Transcriptome-wide gene expression outlier analysis pinpoints therapeutic vulnerabilities in colorectal cancer.

biomarkers colorectal cancer drug targets gene expression outliers

Journal

Molecular oncology
ISSN: 1878-0261
Titre abrégé: Mol Oncol
Pays: United States
ID NLM: 101308230

Informations de publication

Date de publication:
11 Mar 2024
Historique:
received: 25 01 2024
accepted: 20 02 2024
medline: 12 3 2024
pubmed: 12 3 2024
entrez: 12 3 2024
Statut: aheadofprint

Résumé

Multiple strategies are continuously being explored to expand the drug target repertoire in solid tumors. We devised a novel computational workflow for transcriptome-wide gene expression outlier analysis that allows the systematic identification of both overexpression and underexpression events in cancer cells. Here, it was applied to expression values obtained through RNA sequencing in 226 colorectal cancer (CRC) cell lines that were also characterized by whole-exome sequencing and microarray-based DNA methylation profiling. We found cell models displaying an abnormally high or low expression level for 3533 and 965 genes, respectively. Gene expression abnormalities that have been previously associated with clinically relevant features of CRC cell lines were confirmed. Moreover, by integrating multi-omics data, we identified both genetic and epigenetic alternations underlying outlier expression values. Importantly, our atlas of CRC gene expression outliers can guide the discovery of novel drug targets and biomarkers. As a proof of concept, we found that CRC cell lines lacking expression of the MTAP gene are sensitive to treatment with a PRMT5-MTA inhibitor (MRTX1719). Finally, other tumor types may also benefit from this approach.

Identifiants

pubmed: 38468448
doi: 10.1002/1878-0261.13622
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Subventions

Organisme : Cancer Research UK
ID : A26825
Pays : United Kingdom
Organisme : Cancer Research UK
ID : A28223
Pays : United Kingdom

Informations de copyright

© 2024 The Authors. Molecular Oncology published by John Wiley & Sons Ltd on behalf of Federation of European Biochemical Societies.

