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Multi-hallmark long noncoding RNA maps reveal non-small cell lung cancer vulnerabilities

Roberta Esposito, Taisia Polidori, Dominik F. Meise, Carlos Pulido-Quetglas, Panagiotis Chouvardas, Stefan Forster, Paulina Schaerer, Andrea Kobel, Juliette Schlatter, Michaela Roemmele, Emily S. Westemeier, Lina Zhu, Andrés Lanzós, Hugo A. Guillen-Ramirez, Giulia Basile, Irene Carrozzo, Adrienne Vancura, Sebastian Ullrich, Alvaro Andrades, Dylan Harvey, Pedro P. Medina, Patrick C. Ma, Simon Haefliger, Xin Wang, Ivan Martinez, Adrian Ochsenbein, Carsten Riether, Rory Johnson
doi: https://doi.org/10.1101/2021.10.19.464956
Roberta Esposito
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
3Institute of Genetics and Biophysics ‘Adriano Buzzati-Traverso’ CNR, Naples, Italy
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Taisia Polidori
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
4Graduate School of Cellular and Biomedical Sciences, University of Bern, 3012 Bern, Switzerland
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Dominik F. Meise
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Carlos Pulido-Quetglas
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
4Graduate School of Cellular and Biomedical Sciences, University of Bern, 3012 Bern, Switzerland
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Panagiotis Chouvardas
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Stefan Forster
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Paulina Schaerer
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Andrea Kobel
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Juliette Schlatter
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Michaela Roemmele
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Emily S. Westemeier
5Department of Microbiology, Immunology & Cell Biology, West Virginia University Cancer Institute, School of Medicine, West Virginia University, Morgantown, West Virginia
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Lina Zhu
6Department of Biomedical Sciences, City University of Hong Kong, 31 To Yuen Street, Kowloon Tong, Hong Kong
7Tung Biomedical Sciences Centre, City University of Hong Kong, Hong Kong
8Key Laboratory of Biochip Technology, Biotech and Health Centre, Shenzhen Research Institute, City University of Hong Kong, Shenzhen, Guangdong Province, China
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Andrés Lanzós
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
4Graduate School of Cellular and Biomedical Sciences, University of Bern, 3012 Bern, Switzerland
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Hugo A. Guillen-Ramirez
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Giulia Basile
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Irene Carrozzo
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Adrienne Vancura
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
3Institute of Genetics and Biophysics ‘Adriano Buzzati-Traverso’ CNR, Naples, Italy
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Sebastian Ullrich
9Centre for Genomic Regulation (CRG), The Barcelona Institute for Science and Technology, Barcelona (BIST), Catalonia, Spain
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Alvaro Andrades
10GENYO, Centre for Genomics and Oncological Research, Pfizer/University of Granada/Andalusian Regional Government, Av. de la Ilustración 114, 18016 Granada, Spain
11Instituto de Investigación Biosanitaria (ibs. Granada), Av. Fuerzas Armadas 2, 18014 Granada, Spain
12Department of Biochemistry and Molecular Biology I, University of Granada, Av. de Fuente Nueva S/N, 18071 Granada, Spain
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Dylan Harvey
14School of Biology and Environmental Science, University College Dublin, Dublin D04 V1W8, Ireland
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Pedro P. Medina
10GENYO, Centre for Genomics and Oncological Research, Pfizer/University of Granada/Andalusian Regional Government, Av. de la Ilustración 114, 18016 Granada, Spain
11Instituto de Investigación Biosanitaria (ibs. Granada), Av. Fuerzas Armadas 2, 18014 Granada, Spain
12Department of Biochemistry and Molecular Biology I, University of Granada, Av. de Fuente Nueva S/N, 18071 Granada, Spain
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Patrick C. Ma
13Penn State Cancer Institute, Penn State Health Milton S. Hershey Medical Center, Pennsylvania State University, Hershey, Pennsylvania
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Simon Haefliger
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Xin Wang
6Department of Biomedical Sciences, City University of Hong Kong, 31 To Yuen Street, Kowloon Tong, Hong Kong
7Tung Biomedical Sciences Centre, City University of Hong Kong, Hong Kong
8Key Laboratory of Biochip Technology, Biotech and Health Centre, Shenzhen Research Institute, City University of Hong Kong, Shenzhen, Guangdong Province, China
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Ivan Martinez
5Department of Microbiology, Immunology & Cell Biology, West Virginia University Cancer Institute, School of Medicine, West Virginia University, Morgantown, West Virginia
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Adrian Ochsenbein
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Carsten Riether
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
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Rory Johnson
1Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
2Department for BioMedical Research, University of Bern, 3008 Bern, Switzerland
14School of Biology and Environmental Science, University College Dublin, Dublin D04 V1W8, Ireland
15Conway Institute for Biomolecular and Biomedical Research, University College Dublin, Dublin D04 V1W8, Ireland
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  • For correspondence: rory.johnson@ucd.ie
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Abstract

