Literature DB >> 32203388

Cardelino: computational integration of somatic clonal substructure and single-cell transcriptomes.

Davis J McCarthy1,2,3, Raghd Rostom1,4, Yuanhua Huang1,5, Daniel J Kunz4,6,7, Petr Danecek4, Marc Jan Bonder1, Tzachi Hagai1,4,8, Ruqian Lyu2,3, Wenyi Wang9, Daniel J Gaffney4, Benjamin D Simons6,7,10, Oliver Stegle11,12,13,14, Sarah A Teichmann15,16,17.   

Abstract

Bulk and single-cell DNA sequencing has enabled reconstructing clonal substructures of somatic tissues from frequency and cooccurrence patterns of somatic variants. However, approaches to characterize phenotypic variations between clones are not established. Here we present cardelino (https://github.com/single-cell-genetics/cardelino), a computational method for inferring the clonal tree configuration and the clone of origin of individual cells assayed using single-cell RNA-seq (scRNA-seq). Cardelino flexibly integrates information from imperfect clonal trees inferred based on bulk exome-seq data, and sparse variant alleles expressed in scRNA-seq data. We apply cardelino to a published cancer dataset and to newly generated matched scRNA-seq and exome-seq data from 32 human dermal fibroblast lines, identifying hundreds of differentially expressed genes between cells from different somatic clones. These genes are frequently enriched for cell cycle and proliferation pathways, indicating a role for cell division genes in somatic evolution in healthy skin.

Entities:  

Mesh:

Year:  2020        PMID: 32203388     DOI: 10.1038/s41592-020-0766-3

Source DB:  PubMed          Journal:  Nat Methods        ISSN: 1548-7091            Impact factor:   28.547


  56 in total

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Authors:  Iñigo Martincorena; Peter J Campbell
Journal:  Science       Date:  2015-09-24       Impact factor: 47.728

2.  Pathogenic Germline Variants in 10,389 Adult Cancers.

Authors:  Kuan-Lin Huang; R Jay Mashl; Yige Wu; Deborah I Ritter; Jiayin Wang; Clara Oh; Marta Paczkowska; Sheila Reynolds; Matthew A Wyczalkowski; Ninad Oak; Adam D Scott; Michal Krassowski; Andrew D Cherniack; Kathleen E Houlahan; Reyka Jayasinghe; Liang-Bo Wang; Daniel Cui Zhou; Di Liu; Song Cao; Young Won Kim; Amanda Koire; Joshua F McMichael; Vishwanathan Hucthagowder; Tae-Beom Kim; Abigail Hahn; Chen Wang; Michael D McLellan; Fahd Al-Mulla; Kimberly J Johnson; Olivier Lichtarge; Paul C Boutros; Benjamin Raphael; Alexander J Lazar; Wei Zhang; Michael C Wendl; Ramaswamy Govindan; Sanjay Jain; David Wheeler; Shashikant Kulkarni; John F Dipersio; Jüri Reimand; Funda Meric-Bernstam; Ken Chen; Ilya Shmulevich; Sharon E Plon; Feng Chen; Li Ding
Journal:  Cell       Date:  2018-04-05       Impact factor: 41.582

3.  Perspective on Oncogenic Processes at the End of the Beginning of Cancer Genomics.

Authors:  Li Ding; Matthew H Bailey; Eduard Porta-Pardo; Vesteinn Thorsson; Antonio Colaprico; Denis Bertrand; David L Gibbs; Amila Weerasinghe; Kuan-Lin Huang; Collin Tokheim; Isidro Cortés-Ciriano; Reyka Jayasinghe; Feng Chen; Lihua Yu; Sam Sun; Catharina Olsen; Jaegil Kim; Alison M Taylor; Andrew D Cherniack; Rehan Akbani; Chayaporn Suphavilai; Niranjan Nagarajan; Joshua M Stuart; Gordon B Mills; Matthew A Wyczalkowski; Benjamin G Vincent; Carolyn M Hutter; Jean Claude Zenklusen; Katherine A Hoadley; Michael C Wendl; Llya Shmulevich; Alexander J Lazar; David A Wheeler; Gad Getz
Journal:  Cell       Date:  2018-04-05       Impact factor: 41.582

4.  A landscape of driver mutations in melanoma.

Authors:  Eran Hodis; Ian R Watson; Gregory V Kryukov; Stefan T Arold; Marcin Imielinski; Jean-Philippe Theurillat; Elizabeth Nickerson; Daniel Auclair; Liren Li; Chelsea Place; Daniel Dicara; Alex H Ramos; Michael S Lawrence; Kristian Cibulskis; Andrey Sivachenko; Douglas Voet; Gordon Saksena; Nicolas Stransky; Robert C Onofrio; Wendy Winckler; Kristin Ardlie; Nikhil Wagle; Jennifer Wargo; Kelly Chong; Donald L Morton; Katherine Stemke-Hale; Guo Chen; Michael Noble; Matthew Meyerson; John E Ladbury; Michael A Davies; Jeffrey E Gershenwald; Stephan N Wagner; Dave S B Hoon; Dirk Schadendorf; Eric S Lander; Stacey B Gabriel; Gad Getz; Levi A Garraway; Lynda Chin
Journal:  Cell       Date:  2012-07-20       Impact factor: 41.582

