,external treatment and functional exercise can be also included.The Chinese medicine therapy combined with the soft exact,external treatment and functional exercise constitutes a unique Chinese medicine system for the prevention and treatment of rheumatoid arthritis.The results of a series of clinical and experimental studies indicated that Qushi Tongmai method exerts efficiency-enhancing and toxin-reducing effect in the treatment of rheumatoid arthritis,and the establishment of Qushi Tongmai method is a theoretical innovation in exerting the advantages of Chinese medicine in the prevention and treatment of rheumatoid arthritis.
5.Post-operative healthcare-associated infection influencing factors and me-diating effect of diagnosis-intervention packet payment differentials in colorectal cancer patients
Yu RONG ; Qian-Qian HUANG ; Jia-Yi OU ; Shu-Liang YU ; Ye-Ying SONG ; Wei-Qun LU ; Li-Ming REN ; Yao FU ; Jian-Hui LU
Chinese Journal of Infection Control 2024;23(11):1421-1429
Objective To explore the potential influencing factors of post-operative healthcare-associated infection(HAI)in colorectal cancer patients,as well as the mediating effect relationship between the influencing factors and the diagnosis-intervention packet(DIP)payment differentials.Methods Medical data of patients who underwent colorectal cancer surgery in a tertiary first-class cancer hospital in Guangzhou were retrospectively analyzed.According to HAI status,patients were divided into infection group and non-infection group.Baseline demographic information and differences in DIP payment differentials between two groups of patients were compared by rank sum test or chi-square test.The influence of each potential factor on the occurrence of HAI was analyzed by logistic re-gression.Mediating analysis was preformed by bootstrap method,and mediating effect of HAI and total hospitaliza-tion days on DIP payment differentials was evaluated.Results A total of 350 patients were included in analysis,50 were in the infection group and 300 in the non-infection group.The incidence of HAI was 14.29%.Logistic regres-sion analysis result showed that risk of HAI in patients with central venous catheterization ≥10.00 days was 13.558 times higher than that<10.00 days(P<0.001);risk of HAI in patients with urinary catheterization ≥3.00 days was 2.388 times higher than that<3.00 days(P=0.022).There were all statistically significant differences in DIP payment differentials among patients with different ages,prognostic nutritional index(PNI),HAI status,total length of hospitalization stay,duration of surgery,central venous catheterization days,and catheterization days(all P<0.05).The mediating analysis results showed that the occurrence of HAI resulted a change in DIP payment di-fferentials by affecting the total number of hospitalization days.The mediating effect value of total hospitalization days was 0.038,accounting for 35.68%of the total effect.Conclusion Medical institutions should pay attention to HAI resulting from prolonged central venous and urinary catheterization in patients underwent surgery for colorectal cancer,reducing the total length of hospital stay,thus reducing the overruns associated with the increased DIP pay-ment differentials.
