Literature DB >> 26084335

Single-cell mRNA sequencing identifies subclonal heterogeneity in anti-cancer drug responses of lung adenocarcinoma cells.

Kyu-Tae Kim1,2, Hye Won Lee3,4,5, Hae-Ock Lee6,7, Sang Cheol Kim8, Yun Jee Seo9,10, Woosung Chung11,12, Hye Hyeon Eum13,14, Do-Hyun Nam15,16,17, Junhyong Kim18,19, Kyeung Min Joo20,21,22, Woong-Yang Park23,24,25.   

Abstract

BACKGROUND: Intra-tumoral genetic and functional heterogeneity correlates with cancer clinical prognoses. However, the mechanisms by which intra-tumoral heterogeneity impacts therapeutic outcome remain poorly understood. RNA sequencing (RNA-seq) of single tumor cells can provide comprehensive information about gene expression and single-nucleotide variations in individual tumor cells, which may allow for the translation of heterogeneous tumor cell functional responses into customized anti-cancer treatments.
RESULTS: We isolated 34 patient-derived xenograft (PDX) tumor cells from a lung adenocarcinoma patient tumor xenograft. Individual tumor cells were subjected to single cell RNA-seq for gene expression profiling and expressed mutation profiling. Fifty tumor-specific single-nucleotide variations, including KRAS(G12D), were observed to be heterogeneous in individual PDX cells. Semi-supervised clustering, based on KRAS(G12D) mutant expression and a risk score representing expression of 69 lung adenocarcinoma-prognostic genes, classified PDX cells into four groups. PDX cells that survived in vitro anti-cancer drug treatment displayed transcriptome signatures consistent with the group characterized by KRAS(G12D) and low risk score.
CONCLUSIONS: Single-cell RNA-seq on viable PDX cells identified a candidate tumor cell subgroup associated with anti-cancer drug resistance. Thus, single-cell RNA-seq is a powerful approach for identifying unique tumor cell-specific gene expression profiles which could facilitate the development of optimized clinical anti-cancer strategies.

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Year:  2015        PMID: 26084335      PMCID: PMC4506401          DOI: 10.1186/s13059-015-0692-3

Source DB:  PubMed          Journal:  Genome Biol        ISSN: 1474-7596            Impact factor:   13.583


  65 in total

1.  Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles.

Authors:  Aravind Subramanian; Pablo Tamayo; Vamsi K Mootha; Sayan Mukherjee; Benjamin L Ebert; Michael A Gillette; Amanda Paulovich; Scott L Pomeroy; Todd R Golub; Eric S Lander; Jill P Mesirov
Journal:  Proc Natl Acad Sci U S A       Date:  2005-09-30       Impact factor: 11.205

2.  Patient-derived xenografts from non-small cell lung cancer brain metastases are valuable translational platforms for the development of personalized targeted therapy.

Authors:  Hye Won Lee; Jung-Il Lee; Se Jeong Lee; Hyun Jung Cho; Hye Jin Song; Da Eun Jeong; Yun Jee Seo; Sang Shin; Je-Gun Joung; Yong-Jun Kwon; Yoon-La Choi; Woong-Yang Park; Hyun Moo Lee; Ho Jun Seol; Young Mog Shim; Kyeung Min Joo; Do-Hyun Nam
Journal:  Clin Cancer Res       Date:  2014-12-30       Impact factor: 12.531

3.  Clonal competition with alternating dominance in multiple myeloma.

Authors:  Jonathan J Keats; Marta Chesi; Jan B Egan; Victoria M Garbitt; Stephen E Palmer; Esteban Braggio; Scott Van Wier; Patrick R Blackburn; Angela S Baker; Angela Dispenzieri; Shaji Kumar; S Vincent Rajkumar; John D Carpten; Michael Barrett; Rafael Fonseca; A Keith Stewart; P Leif Bergsagel
Journal:  Blood       Date:  2012-04-12       Impact factor: 22.113