Références

Malone ER, Oliva M, Sabatini PJB, Stockley TL, Siu LL. Molecular profiling for precision cancer therapies. Genome Med. 2020;12(1):8.
Andrei P, Battuello P, Grasso G, Rovera E, Tesio N, Bardelli A. Integrated approaches for precision oncology in colorectal cancer: the more you know, the better. Semin Cancer Biol. 2022;84:199-213.
Chapman PB, Hauschild A, Robert C, Haanen JB, Ascierto P, Larkin J, et al. Improved survival with vemurafenib in melanoma with BRAF V600E mutation. N Engl J Med. 2011;364(26):2507-2516.
Sharma SV, Bell DW, Settleman J, Haber DA. Epidermal growth factor receptor mutations in lung cancer. Nat Rev Cancer. 2007;7(3):169-181.
Lièvre A, Bachet JB, Le Corre D, Boige V, Landi B, Emile JF, et al. KRAS mutation status is predictive of response to cetuximab therapy in colorectal cancer. Cancer Res. 2006;66(8):3992-3995.
Di Nicolantonio F, Martini M, Molinari F, Sartore-Bianchi A, Arena S, Saletti P, et al. Wild-type BRAF is required for response to panitumumab or cetuximab in metastatic colorectal cancer. J Clin Oncol. 2008;26(35):5705-5712.
Siena S, Sartore-Bianchi A, Marsoni S, Hurwitz HI, McCall SJ, Penault-Llorca F, et al. Targeting the human epidermal growth factor receptor 2 (HER2) oncogene in colorectal cancer. Ann Oncol. 2018;29(5):1108-1119.
Swain SM, Shastry M, Hamilton E. Targeting HER2-positive breast cancer: advances and future directions. Nat Rev Drug Discov. 2023;22(2):101-126.
Harada G, Drilon A. TRK inhibitor activity and resistance in TRK fusion-positive cancers in adults. Cancer Genet. 2022;264-265:33-39.
Cheng J, Demeulemeester J, Wedge DC, Vollan HKM, Pitt JJ, Russnes HG, et al. Pan-cancer analysis of homozygous deletions in primary tumours uncovers rare tumour suppressors. Nat Commun. 2017;8(1):1221.
Nishiyama A, Nakanishi M. Navigating the DNA methylation landscape of cancer. Trends Genet. 2021;37(11):1012-1027.
Taieb J, Svrcek M, Cohen R, Basile D, Tougeron D, Phelip JM. Deficient mismatch repair/microsatellite unstable colorectal cancer: diagnosis, prognosis and treatment. Eur J Cancer. 2022;175:136-157.
Strobel H, Baisch T, Fitzel R, Schilberg K, Siegelin MD, Karpel-Massler G, et al. Temozolomide and other alkylating agents in glioblastoma therapy. Biomedicine. 2019;7(3):69.
Min A, Im SA, Yoon YK, Song SH, Nam HJ, Hur HS, et al. RAD51C-deficient cancer cells are highly sensitive to the PARP inhibitor olaparib. Mol Cancer Ther. 2013;12(6):865-877.
Bradner JE, Hnisz D, Young RA. Transcriptional addiction in cancer. Cell. 2017;168(4):629-643.
Li X, Kim Y, Tsang EK, Davis JR, Damani FN, Chiang C, et al. The impact of rare variation on gene expression across tissues. Nature. 2017;550(7675):239-243.
Medico E, Russo M, Picco G, Cancelliere C, Valtorta E, Corti G, et al. The molecular landscape of colorectal cancer cell lines unveils clinically actionable kinase targets. Nat Commun. 2015;6(1):7002.
Sengupta S, Sun SQ, Huang KL, Oh C, Bailey MH, Varghese R, et al. Integrative omics analyses broaden treatment targets in human cancer. Genome Med. 2018;10(1):60.
Lazzari L, Corti G, Picco G, Isella C, Montone M, Arcella P, et al. Patient-derived xenografts and matched cell lines identify pharmacogenomic vulnerabilities in colorectal cancer. Clin Cancer Res. 2019;25(20):6243-6259.
Kothari V, Wei I, Shankar S, Kalyana-Sundaram S, Wang L, Ma LW, et al. Outlier kinase expression by RNA sequencing as targets for precision therapy. Cancer Discov. 2013;3(3):280-293.
Ferlay J, Colombet M, Soerjomataram I, Mathers C, Parkin DM, Piñeros M, et al. Estimating the global cancer incidence and mortality in 2018: GLOBOCAN sources and methods. Int J Cancer. 2019;144(8):1941-1953.
Biller LH, Schrag D. Diagnosis and treatment of metastatic colorectal cancer: a review. JAMA. 2021;325(7):669-685.
Di Nicolantonio F, Vitiello PP, Marsoni S, Siena S, Tabernero J, Trusolino L, et al. Precision oncology in metastatic colorectal cancer - from biology to medicine. Nat Rev Clin Oncol. 2021;18(8):506-525.
Jia P, Yang X, Guo L, Liu B, Lin J, Liang H, et al. MSIsensor-pro: fast, accurate, and matched-normal-sample-free detection of microsatellite instability. Genomics Proteomics Bioinformatics. 2020;18(1):65-71.
Barault L, Amatu A, Siravegna G, Ponzetti A, Moran S, Cassingena A, et al. Discovery of methylated circulating DNA biomarkers for comprehensive non-invasive monitoring of treatment response in metastatic colorectal cancer. Gut. 2018;67(11):1995-2005.
