1.Study of Tobacco Sensory Evaluation Model in Near Infrared Spectroscopy by Semi Supervised-Partial Least Squares
Miao LIANG ; Jiayue CAI ; Kai YANG ; Ruxin SHU ; Longlian ZHAO ; Luda ZHANG ; Junhui LI
Chinese Journal of Analytical Chemistry 2014;(11):1687-1691
Semisupervisedmakesfulluseoflargeamountsofunlabeledsamplestomakeuptheinsufficiency of labeled samples. Since it is difficult to obtain a large number of accurate labeled samples and it is a good way for modeling by using a small amount of labeled samples or a large number of inaccurate samples, we proposed a new method named as semi-supervised partial least squares ( SS-PLS) to optimize model based on semi supervised learning. We used 211 samples of tobacco near infrared spectrum and sensory evaluation for modeling and used SS-PLS method to optimize tobacco sensory evaluation model. In the optimized model, the coefficient of determination ( R2 ) can reach up to 90%, the ratio of performance to deviation ( RPD) can reach up to 3 . 0 , and the standard error of cross validation and the standard error of prediction ( SECV and SEP) are below 1. 0. We divided the original sensory evaluation and SS-PLS optimized data into three grades of excellent, medium and poor in accordance with the fixed threshold, the result using projection model of based on principal component and Fisher criterion ( PPF ) shows that the classification of SS-PLS optimized data is better than the original sensory evaluation data. The SS-PLS method can solve the data representation problem of using small sample set for modeling and provides a new chemometrics method for near infrared spectroscopy modeling in case of obtaining a large number of accurately labeled samples is difficult.
2.Research on health cost of pesticide application and influence factors.
Chinese Journal of Industrial Hygiene and Occupational Diseases 2012;30(1):33-35
OBJECTIVETo measure quantitatively the health costs of 380 farmer families using the pesticides and influence factors, and to provide the base for establishing the protective measures.
METHODSBased on the surveyed data of rice producers in Anhui province, a quantitative analysis of health cost of pesticide application was conducted with COI, the influence factors on farmers' pesticide application have been examined.
RESULTSThe results shown that the health cost of pesticide application was as RMB 54.44 yuans per farmer a year. The influence factors of health cost were the amount and time of pesticide application, protective facilities, pesticide label illiteracy, age, gender and education level of farmers.
CONCLUSIONThe measures of reducing the health cost for pesticide application were to train the farmers for knowledge of pesticide application and occupational safety, to provide convenient and cheap protective equipment and instructions of pesticide application and to standardize pesticide labels.
Agriculture ; Costs and Cost Analysis ; Health Care Costs ; Humans ; Occupational Exposure ; economics ; Occupational Health ; economics ; Pesticides ; Surveys and Questionnaires
3.Application of serum protein markers to distinguish familial adenomatous polyposis (FAP) and sporadic colorectal adenomas.
Shan-rong CAI ; Jie-kai YU ; Wen-zhi JIANG ; Su-zhan ZHANG ; Shu ZHENG
Chinese Journal of Oncology 2009;31(3):192-195
OBJECTIVETo screen out specifically-expressed serum protein markers in familial adenomatous polyposis (FAP) and to establish a serum protein fingerprint diagnostic model for distinguishing FAP from sporadic colorectal adenomas.
METHODSSerum samples were collected from 19 FAP cases and 16 sporadic colorectal adenomas with informed consent. Serum protein fingerprint profiles were detected by SELDI-TOF-MS with CM 10 protein chip to screen out FAP adenoma-related serum protein markers, and support vector machine (SVG) technique was used to establish the diagnostic model to distinguish FAP from sporadic colorectal adenomas.
RESULTSSix differently-expressed protein peaks (P < 0.01) were detected. Among them proteins of 5640, 3160, 4180 and 4290 m/z were highly expressed in FAP adenomas, and proteins of 3940 and 3400 m/z were highly expressed in sporadic colorectal adenomas. The accuracy of diagnostic model established with SVG to distinguish FAP adenomas and sporadic colorectal adenomas was 94.7% and 93.7%, respectively.
CONCLUSIONSELDI-TOF-MS can be effectively used to screen out the differentially expressed serum protein markers in FAP adenomas and sporadic colorectal adenomas, and a diagnostic model build by SVG to distinguish them has been successfully established. Therefore, a useful breakthrough point for research on molecular mechanisms of FAP pathogenesis is provided.