4.  Dynamics of genomic clones in breast cancer patient xenografts at single-cell resolution.

Authors:  Peter Eirew; Adi Steif; Jaswinder Khattra; Gavin Ha; Damian Yap; Hossein Farahani; Karen Gelmon; Stephen Chia; Colin Mar; Adrian Wan; Emma Laks; Justina Biele; Karey Shumansky; Jamie Rosner; Andrew McPherson; Cydney Nielsen; Andrew J L Roth; Calvin Lefebvre; Ali Bashashati; Camila de Souza; Celia Siu; Radhouane Aniba; Jazmine Brimhall; Arusha Oloumi; Tomo Osako; Alejandra Bruna; Jose L Sandoval; Teresa Algara; Wendy Greenwood; Kaston Leung; Hongwei Cheng; Hui Xue; Yuzhuo Wang; Dong Lin; Andrew J Mungall; Richard Moore; Yongjun Zhao; Julie Lorette; Long Nguyen; David Huntsman; Connie J Eaves; Carl Hansen; Marco A Marra; Carlos Caldas; Sohrab P Shah; Samuel Aparicio
Journal:  Nature       Date:  2014-11-26       Impact factor: 49.962

Review 5.  Basic mechanisms of therapeutic resistance to radiation and chemotherapy in lung cancer.

Authors:  Henning Willers; Christopher G Azzoli; Wil L Santivasi; Fen Xia
Journal:  Cancer J       Date:  2013 May-Jun       Impact factor: 3.360

6.  Three-gene prognostic classifier for early-stage non small-cell lung cancer.

Authors:  Suzanne K Lau; Paul C Boutros; Melania Pintilie; Fiona H Blackhall; Chang-Qi Zhu; Dan Strumpf; Michael R Johnston; Gail Darling; Shaf Keshavjee; Thomas K Waddell; Ni Liu; Davina Lau; Linda Z Penn; Frances A Shepherd; Igor Jurisica; Sandy D Der; Ming-Sound Tsao
Journal:  J Clin Oncol       Date:  2007-12-10       Impact factor: 44.544

7.  Mapping the hallmarks of lung adenocarcinoma with massively parallel sequencing.

Authors:  Marcin Imielinski; Alice H Berger; Peter S Hammerman; Bryan Hernandez; Trevor J Pugh; Eran Hodis; Jeonghee Cho; James Suh; Marzia Capelletti; Andrey Sivachenko; Carrie Sougnez; Daniel Auclair; Michael S Lawrence; Petar Stojanov; Kristian Cibulskis; Kyusam Choi; Luc de Waal; Tanaz Sharifnia; Angela Brooks; Heidi Greulich; Shantanu Banerji; Thomas Zander; Danila Seidel; Frauke Leenders; Sascha Ansén; Corinna Ludwig; Walburga Engel-Riedel; Erich Stoelben; Jürgen Wolf; Chandra Goparju; Kristin Thompson; Wendy Winckler; David Kwiatkowski; Bruce E Johnson; Pasi A Jänne; Vincent A Miller; William Pao; William D Travis; Harvey I Pass; Stacey B Gabriel; Eric S Lander; Roman K Thomas; Levi A Garraway; Gad Getz; Matthew Meyerson
Journal:  Cell       Date:  2012-09-14       Impact factor: 41.582

8.  GSEA-P: a desktop application for Gene Set Enrichment Analysis.

Authors:  Aravind Subramanian; Heidi Kuehn; Joshua Gould; Pablo Tamayo; Jill P Mesirov
Journal:  Bioinformatics       Date:  2007-07-20       Impact factor: 6.937

9.  GSVA: gene set variation analysis for microarray and RNA-seq data.

Authors:  Sonja Hänzelmann; Robert Castelo; Justin Guinney
Journal:  BMC Bioinformatics       Date:  2013-01-16       Impact factor: 3.169

10.  Tracking genomic cancer evolution for precision medicine: the lung TRACERx study.

Authors:  Mariam Jamal-Hanjani; Alan Hackshaw; Yenting Ngai; Jacqueline Shaw; Caroline Dive; Sergio Quezada; Gary Middleton; Elza de Bruin; John Le Quesne; Seema Shafi; Mary Falzon; Stuart Horswell; Fiona Blackhall; Iftekhar Khan; Sam Janes; Marianne Nicolson; David Lawrence; Martin Forster; Dean Fennell; Siow-Ming Lee; Jason Lester; Keith Kerr; Salli Muller; Natasha Iles; Sean Smith; Nirupa Murugaesu; Richard Mitter; Max Salm; Aengus Stuart; Nik Matthews; Haydn Adams; Tanya Ahmad; Richard Attanoos; Jonathan Bennett; Nicolai Juul Birkbak; Richard Booton; Ged Brady; Keith Buchan; Arrigo Capitano; Mahendran Chetty; Mark Cobbold; Philip Crosbie; Helen Davies; Alan Denison; Madhav Djearman; Jacki Goldman; Tom Haswell; Leena Joseph; Malgorzata Kornaszewska; Matthew Krebs; Gerald Langman; Mairead MacKenzie; Joy Millar; Bruno Morgan; Babu Naidu; Daisuke Nonaka; Karl Peggs; Catrin Pritchard; Hardy Remmen; Andrew Rowan; Rajesh Shah; Elaine Smith; Yvonne Summers; Magali Taylor; Selvaraju Veeriah; David Waller; Ben Wilcox; Maggie Wilcox; Ian Woolhouse; Nicholas McGranahan; Charles Swanton
Journal:  PLoS Biol       Date:  2014-07-08       Impact factor: 8.029