Long noncoding RNAs (lncRNAs) are widely dysregulated in cancer, yet their functional roles in cellular disease hallmarks remain unclear. Here we employ pooled CRISPR deletion to perturb all 831 lncRNAs in KRAS-mutant non-small cell lung cancer (NSCLC), and measure their contribution to proliferation, chemoresistance and migration across two cell backgrounds. Integrative analysis of this data outperforms conventional “dropout” screens in identifying cancer genes, while prioritising disease-relevant lncRNAs with pleiotropic and background-independent roles. Altogether 60 high-confidence oncogenic lncRNAs are active in NSCLC, the majority identified here for the first time, and which tend to be amplified and overexpressed in tumours. A follow-up antisense oligonucleotide (ASO) screen shortlisted two candidates, Cancer Hallmarks in Lung LncRNA (CHiLL 1&2), whose knockdown consistently suppressed cancer hallmarks in a variety of 2D and 3D tumour models. Molecular phenotyping reveals that CHiLL 1&2 control cellular-level phenotypes via distinct transcriptional networks converging on common oncogenic pathways. In summary, this work reveals a multi-dimensional functional lncRNA landscape underlying NSCLC that contains potential therapeutic vulnerabilities.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • https://github.com/RescueGum/TargetPP

  • Abbreviations

    ASO
    Antisense oligonucleotide
    CRISPR
    Clustered regularly interspaced short palindromic repeats
    CHiLL
    Cancer Hallmark in Lung LncRNA
    DECKO
    Dual excision CRISPR knock-out
    FDR
    False Discovery Rate
    FISH
    Fluorescence in situ hybridisation
    FPKM
    Fragments per kilobase of exon per million mapped fragments
    KEGG
    Kyoto Encyclopedia of Genes and Genomes
    KO
    Knock-Out
    KRAS
    Kirsten rat sarcoma virus
    LNA
    Locked Nucleic Acid
    LncRNA
    Long non-coding RNA
    MOI
    Multiplicity of infection
    NGS
    Next-Generation Sequencing
    NSCLC
    Non small cell lung cancer
    ORF
    Open Reading Frame
    PCR
    Polymerase Chain Reaction
    pgRNA
    paired guide RNAs
    qPCR
    quantitative Polymerase Chain Reaction
    RNA-seq
    RNA-sequencing
    RRA
    Robust Rank Aggregation
    TCGA
    The Cancer Genome Atlas
    TFBS
    Transcription factor binding sites
    TPM
    Transcripts per million
    TPP
    Target prioritisation pipeline
    TSS
    Transcriptional Start Site
  • Copyright 
    The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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    Multi-hallmark long noncoding RNA maps reveal non-small cell lung cancer vulnerabilities
    Roberta Esposito, Taisia Polidori, Dominik F. Meise, Carlos Pulido-Quetglas, Panagiotis Chouvardas, Stefan Forster, Paulina Schaerer, Andrea Kobel, Juliette Schlatter, Michaela Roemmele, Emily S. Westemeier, Lina Zhu, Andrés Lanzós, Hugo A. Guillen-Ramirez, Giulia Basile, Irene Carrozzo, Adrienne Vancura, Sebastian Ullrich, Alvaro Andrades, Dylan Harvey, Pedro P. Medina, Patrick C. Ma, Simon Haefliger, Xin Wang, Ivan Martinez, Adrian Ochsenbein, Carsten Riether, Rory Johnson
    bioRxiv 2021.10.19.464956; doi: https://doi.org/10.1101/2021.10.19.464956
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    Multi-hallmark long noncoding RNA maps reveal non-small cell lung cancer vulnerabilities
    Roberta Esposito, Taisia Polidori, Dominik F. Meise, Carlos Pulido-Quetglas, Panagiotis Chouvardas, Stefan Forster, Paulina Schaerer, Andrea Kobel, Juliette Schlatter, Michaela Roemmele, Emily S. Westemeier, Lina Zhu, Andrés Lanzós, Hugo A. Guillen-Ramirez, Giulia Basile, Irene Carrozzo, Adrienne Vancura, Sebastian Ullrich, Alvaro Andrades, Dylan Harvey, Pedro P. Medina, Patrick C. Ma, Simon Haefliger, Xin Wang, Ivan Martinez, Adrian Ochsenbein, Carsten Riether, Rory Johnson
    bioRxiv 2021.10.19.464956; doi: https://doi.org/10.1101/2021.10.19.464956

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