A biomarker basing on radiomics for the prediction of overall survival in non-small cell lung cancer patients.

BACKGROUND: This study aimed at predicting the survival status on non-small cell lung cancer patients with the phenotypic radiomics features obtained from the CT images. METHODS: A total of 186 patients' CT images were used for feature extraction via Pyradiomics. The minority group was balanced via SMOTE method. The final dataset was randomized into training set (n = 223) and validation set (n = 75) with the ratio of 3:1. Multiple random forest models were trained applying hyperparameters grid search with 10-fold cross-validation using precision or recall as evaluation standard. Then a decision threshold was searched on the selected model. The final model was evaluated through ROC curve and prediction accuracy. RESULTS: From those segmented images of 186 patients, 1218 features were obtained via feature extraction. The preferred model was selected with recall as evaluation standard and the optimal decision threshold was set 0.56. The model had a prediction accuracy of 89.33% and the AUC score was 0.9296. CONCLUSION: A hyperparameters tuning random forest classifier had greater performance in predicting the survival status of non-small cell lung cancer patients, which could be taken for an automated classifier promising to stratify patients.

CircLDLR Promotes Papillary Thyroid Carcinoma Tumorigenicity by Regulating miR-637/LMO4 Axis.

BACKGROUND: Circular RNAs (circRNAs) have been reported to play important roles in the development and progression of papillary thyroid carcinoma (PTC). However, the function and molecular mechanism of circRNA low-density lipoprotein receptor (circLDLR) in the tumorigenesis of PTC remain unknown. RESULTS: In this study, circLDLR was found to be markedly upregulated in PTC tissues and cell lines, and knockdown of circLDLR inhibited PTC cell proliferation, migration, and invasion but induced apoptosis in vitro. Moreover, circLDLR acted as a sponge for miR-637, and miR-637 interference reversed the anticancer effects of circLDLR knockdown on PTC cells. LMO4 was verified to be a target of miR-637; LMO4 upregulation abolished miR-637 mediated inhibition of cell growth and metastasis in PTC. Additionally, circLDLR could indirectly modulate LMO4 via acting as a sponge of miR-637 in PTC cells. Besides that, xenograft analysis showed that circLDLR knockdown suppressed tumor growth in vivo via regulating LMO4 and miR-637. CONCLUSION: Taken together, these results demonstrated that circLDLR promoted PTC tumorigenesis through miR-637/LMO4 axis, which may provide a novel insight into the understanding of PTC tumorigenesis and be useful in developing potential targets for PTC treatment.

Assessment of lumbar paraspinal muscle activation using fMRI BOLD imaging and T2 mapping.

BACKGROUND: Our study aimed to investigate the feasibility of functional magnetic resonance imaging [blood oxygen level-dependent (BOLD) imaging and T2 mapping] in monitoring the activation of lumbar paraspinal muscles before and after exercise. METHODS: The ethics committee of the First Affiliated Hospital of Kunming Medical University approved our study. Both BOLD and T2 mapping of paraspinal muscles were performed in 50 healthy, young volunteers before and after upper-body extension exercises. The movement tasks included upper body flexion and extension using a simple Roman chair. Cross-sectional area (CSA), R2*, and T2 values were measured in various lower-back anatomical regions. The SPSS22.0 statistical software was used to analyze all the data. RESULTS: Post-exercise CSA and T2 values were higher than those recorded in the pre-exercise session for the three lower-back muscles that were evaluated (iliocostalis, longissimus, and multifidus) (P<0.01). However, R2* values of these muscles were significantly lower after exercise (P<0.01). A significant difference in the R2*, CSA, and T2 values of the iliocostalis occurred between males and females (P<0.05). No statistically significant differences were evident for R2*, CSA, and T2 of the lower-back muscles between L3 and L4 levels, or between the left and right sides. The total CSA of the iliocostalis was higher than that of the multifidus and longissimus (P<0.05). CONCLUSIONS: BOLD and T2 mapping are feasible non-invasive indirect assessments of lumbar paraspinal muscle activation before and after exercise.

[Relationship between clinical features and prognosis of highly pathogenic avian influenza A/H5N1 infection in humans in mainland China].

OBJECTIVE: To investigate the relationship between clinical features of patients with A/H5N1 infection and their prognosis in mainland China. METHODS: This study included 28 human cases with A/H5N1 infection in mainland China from October 2005 to May 2008. Data were collected and reviewed from hospital medical records and publishied papers. A database was built by EPIDATA 3.02 and statistical analyses were performed with SPSS 13.0. RESULTS: The median age of the 28 cases was 29 years (range 6-62), and 15 were females. Ten patients survived, and 18 died. The typically clinical manifestations of human influenza A/H5N1 infection included fever and lower respiratory infection. The numbers of peripheral white blood cells, lymphocytes and platelets in the survival and non-survival groups were (4.01 +/- 1.86) x 10(9)/L vs (5.1 +/- 2.9) x 10(9)/L, (1.09 +/- 0.49) x 10(9)/L vs (0.98 +/- 0.44) x 10(9)/L, and (116 +/- 39) x 10(9)/L vs (101 +/- 40) x 10(9)/L, respectively; the differences were not statistically significant between the 2 groups (P>0.05). There was also no statistically significant difference in the increased serum enzymes, such as aspartate aminotransferase [(173 +/- 246) U/L vs (272 +/- 263) U/L], lactate dehydrogenase [(1016 +/- 568) U/L vs (1512 +/- 1052) U/L], creatine kinase [(1099 +/- 1590) U/L vs (2534 +/- 4281) U/L] and MB isoenzyme of creatine kinase [(28 +/- 30) U/L vs (125 +/- 197) U/L] (P>0.05) between the survival and the non-survival groups. However, there was a statistically significant difference in the number of patients with an initial LDH level more than 8 fold of the normal value between the survival and the non-survival groups (none vs 6, P<0.05). All of the 28 cases developed bilateral multiple infiltrates and consolidation in chest radiographs. Acute respiratory distress syndrome occurred in 22 cases, 17 of them died. All the 9 patients with acute kidney injury died. Ten patients received antiviral treatment with oseltamivir, and 6 of them survived. There was a statistical difference in the time of initiating oseltamivir treatment between the survival and the non-survival cases [(6.5 +/- 3.0) d vs (11.8 +/- 3.3) d, Z = 3.70, P<0.05]. Broad spectrum antibiotics and corticosteroids were administered in all of the 28 cases. There was no statistical difference between the survival and the non-survival groups regarding to the corticosteroid treatment (P>0.05). CONCLUSIONS: Initial LDH level reaching more than 8 fold of the normal value suggests a poor prognosis for human H5N1 infection. Patients complicated with either ARDS or acute kidney injury had a higher risk of death. Early administration of effective antiviral agents might improve the prognosis and decrease case fatality.