1.Early screening for colorectal cancer: study on a serum detection method based on SERS and machine learning
Limao LI ; Yong HUANG ; Zhenguang WANG ; Jiaxiang LIN ; Zheng WU ; Xiaowei CAO ; Wei WEI
Chinese Journal of Laboratory Medicine 2025;48(2):214-222
Objective:To establish a serum detection method of surface-enhanced Raman spectroscopy (SERS) combining with machine learning for early screening of colorectal cancer (CRC).Methods:Serum samples were collected from 150 CRC patients diagnosed at Jiangdu People′s Hospital, Affiliated to Yangzhou University, and also from 37 healthy subjects. Gold nanohexapod (AuNHs) arrays were prepared using an oil-water interface self-assembly method. A 5 μl serum sample was applied onto the AuNHs array. Scatheless and rapid detection for serum were performed using a Renishaw inVia Raman spectrometer at room temperature with a laser wavelength of 785 nm, exposure time of 10 s, and power of 5 mW. The raw SERS spectra were preprocessed using Savitzky-Golay smoothing, AsLS baseline correction, and Min-Max normalization with Origin 2019 software. Furthermore, the principal component analysis (PCA)-support vector machine (SVM) model was constructed using Python′s scikit-learn library. Leave-One-Out Cross-Validation (LOOCV) was used to evaluate the model′s accuracy, sensitivity, specificity, and area under the curve (AUC).Results:The AuNHs arrays exhibited uniform morphology. The relative standard deviation (RSD) of the SERS intensity at 1 080 cm -1 was 5.69%, and the RSD of the SERS intensity at 1 340 cm -1 was 6.20%. The limit of detection (LOD) of the AuNHs array was 9.42×10 -12 mol/L. The PCA-SVM model achieved an accuracy of 90.91% (170/187), sensitivity of 96.79% (181/187), specificity of 99.47% (186/187), and an AUC of 0.98. The most significant characteristic peaks distinguishing different CRC stages were at 747, 940, 1 000, 1 447, and 1 612 cm -1. Conclusion:The serum detection method based on SERS combined with machine learning can accurately screen CRC with higher accuracy, sensitivity, and specificity, demonstrating potential clinical application value.
2.Early screening for colorectal cancer: study on a serum detection method based on SERS and machine learning
Limao LI ; Yong HUANG ; Zhenguang WANG ; Jiaxiang LIN ; Zheng WU ; Xiaowei CAO ; Wei WEI
Chinese Journal of Laboratory Medicine 2025;48(2):214-222
Objective:To establish a serum detection method of surface-enhanced Raman spectroscopy (SERS) combining with machine learning for early screening of colorectal cancer (CRC).Methods:Serum samples were collected from 150 CRC patients diagnosed at Jiangdu People′s Hospital, Affiliated to Yangzhou University, and also from 37 healthy subjects. Gold nanohexapod (AuNHs) arrays were prepared using an oil-water interface self-assembly method. A 5 μl serum sample was applied onto the AuNHs array. Scatheless and rapid detection for serum were performed using a Renishaw inVia Raman spectrometer at room temperature with a laser wavelength of 785 nm, exposure time of 10 s, and power of 5 mW. The raw SERS spectra were preprocessed using Savitzky-Golay smoothing, AsLS baseline correction, and Min-Max normalization with Origin 2019 software. Furthermore, the principal component analysis (PCA)-support vector machine (SVM) model was constructed using Python′s scikit-learn library. Leave-One-Out Cross-Validation (LOOCV) was used to evaluate the model′s accuracy, sensitivity, specificity, and area under the curve (AUC).Results:The AuNHs arrays exhibited uniform morphology. The relative standard deviation (RSD) of the SERS intensity at 1 080 cm -1 was 5.69%, and the RSD of the SERS intensity at 1 340 cm -1 was 6.20%. The limit of detection (LOD) of the AuNHs array was 9.42×10 -12 mol/L. The PCA-SVM model achieved an accuracy of 90.91% (170/187), sensitivity of 96.79% (181/187), specificity of 99.47% (186/187), and an AUC of 0.98. The most significant characteristic peaks distinguishing different CRC stages were at 747, 940, 1 000, 1 447, and 1 612 cm -1. Conclusion:The serum detection method based on SERS combined with machine learning can accurately screen CRC with higher accuracy, sensitivity, and specificity, demonstrating potential clinical application value.