5.  Intrinsic mutagenesis: a genetic basis of ageing.

Authors:  F M Burnet
Journal:  Pathology       Date:  1974-01       Impact factor: 5.306

6.  Comprehensive Characterization of Cancer Driver Genes and Mutations.

Authors:  Matthew H Bailey; Collin Tokheim; Eduard Porta-Pardo; Sohini Sengupta; Denis Bertrand; Amila Weerasinghe; Antonio Colaprico; Michael C Wendl; Jaegil Kim; Brendan Reardon; Patrick Kwok-Shing Ng; Kang Jin Jeong; Song Cao; Zixing Wang; Jianjiong Gao; Qingsong Gao; Fang Wang; Eric Minwei Liu; Loris Mularoni; Carlota Rubio-Perez; Niranjan Nagarajan; Isidro Cortés-Ciriano; Daniel Cui Zhou; Wen-Wei Liang; Julian M Hess; Venkata D Yellapantula; David Tamborero; Abel Gonzalez-Perez; Chayaporn Suphavilai; Jia Yu Ko; Ekta Khurana; Peter J Park; Eliezer M Van Allen; Han Liang; Michael S Lawrence; Adam Godzik; Nuria Lopez-Bigas; Josh Stuart; David Wheeler; Gad Getz; Ken Chen; Alexander J Lazar; Gordon B Mills; Rachel Karchin; Li Ding
Journal:  Cell       Date:  2018-04-05       Impact factor: 41.582

7.  The mutational landscape of head and neck squamous cell carcinoma.

Authors:  Nicolas Stransky; Ann Marie Egloff; Aaron D Tward; Aleksandar D Kostic; Kristian Cibulskis; Andrey Sivachenko; Gregory V Kryukov; Michael S Lawrence; Carrie Sougnez; Aaron McKenna; Erica Shefler; Alex H Ramos; Petar Stojanov; Scott L Carter; Douglas Voet; Maria L Cortés; Daniel Auclair; Michael F Berger; Gordon Saksena; Candace Guiducci; Robert C Onofrio; Melissa Parkin; Marjorie Romkes; Joel L Weissfeld; Raja R Seethala; Lin Wang; Claudia Rangel-Escareño; Juan Carlos Fernandez-Lopez; Alfredo Hidalgo-Miranda; Jorge Melendez-Zajgla; Wendy Winckler; Kristin Ardlie; Stacey B Gabriel; Matthew Meyerson; Eric S Lander; Gad Getz; Todd R Golub; Levi A Garraway; Jennifer R Grandis
Journal:  Science       Date:  2011-07-28       Impact factor: 47.728

8.  COSMIC: somatic cancer genetics at high-resolution.

Authors:  Simon A Forbes; David Beare; Harry Boutselakis; Sally Bamford; Nidhi Bindal; John Tate; Charlotte G Cole; Sari Ward; Elisabeth Dawson; Laura Ponting; Raymund Stefancsik; Bhavana Harsha; Chai Yin Kok; Mingming Jia; Harry Jubb; Zbyslaw Sondka; Sam Thompson; Tisham De; Peter J Campbell
Journal:  Nucleic Acids Res       Date:  2016-11-28       Impact factor: 16.971

9.  Mutational processes molding the genomes of 21 breast cancers.

Authors:  Serena Nik-Zainal; Ludmil B Alexandrov; David C Wedge; Peter Van Loo; Christopher D Greenman; Keiran Raine; David Jones; Jonathan Hinton; John Marshall; Lucy A Stebbings; Andrew Menzies; Sancha Martin; Kenric Leung; Lina Chen; Catherine Leroy; Manasa Ramakrishna; Richard Rance; King Wai Lau; Laura J Mudie; Ignacio Varela; David J McBride; Graham R Bignell; Susanna L Cooke; Adam Shlien; John Gamble; Ian Whitmore; Mark Maddison; Patrick S Tarpey; Helen R Davies; Elli Papaemmanuil; Philip J Stephens; Stuart McLaren; Adam P Butler; Jon W Teague; Göran Jönsson; Judy E Garber; Daniel Silver; Penelope Miron; Aquila Fatima; Sandrine Boyault; Anita Langerød; Andrew Tutt; John W M Martens; Samuel A J R Aparicio; Åke Borg; Anne Vincent Salomon; Gilles Thomas; Anne-Lise Børresen-Dale; Andrea L Richardson; Michael S Neuberger; P Andrew Futreal; Peter J Campbell; Michael R Stratton
Journal:  Cell       Date:  2012-05-17       Impact factor: 41.582