Adenoma ; genetics ; metabolism ; Adenomatous Polyposis Coli ; genetics ; metabolism ; Adult ; Aged ; Biomarkers, Tumor ; metabolism ; Colorectal Neoplasms ; genetics ; metabolism ; Diagnosis, Differential ; Female ; Gene Expression Profiling ; Humans ; Male ; Middle Aged ; Protein Array Analysis ; Proteomics ; Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization
4.Anatomic Structural Study of Internal Auditory Artery via Neuroendoscope
Jun WANG ; Renzhong LIU ; Qiang CAI ; Kai SHU ; Liang ZENG
Journal of Audiology and Speech Pathology 2017;25(6):575-578
Objective To study the anatomic characteristics and clinical values of the internal auditory artery via the neuroendoscope and microscope.Methods We observed the related microdissection of the internal auditory artery of 15 cadavers through retrosigmoid approach by operative microscope and neuroendoscope,in which 3 cadavers were fresh.Results The internal auditory arteries were observed bilaterally in all specimens (100%).Among them,17 sides (56.7%,17/30) were isolated branch type,9 sides were dual trunk (30%,9/30),and 4 sides were three branches type (13.3%,4/30).The diameter of the vessel at its origin was 0.12~0.28 mm,the average caliber of IAA was 0.22±0.04 mm,the length of IAA ranged from 7.12 to 14.82 mm,and the Mean 10.18± 2.63 mm.The starting-point of IAA was quite variable,13.3% (4/30) of the IAA origined from the inferior segment of the basilar artery,and 86.7 %(26/30) of the IAA origined from ACIA.Among them,17 sides (65.4%,17/26) of the IAA origined from the ansa of the inferior cerebellar artery,9 sides (34.6%,9/26) of the IAA origined from the anterior inferior cerebellar artery involved in the inner ear canal.We observed that 73.3 %(22/30) of the IAA branches were along the ventral side of the vestibulocochlear nerve;26.7 %(8/30) of the IAA branches were above the nerves.It's easy to identify the IAA and its adjacent structures by various neuroendoscope through various anatomic fissures.Conclusion Most of internal auditory arterys were located anterior and posterior to the facial nerve,the microscope was impossible to see it directly.A thorough identification of the internal auditory artery requires theuse of both surgical microscopy and neuroendoscope.
5.The analysis of IL-10 and its methylation in the patients with acute on chronic liver failure
Zhao-Xia QI ; Shu-Xia YU ; Hong-Sheng HAO ; Feng-Cai LI ; Zhao-Yang GUO ; Yu-Chen FAN ; Kai WANG
Chinese Journal of Experimental and Clinical Virology 2011;25(2):99-101
Objective To investigate the effect of IL-10 and the methylation of its promoter in acute on chronic liver failure (ACLF). Methods Patients were divided into three groups: 25 with ACLF, 25 with CHB, 10 healthy controls. Respectively detect the serum level of IL-10 via ELISA, and the methylation of 1L-10 promoter via MSP,to analyze the difference among the three groups. Results Both the ACLF group and the CHB group have significant increase in serum level of IL-10 compared with the control group ( P <0.05 ) ; the ACLF group's level is higher than the CHB group, however without statistical significance (P >0.05 ). The serum level of IL-10 in ACLF group has no significant relativity with ALT and HBV-DNA( r = -0. 022, r = 0. 033, respectively; P > 0. 05 ) ; has positive relativity with TBIL and MELD ( r = 0. 566, r =0.443, respectively; P < 0.05); and negative relativity with PTA (r = - 0.581, P < 0.05). The distribution of the methylation of IL-10 promoter in ACLF group is significantly different from the other two.Conclusion The serum level of IL-10 in hepatitis patients is significantly higher and increases with the degree of liver failure. The promoter methylation may be important in the gene inactivation.
6.Clinical efficacy analysis of different materials for the repair of large frontal and temporal skull defects
Jin LIAO ; Zhi CAI ; Yu LI ; Jin LEI ; Kai ZHAO ; Hongquan NIU ; Kai SHU ; Ting LEI
Journal of Clinical Surgery 2024;32(8):811-813
Objective To investigate the clinical outcomes of cranioplasty with polyether ether ketone(PEEK)or titanium after large craniectomy in patients.Methods Clinical data of 150 patients undergoing skull repair due to large frontotemporal skull defect in our hospital from April 2018 to June 2022 were retrospectively analyzed,and they were divided into titanium mesh group and PEEK group according to different repair materials.The conditions of surgical site infection,bleeding,subcutaneous effusion,seizure,implant rupture or exposure in the two groups were compared.Results In the PEEK group,96.3%of patients needed to implant the repair material under the temporal muscle,which was significantly higher than that in the titanium mesh group(78.1%)(P<0.05).There were no significant differences in postoperative complications including infection,bleeding,seizure,implant rupture or leakage between the two groups(P>0.05).However,the incidence of postoperative subcutaneous effusion in PEEK group was higher than that in titanium mesh group(14.8%VS4.2%,P<0.05),and the difference was statistically significant.Conclusion Both titanium and PEEK can be used in cranioplasty for patients with large frontotemporal cranial defects.Subcutaneous effusion is common in patients underwent cranioplasty with PEEK postoperatively,which needs to be paid more attention.
