Tumour heterogeneity and metastasis at single-cell resolution.
TLDR
Recent advances in single-cell technologies are reviewed and discussed in detail how they can be leveraged to understand tumour heterogeneity and metastasis.Abstract:
Tumours comprise a heterogeneous collection of cells with distinct genetic and phenotypic properties that can differentially promote progression, metastasis and drug resistance. Emerging single-cell technologies provide a new opportunity to profile individual cells within tumours and investigate what roles they play in these processes. This Review discusses key technological considerations for single-cell studies in cancer, new findings using single-cell technologies and critical open questions for future applications.read more
Citations
More filters
SF-010-4 Distant metastasis occurs late during the genetic evolution of pancreatic cancer
TL;DR: A quantitative analysis of the timing of the genetic evolution of pancreatic cancer was performed, indicating at least a decade between the occurrence of the initiating mutation and the birth of the parental, non-metastatic founder cell.
Dissecting the multicellular ecosystem of metastatic melanoma by single-cell RNA-seq
Itay Tirosh,Benjamin Izar,Daniel J. Treacy,John J. Trombetta,Asaf Rotem,Christopher Rodman,Christine G. Lian,George F. Murphy,Mohammad Fallahi-Sichani,Ken Dutton-Regester,Jia-Ren Lin,Ofir Cohen,Parin Shah,Diana Lu,Alexandra-Chloé Villani,Aleksandr Andreev,E.M. Van Allen,Monica M. Bertagnolli,Peter K. Sorger,Ryan J. Sullivan,Keith T. Flaherty,Dennie T. Frederick,Judit Jané-Valbuena,Orit Rozenblatt-Rosen,Sanjay M. Prakadan,Marc H. Wadsworth,Alex S. Genshaft,Travis K. Hughes,Carly G. K. Ziegler,Samuel W. Kazer,Alethe Gaillard de Saint Germain,Kellie E. Kolb,Cory M. Johannessen,Clifford H. Yoon,Alex K. Shalek,Aviv Regev,Levi A. Garraway +36 more
TL;DR: Tirosh et al. as discussed by the authors applied single-cell RNA sequencing (RNA-seq) to 4645 single cells isolated from 19 patients, profiling malignant, immune, stromal, and endothelial cells.
Journal ArticleDOI
Molecular principles of metastasis: a hallmark of cancer revisited
Jawad Fares,Jawad Fares,Mohamad Y. Fares,Mohamad Y. Fares,Hussein H. Khachfe,Hussein H. Khachfe,Hamza A. Salhab,Hamza A. Salhab,Youssef Fares +8 more
TL;DR: The authors explore the recent advancements in the field of metastasis and highlight the latest insights that contribute to shaping this hallmark of cancer.
Journal ArticleDOI
Eleven grand challenges in single-cell data science
David Lähnemann,David Lähnemann,Johannes Köster,Johannes Köster,Ewa Szczurek,Davis J. McCarthy,Davis J. McCarthy,Stephanie C. Hicks,Mark D. Robinson,Catalina A. Vallejos,Catalina A. Vallejos,Kieran R Campbell,Kieran R Campbell,Niko Beerenwinkel,Niko Beerenwinkel,Ahmed Mahfouz,Ahmed Mahfouz,Luca Pinello,Luca Pinello,Pavel Skums,Alexandros Stamatakis,Alexandros Stamatakis,Camille Stephan Otto Attolini,Samuel Aparicio,Samuel Aparicio,Jasmijn A. Baaijens,Marleen Balvert,Marleen Balvert,Buys de Barbanson,Antonio Cappuccio,Giacomo Corleone,Bas E. Dutilh,Bas E. Dutilh,Maria Florescu,Victor Guryev,Rens Holmer,Katharina Jahn,Katharina Jahn,Thamar Jessurun Lobo,Emma M. Keizer,Indu Khatri,Szymon M. Kielbasa,Jan O. Korbel,Alexey M. Kozlov,Tzu Hao Kuo,Boudewijn P. F. Lelieveldt,Boudewijn P. F. Lelieveldt,Ion I. Mandoiu,John C. Marioni,John C. Marioni,John C. Marioni,Tobias Marschall,Tobias Marschall,Felix Mölder,Amir Niknejad,Lukasz Raczkowski,Marcel J. T. Reinders,Marcel J. T. Reinders,Jeroen de Ridder,Antoine-Emmanuel Saliba,Antonios Somarakis,Oliver Stegle,Oliver Stegle,Fabian J. Theis,Huan Yang,Alexander Zelikovsky,Alexander Zelikovsky,Alice C. McHardy,Benjamin J. Raphael,Sohrab P. Shah,Alexander Schönhuth,Alexander Schönhuth +71 more
TL;DR: This compendium is for established researchers, newcomers, and students alike, highlighting interesting and rewarding problems for the coming years in single-cell data science.