10.  Signatures of mutational processes in human cancer.

Authors:  Ludmil B Alexandrov; Serena Nik-Zainal; David C Wedge; Samuel A J R Aparicio; Sam Behjati; Andrew V Biankin; Graham R Bignell; Niccolò Bolli; Ake Borg; Anne-Lise Børresen-Dale; Sandrine Boyault; Birgit Burkhardt; Adam P Butler; Carlos Caldas; Helen R Davies; Christine Desmedt; Roland Eils; Jórunn Erla Eyfjörd; John A Foekens; Mel Greaves; Fumie Hosoda; Barbara Hutter; Tomislav Ilicic; Sandrine Imbeaud; Marcin Imielinski; Marcin Imielinsk; Natalie Jäger; David T W Jones; David Jones; Stian Knappskog; Marcel Kool; Sunil R Lakhani; Carlos López-Otín; Sancha Martin; 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; Julia Richter; Philip Rosenstiel; Matthias Schlesner; Ton N Schumacher; Paul N Span; Jon W Teague; Yasushi Totoki; Andrew N J Tutt; Rafael Valdés-Mas; Marit M van Buuren; Laura van 't Veer; Anne Vincent-Salomon; Nicola Waddell; Lucy R Yates; Jessica Zucman-Rossi; P Andrew Futreal; Ultan McDermott; Peter Lichter; Matthew Meyerson; Sean M Grimmond; Reiner Siebert; Elías Campo; Tatsuhiro Shibata; Stefan M Pfister; Peter J Campbell; Michael R Stratton
Journal:  Nature       Date:  2013-08-14       Impact factor: 49.962

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  8 in total

1.  Semi-deconvolution of bulk and single-cell RNA-seq data with application to metastatic progression in breast cancer.

Authors:  Haoyun Lei; Xiaoyan A Guo; Yifeng Tao; Kai Ding; Xuecong Fu; Steffi Oesterreich; Adrian V Lee; Russell Schwartz
Journal:  Bioinformatics       Date:  2022-06-24       Impact factor: 6.931

2.  CACTUS: integrating clonal architecture with genomic clustering and transcriptome profiling of single tumor cells.

Authors:  Shadi Darvish Shafighi; Szymon M Kiełbasa; Cornelis A M van Bergen; Ewa Szczurek; Julieta Sepúlveda-Yáñez; Ramin Monajemi; Davy Cats; Hailiang Mei; Roberta Menafra; Susan Kloet; Hendrik Veelken
Journal:  Genome Med       Date:  2021-03-24       Impact factor: 11.117

3.  Autism genes converge on asynchronous development of shared neuron classes.

Authors:  Bruna Paulsen; Silvia Velasco; Amanda J Kedaigle; Martina Pigoni; Giorgia Quadrato; Anthony J Deo; Xian Adiconis; Ana Uzquiano; Rafaela Sartore; Sung Min Yang; Sean K Simmons; Panagiotis Symvoulidis; Kwanho Kim; Kalliopi Tsafou; Archana Podury; Catherine Abbate; Ashley Tucewicz; Samantha N Smith; Alexandre Albanese; Lindy Barrett; Neville E Sanjana; Xi Shi; Kwanghun Chung; Kasper Lage; Edward S Boyden; Aviv Regev; Joshua Z Levin; Paola Arlotta
Journal:  Nature       Date:  2022-02-02       Impact factor: 69.504

4.  SCIM: universal single-cell matching with unpaired feature sets.

Authors:  Stefan G Stark; Joanna Ficek; Francesco Locatello; Ximena Bonilla; Stéphane Chevrier; Franziska Singer; Gunnar Rätsch; Kjong-Van Lehmann
Journal:  Bioinformatics       Date:  2020-12-30       Impact factor: 6.937

Review 5.  Applications of single-cell sequencing in cancer research: progress and perspectives.

Authors:  Yalan Lei; Rong Tang; Jin Xu; Wei Wang; Bo Zhang; Jiang Liu; Xianjun Yu; Si Shi
Journal:  J Hematol Oncol       Date:  2021-06-09       Impact factor: 17.388

6.  MQuad enables clonal substructure discovery using single cell mitochondrial variants.

Authors:  Aaron Wing Cheung Kwok; Chen Qiao; Rongting Huang; Mai-Har Sham; Joshua W K Ho; Yuanhua Huang
Journal:  Nat Commun       Date:  2022-03-08       Impact factor: 14.919

7.  Substantial somatic genomic variation and selection for BCOR mutations in human induced pluripotent stem cells.

Authors:  Foad J Rouhani; Xueqing Zou; Petr Danecek; Cherif Badja; Tauanne Dias Amarante; Gene Koh; Qianxin Wu; Yasin Memari; Richard Durbin; Inigo Martincorena; Andrew R Bassett; Daniel Gaffney; Serena Nik-Zainal
Journal:  Nat Genet       Date:  2022-08-11       Impact factor: 41.307

8.  Optimizing expression quantitative trait locus mapping workflows for single-cell studies.

Authors:  Anna S E Cuomo; Giordano Alvari; Christina B Azodi; Davis J McCarthy; Marc Jan Bonder
Journal:  Genome Biol       Date:  2021-06-24       Impact factor: 13.583

  8 in total

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