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1.
Life Sci Alliance ; 7(8)2024 Aug.
Article in English | MEDLINE | ID: mdl-38782602

ABSTRACT

Consensus Molecular Subtype (CMS) classification of colorectal cancer (CRC) tissues is complicated by RNA degradation upon formalin-fixed paraffin-embedded (FFPE) preservation. Here, we present an FFPE-curated CMS classifier. The CMSFFPE classifier was developed using genes with a high transcript integrity in FFPE-derived RNA. We evaluated the classification accuracy in two FFPE-RNA datasets with matched fresh-frozen (FF) RNA data, and an FF-derived RNA set. An FFPE-RNA application cohort of metastatic CRC patients was established, partly treated with anti-EGFR therapy. Key characteristics per CMS were assessed. Cross-referenced with matched benchmark FF CMS calls, the CMSFFPE classifier strongly improved classification accuracy in two FFPE datasets compared with the original CMSClassifier (63.6% versus 40.9% and 83.3% versus 66.7%, respectively). We recovered CMS-specific recurrence-free survival patterns (CMS4 versus CMS2: hazard ratio 1.75, 95% CI 1.24-2.46). Key molecular and clinical associations of the CMSs were confirmed. In particular, we demonstrated the predictive value of CMS2 and CMS3 for anti-EGFR therapy response (CMS2&3: odds ratio 5.48, 95% CI 1.10-27.27). The CMSFFPE classifier is an optimized FFPE-curated research tool for CMS classification of clinical CRC samples.


Subject(s)
Colorectal Neoplasms , Humans , Colorectal Neoplasms/genetics , Colorectal Neoplasms/classification , Colorectal Neoplasms/pathology , Paraffin Embedding , Biomarkers, Tumor/genetics , ErbB Receptors/genetics , ErbB Receptors/metabolism , Female , Consensus , Tissue Fixation/methods , Male , Gene Expression Profiling/methods , Aged , Middle Aged , Prognosis , Gene Expression Regulation, Neoplastic , Formaldehyde
2.
Cell Rep Med ; 5(5): 101523, 2024 May 21.
Article in English | MEDLINE | ID: mdl-38670098

ABSTRACT

Peritoneal metastases (PMs) from colorectal cancer (CRC) respond poorly to treatment and are associated with unfavorable prognosis. For example, the addition of hyperthermic intraperitoneal chemotherapy (HIPEC) to cytoreductive surgery in resectable patients shows limited benefit, and novel treatments are urgently needed. The majority of CRC-PMs represent the CMS4 molecular subtype of CRC, and here we queried the vulnerabilities of this subtype in pharmacogenomic databases to identify novel therapies. This reveals the copper ionophore elesclomol (ES) as highly effective against CRC-PMs. ES exhibits rapid cytotoxicity against CMS4 cells by targeting mitochondria. We find that a markedly reduced mitochondrial content in CMS4 cells explains their vulnerability to ES. ES demonstrates efficacy in preclinical models of PMs, including CRC-PMs and ovarian cancer organoids, mouse models, and a HIPEC rat model of PMs. The above proposes ES as a promising candidate for the local treatment of CRC-PMs, with broader implications for other PM-prone cancers.


Subject(s)
Colorectal Neoplasms , Mitochondria , Peritoneal Neoplasms , Colorectal Neoplasms/pathology , Colorectal Neoplasms/drug therapy , Peritoneal Neoplasms/secondary , Peritoneal Neoplasms/drug therapy , Peritoneal Neoplasms/therapy , Animals , Humans , Mitochondria/metabolism , Mitochondria/drug effects , Mice , Cell Line, Tumor , Rats , Female , Hyperthermic Intraperitoneal Chemotherapy/methods
4.
J Exp Clin Cancer Res ; 42(1): 56, 2023 Mar 03.
Article in English | MEDLINE | ID: mdl-36869386

