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.
【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.
Objective To study the relationship between expression of nm23, CD44 in gastric carcinoma and lymph-node metastasis and prognosis. Methods Expression of nm 23, CD44H and CD44V6 in 105 cases of gastric carcinoma were assayed by immunohistochemistry. Among them, 59 cases were followed up. Results The incidences of nm23, CD44H and CD44V6 protein positivity in gastric carcinoma were 44.8%, 54.3% and 48.6% respectively. The positive expression of nm23, CD44V6 protein in human gastric carcinoma tissues was related to the differentiation, depth of invasion, TNM stage and prognosis (P<0.05), but expression of CD44H was not correlated with other clinicopathologic indices. The reactivity to these three antibodies were correlate with metastasis of lymph nodes (P<0.01 for CD44V6 and P<0.05 for nm23, CD44H). Conclusion Expression of the standard form of CD44 (CD44H) might be useful in observing the progression of the disease, wile CD44V6 and nm23 hold promise as a prognostic indicator.
Objective To study the factors affecting the prognosis of vitrectomy in mechanically injured eyes. Methods One hundred and thirty-Seven eyes undergone vitrectomy were in cluded.Recorded to EPIINFO data base were visual acuity (VA) immediately after injury,type and location of injury,the interval from injury to surgical intervention,retinal detachment,basic surgical maneuvers,proliferative vitreo-retinopathy (PVR),stage of trauma,complications,final VA,and final retinal status.Data were analyzed by SAS. Results We got anatomic success in 107 eyes (75.9%).Final VA of 74 eyes (54.1%) were better than 0.02.Multiple-variable analysis showed that the factors significantly affecting prognosis of vitrectomied eyes of mechanical injury were retinal detachment (RD) before surgery,delay of surgical intervention,complexity of surgical maneuvers,complications after surgery. Conclusions RD before surgery,delayed surgical intervention,complexity of surgery and post vitrectomy complications are the most important factors contributing to the poor prognosis of VA and failure of surgery. (Chin J Ocul Fundus Dis,2000,16:139-212)
目的:分析重型颅脑损伤患者早期进入ICU进行监护和治疗对预后的影响。方法: 将重型颅脑损伤患者根据是否直接进入ICU分为研究组和对照组,评价3月后患者神经功能和死亡率。结果: 与对照组比较,研究组死亡率更低,3月后ADL分级法生存质量良好率也显著更高。结论: 重型颅脑损伤患者早期进入ICU监护和治疗,可降低术后病死率,改善生存质量。
ObjectiveTo analyze the expression of cold-induced RNA-binding protein (CIRBP) in lung adenocarcinoma and its clinical significance based on bioinformatics, in order to provide a new direction for the study of therapeutic targets for lung adenocarcinoma.MethodsThe CIRBP gene expression data and patient clinical information data in lung adenocarcinoma tissues and adjacent tissues were downloaded from The Cancer Genome Atlas and Gene Expression Omnibus databases. The expression of CIRBP in lung adenocarcinoma was analyzed. Furthermore, its relationship with clinicopathological features and prognosis in patients with lung adenocarcinoma was analyzed. GO and KEGG enrichment analysis were carried out for the screened genes. The CIRBP protein interaction network was constructed by STRING, and the correlation analysis was carried out using the GEPIA online website.ResultsThe expression level of CIRBP gene in lung adenocarcinoma tissues was significantly lower than that in adjacent tissues (P<0.01), and its expression level was correlated with T stage and N stage in clinicopathological features. The prognosis of patients with high CIRBP expression in lung adenocarcinoma was significantly better than that with low CIRBP expression. Univariate and multivariate Cox regression analysis showed that CIRBP was an independent prognostic factor in patients with lung adenocarcinoma. GO functional annotation showed its enrichment in organelle fission, nuclear fission, chromosome separation, and DNA replication, etc. KEGG analysis showed that it was mainly involved in cell cycle and DNA replication. Protein interaction network and GEPIA online analysis showed that the expression level of CIRBP was negatively correlated with the expression level of cyclin B2.ConclusionCIRBP gene is down-regulated in lung adenocarcinoma tissues, and its expression level is closely related to patient prognosis. CIRBP gene may be a potential therapeutic target and prognostic marker for lung adenocarcinoma.