6.Expressions of zinc homeostasis proteins,GPR39 and ANO1 mRNA in the sperm of asthenozoospermia patients and their clinical significance
Chun HE ; Fang-Fang DAI ; Jun-Sheng LIU ; Ya-Song GENG ; Jun-Xia ZHOU ; Yi-Zhen HU ; Bo ZHENG ; Shu-Song WANG
National Journal of Andrology 2024;30(1):18-25
Objective:To explore the expressions of zinc homeostasis-related proteins,G protein-coupled receptor 39(GPR39)and ANO1 mRNA in the sperm of patients with asthenozoospermia(AS),and analyze their correlation with sperm motility.Methods:We collected semen samples from 82 male subjects with PR+NP<40%,PR<32%and sperm concentration>15 × 106/ml(the AS group,n=40)or PR+NP≥40%,PR≥32%and sperm concentration>15 × 106/ml(the normal control group,n=42).We analyzed the routine semen parameters and measured the zinc content in the seminal plasma using the computer-assisted sperm analysis system,detected the expressions of zinc transporters(ZIP13,ZIP8 and ZNT10),metallothioneins(MT1G,MT1 and MTF),GPR39,and calcium-dependent chloride channel protein(ANO1)in the sperm by real-time quantitative PCR(RT qPCR),examined free zinc distribution in the sperm by laser confocal microscopy,and determined the expressions of GPR39 and MT1 proteins in the sperm by immunofluorescence staining,followed by Spearman rank correlation analysis of their correlation with semen parameters.Results:There was no statistically significant difference in the zinc concentration in the seminal plasma between the AS and normal control groups(P>0.05).Compared with the controls,the AS patients showed a significantly reduced free zinc level(P<0.05),relative expressions of MT1G,MTF,ZIP13,GPR39 and ANO1 mRNA(P<0.05),and that of the GPR39 protein in the AS group(P<0.05).No statistically significant differences were observed in the relative expression levels of ZIP8,ZNT10 and MT1 mRNA between the two groups(P>0.05).The relative expression levels of GPR39,ANO1,MT1G and MTF mRNA were positively correlated with sperm motility and the percentage of progressively motile sperm(P<0.05).Conclusion:The expressions of zinc homeostasis proteins(MT1G,MTF and ZIP13),GPR39 and ANO1 mRNA are downregulated in the sperm of asthenozoospermia pa-tients,and positively correlated with sperm motility.
7.Establishment of quantitative analysis of multi-components by single marker for content determination of 10 ganoderic acids in Ganoderma lucidum
Shu LUO ; Yi SONG ; Xia LUO ; Nan JIANG ; Mengyao YU ; Xiaoyan XU
China Pharmacy 2023;34(14):1703-1706
OBJECTIVE To establish a quantitative analysis of multi-components by single marker (QAMS) method for simultaneous determination of 10 ganoderic acids in Ganoderma lucidum. METHODS Using ganoderic acid A as internal reference, high-performance liquid chromatography (HPLC) method was adopted to calculate relative correction factors of the other 9 components, such as ganoderic acid B, ganoderic acid C2, ganoderic acid D, ganoderic acid F, ganoderic acid H, ganoderenic acid A, ganoderenic acid B, ganoderenic acid C, ganoderenic acid D; the contents of above ganoderic acids were calculated with relative correction factors, and compared with the results of external standard method. RESULTS The linear relationship of ganoderic acid A, ganoderic acid B, ganoderic acid C2, ganoderic acid D, ganoderic acid F, ganoderic acid H, ganoderenic acid A, ganoderenic acid B, ganoderenic acid C and ganoderenic acid D were 0.032-3.996, 0.040-4.971, 0.037-4.568, 0.028-3.558, 0.033-4.177, 0.044-5.440, 0.032-3.944, 0.040-4.994, 0.045-5.593 and 0.035-4.342 mg/mL (all R 2≥0.999 2), respectively. RSDs of precision, stability (24 h) and reproducibility tests were all lower than 2%. Their average recovery rates were 99.43%, 100.25%, 98.50%, 99.88%, 100.59%, 99.64%, 98.50%, 99.40%, 99.64% and 99.76%, respectively (RSD<2%, n=6). Relative correction factors of ganoderic acid B, ganoderic acid C2, ganoderic acid D, ganoderic acid F, ganoderic acid H, ganoderenic acid A, ganoderenic acid B, ganoderenic acid C and ganoderenic acid D were 1.788 5, 1.288 2, 1.126 4, 1.698 5, 0.885 4, 5.468 1, 4.210 9, 5.780 8, 4.290 3, respectively. Relative errors between the content obtained by QAMS method and external standard method for G. lucidum from different origins were within ±12%. CONCLUSIONS It is feasible that the contents of 10 ganoderic acids are determined simultaneously by QAMS method, using ganoderic acid A as internal reference. This method shows good precision and reproducibility and can be used for the quality control of G. lucidum.
