Literature DB >> 29066719

Gene isoforms as expression-based biomarkers predictive of drug response in vitro.

Zhaleh Safikhani1,2, Petr Smirnov1, Kelsie L Thu1,3, Jennifer Silvester1,3, Nehme El-Hachem3, Rene Quevedo1,2, Mathieu Lupien1,2, Tak W Mak1,2,4, David Cescon1,4,5, Benjamin Haibe-Kains6,7,8,9.   

Abstract

Next-generation sequencing technologies have recently been used in pharmacogenomic studies to characterize large panels of cancer cell lines at the genomic and transcriptomic levels. Among these technologies, RNA-sequencing enable profiling of alternatively spliced transcripts. Given the high frequency of mRNA splicing in cancers, linking this feature to drug response will open new avenues of research in biomarker discovery. To identify robust transcriptomic biomarkers for drug response across studies, we develop a meta-analytical framework combining the pharmacological data from two large-scale drug screening datasets. We use an independent pan-cancer pharmacogenomic dataset to test the robustness of our candidate biomarkers across multiple cancer types. We further analyze two independent breast cancer datasets and find that specific isoforms of IGF2BP2, NECTIN4, ITGB6, and KLHDC9 are significantly associated with AZD6244, lapatinib, erlotinib, and paclitaxel, respectively. Our results support isoform expressions as a rich resource for biomarkers predictive of drug response.

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Year:  2017        PMID: 29066719      PMCID: PMC5655668          DOI: 10.1038/s41467-017-01153-8

Source DB:  PubMed          Journal:  Nat Commun        ISSN: 2041-1723            Impact factor:   14.919


  59 in total

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Journal:  Nucleic Acids Res       Date:  2002-01-01       Impact factor: 16.971

2.  Reproducible research: a bioinformatics case study.

Authors:  Robert Gentleman
Journal:  Stat Appl Genet Mol Biol       Date:  2005-01-11

3.  Transcripts of immunoglobulin germline mu: an amplified myeloid and B-lymphoid common gene program in various leukemias.

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4.  Beta 4 integrin amplifies ErbB2 signaling to promote mammary tumorigenesis.

Authors:  Wenjun Guo; Yuliya Pylayeva; Angela Pepe; Toshiaki Yoshioka; William J Muller; Giorgio Inghirami; Filippo G Giancotti
Journal:  Cell       Date:  2006-08-11       Impact factor: 41.582

5.  Transcript-level expression analysis of RNA-seq experiments with HISAT, StringTie and Ballgown.

Authors:  Mihaela Pertea; Daehwan Kim; Geo M Pertea; Jeffrey T Leek; Steven L Salzberg
Journal:  Nat Protoc       Date:  2016-08-11       Impact factor: 13.491

6.  Comparison and validation of genomic predictors for anticancer drug sensitivity.

Authors:  Simon Papillon-Cavanagh; Nicolas De Jay; Nehme Hachem; Catharina Olsen; Gianluca Bontempi; Hugo J W L Aerts; John Quackenbush; Benjamin Haibe-Kains
Journal:  J Am Med Inform Assoc       Date:  2013-01-26       Impact factor: 4.497

7.  Functional Genomic Landscape of Human Breast Cancer Drivers, Vulnerabilities, and Resistance.

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Journal:  Cell       Date:  2016-01-14       Impact factor: 41.582

8.  Identification of interaction partners and substrates of the cyclin A1-CDK2 complex.

Authors:  Sven Diederichs; Nicole Bäumer; Ping Ji; Stephan K Metzelder; Gregory E Idos; Thomas Cauvet; Wenbing Wang; Maria Möller; Sarah Pierschalski; Jörg Gromoll; Mark G Schrader; H Phillip Koeffler; Wolfgang E Berdel; Hubert Serve; Carsten Müller-Tidow
Journal:  J Biol Chem       Date:  2004-05-24       Impact factor: 5.157

9.  GENCODE: the reference human genome annotation for The ENCODE Project.

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Journal:  Genome Res       Date:  2012-09       Impact factor: 9.043

10.  Anticancer drug sensitivity prediction in cell lines from baseline gene expression through recursive feature selection.