3.Risk factors for the prognosis of elderly patients with hepatitis B virus-related acute-on-chronic liver failure and construction of a nomogram model for risk prediction
Shihua ZHANG ; Chengzhi BAI ; Chunyan LI ; Limao XU ; Huaqian XU ; Shanhong TANG
Journal of Clinical Hepatology 2024;40(10):1976-1984
Objective To investigate the clinical features of elderly patients with hepatitis B virus-related acute-on-chronic liver failure(HBV-ACLF)and the risk factors affecting the short-term prognosis of patients.Methods A retrospective analysis was performed for 417 patients with HBV-ACLF who were admitted to The General Hospital of Western Theater Command from January 2015 to January 2023,and related clinical data were collected,including general status,routine blood test results,biochemical parameters,and conditions of liver cirrhosis and decompensated events(ascites,hepatic encephalopathy,and their severities).The patients were followed up to observe 90-day survival.According to the age,the patients were divided into elderly group(with 106 patients aged≥60 years)and non-elderly group(with 311 patients aged<60 years),and according to the 90-day survival,the elderly group were further divided into survival group with 41 patients and death/transplantation group with 65 patients.The independent-samples t test or the Mann-Whitney U test was used for comparison of quantitative data between two groups,and the chi-square test was used for comparison of qualitative data between two groups.The binary logistic regression analysis was used to determine the independent influencing factors for the risk of death within 90 days in elderly patients with HBV-ACLF,and a nomogram model was constructed for predicting the risk of death.The receiver operating characteristic(ROC)curve was used to investigate the value of the model in predicting the prognosis of HBV-ACLF patients in both the training set and the validation set.Calibration curve and decision curve were plotted for the models constructed in the training set and the validation set,and the model was assessed in terms of the degree of fitness and predicting benefits.Results The elderly patients had a significantly higher 90-day mortality rate than the non-elderly patients(P<0.05),and compared with the non-elderly group,the elderly group had significantly higher incidence rate in female individuals,basic incidence rate of liver cirrhosis,incidence rate and grade of hepatic encephalopathy,incidence rate of ascites,and liver fibrosis markers(aspartate aminotransferase-to-platelet ratio index and fibrosis-4)(all P<0.05),as well as significantly lower total cholesterol,high-density lipoprotein,albumin,alpha-fetoprotein,and lymphocytes(all P<0.05).As for the elderly patients with HBV-ACLF,there were significant differences between the survival group and the death/transplantation group in total cholesterol,total bilirubin,international normalized ratio(INR),alpha-fetoprotein,platelet,creatinine,serum sodium,monocytes,and the incidence rate and grade of hepatic encephalopathy(all P<0.05).In addition,the multivariate logistic regression analysis showed that INR(odds ratio[OR]=11.351,95%confidence interval[CI]:1.942-66.362,P<0.05),monocyte count(OR=23.636,95%CI:1.388-402.529,P<0.05),total bilirubin(OR=1.007,95%CI:1.001-1.013,P<0.05),and platelet count(OR=0.968,95%CI:0.945-0.993,P<0.05)were independent influencing factors for the 90-day prognosis of elderly patients with HBV-ACLF,and the nomogram model constructed based on these factors had a relatively high predictive value,with an area under the ROC curve of 0.915,a sensitivity of 88.0%,and a specificity of 86.7%.The nomogram model showed relatively high efficiency and degree of fitness in the verification set,and the decision curve suggested that the model had good benefits,with a higher prediction efficiency compared with the commonly used prediction models such as MELD score and COSSH-ACLF Ⅱ score.Conclusion Elderly HBV-ACLF patients may have a high short-term mortality rate due to the reductions in liver synthesis,reserve function,and regenerative ability and immune dysfunction.INR,monocyte count,total bilirubin,and platelet count have a relatively high value in predicting the risk of death in elderly HBV-ACLF patients,and the nomogram model constructed based on these factors has a relatively high prediction efficiency.