8.Effect and potential mechanism of sodium ferulate on corneal endothelial dysfunction and CEC injury
Hui SONG ; Weihua YAO ; Chenxi YU ; Baiquan SHU ; Yi LIU ; Kang WEI
China Pharmacy 2023;34(15):1840-1846
OBJECTIVE To investigate the effect and potential mechanism of sodium ferulate (SF) on corneal endothelial dysfunction and corneal endothelial cell (CEC) injury. METHODS The male New Zealand rabbits were divided into control group, benzalkonium chloride (BAK) group and BAK+SF group, with 6 rabbits in each group. Except for control group, the other groups were given BAK into the anterior chamber to induce bullous keratopathy model, and BAK+SF group then given SF solution 200 mg/kg intraperitoneally the next day after surgery, twice a day, for consecutive 14 d. The transparency of corneal and edema of corneal stroma in each group of rabbits (before and on the 1st, 7th, and 14th day after surgery) were observed, and the corneal thickness (14th day after surgery) and intraocular pressure (1st to 14th day after surgery) were measured. On the 14th day after operation, the corneal endothelial structure was evaluated and the expressions of functionally related proteins [phalloidin, zonula occludens-1 (ZO-1), Na+/K+-ATPase, Ki67] were detected. On the 14th day after surgery, the corneal tissue was collected in BAK group, the primary rabbit CECs were isolated and cultured, and they were divided into blank group and SF groups with different mass concentrations. The cell viabilities after being cultured for different time, and the protein expressions of Ras homologous gene family A (RhoA), bone morphogenetic protein receptor 1A (BMPR1A) and BMRP2 were determined in each group. RESULTS Compared with BAK group, the transparency of corneal and edema of corneal stroma were gradually improved, and the corneal thickness was significantly decreased in BAK+SF group (P<0.05). The rabbit CECs in BAK+SF group were only damaged to zone B and showed a normal hexagonal endothelial cells structure. The protein expressions of phalloidin, ZO-1, Na+/K+-ATPase and Ki67 in BAK+SF group were significantly increased (P<0.05). When SF concentration was lower than and equal to 200 mg/L, it could promote the proliferation of rabbit CEC, in concentration manner (P<0.05) and time-dependent trend. SF at concentrations of 50, 100, and 200 mg/L could up-regulate the protein expressions of RhoA, BMPR1A and BMPR2 in concentration-dependent manner (P<0.05). CONCLUSIONS SF can improve the transparency of corneal and edema of corneal stroma in bullous keratopathy model rabbits, reduce corneal thickness, maintain the integrity of corneal endothelium structure, and promote the recovery of corneal endothelial function; this compound can promote the proliferation of CEC, the mechanism of which may be related to the activation of RhoA-ROCK-BMP pathway.
9.Developmental effects of TCIPP and TnBP on zebrafish (Danio rerio) embryos.
Shu Yi ZHANG ; Shao Ping ZHANG ; Zi Jin SHAO ; Yuan Zheng FU ; Wen GU ; Hong ZHI ; Jian KONG ; Fu Chang DENG ; Wen Yan YAN ; Juan LIU ; Chao WANG ; Song TANG
Chinese Journal of Preventive Medicine 2023;57(5):693-700
Objective: To investigate the toxicity of tris (2-chloropropyl) phosphate (TCIPP) and tributyl phosphate (TnBP) on the growth and development of zebrafish embryos, as well as to explore the underlying mechanisms at the transcriptional level. Methods: With zebrafish as a model, two hpf zebrafish embryos were exposed to TCIPP and TnBP (0.1, 1, 10, 100, 500, and 1 000 μmol/L) using the semi-static method, and their rates of lethality and hatchability were determined. The transcriptome changes of 120 hpf juvenile zebrafish exposed to environmentally relevant concentrations of 0.1 and 1 μmol/L were measured. Results: The 50% lethal concentrations (LC50) of TCIPP and TnBP for zebrafish embryos were 155.30 and 27.62 μmol/L (96 hpf), 156.5 and 26.05 μmol/L (120 hpf), respectively. The 72 hpf hatching rates of TCIPP (100 μmol/L) and TnBP (10 μmol/L) were (23.33±7.72)% and (91.67±2.97)%, which were significantly decreased compared with the control group (P<0.05). Transcriptome analysis showed that TnBP had more differential genes (DEGs) than TCIPP, with a dose-response relationship. These DEGs were enriched in 32 pathways in total, including those involved in oxidative stress, energy metabolism, lipid metabolism, and nuclear receptor-related pathways, using the IPA pathway analysis. Among them, three enriched pathways overlapped between TCIPP and TnBP, including TR/RXR activation and CAR/RXR activation. Additionally, DEGs were also mapped onto pathways of LXR/RXR activation and oxidative stress for TnBP exposure only. Conclusion: Both TCIPP and TnBP have growth and developmental toxicities in zebrafish embryos, with distinct biomolecular mechanisms, and TnBP has a stronger effect than TCIPP.
