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1.
Brief Bioinform ; 25(4)2024 May 23.
Article in English | MEDLINE | ID: mdl-38783705

ABSTRACT

Tumor mutational signatures have gained prominence in cancer research, yet the lack of standardized methods hinders reproducibility and robustness. Leveraging colorectal cancer (CRC) as a model, we explored the influence of computational parameters on mutational signature analyses across 230 CRC cell lines and 152 CRC patients. Results were validated in three independent datasets: 483 endometrial cancer patients stratified by mismatch repair (MMR) status, 35 lung cancer patients by smoking status and 12 patient-derived organoids (PDOs) annotated for colibactin exposure. Assessing various bioinformatic tools, reference datasets and input data sizes including whole genome sequencing, whole exome sequencing and a pan-cancer gene panel, we demonstrated significant variability in the results. We report that the use of distinct algorithms and references led to statistically different results, highlighting how arbitrary choices may induce variability in the mutational signature contributions. Furthermore, we found a differential contribution of mutational signatures between coding and intergenic regions and defined the minimum number of somatic variants required for reliable mutational signature assignment. To facilitate the identification of the most suitable workflows, we developed Comparative Mutational Signature analysis on Coding and Extragenic Regions (CoMSCER), a bioinformatic tool which allows researchers to easily perform comparative mutational signature analysis by coupling the results from several tools and public reference datasets and to assess mutational signature contributions in coding and non-coding genomic regions. In conclusion, our study provides a comparative framework to elucidate the impact of distinct computational workflows on mutational signatures.


Subject(s)
Colorectal Neoplasms , Computational Biology , Mutation , Humans , Colorectal Neoplasms/genetics , Colorectal Neoplasms/pathology , Computational Biology/methods , Workflow , Cell Line, Tumor , Exome Sequencing/methods , Female , Algorithms
2.
Cell Rep Med ; 5(2): 101376, 2024 Feb 20.
Article in English | MEDLINE | ID: mdl-38228147

ABSTRACT

The bacterial genotoxin colibactin promotes colorectal cancer (CRC) tumorigenesis, but systematic assessment of its impact on DNA repair is lacking, and its effect on response to DNA-damaging chemotherapeutics is unknown. We find that CRC cell lines display differential response to colibactin on the basis of homologous recombination (HR) proficiency. Sensitivity to colibactin is induced by inhibition of ATM, which regulates DNA double-strand break repair, and blunted by HR reconstitution. Conversely, CRC cells chronically infected with colibactin develop a tolerant phenotype characterized by restored HR activity. Notably, sensitivity to colibactin correlates with response to irinotecan active metabolite SN38, in both cell lines and patient-derived organoids. Moreover, CRC cells that acquire colibactin tolerance develop cross-resistance to SN38, and a trend toward poorer response to irinotecan is observed in a retrospective cohort of CRCs harboring colibactin genomic island. Our results shed insight into colibactin activity and provide translational evidence on its chemoresistance-promoting role in CRC.


Subject(s)
Colorectal Neoplasms , Escherichia coli , Peptides , Polyketides , Humans , Irinotecan/pharmacology , Escherichia coli/genetics , Escherichia coli/metabolism , Retrospective Studies , DNA/metabolism , Colorectal Neoplasms/drug therapy , Colorectal Neoplasms/genetics , Colorectal Neoplasms/microbiology
3.
Nat Genet ; 54(7): 976-984, 2022 07.
Article in English | MEDLINE | ID: mdl-35817983

ABSTRACT

Compelling evidence shows that cancer persister cells represent a major limit to the long-term efficacy of targeted therapies. However, the phenotype and population dynamics of cancer persister cells remain unclear. We developed a quantitative framework to study persisters by combining experimental characterization and mathematical modeling. We found that, in colorectal cancer, a fraction of persisters slowly replicates. Clinically approved targeted therapies induce a switch to drug-tolerant persisters and a temporary 7- to 50-fold increase of their mutation rate, thus increasing the number of persister-derived resistant cells. These findings reveal that treatment may influence persistence and mutability in cancer cells and pinpoint inhibition of error-prone DNA polymerases as a strategy to restrict tumor recurrence.


Subject(s)
Colorectal Neoplasms , Mutation Rate , Anti-Bacterial Agents/pharmacology , Colorectal Neoplasms/drug therapy , Colorectal Neoplasms/genetics , Humans , Population Dynamics
4.
Br J Cancer ; 127(3): 394-407, 2022 08.
Article in English | MEDLINE | ID: mdl-35264786

ABSTRACT

Colorectal cancer (CRC) is one of the most prevalent and deadly cancers worldwide. Despite recent improvements in treatment and prevention, most of the current therapeutic options are weighted by side effects impacting patients' quality of life. Better patient selection towards systemic treatments represents an unmet clinical need. The recent multidisciplinary and molecular advancements in the treatment of CRC patients demand the identification of efficient biomarkers allowing to personalise patient care. Currently, core tumour biopsy specimens represent the gold-standard biological tissue to identify such biomarkers. However, technical feasibility, tumour heterogeneity and cancer evolution are major limitations of this single-snapshot approach. Genotyping circulating tumour DNA (ctDNA) has been addressed as potentially overcoming such limitations. Indeed, ctDNA has been retrospectively demonstrated capable of identifying minimal residual disease post-surgery and post-adjuvant treatment, as well as spotting druggable molecular alterations for tailoring treatments in metastatic disease. In this review, we summarise the available evidence on ctDNA applicability in CRC. Then, we review ongoing clinical trials assessing how liquid biopsy can be used interventionally to guide therapeutic choice in localised, locally advanced and metastatic CRC. Finally, we discuss how its widespread could transform CRC patients' management, dissecting its limitations while suggesting improvement strategies.