4.Epidemiological and clinical characteristics of human brucellosis in Sichuan Province from 2018 to 2020
Chunhua LUO ; Sitong LIU ; Heng YUAN ; Limao WANG ; Fan LI ; Chaoxue WU ; Lunguang LIU
Chinese Journal of Endemiology 2021;40(11):923-926
Objective:To analyze the epidemiological and clinical characteristics of human brucellosis in Sichuan Province, and to provide a scientific basis for prevention and control of brucellosis.Methods:Retrospective analysis methods were used to collect the data of reported cases of brucellosis in Sichuan Province from 2018 to 2020 from the "Infectious Disease Reporting Information Management System" in the "China Disease Prevention and Control Information System". The distribution (population, time and region) and case investigation data (epidemiological contact history and clinical manifestations) were analyzed by descriptive epidemiological.Results:A total of 309 cases of brucellosis were reported in Sichuan Province in 2018 - 2020, and no deaths occurred. The annual incidence rate was 0.123/100 000. Among the 309 reported cases of brucellosis, the sex ratio of men to women was 2.4 ∶ 1.0 (218 ∶ 91); the age of onset was mainly 20 - 60 years old, accounting for 79.9% (247/309); the occupation was mainly farmers, accounting for 51.8% (160/309). Brucellosis cases were reported in every month of the year, mainly from March to August, accounting for 72.5% (224/309) of the total number of cases. Cases were reported in 21 cities (autonomous prefectures) in Sichuan Province from 2018 to 2020. The top 5 cities (autonomous prefectures) in terms of cumulative number of cases were Chengdu, Liangshan, Zigong, Neijiang and Luzhou in order, accounting for 60.5% (187/309) of the total number of cases. Among the 309 reported cases of brucellosis, 279 case investigations were completed. Among them, 258 cases had a history of contact with livestock and their products, accounting for 92.5%; all contacted livestock were sheep; the main mode of transmission was direct contact, accounting for 88.5% (247/279); the main routes of transmission were sheep farming (50.2%, 140/279), sheep slaughtering (18.6%, 52/279), selling mutton or cutting sheep products in mutton restaurants (11.1%, 31/279); the main clinical manifestations were fever, fatigue, hyperhidrosis, and muscle and joint pain, accounting for 91.4% (255/279), 89.2% (249/279), 80.3% (224/279) and 65.2% (182/279), respectively.Conclusions:The spread of brucellosis in Sichuan Province is increasing, and spring and summer are the epidemic seasons. Brucellosis cases are most common in sheep farms, and the infection method is mainly direct contact infection; the clinical manifestations are diverse and non-specific. Relevant departments should strengthen the prevention and control of the disease in key populations and regions to control the outbreak of brucellosis.
5.Therapeutic effect of minimally invasive small incision surgery on patients with early thoracic esophageal cancer and its in-fluence in pain
Zhongyang LIU ; Xin YUAN ; Wen ZHOU ; Xiaoliang LI ; Limao FAN
Practical Oncology Journal 2019;33(1):57-61
Objective The aim of this study was to explore the effect of minimally invasive small incision surgery on early thoracic esophageal cancer patients and its impact on pain. Methods A total of 160 patients with early thoracic esophageal cancer who were treated in our hospital from March 2016 to March 2017 were randomly divided into the conventional surgery group and the minimally invasive small incision surgery group. Patients in the conventional surgery group were treated with routine operation,and pa-tients in the minimally invasive small incision surgery group were treated with minimally invasive small incision surgery. Vital capacity ( VC),forced expiratory volume 1(FEV1),visual analogue scale(VAS),hospitalization time,operation time and intraoperative bleed-ing volume were counted. Growth hormone(GH)was detected by ELISA. The levels of cortisol(Cor) and interleukin-8( IL-8) were measured by immunoassay and adverse reactions. Results The levels of VC and FEV1 in the minimally invasive small incision group were significantly higher than those in the conventional surgery group. The bleeding volume,operation time and hospitalization time were shorter than those in the conventional surgery group. The levels of GH and Cor,VAS score and incidence of adverse reaction rate were lower than those in the conventional surgery group,and the level of IL-8 was also higher in than that in the conventional surgery group. The difference was statistically significant(P<0. 05). Conclusion Minimally invasive small incision surgery is effective on the treatment of early thoracic esophageal cancer,relieving pain and reducing adverse reactions.
6.Therapeutic Effects of Shuanglong Prescription for Myocardial Infarction in Rats
Lianda LI ; Rongli ZHANG ; Chengyuan LIU ; Limao WU ; keyong NING ; Yikui LI
Traditional Chinese Drug Research & Clinical Pharmacology 1993;0(03):-
Objective To study the therapeutic effects of Shuanglong Prescription (SP) for experimental myocardial infarction in rats. Methods Rat models of myocardial infarction were induced by ligation of coronary artery. Fourteen days after treatment, myocardial infarction area, biochemical parameters and myocardial capillary density were detected to observe the effect of SP.Results After 14- day treatment, SP could reduce the area of myocardial infarction, increase the ratio of 6- keto- PGF1? and TXB2 and the capillary density.Conclusion SP has certain therapeutic effect for myocardial infarction in rats.
7.Prospect of traditional Chinese materia medica on hepatocyte transplantation
Chinese Pharmacological Bulletin 1986;0(04):-
Recently, hepatocyte transplantation has been documented to be effective in the treatment of numerous hepatic diseases, including acute and chronic liver failure, genetic liver diseases, cirrhosis, and so on. Before it is widely used in clinic, there are a lot of problems to solve, such as the lack of cell source, cell proliferation, and immunological rejection. This review focuses on recent progress in the study of hepatocyte transplantation with respect to the animal model, cell source, and the existing problems, at the same time addressing the prospect of traditional Chinese materia medica on hepatocyte transplantation.

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