Authors:  Zuoli Dong; Naiqian Zhang; Chun Li; Haiyun Wang; Yun Fang; Jun Wang; Xiaoqi Zheng
Journal:  BMC Cancer       Date:  2015-06-30       Impact factor: 4.430

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  23 in total

Review 1.  Machine learning approaches to drug response prediction: challenges and recent progress.

Authors:  George Adam; Ladislav Rampášek; Zhaleh Safikhani; Petr Smirnov; Benjamin Haibe-Kains; Anna Goldenberg
Journal:  NPJ Precis Oncol       Date:  2020-06-15

2.  TranscriptAchilles: a genome-wide platform to predict isoform biomarkers of gene essentiality in cancer.

Authors:  Fernando Carazo; Lucía Campuzano; Xabier Cendoya; Francisco J Planes; Angel Rubio
Journal:  Gigascience       Date:  2019-04-01       Impact factor: 6.524

3.  RNA Sequencing of the NCI-60: Integration into CellMiner and CellMiner CDB.

Authors:  William C Reinhold; Sudhir Varma; Margot Sunshine; Fathi Elloumi; Kwabena Ofori-Atta; Sunmin Lee; Jane B Trepel; Paul S Meltzer; James H Doroshow; Yves Pommier
Journal:  Cancer Res       Date:  2019-05-21       Impact factor: 12.701

4.  Platform-integrated mRNA isoform quantification.

Authors:  Jiao Sun; Jae-Woong Chang; Teng Zhang; Jeongsik Yong; Rui Kuang; Wei Zhang
Journal:  Bioinformatics       Date:  2020-04-15       Impact factor: 6.937

5.  Revisiting inconsistency in large pharmacogenomic studies.

Authors:  Zhaleh Safikhani; Petr Smirnov; Mark Freeman; Nehme El-Hachem; Adrian She; Quevedo Rene; Anna Goldenberg; Nicolai J Birkbak; Christos Hatzis; Leming Shi; Andrew H Beck; Hugo J W L Aerts; John Quackenbush; Benjamin Haibe-Kains
Journal:  F1000Res       Date:  2016-09-16

6.  Disruption of the anaphase-promoting complex confers resistance to TTK inhibitors in triple-negative breast cancer.

Authors:  K L Thu; J Silvester; M J Elliott; W Ba-Alawi; M H Duncan; A C Elia; A S Mer; P Smirnov; Z Safikhani; B Haibe-Kains; T W Mak; D W Cescon
Journal:  Proc Natl Acad Sci U S A       Date:  2018-01-29       Impact factor: 11.205

7.  Modulation of alternative splicing induced by paclitaxel in human lung cancer.

Authors:  Ziran Zhu; Dan Chen; Wenjing Zhang; Jinyao Zhao; Lili Zhi; Fang Huang; Haoyu Ji; Jinrui Zhang; Han Liu; Lijuan Zou; Yang Wang
Journal:  Cell Death Dis       Date:  2018-05-01       Impact factor: 8.469

8.  PATRI, a Genomics Data Integration Tool for Biomarker Discovery.

Authors:  G Ukmar; G E M Melloni; L Raddrizzani; P Rossi; S Di Bella; M R Pirchio; M Vescovi; A Leone; M Callari; M Cesarini; A Somaschini; G Della Vedova; M G Daidone; M Pettenella; A Isacchi; R Bosotti
Journal:  Biomed Res Int       Date:  2018-06-28       Impact factor: 3.411

Review 9.  Machine learning and feature selection for drug response prediction in precision oncology applications.

Authors:  Mehreen Ali; Tero Aittokallio
Journal:  Biophys Rev       Date:  2018-08-10

10.  Gα15 in early onset of pancreatic ductal adenocarcinoma.

Authors:  Giulio Innamorati; Thomas M Wilkie; Giorgio Malpeli; Salvatore Paiella; Silvia Grasso; Borislav Rusev; Biagio Eugenio Leone; Maria Teresa Valenti; Luca Dalle Carbonare; Samuele Cheri; Alice Giacomazzi; Marco Zanotto; Vanessa Guardini; Michela Deiana; Donato Zipeto; Michela Serena; Marco Parenti; Francesca Guzzi; Rita Teresa Lawlor; Giovanni Malerba; Antonio Mori; Giuseppe Malleo; Luca Giacomello; Roberto Salvia; Claudio Bassi
Journal:  Sci Rep       Date:  2021-07-21       Impact factor: 4.379

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