ABSTRACT

BACKGROUND: Colorectal cancer (CRC) can be divided into four consensus molecular subtypes (CMS), each with distinct biological features. CMS4 is associated with epithelial-mesenchymal transition and stromal infiltration (Guinney et al., Nat Med 21:1350-6, 2015; Linnekamp et al., Cell Death Differ 25:616-33, 2018), whereas clinically it is characterized by lower responses to adjuvant therapy, higher incidence of metastatic spreading and hence dismal prognosis (Buikhuisen et al., Oncogenesis 9:66, 2020). METHODS: To understand the biology of the mesenchymal subtype and unveil specific vulnerabilities, a large CRISPR-Cas9 drop-out screen was performed on 14 subtyped CRC cell lines to uncover essential kinases in all CMSs. Dependency of CMS4 cells on p21-activated kinase 2 (PAK2) was validated in independent 2D and 3D in vitro cultures and in vivo models assessing primary and metastatic outgrowth in liver and peritoneum. TIRF microscopy was used to uncover actin cytoskeleton dynamics and focal adhesion localization upon PAK2 loss. Subsequent functional assays were performed to determine altered growth and invasion patterns. RESULTS: PAK2 was identified as a key kinase uniquely required for growth of the mesenchymal subtype CMS4, both in vitro and in vivo. PAK2 plays an important role in cellular attachment and cytoskeletal rearrangements (Coniglio et al., Mol Cell Biol 28:4162-72, 2008; Grebenova et al., Sci Rep 9:17171, 2019). In agreement, deletion or inhibition of PAK2 impaired actin cytoskeleton dynamics in CMS4 cells and, as a consequence, significantly reduced invasive capacity, while it was dispensable for CMS2 cells. Clinical relevance of these findings was supported by the observation that deletion of PAK2 from CMS4 cells prevented metastatic spreading in vivo. Moreover, growth in a model for peritoneal metastasis was hampered when CMS4 tumor cells were deficient for PAK2. CONCLUSION: Our data reveal a unique dependency of mesenchymal CRC and provide a rationale for PAK2 inhibition to target this aggressive subgroup of colorectal cancer.


Subject(s)
Colorectal Neoplasms , Sarcoma , Humans , Actin Cytoskeleton , Carcinogenesis , Cell Line
5.
EMBO Mol Med ; 14(12): e16194, 2022 12 07.
Article in English | MEDLINE | ID: mdl-36321561

ABSTRACT

The majority of colorectal cancers (CRCs) present with early mutations in tumor suppressor gene APC. APC mutations result in oncogenic activation of the Wnt pathway, which is associated with hyperproliferation, cytoskeletal remodeling, and a global increase in mRNA translation. To compensate for the increased biosynthetic demand, cancer cells critically depend on protein chaperones to maintain proteostasis, although their function in CRC remains largely unexplored. In order to investigate the role of molecular chaperones in driving CRC initiation, we captured the transcriptomic profiles of murine wild type and Apc-mutant organoids during active transformation. We discovered a strong transcriptional upregulation of Hspb1, which encodes small heat shock protein 25 (HSP25). We reveal an indispensable role for HSP25 in facilitating Apc-driven transformation, using both in vitro organoid cultures and mouse models, and demonstrate that chemical inhibition of HSP25 using brivudine reduces the development of premalignant adenomas. These findings uncover a hitherto unknown vulnerability in intestinal transformation that could be exploited for the development of chemopreventive strategies in high-risk individuals.


Subject(s)
Transcriptome , Animals , Mice , Up-Regulation
6.
Nat Commun ; 13(1): 4443, 2022 08 04.
Article in English | MEDLINE | ID: mdl-35927254

ABSTRACT

A significant proportion of colorectal cancer (CRC) patients develop peritoneal metastases (PM) in the course of their disease. PMs are associated with a poor quality of life, significant morbidity and dismal disease outcome. To improve care for this patient group, a better understanding of the molecular characteristics of CRC-PM is required. Here we present a comprehensive molecular characterization of a cohort of 52 patients. This reveals that CRC-PM represent a distinct CRC molecular subtype, CMS4, but can be further divided in three separate categories, each presenting with unique features. We uncover that the CMS4-associated structural protein Moesin plays a key role in peritoneal dissemination. Finally, we define specific evolutionary features of CRC-PM which indicate that polyclonal metastatic seeding underlies these lesions. Together our results suggest that CRC-PM should be perceived as a distinct disease entity.


Subject(s)
Colorectal Neoplasms , Neoplasms, Second Primary , Peritoneal Neoplasms , Colorectal Neoplasms/pathology , Humans , Peritoneal Neoplasms/genetics , Peritoneal Neoplasms/secondary , Peritoneum/metabolism , Quality of Life
7.
Micromachines (Basel) ; 13(5)2022 May 06.
Article in English | MEDLINE | ID: mdl-35630206

