Literature DB >> 29236969

DaMiRseq-an R/Bioconductor package for data mining of RNA-Seq data: normalization, feature selection and classification.

Mattia Chiesa1, Gualtiero I Colombo1, Luca Piacentini1.   

Abstract

Summary: RNA-Seq is becoming the technique of choice for high-throughput transcriptome profiling, which, besides class comparison for differential expression, promises to be an effective and powerful tool for biomarker discovery. However, a systematic analysis of high-dimensional genomic data is a demanding task for such a purpose. DaMiRseq offers an organized, flexible and convenient framework to remove noise and bias, select the most informative features and perform accurate classification. Availability and implementation: DaMiRseq is developed for the R environment (R ≥ 3.4) and is released under GPL (≥2) License. The package runs on Windows, Linux and Macintosh operating systems and is freely available to non-commercial users at the Bioconductor open-source, open-development software project repository (https://bioconductor.org/packages/DaMiRseq/). In compliance with Bioconductor standards, the authors ensure stable package maintenance through software and documentation updates. Contact: luca.piacentini@ccfm.it. Supplementary information: Supplementary data are available at Bioinformatics online.

Entities:  

Mesh:

Year:  2018        PMID: 29236969     DOI: 10.1093/bioinformatics/btx795

Source DB:  PubMed          Journal:  Bioinformatics        ISSN: 1367-4803            Impact factor:   6.937


  16 in total

1.  Multimetric feature selection for analyzing multicategory outcomes of colorectal cancer: random forest and multinomial logistic regression models.

Authors:  Catherine H Feng; Mary L Disis; Chao Cheng; Lanjing Zhang
Journal:  Lab Invest       Date:  2021-09-18       Impact factor: 5.662

2.  Data mining of transcriptional biomarkers at different cotton fiber developmental stages.

Authors:  Uzma Khatoon; Priti Prasad; Rishi Kumar Verma; Samir V Sawant; Sumit K Bag
Journal:  Funct Integr Genomics       Date:  2022-07-05       Impact factor: 3.674

3.  Whole-Blood Transcriptional Profiles Enable Early Prediction of the Presence of Coronary Atherosclerosis and High-Risk Plaque Features at Coronary CT Angiography.

Authors:  Daniele Andreini; Eleonora Melotti; Chiara Vavassori; Mattia Chiesa; Luca Piacentini; Edoardo Conte; Saima Mushtaq; Martina Manzoni; Eleonora Cipriani; Paolo M Ravagnani; Antonio L Bartorelli; Gualtiero I Colombo
Journal:  Biomedicines       Date:  2022-06-02

4.  Immune Memory After Respiratory Infection With Streptococcus pneumoniae Is Revealed by in vitro Stimulation of Murine Splenocytes With Inactivated Pneumococcal Whole Cells: Evidence of Early Recall Responses by Transcriptomic Analysis.

Authors:  Isabelle Franco Moscardini; Francesco Santoro; Monica Carraro; Alice Gerlini; Fabio Fiorino; Chiara Germoni; Samaneh Gholami; Elena Pettini; Donata Medaglini; Francesco Iannelli; Gianni Pozzi
Journal:  Front Cell Infect Microbiol       Date:  2022-06-20       Impact factor: 6.073

5.  Gene-expression profiles of abdominal perivascular adipose tissue distinguish aortic occlusive from stenotic atherosclerotic lesions and denote different pathogenetic pathways.

Authors:  Gualtiero Ivanoe Colombo; José Pablo Werba; Luca Piacentini; Claudio Saccu; Elisa Bono; Elena Tremoli; Rita Spirito
Journal:  Sci Rep       Date:  2020-04-10       Impact factor: 4.379

6.  Diabetes Induces a Transcriptional Signature in Bone Marrow-Derived CD34+ Hematopoietic Stem Cells Predictive of Their Progeny Dysfunction.

Authors:  Yuri D'Alessandra; Mattia Chiesa; Vera Vigorelli; Veronica Ricci; Erica Rurali; Angela Raucci; Gualtiero Ivanoe Colombo; Giulio Pompilio; Maria Cristina Vinci
Journal:  Int J Mol Sci       Date:  2021-01-31       Impact factor: 5.923

7.  Pseudomonas aeruginosa transcriptome during human infection.

Authors:  Daniel M Cornforth; Justine L Dees; Carolyn B Ibberson; Holly K Huse; Inger H Mathiesen; Klaus Kirketerp-Møller; Randy D Wolcott; Kendra P Rumbaugh; Thomas Bjarnsholt; Marvin Whiteley
Journal:  Proc Natl Acad Sci U S A       Date:  2018-05-14       Impact factor: 11.205

8.  GARS: Genetic Algorithm for the identification of a Robust Subset of features in high-dimensional datasets.

Authors:  Mattia Chiesa; Giada Maioli; Gualtiero I Colombo; Luca Piacentini
Journal:  BMC Bioinformatics       Date:  2020-02-11       Impact factor: 3.169

9.  Pre-therapeutic efficacy of the CDK inhibitor dinaciclib in medulloblastoma cells.

Authors:  Marta Buzzetti; Sonia Morlando; Dimitrios Solomos; Ammara Mehmood; Alexander W I Cox; Mattia Chiesa; Yuri D'Alessandra; Michela Garofalo; Caroline H Topham; Gianpiero Di Leva
Journal:  Sci Rep       Date:  2021-03-08       Impact factor: 4.379

10.  The effects of aging on molecular modulators of human embryo implantation.

Authors:  Panagiotis Ntostis; Grace Swanson; Georgia Kokkali; David Iles; John Huntriss; Agni Pantou; Maria Tzetis; Konstantinos Pantos; Helen M Picton; Stephen A Krawetz; David Miller
Journal:  iScience       Date:  2021-06-19
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.