Li H, Durbin R. Fast and accurate long-read alignment with Burrows-Wheeler transform. Bioinformatics. 2010;26(5):589-595.
Corti G, Bartolini A, Crisafulli G, Novara L, Rospo G, Montone M, et al. A genomic analysis workflow for colorectal cancer precision oncology. Clin Colorectal Cancer. 2019;18(2):91-101.e3.
Crisafulli G, Sartore-Bianchi A, Lazzari L, Pietrantonio F, Amatu A, Macagno M, et al. Temozolomide treatment alters mismatch repair and boosts mutational burden in tumor and blood of colorectal cancer patients. Cancer Discov. 2022;12(7):1656-1675.
Wang K, Singh D, Zeng Z, Coleman SJ, Huang Y, Savich GL, et al. MapSplice: accurate mapping of RNA-seq reads for splice junction discovery. Nucleic Acids Res. 2010;38(18):e178.
Li B, Dewey CN. RSEM: accurate transcript quantification from RNA-seq data with or without a reference genome. BMC Bioinformatics. 2011;12:323.
Love MI, Huber W, Anders S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 2014;15(12):550.
Eide PW, Bruun J, Lothe RA, Sveen A. CMScaller: an R package for consensus molecular subtyping of colorectal cancer pre-clinical models. Sci Rep. 2017;7(1):16618.
Isella C, Brundu F, Bellomo SE, Galimi F, Zanella E, Porporato R, et al. Selective analysis of cancer-cell intrinsic transcriptional traits defines novel clinically relevant subtypes of colorectal cancer. Nat Commun. 2017;8:15107.
Nicorici D, Şatalan M, Edgren H, Kangaspeska S, Murumägi A, Kallioniemi O, et al. FusionCatcher - a tool for finding somatic fusion genes in paired-end RNA-sequencing data. bioRxiv. 2014. https://doi.org/10.1101/011650
Haas BJ, Dobin A, Li B, Stransky N, Pochet N, Regev A. Accuracy assessment of fusion transcript detection via read-mapping and de novo fusion transcript assembly-based methods. Genome Biol. 2019;20(1):213.
Kalyana-Sundaram S, Shankar S, Deroo S, Iyer MK, Palanisamy N, Chinnaiyan AM, et al. Gene fusions associated with recurrent amplicons represent a class of passenger aberrations in breast cancer. Neoplasia. 2012;14(8):702-708.
Aryee MJ, Jaffe AE, Corrada-Bravo H, Ladd-Acosta C, Feinberg AP, Hansen KD, et al. Minfi: a flexible and comprehensive Bioconductor package for the analysis of Infinium DNA methylation microarrays. Bioinformatics. 2014;30(10):1363-1369.
Pidsley R, Zotenko E, Peters TJ, Lawrence MG, Risbridger GP, Molloy P, et al. Critical evaluation of the Illumina MethylationEPIC BeadChip microarray for whole-genome DNA methylation profiling. Genome Biol. 2016;17(1):208.
Price ME, Cotton AM, Lam LL, Farré P, Emberly E, Brown CJ, et al. Additional annotation enhances potential for biologically-relevant analysis of the Illumina Infinium HumanMethylation450 BeadChip array. Epigenetics Chromatin. 2013;6(1):4.
Hinoue T, Weisenberger DJ, Lange CPE, Shen H, Byun HM, van den Berg D, et al. Genome-scale analysis of aberrant DNA methylation in colorectal cancer. Genome Res. 2012;22(2):271-282.
Rubin JB. The spectrum of sex differences in cancer. Trends Cancer. 2022;8(4):303-315.
Brechtmann F, Mertes C, Matusevičiūtė A, Yépez VA, Avsec Ž, Herzog M, et al. OUTRIDER: a statistical method for detecting aberrantly expressed genes in RNA sequencing data. Am J Hum Genet. 2018;103(6):907-917.
UniProt Consortium. UniProt: the universal protein knowledgebase in 2021. Nucleic Acids Res. 2021;49(D1):D480-D489.
Oprea TI, Bologa CG, Brunak S, Campbell A, Gan GN, Gaulton A, et al. Unexplored therapeutic opportunities in the human genome. Nat Rev Drug Discov. 2018;17(5):317-332.
Wilson LJ, Linley A, Hammond DE, Hood FE, Coulson JM, MacEwan DJ, et al. New perspectives, opportunities, and challenges in exploring the human protein kinome. Cancer Res. 2018;78(1):15-29.
Kalev P, Hyer ML, Gross S, Konteatis Z, Chen CC, Fletcher M, et al. MAT2A inhibition blocks the growth of MTAP-deleted cancer cells by reducing PRMT5-dependent mRNA splicing and inducing DNA damage. Cancer Cell. 2021;39(2):209-224.e11.
Engstrom LD, Aranda R, Waters L, Moya K, Bowcut V, Vegar L, et al. MRTX1719 is an MTA-cooperative PRMT5 inhibitor that exhibits synthetic lethality in preclinical models and patients with MTAP deleted cancer. Cancer Discov. 2023;13:2412-2431.
Germano G, Lamba S, Rospo G, Barault L, Magrì A, Maione F, et al. Inactivation of DNA repair triggers neoantigen generation and impairs tumour growth. Nature. 2017;552(7683):116-120.