ObjectiveTo study the expression of matrilysin in gastric cancer and to evaluate the correlation between its expression and invasion, metastasis, and prognosis. MethodsA total of 52 patients with gastric cancer were selected and followed up. The expressions of matrilysin in gastric primary focus, normal gastric mucosa, and metastatic lymph nodes were examined by reverse transcriptionpolymerase chain reaction (RT-PCR), Western blot, and immunohistochemistry, respectively. The correlations between matrilysin expression and tumor invasion, metastasis, and prognosis were assessed. ResultsThe expressions of matrilysin in gastric primary focus and metastatic lymph nodes significantly increased, while decreased or loss in normal gastric mucosa (Plt;0.001). The higher concordance was seen between the levels of mRNA and protein (Plt;0.001). Among patients with infiltrating type, penetrated serosa, area of serosa involved more than 20 cm2, and metastatic lymph nodes more than 7, the expression of matrilysin was significantly higher (Plt;0.01). The survival rate of patients with matrilysin higher expression (34.1%) was significantly lower than that with matrilysin lower expression (55.6%), χ2=9.778, P=0.002. Conclusions Up-regulated expression of matrilysin plays an important role in tumor invasion, metastasis, and poor prognosis, and it is a good molecular marker to reflect the biological behaviors of gastric cancer.
Abstract:Objective To investigate the clinicopathological features and prognostic aspect of basaloid squamous carcinoma (BSC). Methods From July 2000 to May 2003, the clinical data of 1 257 documented cases that underwent potentially curative resection on esophageal carcinoma in our department were retrospectively analysed, and 18 cases of BSC (BSC group) were detected. And 54 cases of typical squamous carcinoma of esophagus(ESC) were randomly selected as control (ESC group), to analyse the clinicopathological and prognostic parameters of BSC patients. Results The age of BSC group patients was higher than that of ESC group (61. 56 ± 7. 62 years vs. 56.11± 10. 58 years; t=-2. 012,P=0. 048), and the ratio of T4 stage was much higher than that in ESC group (27.8% vs. 5.6%;x2= 6. 750, P= 0. 020). The follow-up showed that, comparing with ESC group, the ratio of metastasis was higher(62.5% vs. 25.0%, P=0. 047), and mean survival time(P〈0.05) was significantly shorter in patients of BSC group after curative resection. There were no statisticaly differences in patient gender (P = 0. 494), or ratio of recurrence (P=0. 887) between two groups. Conclusion The BSC is a rare carcinoma involving esophagus, which occurs in elder patients. Both invasiveness and metastasis of BSC are more usual than those of typical ESC.
ObjectiveTo compare the clinicopathological characteristics of breast invasive micropapillary carcinoma (IMPC) with different composition ratios, and analyze the relationship between proportion of micropapillary carcinoma components and the prognosis of IMPC. Methods The related data of 121 patients with invasive ductal carcinoma (IDC) complicated with IMPC who were treated in the Department of Breast Surgery, Affiliated Hospital of Southwest Medical University from August 2016 to August 2020 were collected. With micropapillary carcinoma accounting for 50%, the patients were divided into IMPC <50% group and IMPC ≥50% group. The correlation between related clinicopathological features and prognosis of patients was analyzed. Results There were 85 patients in the IMPC <50% group and 36 patients in the IMPC ≥50% group. The analysis results showed that there was no significant differences between the two groups in menstrual status, histological grade, molecular typing, TNM stage, age, immunohistochemical expression, neoadjuvant therapy, nerve invasion, nipple invasion, and skin invasion (P>0.05). The rate of lymphatic vessel invasion (LVI) in the IMPC ≥50% group was 83.33% (30/36), which was significantly higher than 61.18% (52/85) in the IMPC <50% group, and the difference between the two groups was statistically significant (χ2=5.684, P=0.017). Kaplan-Meier survival curve was drawn, and the analysis results showed that the 3-year cumulative disease-free survival (DFS) of IMPC patients was correlated with the number of lymph node metastasis and LVI (P<0.05). And with the estrogen receptor, progesterone receptor, human epidermal growth factor receptor 2, Ki-67, molecular typing, proportion of micropapillary carcinoma components and histological grade were unrelated (P>0.05). The results of multivariate Cox risk regression analysis showed that the number of lymph node metastases and LVI were independent prognostic factors affecting DFS in patients. Conclusions When the proportion of IMPC component is ≥50%, the LVI rate of tumor is higher than that of IMPC component <50%. The number of lymph node metastasis and LVI are independent prognostic factors affecting DFS in IMPC patients.