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  112 in total

1.  Advances in Tumor Sampling and Sequencing in Breast Cancer and their Application in Precision Diagnostics and Therapeutics.

Authors:  Amos Chungwon Lee; Han-Byoel Lee; Huiran Yeom; Seo Woo Song; Su Deok Kim; Ahyoun Choi; Sumin Lee; Yongju Lee; Wonshik Han; Sunghoon Kwon
Journal:  Adv Exp Med Biol       Date:  2021       Impact factor: 2.622

2.  Pan-cancer transcriptomic analysis dissects immune and proliferative functions of APOBEC3 cytidine deaminases.

Authors:  Joseph C F Ng; Jelmar Quist; Anita Grigoriadis; Michael H Malim; Franca Fraternali
Journal:  Nucleic Acids Res       Date:  2019-02-20       Impact factor: 16.971

3.  Deciphering intra-tumor heterogeneity of lung adenocarcinoma confirms that dominant, branching, and private gene mutations occur within individual tumor nodules.

Authors:  Giuseppe Pelosi; Alessio Pellegrinelli; Alessandra Fabbri; Elena Tamborini; Federica Perrone; Giulio Settanni; Adele Busico; Benedetta Picciani; Maria Adele Testi; Lucia Militti; Patrick Maisonneuve; Barbara Valeri; Angelica Sonzogni; Claudia Proto; Marina Garassino; Filippo De Braud; Ugo Pastorino
Journal:  Virchows Arch       Date:  2016-04-07       Impact factor: 4.064

4.  Single-Cell Sequencing and Organoids: A Powerful Combination for Modelling Organ Development and Diseases.

Authors:  Yuebang Yin; Peng-Yu Liu; Yinghua Shi; Ping Li
Journal:  Rev Physiol Biochem Pharmacol       Date:  2021       Impact factor: 5.545

Review 5.  Evolutionary scalpels for dissecting tumor ecosystems.

Authors:  Daniel I S Rosenbloom; Pablo G Camara; Tim Chu; Raul Rabadan
Journal:  Biochim Biophys Acta Rev Cancer       Date:  2016-12-05       Impact factor: 10.680

Review 6.  Cancer transcriptome profiling at the juncture of clinical translation.

Authors:  Marcin Cieślik; Arul M Chinnaiyan
Journal:  Nat Rev Genet       Date:  2017-12-27       Impact factor: 53.242

Review 7.  Single-Cell Genomics: Approaches and Utility in Immunology.

Authors:  Karlynn E Neu; Qingming Tang; Patrick C Wilson; Aly A Khan
Journal:  Trends Immunol       Date:  2017-01-13       Impact factor: 16.687

Review 8.  Single-Cell Techniques and Deep Learning in Predicting Drug Response.

Authors:  Zhenyu Wu; Patrick J Lawrence; Anjun Ma; Jian Zhu; Dong Xu; Qin Ma
Journal:  Trends Pharmacol Sci       Date:  2020-11-02       Impact factor: 14.819

9.  Single-cell RNA sequencing reveals developmental heterogeneity among early lymphoid progenitors.

Authors:  Llucia Alberti-Servera; Lilly von Muenchow; Panagiotis Tsapogas; Giuseppina Capoferri; Katja Eschbach; Christian Beisel; Rhodri Ceredig; Robert Ivanek; Antonius Rolink
Journal:  EMBO J       Date:  2017-10-13       Impact factor: 11.598

10.  Gene expression variability and the analysis of large-scale RNA-seq studies with the MDSeq.

Authors:  Di Ran; Z John Daye
Journal:  Nucleic Acids Res       Date:  2017-07-27       Impact factor: 16.971

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