Literature DB >> 32124323

Immunedeconv: An R Package for Unified Access to Computational Methods for Estimating Immune Cell Fractions from Bulk RNA-Sequencing Data.

Gregor Sturm1, Francesca Finotello1, Markus List2.   

Abstract

Since the performance of in silico approaches for estimating immune-cell fractions from bulk RNA-seq data can vary, it is often advisable to compare results of several methods. Given numerous dependencies and differences in input and output format of the various computational methods, comparative analyses can become quite complex. This motivated us to develop immunedeconv, an R package providing uniform and user-friendly access to seven state-of-the-art computational methods for deconvolution of cell-type fractions from bulk RNA-seq data. Here, we show how immunedeconv can be installed and applied to a typical dataset. First, we give an example for obtaining cell-type fractions using quanTIseq. Second, we show how dimensionless scores produced by MCP-counter can be used for cross-sample comparisons. For each of these examples, we provide R code illustrating how immunedeconv results can be summarized graphically.

Entities:  

Keywords:  Benchmark; Cell-type deconvolution; Comparative analyses; Immuno-oncology; R package

Mesh:

Year:  2020        PMID: 32124323     DOI: 10.1007/978-1-0716-0327-7_16

Source DB:  PubMed          Journal:  Methods Mol Biol        ISSN: 1064-3745


  27 in total

1.  TISMO: syngeneic mouse tumor database to model tumor immunity and immunotherapy response.

Authors:  Zexian Zeng; Cheryl J Wong; Lin Yang; Nofal Ouardaoui; Dian Li; Wubing Zhang; Shengqing Gu; Yi Zhang; Yang Liu; Xiaoqing Wang; Jingxin Fu; Liye Zhou; Boning Zhang; Sarah Kim; Kathleen B Yates; Myles Brown; Gordon J Freeman; Ravindra Uppaluri; Robert Manguso; X Shirley Liu
Journal:  Nucleic Acids Res       Date:  2022-01-07       Impact factor: 16.971

2.  Wilms Tumor 1-Associated Protein Expression Is Linked to a T-Cell-Inflamed Phenotype in Pancreatic Cancer.

Authors:  Ji-Li Xu
Journal:  Dig Dis Sci       Date:  2022-07-20       Impact factor: 3.487

3.  Prediction of Adrenocortical Carcinoma Relapse and Prognosis with a Set of Novel Multigene Panels.

Authors:  Xiaozeng Lin; Yan Gu; Yingying Su; Ying Dong; Pierre Major; Anil Kapoor; Damu Tang
Journal:  Cancers (Basel)       Date:  2022-06-05       Impact factor: 6.575

4.  A Systematic Pan-Cancer Analysis of CASP3 as a Potential Target for Immunotherapy.

Authors:  Zheng Zhou; Shiying Xu; Liehao Jiang; Zhuo Tan; Jiafeng Wang
Journal:  Front Mol Biosci       Date:  2022-04-29

5.  Identification of an Amino Acid Metabolism Signature Participating in Immunosuppression in Ovarian Cancer.

Authors:  Hanlin Yang; Dan Zi
Journal:  Evid Based Complement Alternat Med       Date:  2022-06-22       Impact factor: 2.650

6.  A Bioinformatic Analysis: The Overexpression and Prognostic Potential of GPX7 in Lower-Grade Glioma.

Authors:  Qianqian Zhao; Luyu Zhang; Yingying Wang; Ye Sun; Tianpei Wang; Jingjing Cao; Meng Qi; Xiaoping Du; Zengrun Xia; Rongqiang Zhang; Yin Yang
Journal:  Int J Gen Med       Date:  2022-04-21

7.  Cross-Site Concordance Evaluation of Tumor DNA and RNA Sequencing Platforms for the CIMAC-CIDC Network.

Authors:  Zexian Zeng; Jingxin Fu; Carrie Cibulskis; Aashna Jhaveri; Curtis Gumbs; Biswajit Das; Beatriz Sanchez-Espiridion; Sylvie Janssens; Daoud Meerzaman; Magdalena Thurin; Andrew Futreal; Chris Karlovich; Stacey B Gabriel; Ignacio Ivan Wistuba; X Shirley Liu; Catherine J Wu; Len Taing; Jin Wang; James Lindsay; Tomas Vilimas; Jianhua Zhang; Collin Tokheim; Avinash Sahu; Peng Jiang; Chunhua Yan; Dzifa Yawa Duose; Ethan Cerami; Li Chen; David Cohen; Qingrong Chen; Rebecca Enos; Xin Huang; Jack J Lee; Yang Liu; Donna S Neuberg; Cu Nguyen; Candace Patterson; Sharmistha Sarkar; Sachet Shukla; Ming Tang; Junko Tsuji; Mohamed Uduman; Xiaoman Wang; Jason L Weirather; Jijun Yu; Joyce Yu; Jianjun Zhang; Jiexin Zhang
Journal:  Clin Cancer Res       Date:  2020-12-15       Impact factor: 12.531

8.  Integrative Analysis of Neuregulin Family Members-Related Tumor Microenvironment for Predicting the Prognosis in Gliomas.

Authors:  Wei-Jiang Zhao; Guan-Yong Ou; Wen-Wen Lin
Journal:  Front Immunol       Date:  2021-05-13       Impact factor: 7.561

9.  Unsupervised Hierarchical Clustering Identifies Immune Gene Subtypes in Gastric Cancer.

Authors:  Jing Cao; Jiao Gong; Xinhua Li; Zhaoxia Hu; Yingjun Xu; Hong Shi; Danyang Li; Guangjian Liu; Yusheng Jie; Bo Hu; Yutian Chong
Journal:  Front Pharmacol       Date:  2021-06-24       Impact factor: 5.810

10.  Pan-cancer analysis indicates that MYBL2 is associated with the prognosis and immunotherapy of multiple cancers as an oncogene.

Authors:  Xingjie Chen; Yalin Lu; Hao Yu; Kangjie Du; Yu Zhang; Yang Nan; Qiang Huang
Journal:  Cell Cycle       Date:  2021-09-29       Impact factor: 5.173

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