Animals
;
Zebrafish/metabolism*
;
Embryo, Nonmammalian/metabolism*
;
Transcriptome
;
Oxidative Stress
;
Water Pollutants, Chemical/metabolism*
10.Safety of delayed vaccination with the national immunization program vaccines in children aged 0-6 years from 2019 to 2021 in Xuhui District, Shanghai City in China.
Qiang Song WU ; Shu Qian MAO ; Yan XU ; Rui Jie GONG ; Qi ZHOU ; Min LIU ; Jing Yi LIU ; Dan Hong ZHU ; Xiang GUO
Chinese Journal of Preventive Medicine 2023;57(7):983-991
Objective: To understand the incidence of delayed vaccination with the national immunization program vaccines among children aged 0-6 years in Xuhui District, Shanghai, and to evaluate the safety of delayed vaccination. Methods: A stratified random sampling was used to obtain six vaccination clinics in Xuhui District, Shanghai. The vaccination records of children 0-6 years from these six vaccination clinics were collected from the Shanghai Immunization Program Information Management System. Adverse events following immunization (AEFI) data were collected from the China Information System for Disease Control and Prevention. Descriptive epidemiology was used to analyze the data. Children were divided into the timely vaccination group and delayed vaccination group according whether they were delayed in vaccination (received one month or more after the recommended age among children aged ≤1 year; received three months or more after the recommended age among children aged >1 year). The safety of four vaccination methods-individual vaccination, simultaneous vaccination, routine vaccination and combined vaccination-were further compared. Differences between groups were compared using chi-square test. Results: From 2019 to 2021, six vaccination clinics in Xuhui District administered 124 031 doses of the national immunization program vaccines among children aged 0-6 years, and delayed vaccinations accounted for 25.99% (32 234/124 031) of these doses. In 2020, the delayed vaccination rate during the first-level COVID-19 public health emergency response period in Shanghai was significantly higher than that in the same period in 2019 (34.70% vs. 24.19%, χ2=136.23, P<0.05). The delayed vaccination rate during the COVID-19 vaccination campaign in 2021 was significantly higher than that in the same period in 2019 (25.27% vs. 22.55%, χ2=82.80, P<0.05). From 2019 to 2021, a total of 475 cases of AEFI were reported in six vaccination clinics, with a reported incidence of 382.97 per 100 000 doses, including 421 cases of common adverse reaction (88.63%, 339.43 per 100 000 doses), 51 cases of rare adverse reaction (10.74%, 41.12 per 100 000 doses) and 3 cases of coincidences (0.63%, 2.42 per 100 000 doses). The reported incidence of AEFI among delayed vaccinations was significantly lower than that among timely vaccinations (291.62 per 100 000 doses vs. 415.05 per 100 000 doses). The incidence of AEFI for the four delayed vaccination methods (individual vaccination, simultaneous vaccination, routine vaccination and combined vaccination) was lower than that for timely vaccination. There were significant differences between the groups except for the routine vaccination group (χ2=9.82, P<0.05; χ2=5.46, P<0.05; χ2=2.97, P>0.05; χ2=11.89, P<0.05). Conclusions: In Xuhui District of Shanghai, 25.99% of doses of the national immunization program vaccines administered to children 0-6 years were delayed. Delayed vaccination does not increase the risk of AEFI compared with timely vaccination.

Result Analysis
Print
Save
E-mail