ABSTRACT

The cancer xenograft model in which human cancer cells are implanted in a mouse is one of the most used preclinical models to test the efficacy of novel cancer drugs. However, the model is imperfect; animal models are ethically burdened, and the imperfect efficacy predictions contribute to high clinical attrition of novel drugs. If microfluidic cancer-on-chip models could recapitulate key elements of the xenograft model, then these models could substitute the xenograft model and subsequently surpass the xenograft model by reducing variation, increasing sensitivity and scale, and adding human factors. Here, we exposed HCT116 colorectal cancer spheroids to dynamic, in vivo-like, concentrations of oxaliplatin, including a 5 day drug-free period, on-chip. Growth inhibition on-chip was comparable to existing xenograft studies. Furthermore, immunohistochemistry showed a similar response in proliferation and apoptosis markers. While small volume changes in xenografts are hard to detect, in the chip-system, we could observe a temporary growth delay. Lastly, histopathology and a pharmacodynamic model showed that the cancer spheroid-on-chip was representative of the proliferating outer part of a HCT116 xenograft, thereby capturing the major driver of the drug response of the xenograft. Hence, the cancer-on-chip model recapitulated the response of HCT116 xenografts to oxaliplatin and provided additional drug efficacy information.

8.
Cell Rep ; 37(3): 109852, 2021 10 19.
Article in English | MEDLINE | ID: mdl-34686335

ABSTRACT

Effective treatments for pancreatic ductal adenocarcinoma (PDAC) are lacking, and targeted agents have demonstrated limited efficacy. It has been speculated that a rare population of cancer stem cells (CSCs) drives growth, therapy resistance, and rapid metastatic progression in PDAC. These CSCs demonstrate high clonogenicity in vitro and tumorigenic potential in vivo. However, their relevance in established PDAC tissue has not been determined. Here, we use marker-independent stochastic clonal labeling, combined with quantitative modeling of tumor expansion, to uncover PDAC tissue growth dynamics. We find that in contrast to the CSC model, all PDAC cells display clonogenic potential in situ. Furthermore, the proximity to activated cancer-associated fibroblasts determines tumor cell clonogenicity. This means that the microenvironment is dominant in defining the clonogenic activity of PDAC cells. Indeed, manipulating the stroma by Hedgehog pathway inhibition alters the tumor growth mode, revealing that tumor-stroma crosstalk shapes tumor growth dynamics and clonal architecture.


Subject(s)
Carcinoma, Pancreatic Ductal/pathology , Cell Lineage , Neoplastic Stem Cells/pathology , Pancreatic Neoplasms/pathology , Tumor Microenvironment , Anilides/pharmacology , Animals , Antineoplastic Agents/pharmacology , Cancer-Associated Fibroblasts/metabolism , Cancer-Associated Fibroblasts/pathology , Carcinoma, Pancreatic Ductal/drug therapy , Carcinoma, Pancreatic Ductal/genetics , Carcinoma, Pancreatic Ductal/metabolism , Cell Communication , Cell Line, Tumor , Cell Proliferation , Female , Hedgehog Proteins/antagonists & inhibitors , Hedgehog Proteins/metabolism , Humans , Male , Mice, Inbred NOD , Mice, Nude , Mice, SCID , Neoplastic Stem Cells/drug effects , Neoplastic Stem Cells/metabolism , Pancreatic Neoplasms/drug therapy , Pancreatic Neoplasms/genetics , Pancreatic Neoplasms/metabolism , Pyridines/pharmacology , Signal Transduction , Stromal Cells/metabolism , Stromal Cells/pathology , Time Factors , Tumor Burden , Xenograft Model Antitumor Assays
9.
Cell Stem Cell ; 28(11): 2009-2019.e4, 2021 11 04.
Article in English | MEDLINE | ID: mdl-34358441

ABSTRACT

The tissue dynamics that govern maintenance and regeneration of the pancreas remain largely unknown. In particular, the presence and nature of a cellular hierarchy remains a topic of debate. Previous lineage tracing strategies in the pancreas relied on specific marker genes for clonal labeling, which left other populations untested and failed to account for potential widespread phenotypical plasticity. Here we employed a tracing system that depends on replication-induced clonal marks. We found that, in homeostasis, steady acinar replacement events characterize tissue dynamics, to which all acinar cells have an equal ability to contribute. Similarly, regeneration following pancreatitis was best characterized by an acinar self-replication model because no evidence of a cellular hierarchy was detected. In particular, rapid regeneration in the pancreas was found to be driven by an accelerated rate of acinar fission-like events. These results provide a comprehensive and quantitative model of cell dynamics in the exocrine pancreas.


