Abstract： Diseases prognosis is often influenced by multiple factors, and some intricate non-linear relationships exist among those factors. Artificial neural network （ANN）, an artificial intelligence model, simulates the work mode of biological neurons and has a b capability to analyze multi-factor non-linear relationships. In recent years, ANN is increasingly applied in clinical medical fields, especially for the prediction of disease prognosis. This article focuses on the basic principles of ANN and its application in disease prognosis research.
Objective To explore the influencing factors of visual prognosis of macular edema secondary to branch retinal vein occlusion (BRVO-ME) after treatment with ranibizumab, and construct and verify the nomogram model. MethodsA retrospective study. A total of 130 patients with BRVO-ME diagnosed by ophthalmology examination in the Department of Ophthalmology, Liuzhou Red Cross Hospital from January 2019 to December 2021 were selected in this study. All patients received intravitreal injection of ranibizumab. According to the random number table method, the patients were divided into the training set and the test set with a ratio of 3:1, which were 98 patients (98 eyes) and 32 patients (32 eyes), respectively. According to the difference of logarithm of the minimum angle of resolution (logMAR) best corrected visual acuity (BCVA) at 6 months after treatment and logMAR BCVA before treatment, 98 patients (98 eyes) in the training set were divided into good prognosis group (difference ≤－0.3) and poor prognosis group (difference ＞－0.3), which were 58 patients (58 eyes) and 40 patients (40 eyes), respectively. The clinical data of patients in the two groups were analyzed, univariate and multivariate logistic regression analysis were carried out for the different indicators, and the visualization regression analysis results were obtained by using R software. The consistency index (C-index), convolutional neural network (CNN), calibration curve and receiver operating characteristic (ROC) curve were used to verify the accuracy of the nomogram model. ResultsUnivariate analysis showed that age, disease course, outer membrane (ELM) integrity, elliptical zone (EZ) integrity, BCVA, center macular thickness (CMT), outer hyperreflective retinal foci (HRF), inner retina HRF, and the blood flow density of retinal deep capillary plexus (DCP) were risk factors affecting the visual prognosis after treatment with ranibizumab in BRVO-ME patients (P＜0.05). Multivariate logistic regression analysis showed that course of disease, ELM integrity, BCVA and outer HRF were independent risk factors for visual prognosis after ranibizumab treatment for BRVO-ME patients (P＜0.05). The ROC area under the curve of the training set and the test set were 0.846[95% confidence interval (CI) 0.789-0.887) and 0.852 (95%CI 0.794 -0.873)], respectively; C-index were 0.836 (95%CI 0.793-0.865) and 0.845 (95%CI 0.780-0.872), respectively. CNN showed that the error rate gradually stabilized after 300 cycles, with good model accuracy and strong prediction ability. ConclusionsCourse of disease, ELM integrity, BCVA and outer HRF were independent risk factors of visual prognosis after ranibizumab treatment in BRVO-ME patients. The nomogram model based on risk factors has good differentiation and accuracy.
目的:探讨心肺复苏循环恢复患者早期评估预后的相关因素。方法:对56例心肺复苏循环恢复患者进行病例回顾分析,分别记录患者年龄、性别以及心肺复苏循环恢复1小时内的瞳孔直径、格拉斯高昏迷评分、血WBC计数、血清肌酐Cr、血清丙氨酸氨基转移酶ALT、肌酸磷酸激酶、D-二聚体定性、血钙、血钾、血清淀粉酶、复苏后1小时内是否使用亚低温治疗、pH值、动脉血氧分压PaO2、动脉血二氧化碳分压PaCO2、血葡萄糖、复苏时间等, 采用多因素logistic回归模型分析心肺复苏循环恢复患者的预后因素。结果:回顾56例心肺复苏循环恢复患者病例, logistic回归分析发现血清淀粉酶、血糖和复苏时间对早期评估心肺复苏循环恢复患者的预后有意义。结论:复苏后1小时内血清淀粉酶、血糖和复苏时间对早期评估心肺复苏循环恢复患者的预后有价值。
ObjectiveTo explore effect of preoperative prognostic nutritional index (PNI) on clinically related postoperative pancreatic fistula (CR-POPF) after distal pancreatectomy (DP) and analyze its influencing factors in order to provide a basis for clinical prediction of CR-POPF. MethodsThe clinicopathologic data of patients who successfully completed DP in the Affiliated Hospital of Xuzhou Medical University and met the inclusion and exclusion criteria of this study from January 1, 2017 to January 31, 2021 were collected retrospectively. The preoperative PNI value was calculated and the optimal cut-off value was obtained according to the receiver operative characteristic (ROC) curve. The patients were divided into low and high PNI based on the optimal cut-off value. The clinicopathologic characteristics were compared between the patients with low and high PNI and CR-POPF or not. At the same time, multivariate logistic regression was used to analyze the influencing factors of CR-POPF. ResultsA total of 143 patients who met the inclusion and exclusion criteria were included in this study. The CR-POPF occurred in 33 cases (23.08%) after DP, and the average preoperative PNI was 52.26 (39.20–65.10), the optimal cut-off value of PNI was 50.55, with 49 cases in the low PNI group and 94 cases in the high PNI group. In patient with low PNI, the proportions of patients aged ≥65 years and with CR-POPF were higher than those with high PNI (P<0.05). In the patients with CR-POPF, the proportions of patients with soft pancreatic texture and with low preoperative PIN were higher than those without CR-POPF (P<0.05). Further, the multivariate logistic regression showed that the the preoperative low PNI (OR=5.417, P<0.001) and soft pancreatic texture (OR=4.126, P=0.002) increased the risk of CR-POPF. ConclusionLow preoperative PNI and soft pancreatic texture increase risk of CR-POPF after DP, and it is necessary to preoperatively evaluate PNI status of patients.
