To solve the complex interaction problems of hepatitis disease classification, we proposed a lasso method (least absolute shrinkage and selection operator method) with feature interaction. First, lasso penalized function and hierarchical convex constraint were added to the interactive model which is newly defined. Then the model was solved with the convex optimal method combining Karush-Kuhn-Tucker (KKT) condition with generalized gradient descent. Finally, the sparse solution of the main effect features and interactive features were derived, and the classification model was implemented. The experiments were performed on two liver data sets and proved that features interaction contributed to the classification of liver diseases. The experimental results showed that the feature interaction lasso method was of strong explanatory ability, and its effectiveness and efficiency were superior to those of lasso, of all pair-wise lasso, support vector machine (SVM) method, K nearest neighbor (KNN) method, linear discriminant analysis (LDA) classification method, etc.
ObjectiveTo systematically review the correlation between DNMT3a mutation and peripheral blood cell count on the time of diagnosis for adult primary acute myeloid leukemia (AML). MethodsLiterature search in the databases such as PubMed, ScienceDirect, EBSCO, Web of Science, CNKI, VIP and WanFang Data was performed to collect the case-control studies about the correlation between the DNMT3a mutations and adult AML up to December 2012. Two reviewers independently screened the literature according to the inclusion and exclusion criteria, extracted the data, and assessed the methodological quality of the included studies, and then RevMan 5.0 software was conducting for metaanalysis. ResultsA total of 10 studies involving 2 704 patients were included. The results of meta-analyses showed that:the levels of peripheral blood WBC, HGB and PLT of the DNMT3a-mutated group were significantly higher than those of the DNMT3a-wildtype group for the initial visit of adult primary AML patients (all P values < 0.05). ConclusionThe peripheral blood cell counts of the DNMT3a-mutated group are higher than those of the DNMT3a-wildtype group for the initial visit of adult primary AML patients, indicating DNMT3a mutation might contribute to promote cell proliferation, and this helps us better understand the role of DNMT3a mutation in the development of AML.