Guinney J, Dienstmann R, Wang X, de Reyniès A, Schlicker A, Soneson C, et al. The consensus molecular subtypes of colorectal cancer. Nat Med. 2015;21(11):1350-1356.
Russo M, Misale S, Wei G, Siravegna G, Crisafulli G, Lazzari L, et al. Acquired resistance to the TRK inhibitor entrectinib in colorectal cancer. Cancer Discov. 2016;6(1):36-44.
Siravegna G, Lazzari L, Crisafulli G, Sartore-Bianchi A, Mussolin B, Cassingena A, et al. Radiologic and genomic evolution of individual metastases during HER2 blockade in colorectal cancer. Cancer Cell. 2018;34(1):148-162.e7.
Pietrantonio F, Perrone F, de Braud F, Castano A, Maggi C, Bossi I, et al. Activity of temozolomide in patients with advanced chemorefractory colorectal cancer and MGMT promoter methylation. Ann Oncol. 2014;25(2):404-408.
Jaenisch R, Bird A. Epigenetic regulation of gene expression: how the genome integrates intrinsic and environmental signals. Nat Genet. 2003;33(Suppl 3):245-254.
Arena S, Corti G, Durinikova E, Montone M, Reilly NM, Russo M, et al. A subset of colorectal cancers with cross-sensitivity to olaparib and oxaliplatin. Clin Cancer Res. 2020;26(6):1372-1384.
Durinikova E, Reilly NM, Buzo K, Mariella E, Chilà R, Lorenzato A, et al. Targeting the DNA damage response pathways and replication stress in colorectal cancer. Clin Cancer Res. 2022;28(17):3874-3889.
Gao Q, Liang WW, Foltz SM, Mutharasu G, Jayasinghe RG, Cao S, et al. Driver fusions and their implications in the development and treatment of human cancers. Cell Rep. 2018;23(1):227-238.e3.
Cancer Genome Atlas Network. Comprehensive molecular characterization of human colon and rectal cancer. Nature. 2012;487(7407):330-337.
Serebriiskii IG, Pavlov V, Tricarico R, Andrianov G, Nicolas E, Parker MI, et al. Comprehensive characterization of PTEN mutational profile in a series of 34,129 colorectal cancers. Nat Commun. 2022;13(1):1618.
Picco G, Petti C, Centonze A, Torchiaro E, Crisafulli G, Novara L, et al. Loss of AXIN1 drives acquired resistance to WNT pathway blockade in colorectal cancer cells carrying RSPO3 fusions. EMBO Mol Med. 2017;9(3):293-303.
Muller FL, Colla S, Aquilanti E, Manzo VE, Genovese G, Lee J, et al. Passenger deletions generate therapeutic vulnerabilities in cancer. Nature. 2012;488(7411):337-342.
Frezza C, Zheng L, Folger O, Rajagopalan KN, MacKenzie ED, Jerby L, et al. Haem oxygenase is synthetically lethal with the tumour suppressor fumarate hydratase. Nature. 2011;477(7363):225-228.
Kryukov GV, Wilson FH, Ruth JR, Paulk J, Tsherniak A, Marlow SE, et al. MTAP deletion confers enhanced dependency on the PRMT5 arginine methyltransferase in cancer cells. Science. 2016;351(6278):1214-1218.
Mavrakis KJ, McDonald ER, Schlabach MR, Billy E, Hoffman GR, deWeck A, et al. Disordered methionine metabolism in MTAP/CDKN2A-deleted cancers leads to dependence on PRMT5. Science. 2016;351(6278):1208-1213.
Marjon K, Cameron MJ, Quang P, Clasquin MF, Mandley E, Kunii K, et al. MTAP deletions in cancer create vulnerability to targeting of the MAT2A/PRMT5/RIOK1 axis. Cell Rep. 2016;15(3):574-587.
Smith CR, Aranda R, Bobinski TP, Briere DM, Burns AC, Christensen JG, et al. Fragment-based discovery of MRTX1719, a synthetic lethal inhibitor of the PRMT5:MTA complex for the treatment of MTAP-deleted cancers. J Med Chem. 2022;65(3):1749-1766.
Wilding JL, Bodmer WF. Cancer cell lines for drug discovery and development. Cancer Res. 2014;74(9):2377-2384.
Dorney R, Dhungel BP, Rasko JEJ, Hebbard L, Schmitz U. Recent advances in cancer fusion transcript detection. Brief Bioinform. 2023;24(1):bbac519.
PCAWG Transcriptome Core Group, Calabrese C, Davidson NR, Demircioğlu D, Fonseca NA, He Y, et al. Genomic basis for RNA alterations in cancer. Nature. 2020;578(7793):129-136.
Mehrmohamadi M, Sepehri MH, Nazer N, Norouzi MR. A comparative overview of epigenomic profiling methods. Front Cell Dev Biol. 2021;9:714687.
Liu Y, Beyer A, Aebersold R. On the dependency of cellular protein levels on mRNA abundance. Cell. 2016;165(3):535-550.
Ghandi M, Huang FW, Jané-Valbuena J, Kryukov GV, Lo CC, McDonald ER, et al. Next-generation characterization of the cancer cell line encyclopedia. Nature. 2019;569(7757):503-508.
Iorio F, Knijnenburg TA, Vis DJ, Bignell GR, Menden MP, Schubert M, et al. A landscape of pharmacogenomic interactions in cancer. Cell. 2016;166(3):740-754.