7.Analysis of risk factors and predictive efficacy for postoperative severe pulmonary infection in patients with severe traumatic brain injury
Yuxuan XIONG ; Zhi CAI ; Jin LIAO ; Fuchi ZHANG ; Kai ZHAO ; Hongquan NIU ; Kai SHU ; Ting LEI
Chinese Journal of Trauma 2024;40(5):405-410
Objective:To investigate the independent risk factors for postoperative severe pulmonary infection (SPI) in patients with severe traumatic brain injury (sTBI) and evaluate their predictive value.Methods:A retrospective cohort study was conducted to analyze the clinical data of 163 sTBI patients admitted to Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology from April 2021 and March 2023, including 101 males and 62 females, aged 20-80 years [53.0(46.0, 59.0)years]. The surgical procedures involved decompressive craniectomy, subdural hematoma removal, epidural hematoma removal, and intracranial hematoma removal. The patients were divided into SPI group ( n=62) and non-SPI group ( n=101) according to whether they had SPI postoperatively. The following data of the two groups were collected, including gender, age, preoperative Glasgow coma scale (GCS), elevated blood glucose, abnormal liver function, abnormal renal function, hemoglobin level, anemia, albumin level, hypoproteinemia, white blood cell count, neutrophil count, lymphocyte count, platelet count, neutrophil-to-lymphocyte ratio (NLR), derived neutrophil-to-lymphocyte ratio (dNLR), platelet-to-lymphocyte ratio (PLR), prognostic nutritional index (PNI) and serum lactate dehydrogenase (LDH) level. All the hematological tests were performed on venous blood samples collected preoperatively before anti-inflammatory treatment. Independent risk factors for predicting the postoperative occurrence of SPI in sTBI patients were identified through univariate analysis and multivariable stepwise regression analysis. The predictive value of separate indicator or indicators combined was assessed by calculating the area under the curve (AUC) of the receiver operating characteristic (ROC) curve. Results:Univariate analysis demonstrated that preoperative GCS, albumin level, lymphocyte count, NLR, PNI and serum LDH level in both groups were significantly correlated with the postoperative occurrence of SPI ( P<0.05), while gender, age, elevated blood glucose, abnormal liver function, abnormal renal function, hemoglobin level, anemia, hypoproteinemia, white blood cell count, neutrophil count, platelet count, dNLR and PLR were not correlated with the postoperative occurrence of SPI in sTBI patients ( P>0.05). Multivariable stepwise regression analysis revealed that low lymphocyte count (95% CI -0.337, -0.013, P<0.05), high NLR (95% CI -0.023, -0.005, P<0.01), low PNI (95% CI 0.007, 0.026, P<0.01), and high serum LDH (95% CI -0.002, -0.001, P<0.01) were independent risk factors for SPI in sTBI patients ( P<0.05). ROC curve analysis indicated that low lymphocyte count, high NLR, low PNI and high serum LDH level could predict SPI in sTBI patients postoperatively, with the combination of PNI and serum LDH showing the highest predictive ability (AUC=0.78, 95% CI 0.70, 0.85). Conclusion:Low lymphocyte count, high NLR, low PNI, and high serum LDH level are independent risk factors for postoperative SPI in patients with sTBI, and the combination of PNI and serum LDH possesses a high predictive value for postoperative SPI in sTBI patients.
8.Study of oxidative stress in chronic hepatitis B patients with elevated serum total bilirubin
Sen CAI ; Kai WANG ; Li-Yan HAN ; Yu-Chen FAN ; Jian GE ; Shu-Xia YU ; Feng-Cai LI ; Li-Yuan WANG ; Jie HAN
Chinese Journal of Experimental and Clinical Virology 2010;24(2):131-133
Objective To investigate oxidative stress in chronic hepatitis B(CHB) patients with elevated serum total bilirubin(TBIL).Methods 75 CHB patients with elevated serum TBIL were enrolled in the present study.A,B,C,D and E group were defined.Serum Malondialdehyde (MDA),Xanthine Oxidase(XOD),VitaminC (V_C) and VitaminE (V_E) were determined.The control group contained 11 healthy donors and the carrier group contained 16 Hepatitis B surface antigen (HBsAg) carriers.Results The concentrations of MDA and XOD were significantly higher in each group of patients than in the control (P<0.05),while V_C and V_E were significantly lower (P<0.05).The concentration of XOD was significantly higher in the carrier group than in the control (P<0.05),while MDA,V_C and V_E were not significantly different (P>0.05).The concentrations of MDA and XOD were significandy positively correlated with TBIL (r=0.670,P<0.01;r=0.737,P<0.01,respectively) in the patients,while V_C and V_E were significantly negatively correlated with TBIL (r=-0.463,P<0.01;r=-0.247,P<0.05,respectively).The concentration of MDA was significantly different among all the groups in the patients except the comparison between group A and group B.The concentration of XOD was significantly different between group A,B,C and group D,E (P<0.05).The concentration of V_C was significantly different between group A and group D,E and between group B,C,D and group E (P<0.05).The concentration of V_E was significantly different between group A,B and group E (P<0.05).Conclusion There was a disturbance between oxidative stress and anti-oxidative ability in CHB patients with elevated serum TBIL.Oxidative stress became more serious along with the increasing of serum TBIL.In HBsAg carriers,oxidative stress level was low.The results suggest antioxidant treatment for CHB patients with elevated serum TBIL may help to improve the effect of therapy.