【Abstract】Objective Stromal cell-derived factor-1(SDF-1, CXCL12) is a member of the CXC subfamily of chemokines which, through its cognate receptor (CXCR4), plays an important role in tumor invasion and metastasis. This study analyzed quantitatively the expression of SDF-1 and its relation with clinicopathologic feature and clinical outcome in human breast cancer.Methods Expression of SDF-1 mRNA in 8 breast cancer cell lines, an endothelial cell line HECV and a fibroblast cell MRC5 was studied by using RT-PCR. In addition, the expression of SDF-1 was investigated at both protein (immunohistochemistry) and mRNA(real-time PCR) levels in a group of human normal mammary(n=32) and tumour tissues(n=120). Results SDF-1 expression was identified in MRC5, MDA-MB435s, MDA-MB436, MCF7 cell lines, breast tumour and normal tissues. Significantly higher level of SDF-1 was seen in lymph node positive than in lymph node negative tumours (399.00±210.00 vs 0.89±0.47), P=0.048. The level of SDF-1 expression in patients who developed local recurrence or metastasis, or patients who died of breast cancer was higher than in patients who were disease free as well, (670.00±346.00 vs 0.83±0.35), P=0.01. It was most notable that level of SDF-1 was significantly correlated with over survival (P=0.01) and incidence free survival (P=0.035, by Cox proportion analysis).Conclusion SDF-1 is a factor that is expressed in both stromal cells and some breast cancer cells. Its level are correlated with lymph node involvement, prognosis and survival in patients with breast cancer. SDF-1 may therefore have a potential prognostic value in breast cancer.
ObjectiveTo detect expression of DTX2 molecule in colorectal cancer (CRC) tissues and investigate its clinical significances.MethodsOncomine and GEPIA databases were used to analyze the expression of DTX2 gene in CRC tissues and normal colorectal tissues, and online data of human protein atlas (HPA) was used to analyze the relationship between DTX2 protein expression and survival prognosis of patients with CRC. The expressions of DTX2 mRNA and protein were detected in the 55 cases of CRC tissues and corresponding paracancerous normal (PN) tissues by using qRT-PCR, Western blot, and immunohistochemistry methods, respectively. The correlations between the expression of DTX2 and the clinicopathologic characteristics were analyzed.Results① The data from Oncomine and GEPIA databases showed that the expression levels of DTX2 mRNA in the CRC tissues were significantly higher than those in the normal colorectal tissues (P<0.05); HPA online data analysis showed that the overall survival of CRC patients with low expression of DTX2 was better than that with high expression of DTX2 (P=0.009 8). ② The results of qRT-PCR and Western blot showed that the expression levels of DTX2 mRNA and protein in the CRC tissues were higher than those in the PN tissues (t=0.722, P<0.001; t=1.314, P<0.001); The results of immunohistochemical staining showed that the positive rate of DTX2 protein expression in the CRC tissues was higher than that in the PN tissues (χ2=0.899, P<0.001). The positive rate of DTX2 protein expression and the expression levels of DTX2 mRNA and protein were related to the depth of tumor invasion, lymph node metastasis, and TNM stage of CRC patients, that was, the deeper depth of tumor invasion, the more lymph node metastasis, and the later TNM stage, the higher positive rate of DTX2 protein expression, the higher expression levels of DTX2 mRNA and protein (P<0.05).ConclusionsDTX2 protein may be a novel biomarker for estimating progression of CRC. However, prognosis evaluation of DTX2 protein on CRC needs further clinical research.