Subject(s)
Circulating Tumor DNA , Colorectal Neoplasms , Biomarkers, Tumor/genetics , Circulating Tumor DNA/genetics , Colorectal Neoplasms/diagnosis , Colorectal Neoplasms/drug therapy , Humans , Liquid Biopsy , Neoplasm, Residual , Quality of Life , Retrospective Studies
5.
Cancer Discov ; 11(8): 1886-1895, 2021 08.
Article in English | MEDLINE | ID: mdl-33952585

ABSTRACT

Cancer is characterized by loss of the regulatory mechanisms that preserve homeostasis in multicellular organisms, such as controlled proliferation, cell-cell adhesion, and tissue differentiation. The breakdown of multicellularity rules is accompanied by activation of "selfish," unicellular-like life features, which are linked to the increased adaptability to environmental changes displayed by cancer cells. Mechanisms of stress response, resembling those observed in unicellular organisms, are actively exploited by mammalian cancer cells to boost genetic diversity and increase chances of survival under unfavorable conditions, such as lack of oxygen/nutrients or exposure to drugs. Unicellular organisms under stressful conditions (e.g., antibiotic treatment) stop replicating or slowly divide and transiently increase their mutation rates to foster diversity, a process known as adaptive mutability. Analogously, tumor cells exposed to drugs enter a persister phenotype and can reduce DNA replication fidelity, which in turn fosters genetic diversity. The implications of adaptive evolution are of relevance to understand resistance to anticancer therapies.


Subject(s)
Bacteria , Biological Evolution , Homeostasis , Neoplasms , Humans
6.
Science ; 366(6472): 1473-1480, 2019 12 20.
Article in English | MEDLINE | ID: mdl-31699882

ABSTRACT

The emergence of drug resistance limits the efficacy of targeted therapies in human tumors. The prevalent view is that resistance is a fait accompli: when treatment is initiated, cancers already contain drug-resistant mutant cells. Bacteria exposed to antibiotics transiently increase their mutation rates (adaptive mutability), thus improving the likelihood of survival. We investigated whether human colorectal cancer (CRC) cells likewise exploit adaptive mutability to evade therapeutic pressure. We found that epidermal growth factor receptor (EGFR)/BRAF inhibition down-regulates mismatch repair (MMR) and homologous recombination DNA-repair genes and concomitantly up-regulates error-prone polymerases in drug-tolerant (persister) cells. MMR proteins were also down-regulated in patient-derived xenografts and tumor specimens during therapy. EGFR/BRAF inhibition induced DNA damage, increased mutability, and triggered microsatellite instability. Thus, like unicellular organisms, tumor cells evade therapeutic pressures by enhancing mutability.


Subject(s)
Colorectal Neoplasms/drug therapy , Colorectal Neoplasms/genetics , DNA Mismatch Repair/genetics , Drug Resistance, Neoplasm/genetics , ErbB Receptors/antagonists & inhibitors , Molecular Targeted Therapy , Mutagenesis , Proto-Oncogene Proteins B-raf/antagonists & inhibitors , Adaptation, Biological/genetics , Down-Regulation , Humans , Selection, Genetic
7.
Nat Commun ; 9(1): 2287, 2018 06 12.
Article in English | MEDLINE | ID: mdl-29895949

ABSTRACT

Attempts at eradicating metastatic cancers with targeted therapies are limited by the emergence of resistant subclones bearing heterogeneous (epi)genetic changes. We used colorectal cancer (CRC) to test the hypothesis that interfering with an ancestral oncogenic event shared by all the malignant cells (such as WNT pathway alterations) could override heterogeneous mechanisms of acquired drug resistance. Here, we report that in CRC-resistant cell populations, phylogenetic analysis uncovers a complex subclonal architecture, indicating parallel evolution of multiple independent cellular lineages. Functional and pharmacological modulation of WNT signalling induces cell death in CRC preclinical models from patients that relapsed during the treatment, regardless of the drug type or resistance mechanisms. Concomitant blockade of WNT and MAPK signalling restrains the emergence of drug-resistant clones. Reliance upon the WNT-APC pathway is preserved throughout the branched genomic drift associated with emergence of treatment relapse, thus offering the possibility of a common therapeutic strategy to overcome secondary drug resistance.


Subject(s)
Colorectal Neoplasms/genetics , Genetic Drift , Molecular Targeted Therapy , Mutation , Animals , Biopsy , Cell Culture Techniques , Cell Lineage , Cell Proliferation , Colorectal Neoplasms/drug therapy , Drug Resistance, Neoplasm/genetics , Drug Screening Assays, Antitumor , Humans , MAP Kinase Signaling System , Mice , Mice, Inbred NOD , Mice, SCID , Neoplasm Metastasis , Neoplasm Recurrence, Local , Neoplasm Transplantation , Oncogenes , Phylogeny , Signal Transduction , Wnt Signaling Pathway
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