Auteurs

Elisa Mariella (E)

Department of Oncology, Molecular Biotechnology Center, University of Torino, Italy.
IFOM ETS, The AIRC Institute of Molecular Oncology, Milan, Italy.

Gaia Grasso (G)

Department of Oncology, Molecular Biotechnology Center, University of Torino, Italy.
IFOM ETS, The AIRC Institute of Molecular Oncology, Milan, Italy.

Martina Miotto (M)

Department of Oncology, Molecular Biotechnology Center, University of Torino, Italy.
IFOM ETS, The AIRC Institute of Molecular Oncology, Milan, Italy.

Kristi Buzo (K)

Department of Oncology, University of Torino, Candiolo (TO), Italy.
Candiolo Cancer Institute, FPO-IRCCS, Candiolo (TO), Italy.

Nicole Megan Reilly (NM)

Department of Oncology, University of Torino, Candiolo (TO), Italy.

Pietro Andrei (P)

Department of Oncology, University of Torino, Candiolo (TO), Italy.

Pietro Paolo Vitiello (PP)

Department of Oncology, Molecular Biotechnology Center, University of Torino, Italy.
IFOM ETS, The AIRC Institute of Molecular Oncology, Milan, Italy.

Giovanni Crisafulli (G)

IFOM ETS, The AIRC Institute of Molecular Oncology, Milan, Italy.

Sabrina Arena (S)

Department of Oncology, University of Torino, Candiolo (TO), Italy.
Candiolo Cancer Institute, FPO-IRCCS, Candiolo (TO), Italy.

Giuseppe Rospo (G)

Department of Oncology, University of Torino, Candiolo (TO), Italy.

Giorgio Corti (G)

Department of Oncology, Molecular Biotechnology Center, University of Torino, Italy.

Annalisa Lorenzato (A)

Department of Oncology, Molecular Biotechnology Center, University of Torino, Italy.

Carlotta Cancelliere (C)

Candiolo Cancer Institute, FPO-IRCCS, Candiolo (TO), Italy.

Ludovic Barault (L)

Department of Oncology, University of Torino, Candiolo (TO), Italy.

Giulia Gionfriddo (G)

Department of Oncology, University of Torino, Candiolo (TO), Italy.

Michael Linnebacher (M)

Clinic of General Surgery, Molecular Oncology and Immunotherapy, University of Rostock, Germany.

Mariangela Russo (M)

Department of Oncology, Molecular Biotechnology Center, University of Torino, Italy.
IFOM ETS, The AIRC Institute of Molecular Oncology, Milan, Italy.

Federica Di Nicolantonio (F)

Department of Oncology, University of Torino, Candiolo (TO), Italy.
Candiolo Cancer Institute, FPO-IRCCS, Candiolo (TO), Italy.

Alberto Bardelli (A)

Department of Oncology, Molecular Biotechnology Center, University of Torino, Italy.
IFOM ETS, The AIRC Institute of Molecular Oncology, Milan, Italy.

Classifications MeSH