Journal ArticleDOI
A compendium of mutational cancer driver genes.
Francisco Martínez-Jiménez,Ferran Muiños,Inés Sentís,Jordi Deu-Pons,Iker Reyes-Salazar,Claudia Arnedo-Pac,Loris Mularoni,Oriol Pich,Jose Bonet,Hanna Kranas,Abel Gonzalez-Perez,Nuria Lopez-Bigas,Nuria Lopez-Bigas +12 more
TL;DR: This Review provides a brief historical perspective of the role of cancer genes before presenting the Integrative OncoGenomics (IntOGen) platform, a bioinformatics method of mutational driver identification, which is beginning to reveal the compendium of driver genes across many tumour types as well as alluding to their tumorigenic mechanisms.
References
More filters
Journal ArticleDOI
Signatures of mutational processes in human cancer
Ludmil B. Alexandrov,Serena Nik-Zainal,Serena Nik-Zainal,David C. Wedge,Samuel Aparicio,Sam Behjati,Sam Behjati,Andrew V. Biankin,Graham R. Bignell,Niccolo Bolli,Niccolo Bolli,Åke Borg,Anne Lise Børresen-Dale,Anne Lise Børresen-Dale,Sandrine Boyault,Birgit Burkhardt,Adam Butler,Carlos Caldas,Helen Davies,Christine Desmedt,Roland Eils,Jorunn E. Eyfjord,John A. Foekens,Mel Greaves,Fumie Hosoda,Barbara Hutter,Tomislav Ilicic,Sandrine Imbeaud,Sandrine Imbeaud,Marcin Imielinsk,Natalie Jäger,David T. W. Jones,David T. Jones,Stian Knappskog,Stian Knappskog,Marcel Kool,Sunil R. Lakhani,Carlos López-Otín,Sancha Martin,Nikhil C. Munshi,Nikhil C. Munshi,Hiromi Nakamura,Paul A. Northcott,Marina Pajic,Elli Papaemmanuil,Angelo Paradiso,John V. Pearson,Xose S. Puente,Keiran Raine,Manasa Ramakrishna,Andrea L. Richardson,Andrea L. Richardson,Julia Richter,Philip Rosenstiel,Matthias Schlesner,Ton N. Schumacher,Paul N. Span,Jon W. Teague,Yasushi Totoki,Andrew Tutt,Rafael Valdés-Mas,Marit M. van Buuren,Laura van ’t Veer,Anne Vincent-Salomon,Nicola Waddell,Lucy R. Yates,Icgc PedBrain,Jessica Zucman-Rossi,Jessica Zucman-Rossi,P. Andrew Futreal,Ultan McDermott,Peter Lichter,Matthew Meyerson,Matthew Meyerson,Sean M. Grimmond,Reiner Siebert,Elias Campo,Tatsuhiro Shibata,Stefan M. Pfister,Stefan M. Pfister,Peter J. Campbell,Peter J. Campbell,Peter J. Campbell,Michael R. Stratton,Michael R. Stratton +84 more
TL;DR: It is shown that hypermutation localized to small genomic regions, ‘kataegis’, is found in many cancer types, and this results reveal the diversity of mutational processes underlying the development of cancer.
Journal ArticleDOI
Intratumor heterogeneity and branched evolution revealed by multiregion sequencing.
Marco Gerlinger,Andrew Rowan,Stuart Horswell,James Larkin,David Endesfelder,Eva Grönroos,Pierre Martinez,Nicholas Matthews,Aengus Stewart,Patrick S. Tarpey,Ignacio Varela,Benjamin Phillimore,Sharmin Begum,Neil Q. McDonald,Adam Butler,David T. Jones,Keiran Raine,Calli Latimer,Claudio R. Santos,Mahrokh Nohadani,Aron Charles Eklund,Bradley Spencer-Dene,Graham Clark,Lisa Pickering,Gordon Stamp,Martin Gore,Zoltan Szallasi,Zoltan Szallasi,Julian Downward,P. Andrew Futreal,Charles Swanton +30 more
TL;DR: Intratumor heterogeneity can lead to underestimation of the tumor genomics landscape portrayed from single tumor-biopsy samples and may present major challenges to personalized-medicine and biomarker development.