Subject(s)
Pancreas, Exocrine , Pancreatitis , Acinar Cells , Homeostasis , Humans , Pancreas
10.
Nature ; 594(7863): 436-441, 2021 06.
Article in English | MEDLINE | ID: mdl-34079128

ABSTRACT

A delicate equilibrium of WNT agonists and antagonists in the intestinal stem cell (ISC) niche is critical to maintaining the ISC compartment, as it accommodates the rapid renewal of the gut lining. Disruption of this balance by mutations in the tumour suppressor gene APC, which are found in approximately 80% of all human colon cancers, leads to unrestrained activation of the WNT pathway1,2. It has previously been established that Apc-mutant cells have a competitive advantage over wild-type ISCs3. Consequently, Apc-mutant ISCs frequently outcompete all wild-type stem cells within a crypt, thereby reaching clonal fixation in the tissue and initiating cancer formation. However, whether the increased relative fitness of Apc-mutant ISCs involves only cell-intrinsic features or whether Apc mutants are actively involved in the elimination of their wild-type neighbours remains unresolved. Here we show that Apc-mutant ISCs function as bona fide supercompetitors by secreting WNT antagonists, thereby inducing differentiation of neighbouring wild-type ISCs. Lithium chloride prevented the expansion of Apc-mutant clones and the formation of adenomas by rendering wild-type ISCs insensitive to WNT antagonists through downstream activation of WNT by inhibition of GSK3ß. Our work suggests that boosting the fitness of healthy cells to limit the expansion of pre-malignant clones may be a powerful strategy to limit the formation of cancers in high-risk individuals.


Subject(s)
Adenomatous Polyposis Coli Protein/genetics , Cell Competition , Genes, APC , Intestinal Neoplasms/genetics , Intestinal Neoplasms/pathology , Mutation , Adenoma/genetics , Adenoma/metabolism , Adenoma/pathology , Adenomatous Polyposis Coli Protein/deficiency , Animals , Cell Differentiation/genetics , Female , Glycogen Synthase Kinase 3 beta/antagonists & inhibitors , Humans , Intestinal Neoplasms/metabolism , Lithium Chloride/pharmacology , Male , Mice , Organoids/cytology , Organoids/metabolism , Organoids/pathology , Wnt Proteins/antagonists & inhibitors , Wnt Proteins/metabolism
11.
Nat Commun ; 12(1): 3188, 2021 05 27.
Article in English | MEDLINE | ID: mdl-34045449

ABSTRACT

Survival rates of cancer patients vary widely within and between malignancies. While genetic aberrations are at the root of all cancers, individual genomic features cannot explain these distinct disease outcomes. In contrast, intra-tumour heterogeneity (ITH) has the potential to elucidate pan-cancer survival rates and the biology that drives cancer prognosis. Unfortunately, a comprehensive and effective framework to measure ITH across cancers is missing. Here, we introduce a scalable measure of chromosomal copy number heterogeneity (CNH) that predicts patient survival across cancers. We show that the level of ITH can be derived from a single-sample copy number profile. Using gene-expression data and live cell imaging we demonstrate that ongoing chromosomal instability underlies the observed heterogeneity. Analysing 11,534 primary cancer samples from 37 different malignancies, we find that copy number heterogeneity can be accurately deduced and predicts cancer survival across tissues of origin and stages of disease. Our results provide a unifying molecular explanation for the different survival rates observed between cancer types.


Subject(s)
DNA Copy Number Variations , Genetic Heterogeneity , Models, Genetic , Neoplasms/mortality , Tumor Microenvironment/genetics , Adolescent , Adult , Aged , Aged, 80 and over , Child , Computer Simulation , Datasets as Topic , Female , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Genomics , Humans , Male , Middle Aged , Mutation , Neoplasms/genetics , Neoplasms/pathology , Prognosis , Progression-Free Survival , Risk Assessment/methods , Survival Rate , Young Adult
12.
Lab Invest ; 100(11): 1465-1474, 2020 11.
Article in English | MEDLINE | ID: mdl-32504005