The overexpression of C-erb B-2 oncogene in breast cancer was examined in 245 cases with immunohistochemical techniques.The results showed that:①Significant associations of C-erb B-2 overexpression with high histological grade (Ｐ＜0.05), positive axillary node status (Ｐ＜0.05)， advanced clinical stage (Ｐ＜0.05) and the absence of hormone receptor(Ｐ＜0.05) were identified in breast cancer.②Overexpression of C-erb B-2 oncogene was related with 5-year and 10-year survival rate, and considered as a prognostic factor for breast cancer independent of axillary node status. Detection of C-erb B-2 oncogene overexpression could be arranged as a regular pathological examination in breast cancer.Combined with axillary node and estrogen receptor, progestin receptor status, the results can be used in determining the prognosis and planing the treatment programme in breast cancer.
Objective To analyze the etiology trends, etiological characteristics treatment effects of endophthalmitis in 10 years which from 2000 to 2009 in our hospital. Methods 165 patients (172 eyes) of endophthalmitis in hospital from January 2000 to December 2009 were enrolled in this study. The patients included 122 males and 43 females. The median age was (39.0plusmn;23.7) years. The best visual acuity (BCVA) was non light perception in 16 eyes, light perception 0.05 in 135 eyes, ＞0.05 in 12 eyes. Nine children did not have visual acuity records. There were 141 patients (85.45%) with exogenous endophthalmitis which including 89 patients of trauma, 43 patients after intraocular surgery and nine others; 24 patients (14.55%) with endogenous endophthalmitis. 113 eyes were received intravitreal injection with vancomycin 0.1 ml (10 mg/ml). 152 eyes had pathogenic microorganisms culture records of aqueous humor or aqueous humor and vitreous. The positive records were given drug sensitivity test. The types of endophthalmitis, pathogenic microbial culture and drug sensitivity test results and treatment effects were analyzed. Software of SPSS was used for the clinical data statistical analysis in this study. Results Of 152 eyes with a record of aqueous/vitreous samples pathogenic bacteria culture, 42 eyes (27.63%) had a positive result. In which, 28 eyes showed positive in bacteria culture, 12 eyes was positive in fungus culture and two eyes had a positive in culture of fungus and bacteria growing. The culture positive rate was higher in exogenous endophthalmitis than that in endogenous endophthalmitis (chi;2=4.721 9,P=0.029 8).Most of the G+ positive bacteria were resistance to cephalosporin and quinolones except levofloxacin; but sensitive to vancomycin, rifampin and sulfamethoxazole. The intervention effect was more available for postoperative endophthalmitis than that for traumatic endophthalmitis and endogenous endophthalmitis, the difference was statistically significant（chi;2=38.941 3，P=0.000 0).The BCVA of 23 cases was ＞0.05 after the treatment, compared with before the treatment, the difference was statistically significant (chi;2=3.867 3,P=0.049 2).Compared the ratio of past five yearsprime; to that of recent five years, endogenous endophthalmitis was increased from 7.89% to 20.23% (chi;2=5.014 0，P=0.025 1); postoperative endophthalmitis decreased from 27.63% to 24.72%, and traumatic endophthalmitis decreased from 60.53% to 48.31%, other causes linked endophthalmitis raised from 3.95% to 6.74%. Conclusions In recent 10 years (from 2000 to 2009), the patients with endogenous endophthalmitis are growing. The positive rate of pathogenic agent culture is low, but the culture positive rate of the specimens from endogenous endophthalmitis is higher than that from exogenous endophthalmitis.The treatment was more available for postoperative endophthalmitis than that for other two types of endophthalmitis. The general visual prognosis is poor.
Objective To enhance survival rate and treatment effect for advanced gallbladder cancer (GBC). MethodsEighty cases of advanced GBC were treated surgically from January 1990 to June 2001.Seventyone cases had obstructive jaundice, 15 had palpable abdominal mass. Extended radical cholecystectomy was performed in 39 cases of advanced GBC in which the tumor invaded the surrounding organs or tissues but without distant metastasis. ResultsFollowup showed that the survival period was between 8 and 37 months (average 18.1 months), 1， 2 and 3year survival rates were 43.6%， 20.5% and 5.1% respectively. Palliative operations were performed in other 41 advanced GBC cases with distant metastasis. All of the patients died within one year. Conclusion This result suggests that extended radical cholecystectomy is effective for advanced GBC.
Objective To evaluate the markers which contribute to diagnosis and prognosis of thyroid neoplasm. Methods The references about thyroid markers in recent years were reviewed. Results CD26 and galectin-3 could be regarded as a simple, potent markers to differentiate thyroid carcinoma in preoperative diagnosis, CD97 was a specific marker for undifferentiated thyroid carcinoma and its metastasis, CD15 and telomerase could be used in fine-needle aspirate biopsy (FNAB) of thyroid mass, and to improve its diagnostic evaluation, RET/PTC was mainly expressed in thyroid medullary carcinoma, oncofetal fibronectin (oncFN) was specific to papillary and anaplastic carcinoma, thyroid peroxidase was used to identify benign and malignant thyroid tumor. Conclusion Although there are a lot of markers for thyroid neoplasm, but there is no marker which are completely specific to certain histotype of thyroid neoplasm at present.