9.The investigation of STK15 gene amplification and overexpression in laryngeal squamous cell carcinoma.
Yan YE ; Fu-cai LI ; Shu-yun WANG ; Chan-yuan LI ; Hai-ming YUAN ; Xu ZHAO ; Wei-neng FU ; Zhen-ming XU ; Kai-lai SUN
Chinese Journal of Medical Genetics 2006;23(3):326-329
OBJECTIVETo investigate the role of STK15 gene amplification and overexpression to genesis and development of laryngeal squamous cell carcinoma (LSCC).
METHODSSTK15 gene amplification in 40 cases carcinoma tissues and normal tissues as control was detected by differential PCR approach. STK15 mRNA and protein levels were evaluated by reverse transcription-polymerase chain reaction (RT-PCR) and immunohistochemistry method.
RESULTSIn 40 LSCC cases, STK15 gene amplification was found in 14 tumor tissues(35%), mRNA overexpression in 27 tumor tissues(67.5%), and protein upregulated in 29 tumor tissues(72.5%). Statistics analysis showed that STK15 gene amplification and mRNA overexpression were obviously associated to differentiation degree of LSCC, and protein overexpression was closely associated with both differentiation degree and pathological grades of LSCC.
CONCLUSIONThis research results suggest that STK15 gene amplification contributes to its mRNA and protein overexpression through affecting the exact replication of centrosome and separation of chromosomes. STK15 gene thus plays a role in LSCC oncogenesis and malignant progression.
Aurora Kinase A ; Aurora Kinases ; Carcinoma, Squamous Cell ; genetics ; metabolism ; Gene Expression Regulation, Neoplastic ; Humans ; Immunohistochemistry ; Laryngeal Neoplasms ; genetics ; metabolism ; Protein-Serine-Threonine Kinases ; genetics ; metabolism ; Reverse Transcriptase Polymerase Chain Reaction
10.Correlative study between JAK2 mutation and thrombosis in patients with myeloproliferative neoplasm.
Liang XIA ; Kai-Yang DING ; Xiao-Yan CAI ; Wei-Bo ZHU ; Xin LIU ; Hui-Zhi YANG ; Xiang WAN ; Lin-Lin WU ; Qing-Shu ZENG ; Jing-Sheng WU
Chinese Journal of Hematology 2010;31(9):590-593
OBJECTIVETo investigate the frequency and clinical implication of JAK2 mutation in patients with myeloproliferative neoplasm(MPN)and the correlation between the mutation and thrombosis.
METHODSThe clinical and laboratory data of 107 MPN patients was retrospectively analyzed. JAK2 mutation were detected with allele-specific polymerase chain reaction (AS-PCR) and sequencing. The significance of the mutation in disease diagnosis and molecular pathogenesis and the correlation between the mutation and thrombosis was analysed.
RESULTSJAK2 mutation was detected in 71 (66.4%) and thrombosis in 34 (31.8%) of the 107 MPN patients. Thrombosis occurred in 34.8% (16/46) of polycythemia vera (PV), 32.6% (14/43) of essential thrombocythemia (ET), and 22.2% (4/18) of primany myelofibrosis (PMF) patients. The difference among the 3 groups was not significant (χ(2) = 0.96, P > 0.05). The frequency of thrombosis in JAK2(+) MPN patients (82.4%, 28/34) was higher than that in JAK2(-) MPN patients (17.6%, 6/34) (χ(2) = 5.71, P < 0.05). The frequency of thrombosis in MPN patients > 60 years was higher (41.5%, 27/65) than that in patients < 60 years (16.7%, 7/42) (χ(2) = 7.28, P < 0.01).
CONCLUSIONJAK2 V617F mutation occurs in significant percentage of Chinese patients with MPN. Patients with JAK2 mutation and older age are more succeptible to thrombosis. JAK2 mutation screening in patients with unknown thrombosis is helpful to reveal the underlying latent-MPN.
Humans ; Mutation ; Myeloproliferative Disorders ; genetics ; Neoplasms ; Thrombocythemia, Essential ; genetics ; Thrombosis