ABSTRACT

The peritoneum is a common site of dissemination in patients with colorectal cancer. In order to identify high-risk patients and improve therapeutic strategies, a better understanding of the peritoneal dissemination process and the reasons behind the high heterogeneity that is observed between patients is required. We aimed to create a murine model to further elucidate the process of peritoneal dissemination and to provide an experimental platform for further studies. We developed an in vivo model to assess patterns of peritoneal dissemination of 15 colorectal cancer cell lines. Immune deficient mice were intraperitoneally injected with 10,000 human colorectal cancer cells. Ten weeks after injection, or earlier in case of severe discomfort, the mice were sacrificed followed by dissection including assessment of the outgrowth and localization of peritoneal metastases. Furthermore, using a color-based clonal tracing method, the clonal dynamics of peritoneal nodules were observed. The different cell lines showed great variation in the extent of peritoneal outgrowth, ranging from no outgrowth to localized or widespread outgrowth of cells. An association between KRAS pathway activation and the formation of peritoneal metastases was identified. Also, cell line specific tumor location preferences were observed, with similar patterns of outgrowth in anatomically related areas. Furthermore, different patterns regarding clonal dynamics were found, varying from monoclonal or polyclonal outgrowth to extensively dispersed polyclonal lesions. The established murine model recapitulates heterogeneity as observed in human peritoneal metastases, which makes it a suitable platform for future (intervention) studies.


Subject(s)
Cell Line, Tumor , Colorectal Neoplasms/pathology , Peritoneal Neoplasms/secondary , Peritoneum/pathology , Animals , Female , HCT116 Cells , Humans , Mice, Nude , Neoplasms, Experimental
13.
Proc Natl Acad Sci U S A ; 116(13): 6140-6145, 2019 03 26.
Article in English | MEDLINE | ID: mdl-30850544

ABSTRACT

Cancer evolution is predominantly studied by focusing on differences in the genetic characteristics of malignant cells within tumors. However, the spatiotemporal dynamics of clonal outgrowth that underlie evolutionary trajectories remain largely unresolved. Here, we sought to unravel the clonal dynamics of colorectal cancer (CRC) expansion in space and time by using a color-based clonal tracing method. This method involves lentiviral red-green-blue (RGB) marking of cell populations, which enabled us to track individual cells and their clonal outgrowth during tumor initiation and growth in a xenograft model. We found that clonal expansion largely depends on the location of a clone, as small clones reside in the center and large clones mostly drive tumor growth at the border. These dynamics are recapitulated in a computational model, which confirms that the clone position within a tumor rather than cell-intrinsic features, is crucial for clonal outgrowth. We also found that no significant clonal loss occurs during tumor growth and clonal dispersal is limited in most models. Our results imply that, in addition to molecular features of clones such as (epi-)genetic differences between cells, clone location and the geometry of tumor growth are crucial for clonal expansion. Our findings suggest that either microenvironmental signals on the tumor border or differences in physical properties within the tumor, are major contributors to explain heterogeneous clonal expansion. Thus, this study provides further insights into the dynamics of solid tumor growth and progression, as well as the origins of tumor cell heterogeneity in a relevant model system.


Subject(s)
Colorectal Neoplasms/pathology , Animals , Cell Lineage , Clone Cells , Colorectal Neoplasms/genetics , Female , Heterografts , Humans , Mice , Mice, Nude , Neoplasm Transplantation , Spatio-Temporal Analysis
14.
Nat Cell Biol ; 20(10): 1193-1202, 2018 10.
Article in English | MEDLINE | ID: mdl-30177776

ABSTRACT

Solid malignancies have been speculated to depend on cancer stem cells (CSCs) for expansion and relapse after therapy. Here we report on quantitative analyses of lineage tracing data from primary colon cancer xenograft tissue to assess CSC functionality in a human solid malignancy. The temporally obtained clone size distribution data support a model in which stem cell function in established cancers is not intrinsically, but is entirely spatiotemporally orchestrated. Functional stem cells that drive tumour expansion predominantly reside at the tumour edge, close to cancer-associated fibroblasts. Hence, stem cell properties change in time depending on the cell location. Furthermore, although chemotherapy enriches for cells with a CSC phenotype, in this context functional stem cell properties are also fully defined by the microenvironment. To conclude, we identified osteopontin as a key cancer-associated fibroblast-produced factor that drives in situ clonogenicity in colon cancer.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Cell Proliferation/drug effects , Colonic Neoplasms/drug therapy , Neoplastic Stem Cells/drug effects , Tumor Microenvironment/drug effects , Xenograft Model Antitumor Assays , Animals , Cell Proliferation/genetics , Cells, Cultured , Colonic Neoplasms/genetics , Colonic Neoplasms/pathology , Gene Expression Profiling/methods , Gene Expression Regulation, Neoplastic , Humans , Mice, Nude , Neoplastic Stem Cells/metabolism , Neoplastic Stem Cells/pathology , Oxaliplatin/administration & dosage , Tamoxifen/administration & dosage , Tumor Microenvironment/genetics
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