Journal ArticleDOI
Cancer Genome Landscapes
Bert Vogelstein,Nickolas Papadopoulos,Victor E. Velculescu,Shibin Zhou,Luis A. Diaz,Kenneth W. Kinzler +5 more
TL;DR: This work has revealed the genomic landscapes of common forms of human cancer, which consists of a small number of “mountains” (genes altered in a high percentage of tumors) and a much larger number of "hills" (Genes altered infrequently).
Journal ArticleDOI
Integrated Genomic Analysis Identifies Clinically Relevant Subtypes of Glioblastoma Characterized by Abnormalities in PDGFRA, IDH1, EGFR, and NF1
Roel G.W. Verhaak,Katherine A. Hoadley,Elizabeth Purdom,Victoria Wang,Yuan-yuan Qi,Matthew D. Wilkerson,C. Ryan Miller,Li Ding,Todd R. Golub,Jill P. Mesirov,Gabriele Alexe,Michael S. Lawrence,Michael O'Kelly,Pablo Tamayo,Barbara A. Weir,Stacey Gabriel,Wendy Winckler,Supriya Gupta,Lakshmi Jakkula,Heidi S. Feiler,J. Graeme Hodgson,C. David James,Jann N. Sarkaria,Cameron Brennan,Ari B. Kahn,Paul T. Spellman,Richard K. Wilson,Terence P. Speed,Terence P. Speed,Joe W. Gray,Matthew Meyerson,Gad Getz,Charles M. Perou,Charles M. Perou,D. Neil Hayes +34 more
TL;DR: A robust gene expression-based molecular classification of GBM into Proneural, Neural, Classical, and Mesenchymal subtypes is described and multidimensional genomic data is integrated to establish patterns of somatic mutations and DNA copy number.
Journal ArticleDOI
Highly Parallel Genome-wide Expression Profiling of Individual Cells Using Nanoliter Droplets
Evan Z. Macosko,Evan Z. Macosko,Anindita Basu,Anindita Basu,Rahul Satija,Rahul Satija,James Nemesh,James Nemesh,Karthik Shekhar,Melissa Goldman,Melissa Goldman,Itay Tirosh,Allison R. Bialas,Nolan Kamitaki,Nolan Kamitaki,Emily M. Martersteck,John J. Trombetta,David A. Weitz,Joshua R. Sanes,Alex K. Shalek,Alex K. Shalek,Alex K. Shalek,Aviv Regev,Aviv Regev,Aviv Regev,Steven A. McCarroll,Steven A. McCarroll +26 more
TL;DR: Drop-seq will accelerate biological discovery by enabling routine transcriptional profiling at single-cell resolution by separating them into nanoliter-sized aqueous droplets, associating a different barcode with each cell's RNAs, and sequencing them all together.
Related Papers (5)
Single-cell RNA-seq highlights intratumoral heterogeneity in primary glioblastoma
Anoop P. Patel,Itay Tirosh,John J. Trombetta,Alex K. Shalek,Shawn M. Gillespie,Hiroaki Wakimoto,Daniel P. Cahill,Brian V. Nahed,William T. Curry,Robert L. Martuza,David N. Louis,Orit Rozenblatt-Rosen,Mario L. Suvà,Mario L. Suvà,Aviv Regev,Aviv Regev,Aviv Regev,Bradley E. Bernstein,Bradley E. Bernstein,Bradley E. Bernstein +19 more
Dissecting the multicellular ecosystem of metastatic melanoma by single-cell RNA-seq
Itay Tirosh,Benjamin Izar,Benjamin Izar,Sanjay M. Prakadan,Marc H. Wadsworth,Daniel J. Treacy,John J. Trombetta,Asaf Rotem,Asaf Rotem,Christopher Rodman,Christine G. Lian,George F. Murphy,Mohammad Fallahi-Sichani,Ken Dutton-Regester,Ken Dutton-Regester,Ken Dutton-Regester,Jia-Ren Lin,Ofir Cohen,Parin Shah,Diana Lu,Alex S. Genshaft,Travis K. Hughes,Carly G. K. Ziegler,Samuel W. Kazer,Aleth Gaillard,Kellie E. Kolb,Alexandra-Chloé Villani,Cory M. Johannessen,Aleksandr Andreev,Eliezer M. Van Allen,Eliezer M. Van Allen,Monica M. Bertagnolli,Monica M. Bertagnolli,Peter K. Sorger,Ryan J. Sullivan,Keith T. Flaherty,Dennie T. Frederick,Judit Jané-Valbuena,Charles H. Yoon,Charles H. Yoon,Orit Rozenblatt-Rosen,Alex K. Shalek,Aviv Regev,Aviv Regev,Aviv Regev,Levi A. Garraway +45 more